{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"source": [
"# グラフの作成\n",
"今回は、Matplotlibというパッケージを使ったグラフの作成についてご紹介します。\n",
"\n",
"はじめに、本講義で使用するファイルを皆さんの環境にダウンロードするため、次のコードを実行してください。"
],
"metadata": {
"id": "Fn0oKgscebci"
}
},
{
"cell_type": "code",
"source": [
"!wget https://github.com/tendo-sms/python_beginner_2023/raw/main/files_5/files.zip .\n",
"!unzip files.zip\n",
"!mv files/* ."
],
"metadata": {
"id": "L4q4Uc_8RV1v",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "96f8d538-4239-4b08-acac-d9f34927943a"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"--2023-10-20 04:01:19-- https://github.com/tendo-sms/python_beginner_2023/raw/main/files_5/files.zip\n",
"Resolving github.com (github.com)... 140.82.114.4\n",
"Connecting to github.com (github.com)|140.82.114.4|:443... connected.\n",
"HTTP request sent, awaiting response... 302 Found\n",
"Location: https://raw.githubusercontent.com/tendo-sms/python_beginner_2023/main/files_5/files.zip [following]\n",
"--2023-10-20 04:01:19-- https://raw.githubusercontent.com/tendo-sms/python_beginner_2023/main/files_5/files.zip\n",
"Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
"Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 4209221 (4.0M) [application/zip]\n",
"Saving to: ‘files.zip’\n",
"\n",
"\rfiles.zip 0%[ ] 0 --.-KB/s \rfiles.zip 100%[===================>] 4.01M --.-KB/s in 0.1s \n",
"\n",
"2023-10-20 04:01:19 (42.2 MB/s) - ‘files.zip’ saved [4209221/4209221]\n",
"\n",
"--2023-10-20 04:01:19-- http://./\n",
"Resolving . (.)... failed: No address associated with hostname.\n",
"wget: unable to resolve host address ‘.’\n",
"FINISHED --2023-10-20 04:01:19--\n",
"Total wall clock time: 0.3s\n",
"Downloaded: 1 files, 4.0M in 0.1s (42.2 MB/s)\n",
"Archive: files.zip\n",
" creating: files/\n",
" inflating: files/heatmap.csv \n",
" inflating: files/hist.csv \n",
" inflating: files/NotoSansJP-Medium.otf \n",
" inflating: files/scatter.csv \n",
" inflating: files/spectrum1.csv \n",
" inflating: files/spectrum2.csv \n",
" inflating: files/spectrum3.csv \n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"# Matplotlibの紹介\n",
"Matplotlibは、Pythonで様々なグラフを作成することができるパッケージです。"
],
"metadata": {
"id": "BJJIERVwXBh7"
}
},
{
"cell_type": "markdown",
"source": [
"## Matplotlibの構成要素\n",
"Matplotlibについて学ぶにあたり、基礎知識として、Matplotlibで作成するグラフの構成要素を説明します。\n",
"\n",
"Matplotlibでグラフを作成する際の構成要素として、次のものがあります。\n",
"\n",
"* 1つ以上のグラフを描画する領域全体のことを「**Figure**」と呼びます。\n",
"* Figure内に個々のグラフを描画する領域のことを「**Axes**」と呼びます。\n",
"* グラフを構成する部品(目盛りラベル、グラフ自体、軸のラベルなど)それぞれのことを「**Artist**」と呼びます。なお、FigureやAxesもArtistです。\n",
"\n",
"FigureとAxesは階層構造になっていて、Figureの中に複数のAxesを持っています。\n",
"\n",
"![Matplotlibの構成要素](https://github.com/tendo-sms/python_beginner_2023/raw/main/files_5/figure/elements.png)"
],
"metadata": {
"id": "FYDqTY1pNaAd"
}
},
{
"cell_type": "markdown",
"source": [
"# グラフの作成\n",
"それでは早速、Matplotlibを使ったグラフ作成の手順をご紹介します。\n",
"\n",
"最初は、シンプルな折れ線グラフを1つ作成する例でご説明します。\n",
"\n",
"折れ線グラフは、データ構造化プログラムにおいてスペクトルデータの可視化などによく利用されますので、ぜひ覚えておきましょう。\n",
"\n",
"全体の流れは、次のとおりです。\n",
"\n",
"1. モジュールのインポート\n",
"1. Figureの作成\n",
"1. Axesの作成\n",
"1. 折れ線グラフのプロット\n",
"1. グラフの画面表示\n",
"1. グラフのクローズ"
],
"metadata": {
"id": "LqXCUYYgJjgt"
}
},
{
"cell_type": "markdown",
"source": [
"## モジュールのインポート\n",
"Matplotlibを利用するときは、import文でモジュールをインポートします。\n",
"\n",
"Matplotlibパッケージにはいくつかのモジュールがありますが、もっともよく使用されるのが「**matplotlib.pyplotモジュール**」です。\n",
"\n",
"次のようにインポートします。\n",
"\n",
"~~~\n",
"imoprt matplotlib.pyplot as plt\n",
"~~~\n",
"\n",
"「パッケージとモジュール・ファイル操作」の講義では、numpyモジュールをインポートするときに慣例として「np」という別名を付けること、およびpandasモジュールをインポートするときに慣例として「pd」という別名を付けることをご紹介しました。\n",
"\n",
"matplotlib.pyplotモジュールをインポートするときも、慣例として「plt」という別名を付けます。これもPythonプログラマの共通認識のようなものですので、慣例に倣うようにしてください。\n",
"\n",
"【注意事項】\n",
"\n",
"Google ColaboratoryやAnacondaでは、Matplotlibが最初からインストールされているのでimport文だけで利用できます。公式版Pythonでは最初はMatplotlibがインストールされていませんので、プログラムを作成する前に、あらかじめpipコマンドを使ってインストールしてください。\n",
"\n",
"~~~\n",
"pip install matplotlib\n",
"~~~"
],
"metadata": {
"id": "yZkpgGxX2J6N"
}
},
{
"cell_type": "markdown",
"source": [
"## Figureの作成\n",
"ここから、実際にソースコードを記述していきます。\n",
"\n",
"最初は、グラフを描画する領域全体であるFigureを作成します。\n",
"\n",
"Figureの作成には、matplotlib.pyplotモジュールの「**figure関数**」を使用します。基本的な構文は次の通りです。\n",
"\n",
"~~~\n",
"変数 = plt.figure()\n",
"~~~\n",
"\n",
"matplotlib.pyplotモジュールをpltという別名でインポートしていますので、「matplotlib.pyplot.figure()」ではなく「plt.figure()」とする点に注意してください。\n",
"\n",
"これにより、作成されたFigureオブジェクトが変数に格納されます。"
],
"metadata": {
"id": "jQAb4-mJImfM"
}
},
{
"cell_type": "markdown",
"source": [
"## Axesの作成\n",
"次に、Figure内に個々のグラフを描画する領域であるAxesを作成します。\n",
"\n",
"Axesの作成には、Figureオブジェクトの「**subplotsメソッド**」を使用します。基本的な構文は次のとおりです。\n",
"\n",
"~~~\n",
"変数 = Figureオブジェクト.subplots()\n",
"~~~\n",
"\n",
"これにより、作成されたAxesオブジェクトが変数に格納されます。"
],
"metadata": {
"id": "1BJIT5nIJnfi"
}
},
{
"cell_type": "markdown",
"source": [
"## 折れ線グラフのプロット\n",
"次に、メインとなる折れ線グラフのプロットを行います。\n",
"\n",
"折れ線グラフのプロットには、Axesオブジェクトの「**plotメソッド**」を使用します。基本的な構文は次の通りです。\n",
"\n",
"~~~\n",
"Axesオブジェクト.plot(X軸の配列, Y軸の配列)\n",
"~~~\n",
"\n",
"X軸の配列およびY軸の配列には、リスト、pandasの1次元データ配列であるSeries、(「パッケージとモジュール・ファイル操作」の講義でちょっとだけご説明した)NumPyのndarrayなどを指定します。"
],
"metadata": {
"id": "DO_4yERoPREp"
}
},
{
"cell_type": "markdown",
"source": [
"## グラフの画面表示\n",
"plotメソッドを実行しただけでは、グラフが画面に表示されません。\n",
"\n",
"グラフを表示するには、matplotlib.pyplotモジュールの「**show関数**」を使用します。基本的な構文は次のとおりです。\n",
"\n",
"~~~\n",
"plt.show()\n",
"~~~"
],
"metadata": {
"id": "P_R_xnoYKpkY"
}
},
{
"cell_type": "markdown",
"source": [
"## グラフのクローズ\n",
"グラフの表示が終わったら、クローズ処理を行ってください。\n",
"\n",
"グラフをクローズするには、matplotlib.pyplotモジュールの「**close関数**」を使用します。基本的な構文は次のとおりです。\n",
"\n",
"~~~\n",
"plt.close(Figureオブジェクト)\n",
"~~~\n",
"\n",
"グラフのクローズ処理を行わないと、メモリ等のマシンリソースを無駄に消費し続けてしまいます。「パッケージとモジュール・ファイル操作」の講義の中で、「標準的なファイルの読み書き」として、オープンしたファイルを最後にクローズするようご説明しましたが、それと同様です。\n",
"\n",
"小規模なプログラムでは実害がないためクローズを忘れてしまいがちですが、忘れずにクローズするクセを付けておきましょう。"
],
"metadata": {
"id": "6cchWSZRK4sk"
}
},
{
"cell_type": "markdown",
"source": [
"## 折れ線グラフを表示するソースコードの例\n",
"ここまで、折れ線グラフの表示に必要な関数およびメソッドを順に紹介してきました。\n",
"\n",
"早速、これらの関数およびメソッドを使ってグラフを作成してみましょう。\n",
"\n",
"次のソースコードは、ここまでにご紹介した関数およびメソッドを順に実行しています。実際に動かして、結果を確認してみましょう。"
],
"metadata": {
"id": "8hRGj5xEL4ar"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成\n",
"ax = fig.subplots()\n",
"\n",
"# 折れ線グラフのプロット\n",
"ax.plot([1, 2, 3], [10, 100, 1000])\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "UnfBPO-mT0T7",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 447
},
"outputId": "0e2c7c8a-f072-49ed-8fbf-79e35ade58fc"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[]"
]
},
"metadata": {},
"execution_count": 3
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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Ck8kEAIiKikJwcDAyMzPN9+t0Ouzfvx9JSUkAgKSkJFRWViI7O9s85rvvvoPJZEJiYqK1IxMREbWbf+87he35ZXB1kWFlajy83VyljuQQrH4E5pFHHsGbb76JiIgI9OrVCzk5OVi6dCmeffZZAIBMJsPUqVOxYMECdOvWDVFRUZg7dy5CQ0MxYsQIAEB0dDSGDh2K5557DqtXr4bBYEBaWhrGjBnToiuQiIiIbEH+mSos2HIMADBrWDT6hvlIG8iBWL3ArFy5EnPnzsULL7yA8vJyhIaG4i9/+QvmzZtnHjNz5kzo9XpMnDgRlZWVuO+++7Bt2za4ubmZx3zyySdIS0vD4MGDIZfLMXLkSKxYscLacYmIiNqFvqEJk9floNFoQnJ0IJ69906pIzkUq68DYyu4DgwREUlp2oZcbMopRYjGDf+dcj98PZVSR7ILkq0DQ0RE5Ow+yz6NTTmlkMuA5WPiWV7aAQsMERGRFZ0or8HczUcAAC8ld0f/KD+JEzkmFhgiIiIrqTcYkbbuIOoMRgzo4o8XBnWVOpLDYoEhIiKykgVfH8VxbTX8PZVYNjoOLnKu99JeWGCIiIisYGveWXy8rxgAsHR0HALVbrd4BN0OFhgiIqLbVFJRi5mfHwYA/HVgFwzsHiBxIsfHAkNERHQbDEYTJq/PQXV9ExIifDB9SHepIzkFFhgiIqLbsGR7AXJLKqF2U2BFajxcXfjW2hH4t0xERNRGOwvK8f6eIgDA4if6IszXQ+JEzoMFhoiIqA3KdPWYvvEQAOCPSZEY2jtE4kTOhQWGiIiolYwmgakZuajQNyImRI05D0VLHcnpsMAQERG10qrvTiCr6AI8lC5YNTYebq4uUkdyOiwwRERErbC/6AKWZ/4CAFgwojc6B3hJnMg5scAQERG1UIW+ES9m5MIkgJEJYXg8IUzqSE6LBYaIiKgFhBCY8ekhaHX16Bzgidcf6yV1JKfGAkNERNQCa344iczj5VAq5EgfmwBPlULqSE6NBYaIiOgWDp+uxFvbjgMA5j4cg+gQtcSJiAWGiIjoJnT1BqSty4HBKDCsdzCeSoyQOhKBBYaIiOiGhBCYsykPxRW1uMPHHYtG9oVMJpM6FoEFhoiI6IYyDpRgy+GzUMhlWDk2Hhp3V6kj0WUsMERERNdRoK3Ga1/lAwBeTumBhAhfiRNRcywwREREV6lrNCJt3UE0NJnwQPcATLy/s9SR6CosMERERFd57at8FJbXINBbhaWjYiGX87wXW8MCQ0RE1MyXuaXY8HMJZDJg2eg4dPJSSR2JroMFhoiI6LJfz+sxZ1MeAGDyoK4Y0LWTxInoRlhgiIiIADQ0GZG2/iD0jUb0v9MPUwZ3kzoS3QQLDBEREYBFW4/jSKkOvh6uWJ4aB4UL3yJtGfcOERE5vR1Hy/Dh3l8BAEuejEWIxl3aQHRLLDBEROTUzlTWYcZnhwAAE+6LwuDoIIkTUUuwwBARkdNqMpowZX0OKmsN6BumwStDe0odiVqIBYaIiJzWsm8L8fOpi/BSKbAyNR5KBd8W7QX3FBEROaUfCs8jfdcJAMDCx/sg0t9T4kTUGiwwRETkdM5VN+CljbkQAkjtH45HYkOljkStxAJDREROxWQSmLYxF+eqG9A9yAvzHu4ldSRqAxYYIiJyKu/vKcL3hefh5ipH+tgEuCtdpI5EbcACQ0RETiP71EUs+aYAADD/0V7oFuQtcSJqKxYYIiJyClW1BkxZnwOjSeDR2FCM6hcudSS6DSwwRETk8IQQmPn5IZRW1iHS3wNv/qE3ZDKZ1LHoNrDAEBGRw/v3vlPYnl8GVxcZVqbGw9vNVepIdJtYYIiIyKHln6nCgi3HAACzhkWjb5iPtIHIKlhgiIjIYekbmjB5XQ4ajSYkRwfi2XvvlDoSWQkLDBEROay5m4+g6LweIRo3vP1ELM97cSAsMERE5JA+yz6NTTmlkMuA5WPi4euplDoSWRELDBEROZwT5TWYu/kIAOCl5O7oH+UncSKyNhYYIiJyKPUGI9LWHUSdwYgBXfzxwqCuUkeidsACQ0REDmXB10dxXFsNf08llo2Og4uc5704IhYYIiJyGFvzzuLjfcUAgKWj4xCodpM4EbUXFhgiInIIJRW1mPn5YQDAXwd2wcDuARInovbEAkNERHbPYDRh8vocVNc3ISHCB9OHdJc6ErUzFhgiIrJ7S7YXILekEmo3BVakxsPVhW9vjo57mIiI7NrOgnK8v6cIALD4ib4I8/WQOBF1BBYYIiKyW2W6ekzfeAgA8MekSAztHSJxIuooLDBERGSXjCaBqRm5qNA3IiZEjTkPRUsdiToQCwwREdml9J0nkFV0AR5KF6waGw83VxepI1EHYoEhIiK7s7/oApZ9+wsAYMGI3ugc4CVxIupoLDBERGRXKvSNeDEjFyYBjEwIw+MJYVJHIgmwwBARkd0QQmDGp4eg1dWjc4AnXn+sl9SRSCLtUmBKS0vx1FNPwd/fH+7u7ujTpw9+/vln8/1CCMybNw8hISFwd3dHcnIyCgsLLZ6joqIC48aNg1qtho+PDyZMmICampr2iEtERHZizQ8nkXm8HEqFHOljE+CpUkgdiSRi9QJz8eJF3HvvvXB1dcXWrVtx9OhR/L//9//g6+trHrN48WKsWLECq1evxv79++Hp6YmUlBTU19ebx4wbNw75+fnYsWMHtmzZgj179mDixInWjktERHbi8OlKvLXtOABg7sMxiA5RS5yIpCQTQghrPuGsWbOwd+9efP/999e9XwiB0NBQTJ8+HS+//DIAoKqqCkFBQVi7di3GjBmDY8eOISYmBgcOHEC/fv0AANu2bcNDDz2E06dPIzQ09JY5dDodNBoNqqqqoFbzm5yIyJ7p6g14eMUPKK6oxbDewXh3XAJkMn7KtCNq6fu31Y/AfPXVV+jXrx+efPJJBAYGIj4+Hv/4xz/M9588eRJarRbJycnmbRqNBomJicjKygIAZGVlwcfHx1xeACA5ORlyuRz79++/7tdtaGiATqezuBERkf0TQmDOpjwUV9TiDh93LBrZl+WFrF9gioqK8N5776Fbt27Yvn07nn/+eUyZMgUfffQRAECr1QIAgoKCLB4XFBRkvk+r1SIwMNDifoVCAT8/P/OYqy1cuBAajcZ8Cw8Pt/bUiIhIAhkHSrDl8Fko5DKsHBsPjbur1JHIBli9wJhMJiQkJODvf/874uPjMXHiRDz33HNYvXq1tb+UhdmzZ6Oqqsp8KykpadevR0RE7a9AW43XvsoHALyc0gMJEb63eAQ5C6sXmJCQEMTExFhsi46ORnFxMQAgODgYAFBWVmYxpqyszHxfcHAwysvLLe5vampCRUWFeczVVCoV1Gq1xY2IiOxXXaMRaesOoqHJhAe6B2Di/Z2ljkQ2xOoF5t5770VBQYHFtl9++QWRkZEAgKioKAQHByMzM9N8v06nw/79+5GUlAQASEpKQmVlJbKzs81jvvvuO5hMJiQmJlo7MhER2aDXvspHYXkNAr1VWDoqFnI5z3uh31j9AvqXXnoJAwYMwN///neMGjUKP/30Ez744AN88MEHAACZTIapU6diwYIF6NatG6KiojB37lyEhoZixIgRAC4dsRk6dKj5R08GgwFpaWkYM2ZMi65AIiIi+/Zlbik2/FwCmQxYNjoOnbxUUkciG2P1AnP33Xfjiy++wOzZs/H6668jKioKy5Ytw7hx48xjZs6cCb1ej4kTJ6KyshL33Xcftm3bBjc3N/OYTz75BGlpaRg8eDDkcjlGjhyJFStWWDsuERHZmF/P6zFnUx4AYPKgrhjQtZPEicgWWX0dGFvBdWCIiOxPQ5MRI9/7EUdKdeh/px/WPZcIhQs/9caZSLYODBERUVst2nocR0p18PVwxfLUOJYXuiF+ZxARkU3YcbQMH+79FQCw5MlYhGjcpQ1ENo0FhoiIJHemsg4zPjsEAJhwXxQGRwfd4hHk7FhgiIhIUk1GE6asz0FlrQF9wzR4ZWhPqSORHWCBISIiSS37thA/n7oIL5UCK1PjoVTwrYlujd8lREQkmb0nziN91wkAwMLH+yDS31PiRGQvWGCIiEgS56obMHVDLoQAUvuH45FYLlRKLccCQ0REHc5kEpi2MRfnqhvQPcgL8x7uJXUksjMsMERE1OHe31OE7wvPw81VjvSxCXBXukgdiewMCwwREXWo7FMXseSbSx/6O//RXugW5C1xIrJHLDBERNRhqmoNmLI+B0aTwKOxoRjVL1zqSGSnWGCIiKhDCCEw8/NDKK2sQ6S/B978Q2/IZDKpY5GdYoEhIqIO8e99p7A9vwyuLjKsSk2At5ur1JHIjrHAEBFRu8s/U4UFW44BAGYNi0afMI3EicjescAQEVG70jc0YfK6HDQaTUiODsSz994pdSRyACwwRETUruZuPoKi83qEaNzw9hOxPO+FrIIFhoiI2s1n2aexKacUchmwfEw8fD2VUkciB8ECQ0RE7eJEeQ3mbj4CAHgpuTv6R/lJnIgcCQsMERFZXb3BiLR1B1FnMGJAF3+8MKir1JHIwbDAEBGR1S34+iiOa6vh76nEstFxcJHzvBeyLhYYIiKyqq15Z/HxvmIAwNLRcQhUu0mciBwRCwwREVlNSUUtZn5+GADw14FdMLB7gMSJyFGxwBARkVUYjCZMXp+D6vomJET4YPqQ7lJHIgfGAkNERFaxZHsBcksqoXZTYEVqPFxd+BZD7YffXUREdNt2FpTj/T1FAIDFT/RFmK+HxInI0bHAEBHRbSnT1WP6xkMAgD8mRWJo7xCJE5EzYIEhIqI2M5oEpmbkokLfiJgQNeY8FC11JHISLDBERNRm6TtPIKvoAjyULlg1Nh5uri5SRyInwQJDRERtsr/oApZ9+wsAYMGI3ugc4CVxInImLDBERNRqFfpGvJiRC5MARiaE4fGEMKkjkZNhgSEiolYRQmDGp4eg1dWjc4AnXn+sl9SRyAmxwBARUaus+eEkMo+XQ6mQI31sAjxVCqkjkRNigSEiohY7fLoSb207DgCY+3AMokPUEiciZ8UCQ0RELaKrNyBtXQ4MRoFhvYPxVGKE1JHIibHAEBHRLQkhMGdTHooranGHjzsWjewLmUwmdSxyYiwwRER0SxkHSrDl8Fko5DKsHBsPjbur1JHIybHAEBHRTRVoq/HaV/kAgJdTeiAhwlfiREQsMEREdBN1jUakrTuIhiYTHugegIn3d5Y6EhEAFhgiIrqJ177KR2F5DQK9VVg6KhZyOc97IdvAAkNERNf1ZW4pNvxcApkMWDY6Dp28VFJHIjJjgSEiomv8el6POZvyAACTB3XFgK6dJE5EZIkFhoiILDQ0GZG2/iD0jUb0v9MPUwZ3kzoS0TVYYIiIyMKircdxpFQHXw9XLE+Ng8KFbxVke/hdSUREZjuOluHDvb8CAJY8GYsQjbu0gYhugAWGiIgAAGcq6zDjs0MAgAn3RWFwdJDEiYhujAWGiIjQZDRhyvocVNYa0DdMg1eG9pQ6EtFNscAQERGWZxbi51MX4aVSYGVqPJQKvj2QbeN3KBGRk9t74jxW7TwBAFj4eB9E+ntKnIjo1lhgiIic2LnqBkzdkAshgNT+4XgkNlTqSEQtwgJDROSkTCaBaRtzca66Ad2DvDDv4V5SRyJqMRYYIiIn9f6eInxfeB5urnKkj02Au9JF6khELcYCQ0TkhLJPXcSSbwoAAPMf7YVuQd4SJyJqHRYYIiInU1VrwJT1OTCaBB6NDcWofuFSRyJqNRYYIiInIoTAzM8PobSyDpH+HnjzD70hk8mkjkXUaiwwRERO5N/7TmF7fhlcXWRYlZoAbzdXqSMRtQkLDBGRk8g/U4UFW44BAGYNi0afMI3EiYjajgWGiMgJ6BuaMHldDhqNJiRHB+LZe++UOhLRbWn3ArNo0SLIZDJMnTrVvK2+vh6TJk2Cv78/vLy8MHLkSJSVlVk8rri4GMOHD4eHhwcCAwMxY8YMNDU1tXdcIiKHNHfzERSd1yNE44a3n4jleS9k99q1wBw4cADvv/8++vbta7H9pZdewn/+8x98+umn2L17N86cOYPHH3/cfL/RaMTw4cPR2NiIH3/8ER999BHWrl2LefPmtWdcIiKH9Fn2aWzKKYVcBiwfEw9fT6XUkYhuW7sVmJqaGowbNw7/+Mc/4Ovra95eVVWFNWvWYOnSpfjd736Hu+66Cx9++CF+/PFH7Nu3DwDwzTff4OjRo/j4448RFxeHYcOG4Y033kB6ejoaGxvbKzIRkcM5UV6DuZuPAABeSu6O/lF+Eiciso52KzCTJk3C8OHDkZycbLE9OzsbBoPBYnvPnj0RERGBrKwsAEBWVhb69OmDoKAg85iUlBTodDrk5+df9+s1NDRAp9NZ3IiInFm9wYi0dQdRZzBiQBd/vDCoq9SRiKxG0R5PmpGRgYMHD+LAgQPX3KfVaqFUKuHj42OxPSgoCFqt1jymeXm5cv+V+65n4cKFmD9/vhXSExE5hgVfH8VxbTX8PZVYNjoOLnKe90KOw+pHYEpKSvDiiy/ik08+gZubm7Wf/oZmz56Nqqoq862kpKTDvjYRka3ZmncWH+8rBgAsHR2HQHXH/XtM1BGsXmCys7NRXl6OhIQEKBQKKBQK7N69GytWrIBCoUBQUBAaGxtRWVlp8biysjIEBwcDAIKDg6+5KunKn6+MuZpKpYJarba4ERE5o5KKWsz8/DAA4K8Du2Bg9wCJExFZn9ULzODBg5GXl4fc3FzzrV+/fhg3bpz5966ursjMzDQ/pqCgAMXFxUhKSgIAJCUlIS8vD+Xl5eYxO3bsgFqtRkxMjLUjExE5DIPRhMnrc1Bd34SECB9MH9Jd6khE7cLq58B4e3ujd+/eFts8PT3h7+9v3j5hwgRMmzYNfn5+UKvVmDx5MpKSknDPPfcAAIYMGYKYmBg8/fTTWLx4MbRaLf72t79h0qRJUKlU1o5MROQwlmwvQG5JJdRuCqxIjYerC9crJcfULifx3so777wDuVyOkSNHoqGhASkpKXj33XfN97u4uGDLli14/vnnkZSUBE9PT4wfPx6vv/66FHGJiOzCzoJyvL+nCACw+Im+CPP1kDgRUfuRCSGE1CHag06ng0ajQVVVFc+HISKHV6arx7Dl36NC34g/JkXi9cd63/pBRDaope/fPLZIRGTnjCaBqRm5qNA3IiZEjTkPRUsdiajdscAQEdm59J0nkFV0AR5KF6waGw83VxepIxG1OxYYIiI7tr/oApZ9+wsAYMGI3ugc4CVxIqKOwQJDRGSnKvSNeDEjFyYBjEwIw+MJYVJHIuowLDBERHZICIEZnx6CVlePzgGeeP2xXlJHIupQLDBERHZozQ8nkXm8HEqFHOljE+CpkmRVDCLJsMAQEdmZw6cr8da24wCAuQ/HIDqES0WQ82GBISKyI7p6A9LW5cBgFBjWOxhPJUZIHYlIEiwwRER2QgiBOZvyUFxRizt83LFoZF/IZDKpYxFJggWGiMhOZBwowZbDZ6GQy7BybDw07q5SRyKSDAsMEZEdKNBW47Wv8gEAL6f0QEKEr8SJiKTFAkNEZOPqGo1IW3cQDU0mPNA9ABPv7yx1JCLJscAQEdm4177KR2F5DQK9VVg6KhZyOc97IWKBISKyYV/mlmLDzyWQyYBlo+PQyUsldSQim8ACQ0Rko349r8ecTXkAgMmDumJA104SJyKyHSwwREQ2qKHJiLT1B6FvNKL/nX6YMrib1JGIbAoLDBGRDVq09TiOlOrg6+GK5alxULjwn2ui5viKICKyMTuOluHDvb8CAJY8GYsQjbu0gYhsEAsMEZENOVNZhxmfHQIATLgvCoOjgyRORGSbWGCIiGxEk9GEFzNyUFlrQN8wDV4Z2lPqSEQ2iwWGiMhGLM8sxIFfL8JLpcDK1HgoFfwnmuhG+OogIrIBe0+cx6qdJwAACx/vg0h/T4kTEdk2FhgiIomdq27A1A25EAJI7R+OR2JDpY5EZPNYYIiIJGQyCUzbmItz1Q3oHuSFeQ/3kjoSkV1ggSEiktD7e4rwfeF5uLnKkT42Ae5KF6kjEdkFFhgiIolkn7qIJd8UAADmP9oL3YK8JU5EZD9YYIiIJFBVa8CU9TkwmgQejQ3FqH7hUkcisissMEREHUwIgZmfH0JpZR0i/T3w5h96QyaTSR2LyK6wwBARdbB/7zuF7fllcHWRYVVqArzdXKWORGR3WGCIiDpQ/pkqLNhyDAAwe1g0+oRpJE5EZJ9YYIiIOoi+oQmT1+Wg0WhCcnQgnrn3TqkjEdktFhgiog4yd/MRFJ3XI0TjhrefiOV5L0S3gQWGiKgDfJZ9GptySiGXAcvHxMPXUyl1JCK7xgJDRNTOTpTXYO7mIwCAl5K7o3+Un8SJiOwfCwwRUTuqNxiRtu4g6gxGDOjijxcGdZU6EpFDYIEhImpHC74+iuPaavh7KrFsdBxc5DzvhcgaWGCIiNrJ1ryz+HhfMQBg6eg4BKrdJE5E5DhYYIiI2kFJRS1mfn4YAPDXgV0wsHuAxImIHAsLDBGRlRmMJkxen4Pq+iYkRPhg+pDuUkcicjgsMEREVrZkewFySyqhdlNgRWo8XF34Ty2RtfFVRURkRbsKyvH+niIAwOIn+iLM10PiRESOiQWGiMhKynT1mL7xEADgj0mRGNo7ROJERI6LBYaIyAqMJoGpGbm4oG9ETIgacx6KljoSkUNjgSEisoL0nSeQVXQBHkoXrBobDzdXF6kjETk0Fhgiotu0v+gCln37CwBgwYje6BzgJXEiIsfHAkNEdBsq9I14MSMXJgGMTAjD4wlhUkcicgosMEREbSSEwIxPD0Grq0fnAE+8/lgvqSMROQ0WGCKiNlrzw0lkHi+HUiFH+tgEeKoUUkcichosMEREbXD4dCXe2nYcADD34RhEh6glTkTkXFhgiIhaSVdvQNq6HBiMAsN6B+OpxAipIxE5HRYYIqJWEEJgzqY8FFfU4g4fdywa2RcymUzqWEROhwWGiKgVMg6UYMvhs1DIZVg5Nh4ad1epIxE5JRYYIqIWKtBW47Wv8gEAL6f0QEKEr8SJiJwXCwwRUQvUNRqRtu4gGppMeKB7ACbe31nqSEROjQWGiKgFXvsqH4XlNQj0VmHpqFjI5TzvhUhKLDBERLfwZW4pNvxcApkMWDY6Dp28VFJHInJ6LDBERDfx63k95mzKAwBMHtQVA7p2kjgREQHtUGAWLlyIu+++G97e3ggMDMSIESNQUFBgMaa+vh6TJk2Cv78/vLy8MHLkSJSVlVmMKS4uxvDhw+Hh4YHAwEDMmDEDTU1N1o5LRHRDDU1GpK0/CH2jEf3v9MOUwd2kjkREl1m9wOzevRuTJk3Cvn37sGPHDhgMBgwZMgR6vd485qWXXsJ//vMffPrpp9i9ezfOnDmDxx9/3Hy/0WjE8OHD0djYiB9//BEfffQR1q5di3nz5lk7LhHRDS3aehxHSnXw9XDF8tQ4KFx40JrIVsiEEKI9v8C5c+cQGBiI3bt344EHHkBVVRUCAgKwbt06PPHEEwCA48ePIzo6GllZWbjnnnuwdetWPPzwwzhz5gyCgoIAAKtXr8Yrr7yCc+fOQalU3vLr6nQ6aDQaVFVVQa3mEt9E1Do7jpbhuf/7GQCwZnw/DI4OkjgRkXNo6ft3u/93oqqqCgDg5+cHAMjOzobBYEBycrJ5TM+ePREREYGsrCwAQFZWFvr06WMuLwCQkpICnU6H/Pz8636dhoYG6HQ6ixsRUVucqazDjM8OAQAm3BfF8kJkg9q1wJhMJkydOhX33nsvevfuDQDQarVQKpXw8fGxGBsUFAStVmse07y8XLn/yn3Xs3DhQmg0GvMtPDzcyrMhImfQZDThxYwcVNYa0DdMg1eG9pQ6EhFdR7sWmEmTJuHIkSPIyMhozy8DAJg9ezaqqqrMt5KSknb/mkTkeJZnFuLArxfhpVJgZWo8lAqe90JkixTt9cRpaWnYsmUL9uzZg7CwMPP24OBgNDY2orKy0uIoTFlZGYKDg81jfvrpJ4vnu3KV0pUxV1OpVFCpuDYDEbXd3hPnsWrnCQDAwsf7INLfU+JERHQjVv+vhRACaWlp+OKLL/Ddd98hKirK4v677roLrq6uyMzMNG8rKChAcXExkpKSAABJSUnIy8tDeXm5ecyOHTugVqsRExNj7chERDhX3YCpG3IhBJDaPxyPxIZKHYmIbsLqR2AmTZqEdevW4csvv4S3t7f5nBWNRgN3d3doNBpMmDAB06ZNg5+fH9RqNSZPnoykpCTcc889AIAhQ4YgJiYGTz/9NBYvXgytVou//e1vmDRpEo+yEJHVmUwC0zbm4lx1A7oHeWHew72kjkREt2D1AvPee+8BAB588EGL7R9++CH+9Kc/AQDeeecdyOVyjBw5Eg0NDUhJScG7775rHuvi4oItW7bg+eefR1JSEjw9PTF+/Hi8/vrr1o5LRIT39xTh+8LzcHOVI31sAtyVLlJHIqJbaPd1YKTCdWCIqCWyT13EqPezYDQJvDWyD0bfHSF1JCKnZjPrwBAR2aqqWgOmrM+B0STwaGwoRvXj8gtE9oIFhoickhACMz8/hNLKOkT6e+DNP/SGTCaTOhYRtRALDBE5pX/vO4Xt+WVwdZFhVWoCvN1cpY5ERK3AAkNETif/TBUWbDkGAJg9LBp9wjQSJyKi1mKBISKnom9owuR1OWg0mpAcHYhn7r1T6khE1AYsMETkVOZuPoKi83qEaNzw9hOxPO+FyE6xwBCR0/gs+zQ25ZRCLgOWj4mHr6dS6khE1EYsMETkFE6U12Du5iMAgJeSu6N/lJ/EiYjodrDAEJHDqzcYkbbuIOoMRgzo4o8XBnWVOhIR3SYWGCJyeAu+Porj2mr4eyqxbHQcXOQ874XI3rHAEJFD25p3Fh/vKwYALB0dh0C1m8SJiMgaWGCIyGGVVNRi5ueHAQB/HdgFA7sHSJyIiKyFBYaIHJLBaMLk9Tmorm9CQoQPpg/pLnUkIrIiFhgickhLvilAbkkl1G4KrEiNh6sL/7kjciR8RRORw9lVUI73dxcBABY/0Rdhvh4SJyIia2OBISKHUqarx/SNhwAAf0yKxNDeIRInIqL2wAJDRA7DaBKYmpGLC/pGxISoMeehaKkjEVE7YYEhIoeRvvMEsoouwEPpglVj4+Hm6iJ1JCJqJywwROQQ9hddwLJvfwEALBjRG50DvCRORETtiQWGiOxehb4RL2bkwiSAkQlheDwhTOpIRNTOWGCIyK4JITDj00PQ6urROcATrz/WS+pIRNQBWGCIyK6t+eEkMo+XQ6mQI31sAjxVCqkjEVEHYIEhIrt1+HQl3tp2HAAw9+EYRIeoJU5ERB2FBYaI7JKu3oC0dTkwGAWG9Q7GU4kRUkciog7EAkNEdkcIgTmb8lBcUYswX3csGtkXMplM6lhE1IFYYIjIrgghsP6nEmw5fBYKuQwrUuOhcXeVOhYRdTCe7UZENsdoEjhTWYfiiloUV9Ti1IVaFFfoL/9ai+r6JgDAyyk9kBDhK3FaIpICCwwRSaK2sem3cnK5mJyqqEXxBT1OX6xDk0nc9PEjE8Iw8f7OHZSWiGwNCwwRtQshBM7VNPxWTi7/euX352sabvp4pYscYX7uiPTzQKS/J8L9PC7/3gNhvh5wV/JjAoicGQsMEbVZY5MJpZV1OHVBj5LLxeTSUZRLRaXOYLzp4308XBHh54GIy8Xk0u89EenvgWC1G+RynphLRNfHAkNEN1VVZ2hWTpoVlQu1OFtVh5v9pEcuA0I07r+VE38PRPp5mn/Pk2+JqK1YYIicnMkkoNXV49SF2kvl5PLJsiWXz0mprDXc9PHuri7NysmlXyMu/9jnDh93KBW82JGIrI8FhsgJ1BuM5iMnv52HosepilqcrqhDo9F008d38lIhws8dkf6elj/y8fdAgJeKa7AQUYdjgSFyAEIIVOgbr7rs+NK5KKcq9CjT3fyEWYVchjBfd0T4e14qKn6e5iMpEX4e/HwhIrI5/FeJyE40GU04U1mPUxX638pJsyMqNQ1NN328t0px6cc8/pdOlG1+4myIxg0KF/6oh4jsBwsMkQ2paWi6fAWP3uJIyqkLtSitrIPxFmujhGjcLC43Dr98Lkqknwd8PFz5ox4ichgsMEQdSAiB8uqGZgu46Zst4FaLC/rGmz5eqZBfOnLid6Wc/HYUJczXA26uXBuFiJwDCwyRlTU0GXH6Yt1VC7jpzT/qqTfc/IRZXw9XRFw+amI+inL5SEqgt4proxARgQWGqE2qag3my42bnyxbfKEWZ3X1ELdYG+UOX3eLRduunCwb4e8BtRvXRiEiuhUWGKLrMJoEzlbVNSsnzYrKBT109Tc/YdZD6WK5uuzlIyoRfh64w9cdrjxhlojotrDAkNOqazSa10NpfvlxSUUtTl+89dooAd4q88Jtly47djcfUfH3VPKEWSKidsQCQw5LCIEL+sbfzkG5UGf+MU9xRS3Kq2++Noqriwzhvr+dLPvbAm6eCPdzh4eSLx8iIqnwX2CyawajCaUX65pdyaO3OJKib7z5hwmq3RSXVpe9svx9s6XwQzTucOEJs0RENokFhmxedb3hqiXwf7uq50xl/U3XRpHJgFCNO8KvWl028vKPfTQePGGWiMgescCQ5EymS2ujXPlsnt8++fjS7ytusTaKm6v8t6t4ml/V4++BMF93qBRcG4WIyNGwwFCHqDcYcfrib0dQmn/acUlFLRqabn7CrL+n8rdPO75yVc/lohLozQ8TJCJyNiwwZBVCCFTWGppdbqy3+LGP9hZro7hc+TDB5p90fPmISoS/B7z4YYJERNQM3xWoxZqMJpytqrf8tONmi7lV32JtFC+VwrKgmE+c9USoDz9MkIiIWo4FhizoG5rMR03Mq8tW1KH4gh6nL9ah6RYfJhikVl1zsuyV0uLHtVGIiMhKWGCcjBAC52oarvqcniuLudXhfM3N10ZRusgR7uduXg+l+RGVcD9+mCAREXUMFhgH1NhkQmll3W8rzF747dOOiytqUWe4+dooPh6ulp923OyISrDajR8mSEREkmOBsVNVdYbfjqI0W1321IVanK2qw81+0iOXASEa90vlxPxpx57m32vcuTYKERHZNhYYG2UyCWh19c0uN7a8qqey1nDTx7u7ujQrJ82Kir8n7vBxh1LBE2aJiMh+scBIqN5gvGbRtiuLuZ2uuPWHCXbyUl31GT2/FZUAL66NQkREjosFph0JIVChb7RcXbbZEZUy3c1PmFVcWRvF37PZAm6XS4qvBzy5NgoRETkpvgPepiajCWcq6y9fbnz5hNlmR1RqGm6+Noq3m8Ji0bbmR1RCNFwbhYiI6HpYYFppc04pDvxaYT5htrSy7pYfJhisdrtqAbffjqj4eLjyRz1EREStZNMFJj09HW+//Ta0Wi1iY2OxcuVK9O/fX9JMO46V4evDZy22KRXyyyvKely1gJsnwnzduTYKERGRldlsgdmwYQOmTZuG1atXIzExEcuWLUNKSgoKCgoQGBgoWa5hvYPRuVPzBdw8Eeit4tooREREHUgmxM0+Yk86iYmJuPvuu7Fq1SoAgMlkQnh4OCZPnoxZs2bd8vE6nQ4ajQZVVVVQq9XtHZeIiIisoKXv3zZ5hmhjYyOys7ORnJxs3iaXy5GcnIysrKzrPqahoQE6nc7iRkRERI7JJgvM+fPnYTQaERQUZLE9KCgIWq32uo9ZuHAhNBqN+RYeHt4RUYmIiEgCNllg2mL27Nmoqqoy30pKSqSORERERO3EJk/i7dSpE1xcXFBWVmaxvaysDMHBwdd9jEqlgkql6oh4REREJDGbPAKjVCpx1113ITMz07zNZDIhMzMTSUlJEiYjIiIiW2CTR2AAYNq0aRg/fjz69euH/v37Y9myZdDr9XjmmWekjkZEREQSs9kCM3r0aJw7dw7z5s2DVqtFXFwctm3bds2JvUREROR8bHYdmNvFdWCIiIjsj12vA0NERER0MywwREREZHdYYIiIiMjusMAQERGR3WGBISIiIrtjs5dR364rF1fxQx2JiIjsx5X37VtdJO2wBaa6uhoA+KGOREREdqi6uhoajeaG9zvsOjAmkwlnzpyBt7c3ZDKZ1Z5Xp9MhPDwcJSUlDru+jKPPkfOzf44+R0efH+D4c+T82k4IgerqaoSGhkIuv/GZLg57BEYulyMsLKzdnl+tVjvkN2Vzjj5Hzs/+OfocHX1+gOPPkfNrm5sdebmCJ/ESERGR3WGBISIiIrvDAtNKKpUKr776KlQqldRR2o2jz5Hzs3+OPkdHnx/g+HPk/Nqfw57ES0RERI6LR2CIiIjI7rDAEBERkd1hgSEiIiK7wwJDREREdsfpC8yePXvwyCOPIDQ0FDKZDJs3b77lY3bt2oWEhASoVCp07doVa9euvWZMeno67rzzTri5uSExMRE//fST9cO3QGvnt2nTJvz+979HQEAA1Go1kpKSsH37dosxr732GmQymcWtZ8+e7TiLG2vt/Hbt2nVNdplMBq1WazHOVvYf0Po5/ulPf7ruHHv16mUeY0v7cOHChbj77rvh7e2NwMBAjBgxAgUFBbd83KeffoqePXvCzc0Nffr0wX//+1+L+4UQmDdvHkJCQuDu7o7k5GQUFha21zRuqC3z+8c//oH7778fvr6+8PX1RXJy8jXfg9fbz0OHDm3PqVxXW+a3du3aa7K7ublZjLGV/Qe0bY4PPvjgdV+Hw4cPN4+xlX343nvvoW/fvuZF6ZKSkrB169abPsYWXn9OX2D0ej1iY2ORnp7eovEnT57E8OHDMWjQIOTm5mLq1Kn485//bPEmv2HDBkybNg2vvvoqDh48iNjYWKSkpKC8vLy9pnFDrZ3fnj178Pvf/x7//e9/kZ2djUGDBuGRRx5BTk6OxbhevXrh7Nmz5tsPP/zQHvFvqbXzu6KgoMAif2BgoPk+W9p/QOvnuHz5cou5lZSUwM/PD08++aTFOFvZh7t378akSZOwb98+7NixAwaDAUOGDIFer7/hY3788UekpqZiwoQJyMnJwYgRIzBixAgcOXLEPGbx4sVYsWIFVq9ejf3798PT0xMpKSmor6/viGmZtWV+u3btQmpqKnbu3ImsrCyEh4djyJAhKC0ttRg3dOhQi324fv369p7ONdoyP+DSCq7Ns586dcriflvZf0Db5rhp0yaL+R05cgQuLi7XvA5tYR+GhYVh0aJFyM7Oxs8//4zf/e53eOyxx5Cfn3/d8Tbz+hNkBkB88cUXNx0zc+ZM0atXL4tto0ePFikpKeY/9+/fX0yaNMn8Z6PRKEJDQ8XChQutmre1WjK/64mJiRHz5883//nVV18VsbGx1gtmJS2Z386dOwUAcfHixRuOsdX9J0Tb9uEXX3whZDKZ+PXXX83bbHUfCiFEeXm5ACB27959wzGjRo0Sw4cPt9iWmJgo/vKXvwghhDCZTCI4OFi8/fbb5vsrKyuFSqUS69evb5/gLdSS+V2tqalJeHt7i48++si8bfz48eKxxx5rh4S3pyXz+/DDD4VGo7nh/ba8/4Ro2z585513hLe3t6ipqTFvs9V9KIQQvr6+4p///Od177OV15/TH4FpraysLCQnJ1tsS0lJQVZWFgCgsbER2dnZFmPkcjmSk5PNY+yJyWRCdXU1/Pz8LLYXFhYiNDQUnTt3xrhx41BcXCxRwraJi4tDSEgIfv/732Pv3r3m7Y62/wBgzZo1SE5ORmRkpMV2W92HVVVVAHDN91xzt3odnjx5Elqt1mKMRqNBYmKi5PuxJfO7Wm1tLQwGwzWP2bVrFwIDA9GjRw88//zzuHDhglWztkVL51dTU4PIyEiEh4df8799W95/QNv24Zo1azBmzBh4enpabLe1fWg0GpGRkQG9Xo+kpKTrjrGV1x8LTCtptVoEBQVZbAsKCoJOp0NdXR3Onz8Po9F43TFXn2dhD5YsWYKamhqMGjXKvC0xMRFr167Ftm3b8N577+HkyZO4//77UV1dLWHSlgkJCcHq1avx+eef4/PPP0d4eDgefPBBHDx4EAAcbv+dOXMGW7duxZ///GeL7ba6D00mE6ZOnYp7770XvXv3vuG4G70Or+yjK7/a2n5s6fyu9sorryA0NNTiDWHo0KH4v//7P2RmZuKtt97C7t27MWzYMBiNxvaI3iItnV+PHj3wr3/9C19++SU+/vhjmEwmDBgwAKdPnwZgu/sPaNs+/Omnn3DkyJFrXoe2tA/z8vLg5eUFlUqFv/71r/jiiy8QExNz3bG28vpz2E+jptu3bt06zJ8/H19++aXFOSLDhg0z/75v375ITExEZGQkNm7ciAkTJkgRtcV69OiBHj16mP88YMAA/O9//8M777yDf//73xImax8fffQRfHx8MGLECIvttroPJ02ahCNHjkh2Pk57a8v8Fi1ahIyMDOzatcviRNcxY8aYf9+nTx/07dsXXbp0wa5duzB48GCr5m6pls4vKSnJ4n/3AwYMQHR0NN5//3288cYb7R3ztrRlH65ZswZ9+vRB//79Lbbb0j7s0aMHcnNzUVVVhc8++wzjx4/H7t27b1hibAGPwLRScHAwysrKLLaVlZVBrVbD3d0dnTp1gouLy3XHBAcHd2TU25KRkYE///nP2Lhx4zWHCq/m4+OD7t2748SJEx2Uzrr69+9vzu4o+w+4dBXAv/71Lzz99NNQKpU3HWsL+zAtLQ1btmzBzp07ERYWdtOxN3odXtlHV361pf3YmvldsWTJEixatAjffPMN+vbte9OxnTt3RqdOnSTbh22Z3xWurq6Ij483Z7fF/Qe0bY56vR4ZGRkt+o+BlPtQqVSia9euuOuuu7Bw4ULExsZi+fLl1x1rK68/FphWSkpKQmZmpsW2HTt2mP83oVQqcdddd1mMMZlMyMzMvOHPE23N+vXr8cwzz2D9+vUWl/zdSE1NDf73v/8hJCSkA9JZX25urjm7I+y/K3bv3o0TJ0606B9OKfehEAJpaWn44osv8N133yEqKuqWj7nV6zAqKgrBwcEWY3Q6Hfbv39/h+7Et8wMuXcXxxhtvYNu2bejXr98tx58+fRoXLlzo8H3Y1vk1ZzQakZeXZ85uS/sPuL05fvrpp2hoaMBTTz11y7FS7cPrMZlMaGhouO59NvP6s9rpwHaqurpa5OTkiJycHAFALF26VOTk5IhTp04JIYSYNWuWePrpp83ji4qKhIeHh5gxY4Y4duyYSE9PFy4uLmLbtm3mMRkZGUKlUom1a9eKo0ePiokTJwofHx+h1Wptfn6ffPKJUCgUIj09XZw9e9Z8q6ysNI+ZPn262LVrlzh58qTYu3evSE5OFp06dRLl5eU2P7933nlHbN68WRQWFoq8vDzx4osvCrlcLr799lvzGFvaf0K0fo5XPPXUUyIxMfG6z2lL+/D5558XGo1G7Nq1y+J7rra21jzm6aefFrNmzTL/ee/evUKhUIglS5aIY8eOiVdffVW4urqKvLw885hFixYJHx8f8eWXX4rDhw+Lxx57TERFRYm6ujqbn9+iRYuEUqkUn332mcVjqqurhRCXvidefvllkZWVJU6ePCm+/fZbkZCQILp16ybq6+ttfn7z588X27dvF//73/9Edna2GDNmjHBzcxP5+fnmMbay/4Ro2xyvuO+++8To0aOv2W5L+3DWrFli9+7d4uTJk+Lw4cNi1qxZQiaTiW+++UYIYbuvP6cvMFcuq736Nn78eCHEpcvcBg4ceM1j4uLihFKpFJ07dxYffvjhNc+7cuVKERERIZRKpejfv7/Yt29f+0/mOlo7v4EDB950vBCXLhsPCQkRSqVS3HHHHWL06NHixIkTHTuxy1o7v7feekt06dJFuLm5CT8/P/Hggw+K77777prntZX9J0TbvkcrKyuFu7u7+OCDD677nLa0D683NwAWr6uBAwdafA8KIcTGjRtF9+7dhVKpFL169RJff/21xf0mk0nMnTtXBAUFCZVKJQYPHiwKCgo6YEaW2jK/yMjI6z7m1VdfFUIIUVtbK4YMGSICAgKEq6uriIyMFM8995wkJbst85s6dar59RUUFCQeeughcfDgQYvntZX9J0Tbv0ePHz8uAJiLQHO2tA+fffZZERkZKZRKpQgICBCDBw+2yGyrrz+ZEEJY6WAOERERUYfgOTBERERkd1hgiIiIyO6wwBAREZHdYYEhIiIiu8MCQ0RERHaHBYaIiIjsDgsMERER2R0WGCIiIrI7LDBERERkd1hgiIiIyO6wwBAREZHdYYEhIiIiu/P/AQWB7WIsT8lsAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"無事、はじめてのグラフが書けましたね。\n",
"\n",
"【注意事項】\n",
"\n",
"前述のとおり、close関数を実行しなくてもグラフの作成はできてしまいます。\n",
"\n",
"それに加えてGoogle ColaboratoryやJupyter Notebookでは、show関数とclose関数を両方とも実行しない場合でも、グラフの作成ができてしまいます。一方、show関数を実行せずにclose関数を実行すると、グラフが作成されません・・・・\n",
"\n",
"いつもGoogle ColaboratoryやJupyter Notebookだけを使っていて間違った知識を付けてしまう、といったことがないよう、気を付けるようにしてください。"
],
"metadata": {
"id": "Jrm9vvDTSFH-"
}
},
{
"cell_type": "markdown",
"source": [
"## スペクトルデータのグラフ化\n",
"はじめてのグラフとしてごく簡単な折れ線グラフを作成しましたが、リアリティのないデータで、あまり面白くありませんよね。\n",
"\n",
"そこで、スペクトルをイメージしたデータを折れ線グラフにしてみましょう。\n",
"\n",
"次のような内容のCSVファイル(spectrum1.csv)を読み込んで、グラフを作成します。\n",
"\n",
"|Wavelength|Intensity|\n",
"|---|---|\n",
"|300|409|\n",
"|310|447|\n",
"|320|383|\n",
"|330|563|\n",
"|以下略|以下略|\n",
"\n",
"CSVデータの取り扱いということで・・・そうです、pandasを使いましょう。\n",
"\n",
"pandasでは次のように記述することで、カラムをSeries(1次元の配列データ)として抽出できます。\n",
"\n",
"~~~\n",
"データフレーム[カラム名]\n",
"~~~\n",
"\n",
"Seriesについては、「データ構造化の代表的なデータ操作方法」の講義でご紹介した「pandasで取り扱うデータ形式」にて復習しておきましょう。\n",
"\n",
"「データ構造化の代表的なデータ操作方法」の講義資料URL:\n",
"\n",
"https://colab.research.google.com/drive/1lwoeGrn0JvVpEW4CG97q0o_HsdWS3dUw?usp=sharing\n",
"\n",
"次のとおり指定すれば、カラム名Wavelengthのカラム、およびカラム名Intensityのカラムが、それぞれSeriesとして抽出できます。\n",
"\n",
"~~~\n",
"データフレーム[\"Wavelength\"]\n",
"データフレーム[\"Intensity\"]\n",
"~~~\n",
"\n",
"\n",
"前の例では、plotメソッドの引数としてX軸となるリストとY軸となるリストを渡しました。\n",
"\n",
"~~~\n",
"ax.plot([1, 2, 3], [10, 100, 1000])\n",
"~~~\n",
"\n",
"これらの引数に、今度はpandasのSeriesを指定します。次のソースコードを実行してみてください。"
],
"metadata": {
"id": "5INyWOGPdVd-"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# CSVファイルをデータフレームに読み込む\n",
"df = pd.read_csv(\"spectrum1.csv\")\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成\n",
"ax = fig.subplots()\n",
"\n",
"# 折れ線グラフのプロット\n",
"# 引数にはpandasのSeriesを指定する\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity\"])\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "6iS6_vY9fLCC",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 430
},
"outputId": "9ae5fbfa-8fd7-4317-b6d6-0bdca64f30bc"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"## 複数本の折れ線を描画する\n",
"一つのグラフに複数本の折れ線を描画する場合、plotメソッドを次のとおり実行します。\n",
"\n",
"~~~\n",
"Axesオブジェクト.plot(X軸の配列1, Y軸の配列1)\n",
"Axesオブジェクト.plot(X軸の配列2, Y軸の配列2)\n",
" :\n",
" :\n",
"~~~\n",
"\n",
"このとき、同一のAxesオブジェクトに対して複数回plotメソッドを実行するという点に注意してください。\n",
"\n",
"先ほどの折れ線グラフに、もう1本折れ線を追加してみましょう。\n",
"\n",
"次のような内容のCSVファイル(spectrum2.csv)を読み込んで、2種類のスペクトルを描画するグラフを作成します。\n",
"\n",
"|Wavelength|Intensity1|Intensity2|\n",
"|---|---|---|\n",
"|300|409|298|\n",
"|310|447|349|\n",
"|320|383|393|\n",
"|330|563|480|\n",
"|以下略|以下略|以下略|\n",
"\n",
"\n",
"次のソースコードを実行してみてください。先ほどのソースコードから変更されている箇所には、コメントに「★」を入れています。"
],
"metadata": {
"id": "CUQ6G8sKE7xn"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# CSVファイルをデータフレームに読み込む ★読み込むファイルを変更\n",
"df = pd.read_csv(\"spectrum2.csv\")\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成\n",
"ax = fig.subplots()\n",
"\n",
"# 折れ線グラフのプロット ★変更\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity1\"])\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity2\"])\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "leM--CzYFhr_",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 430
},
"outputId": "df9ac427-0f0e-42e7-8e8e-a74d4e21499d"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"## 複数のグラフを並べて表示する\n",
"先ほどのように2つのスペクトルデータを重ねて表示するのではなく、2つのグラフにして並べて表示してみましょう。\n",
"\n",
"ここでは、1つのFigureの中に2つのAxesを作成し、それぞれのAxesにグラフを描画します。\n",
"\n",
"まず、subplotsメソッドでAxesオブジェクトを作成する記述を次のようにします。\n",
"\n",
"~~~\n",
"変数 = Figureオブジェクト.subplots(縦サイズ, 横サイズ)\n",
"~~~\n",
"\n",
"変数には、Axesオブジェクトのリストが格納されます。リストの形式は、次のとおりとなります。\n",
"\n",
"* 縦サイズまたは横サイズが1の場合、1次元のリストになります。\n",
" * 縦サイズを2、横サイズを1とすると、Axesが縦に2つ並んで作成されます。変数名[0]が上のAxes、変数名[1]が下のAxesとなります。\n",
"\n",
"* 縦サイズと横サイズが両方とも2以上の場合、2次元のリストになります。\n",
" * 縦サイズを2、横サイズを2とすると、Axesが左上/右上/左下/右下と並んで4つ作成されます。変数名[0][0]が左上のAxes、変数名[0][1]が右上のAxes、変数名[1][0]が左下のAxes、変数名[1][1]が右下のAxesととなります。\n",
"\n",
"次のソースコードを実行してみてください。先ほどのソースコードから変更されている箇所には、コメントに「★」を入れています。"
],
"metadata": {
"id": "mR1DE3jMaEyL"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# CSVファイルをデータフレームに読み込む\n",
"df = pd.read_csv(\"spectrum2.csv\")\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成 ★引数を変更\n",
"ax = fig.subplots(2, 1)\n",
"\n",
"# 折れ線グラフのプロット ★2つのプロットに変更\n",
"ax[0].plot(df[\"Wavelength\"], df[\"Intensity1\"])\n",
"ax[1].plot(df[\"Wavelength\"], df[\"Intensity2\"])\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "UOw7jB0iaZSj",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 430
},
"outputId": "d949072c-0444-48fd-c51d-89db94ae0208"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"グラフが2つ、縦に並んで表示されましたね。確認できたら、プログラムを修正して、横に2つ並べてみてください。"
],
"metadata": {
"id": "FwVc_DIRdTzW"
}
},
{
"cell_type": "markdown",
"source": [
"# グラフの装飾\n",
"グラフには、様々な装飾をつけることもできます。よく使う装飾を、いくつかご紹介します。"
],
"metadata": {
"id": "eltomd_bBKkj"
}
},
{
"cell_type": "markdown",
"source": [
"## 折れ線の種類を変更する\n",
"ここまでの例では、シンプルな直線の折れ線グラフを作成してきました。ここでは、線の種類を変更するための機能をいくつかご紹介します。\n",
"\n",
"線の種類を変更するには、plotメソッドに引数を追加します。\n",
"\n",
"~~~\n",
"Axesオブジェクト.plot(X軸の配列, Y軸の配列, 引数名1=値1, 引数名2=値2, ・・・)\n",
"~~~\n",
"\n",
"よく使われる引数の例を、次に示します。\n",
"\n",
"|引数|意味|例|\n",
"|---|---|---|\n",
"|linestyle|実線・点線などを指定する|linestyle=\"--\"|\n",
"|linewidth|線の太さを指定する|linewidth=2.0|\n",
"|color|線の色を変更する|color=\"red\"|\n",
"|maker|線にマーカーを付ける|marker=\"s\"|\n",
"\n",
"ここでは、以下の装飾をします。\n",
"\n",
"* Intensity1の線を赤色にします。\n",
"* Intensity2の線を点線にします。\n",
"\n",
"次のソースコードを実行してみてください。先ほどのソースコードから変更されている箇所には、コメントに「★」を入れています。"
],
"metadata": {
"id": "hmj5Gi0YU3AG"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# CSVファイルをデータフレームに読み込む\n",
"df = pd.read_csv(\"spectrum2.csv\")\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成\n",
"ax = fig.subplots()\n",
"\n",
"# 折れ線グラフのプロット ★引数を追加\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity1\"], color=\"red\")\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity2\"], linestyle=\"--\")\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "a4j93qkwWD7n",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 430
},
"outputId": "0d76746b-bdbb-4fe7-b2e8-ca576f5b19a6"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"## グラフにタイトルを付ける\n",
"グラフにタイトルを付けるには、Axesオブジェクトの「**set_titleメソッド**」を実行します。基本的な構文は次のとおりです。\n",
"\n",
"~~~\n",
"Axesオブジェクト.set_title(ラベル文字列)\n",
"~~~\n",
"\n",
"前述した2つのスペクトルを重ねたグラフに、タイトルを付けてみましょう。\n",
"\n",
"次のソースコードを実行してみてください。先ほどのソースコードから変更されている箇所には、コメントに「★」を入れています。"
],
"metadata": {
"id": "oD3bKF6o_mtO"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# CSVファイルをデータフレームに読み込む\n",
"df = pd.read_csv(\"spectrum2.csv\")\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成\n",
"ax = fig.subplots()\n",
"\n",
"# 折れ線グラフのプロット\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity1\"], color=\"red\")\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity2\"], linestyle=\"--\")\n",
"\n",
"# グラフのタイトルを設定 ★追加\n",
"ax.set_title(\"Spectrum Graph\")\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "NLtIzNImAEqT",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 452
},
"outputId": "a325aab1-38bb-4857-9ad7-4951559ef707"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"set_titleメソッドの実行は、Axesオブジェクトを作成後、show関数を実行するまでのどこで行っても構いません。\n",
"\n",
"上記の例ですと、plotメソッドの前で実行しても同じ結果となります。"
],
"metadata": {
"id": "yBRMmBvHAR5-"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# CSVファイルをデータフレームに読み込む\n",
"df = pd.read_csv(\"spectrum2.csv\")\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成\n",
"ax = fig.subplots()\n",
"\n",
"# グラフのタイトルを設定 ★位置を変更\n",
"ax.set_title(\"Spectrum Graph\")\n",
"\n",
"# 折れ線グラフのプロット\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity1\"], color=\"red\")\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity2\"], linestyle=\"--\")\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "Q4-nQhVHAVvf",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 452
},
"outputId": "9d72abf0-7617-4252-f6e3-b8da965c9765"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"\n",
"\n",
"## 軸にラベルを付ける\n",
"軸にラベルを付けるには、Axesオブジェクトの「**set_xlabelメソッド**」および「**set_ylabelメソッド**」を実行します。基本的な構文は次のとおりです。\n",
"\n",
"~~~\n",
"Axesオブジェクト.set_xlabel(ラベル文字列)\n",
"Axesオブジェクト.set_ylabel(ラベル文字列)\n",
"~~~\n",
"\n",
"先ほどのグラフに、軸のラベルを付けてみましょう。\n",
"\n",
"次のソースコードを実行してみてください。先ほどのソースコードから変更されている箇所には、コメントに「★」を入れています。"
],
"metadata": {
"id": "l5yEoRuyBZ4h"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# CSVファイルをデータフレームに読み込む\n",
"df = pd.read_csv(\"spectrum2.csv\")\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成\n",
"ax = fig.subplots()\n",
"\n",
"# 折れ線グラフのプロット\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity1\"], color=\"red\")\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity2\"], linestyle=\"--\")\n",
"\n",
"# グラフのタイトルを設定\n",
"ax.set_title(\"Spectrum Graph\")\n",
"\n",
"# 軸のラベルを設定 ★追加\n",
"ax.set_xlabel(\"Wavelength\")\n",
"ax.set_ylabel(\"Intensity\")\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "5JkE76NUDY1r",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"outputId": "d080ed62-20ae-48eb-e9af-1936fae36ba3"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"set_xlabelメソッドおよびset_ylabelメソッドの実行は、set_titleメソッドと同様に、Axesオブジェクトを作成後、show関数を実行するまでのどこで行っても構いません。"
],
"metadata": {
"id": "gJnN9pQxDlCn"
}
},
{
"cell_type": "markdown",
"source": [
"## 凡例を付ける\n",
"グラフに凡例を付けるには、Axesオブジェクトの「**legendメソッド**」を実行します。基本的な構文は次のとおりです。\n",
"\n",
"~~~\n",
"Axesオブジェクト.legend()\n",
"~~~\n",
"\n",
"また、凡例で表示するラベルは、plotメソッドの引数にlabelを追加して指定します。\n",
"\n",
"~~~\n",
"Axesオブジェクト.plot(X軸の配列, Y軸の配列, label=ラベル)\n",
"~~~\n",
"\n",
"先ほどのグラフに、凡例を付けてみます。\n",
"\n",
"次のソースコードを実行してみてください。先ほどのソースコードから変更されている箇所には、コメントに「★」を入れています。"
],
"metadata": {
"id": "hfbpPmh1ECT_"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# CSVファイルをデータフレームに読み込む\n",
"df = pd.read_csv(\"spectrum2.csv\")\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成\n",
"ax = fig.subplots()\n",
"\n",
"# 折れ線グラフのプロット ★引数を変更\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity1\"], color=\"red\", label=\"Intensity1\")\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity2\"], linestyle=\"--\", label=\"Intensity2\")\n",
"\n",
"# グラフのタイトルを設定\n",
"ax.set_title(\"Spectrum Graph\")\n",
"\n",
"# 軸のラベルを設定\n",
"ax.set_xlabel(\"Wavelength\")\n",
"ax.set_ylabel(\"Intensity\")\n",
"\n",
"# 凡例を設定 ★追加\n",
"ax.legend()\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "pmX6FZBTEPSj",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"outputId": "257c7d06-107c-478a-b195-51ed0c48dfcf"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"set_titleメソッドなどとは異なり、legendメソッドは、plotメソッドの後で実行する必要があります。注意してください。"
],
"metadata": {
"id": "YpjG_pgqGYCK"
}
},
{
"cell_type": "markdown",
"source": [
"## グラフの補助線を引く\n",
"グラフに補助線を付けるには、Axesオブジェクトの「**gridメソッド**」を実行します。基本的な構文は次のとおりです。\n",
"\n",
"~~~\n",
"Axesオブジェクト.grid()\n",
"~~~\n",
"\n",
"先ほどのグラフに、補助線を付けてみます。\n",
"\n",
"次のソースコードを実行してみてください。先ほどのソースコードから変更されている箇所には、コメントに「★」を入れています。"
],
"metadata": {
"id": "FkvsOTFgTna4"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# CSVファイルをデータフレームに読み込む\n",
"df = pd.read_csv(\"spectrum2.csv\")\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成\n",
"ax = fig.subplots()\n",
"\n",
"# 折れ線グラフのプロット\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity1\"], color=\"red\", label=\"Intensity1\")\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity2\"], linestyle=\"--\", label=\"Intensity2\")\n",
"\n",
"# グラフのタイトルを設定\n",
"ax.set_title(\"Spectrum Graph\")\n",
"\n",
"# 軸のラベルを設定\n",
"ax.set_xlabel(\"Wavelength\")\n",
"ax.set_ylabel(\"Intensity\")\n",
"\n",
"# 凡例を設定\n",
"ax.legend()\n",
"\n",
"# 補助線を設定 ★\n",
"ax.grid()\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "UlZQR75qT0ec",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"outputId": "1aff25f1-dcfd-41dd-e2d9-d467718fe60b"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"## [ご参考] 日本語の使用について\n",
"Matplotlibは、標準のフォントが日本語に対応していないため、タイトルや軸のラベルなどに日本語を表示することができません。\n",
"\n",
"グラフ内に日本語を表示するには、日本語対応のフォントに変更する必要があります。\n",
"\n",
"以下では、Googleによって開発されたフリーフォントである「Noto Sans JP」を使用して日本語を表示します。\n",
"\n",
"(ただし、凡例については特別なやり方が必要なので、ここでは日本語化していません。)\n",
"\n",
"フォントファイルは「NotoSansJP-Medium.otf」というファイル名で、講義の最初に必要ファイルとしてダウンロードしてあります。\n",
"\n",
"このファイルは以下のページからも取得出来ます。\n",
"\n",
"https://fonts.google.com/noto/specimen/Noto+Sans+JP?query=noto+sans+jp"
],
"metadata": {
"id": "HoeVwHCqCzZI"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# フォントマネージャーのインポート ★追加\n",
"from matplotlib import font_manager\n",
"\n",
"# フォントファイルをMatplotlibに認識させる ★追加\n",
"fp = font_manager.FontProperties(fname=\"NotoSansJP-Medium.otf\")\n",
"\n",
"# CSVファイルをデータフレームに読み込む\n",
"df = pd.read_csv(\"spectrum2.csv\")\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成\n",
"ax = fig.subplots()\n",
"\n",
"# 折れ線グラフのプロット\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity1\"], color=\"red\", label=\"Intensity1\")\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity2\"], linestyle=\"--\", label=\"Intensity2\")\n",
"\n",
"# フォントの設定 ★\n",
"hfont = {\"fontproperties\": fp, \"size\": 15}\n",
"\n",
"# グラフのタイトルを設定\n",
"ax.set_title(\"スペクトルのグラフ\", **hfont)\n",
"\n",
"# 軸のラベルを設定\n",
"ax.set_xlabel(\"波長\", **hfont)\n",
"ax.set_ylabel(\"強度\", **hfont)\n",
"\n",
"# 凡例を設定\n",
"ax.legend()\n",
"\n",
"# 補助線を設定\n",
"ax.grid()\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "szc5D3KbF2bj",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 483
},
"outputId": "50860e49-eec5-4f52-dc7c-6883681633a6"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"これで、日本語を表示することができました。\n",
"\n",
"今回はフリーフォントをダウンロードしてそれを使用しましたが、そのシステムにインストール済みの日本語対応フォントをMatplotlibが認識してくれていることもあります。\n",
"\n",
"その場合はset_titleメソッドなどの引数にフォントを指定するだけで日本語が表示できます。\n",
"\n",
"指定できるフォント一覧は、以下のようなコードで確認することが出来ます。"
],
"metadata": {
"id": "-tSCtESwJDvK"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.font_manager as fm\n",
"\n",
"font_list = [f.name for f in fm.fontManager.ttflist]\n",
"\n",
"font_list"
],
"metadata": {
"id": "-DajZPxCJGAq",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "2bd8f058-a1e2-47ff-e65a-921fe672ae55"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"['DejaVu Sans',\n",
" 'cmex10',\n",
" 'STIXNonUnicode',\n",
" 'DejaVu Sans',\n",
" 'STIXSizeThreeSym',\n",
" 'DejaVu Sans Mono',\n",
" 'STIXGeneral',\n",
" 'STIXGeneral',\n",
" 'cmsy10',\n",
" 'DejaVu Sans Mono',\n",
" 'cmss10',\n",
" 'STIXSizeTwoSym',\n",
" 'DejaVu Sans Mono',\n",
" 'STIXSizeThreeSym',\n",
" 'cmmi10',\n",
" 'STIXSizeFourSym',\n",
" 'DejaVu Sans Mono',\n",
" 'cmb10',\n",
" 'STIXGeneral',\n",
" 'DejaVu Serif',\n",
" 'STIXGeneral',\n",
" 'DejaVu Sans',\n",
" 'cmr10',\n",
" 'STIXSizeFourSym',\n",
" 'STIXSizeTwoSym',\n",
" 'STIXSizeOneSym',\n",
" 'STIXSizeOneSym',\n",
" 'STIXSizeFiveSym',\n",
" 'STIXNonUnicode',\n",
" 'DejaVu Serif',\n",
" 'DejaVu Serif Display',\n",
" 'DejaVu Serif',\n",
" 'STIXNonUnicode',\n",
" 'DejaVu Sans',\n",
" 'DejaVu Sans Display',\n",
" 'STIXNonUnicode',\n",
" 'DejaVu Serif',\n",
" 'cmtt10',\n",
" 'Humor Sans',\n",
" 'Liberation Sans',\n",
" 'Liberation Sans Narrow',\n",
" 'Liberation Serif',\n",
" 'Liberation Mono',\n",
" 'Liberation Serif',\n",
" 'Liberation Sans Narrow',\n",
" 'Liberation Sans Narrow',\n",
" 'Liberation Sans',\n",
" 'Liberation Mono',\n",
" 'Liberation Mono',\n",
" 'Liberation Sans',\n",
" 'Liberation Mono',\n",
" 'Liberation Sans Narrow',\n",
" 'Liberation Serif',\n",
" 'Liberation Sans',\n",
" 'Liberation Serif']"
]
},
"metadata": {},
"execution_count": 14
}
]
},
{
"cell_type": "markdown",
"source": [
"なお、ARIM事業のデータ構造化プログラムでは、例題でご紹介した方法で、「Noto Sans JP」を標準のフォントとして利用しています。"
],
"metadata": {
"id": "xMPynmxYJHba"
}
},
{
"cell_type": "markdown",
"source": [
"# 作成したグラフを保存する\n",
"Matplotlibでグラフをファイルとして保存するときは、Figureオブジェクトの「**savefigメソッド**」を使用します。\n",
"\n",
"savefigメソッドでは、解像度(DPI)や出力フォーマットなどを指定できます。\n",
"\n",
"~~~\n",
"Figureオブジェクト.savefig(出力ファイル名, dpi=解像度, format=出力フォーマット)\n",
"~~~\n",
"\n",
"出力フォーマットは、\"jpg\"、\"png\"などといった文字列で指定します。\n",
"\n",
"ここでは、DPIを100、出力フォーマットをJPEGとして、先ほどの装飾を施した折れ線グラフを画像として保存する例を示します。\n",
"\n",
"次のソースコードを実行してみてください。先ほどのソースコードから変更されている箇所には、コメントに「★」を入れています。"
],
"metadata": {
"id": "FPmMfVLHqx2g"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# CSVファイルをデータフレームに読み込む\n",
"df = pd.read_csv(\"spectrum2.csv\")\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成\n",
"ax = fig.subplots()\n",
"\n",
"# 折れ線グラフのプロット\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity1\"], color=\"red\", label=\"Intensity1\")\n",
"ax.plot(df[\"Wavelength\"], df[\"Intensity2\"], linestyle=\"--\", label=\"Intensity2\")\n",
"\n",
"# グラフのタイトルを設定\n",
"ax.set_title(\"Spectrum Graph\")\n",
"\n",
"# 軸のラベルを設定\n",
"ax.set_xlabel(\"Wavelength\")\n",
"ax.set_ylabel(\"Intensity\")\n",
"\n",
"# 凡例を設定\n",
"ax.legend()\n",
"\n",
"# 補助線を設定\n",
"ax.grid()\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフの保存 ★追加\n",
"fig.savefig(\"spectrum_graph.jpg\", dpi=100, format=\"jpg\")\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "nOqiqUetq62Y",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"outputId": "585fd684-8215-4445-ec51-71660833780e"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"Google Colaboratory画面左のファイル一覧から、「spectrum_graph.jpg」が作成されていることを確認してみましょう。\n",
"\n",
"![グラフの保存](https://github.com/tendo-sms/python_beginner_2023/raw/main/files_5/figure/checkfile.png)"
],
"metadata": {
"id": "b4LzLuab3Kuv"
}
},
{
"cell_type": "markdown",
"source": [
"# 様々なグラフのご紹介\n",
"ここからは、折れ線グラフ以外のグラフをご紹介します。本講義では、次のグラフについてご紹介します。\n",
"\n",
"* 散布図\n",
"* ヒストグラム\n",
"* ヒートマップ"
],
"metadata": {
"id": "d-Opo7F5mECt"
}
},
{
"cell_type": "markdown",
"source": [
"## 散布図\n",
"散布図の作成には、matplotlib.pyplotモジュールの「**scatterメソッド**」を使用します。基本的な構文は次のとおりです。\n",
"\n",
"~~~\n",
"Axesオブジェクト.scatter(X軸の配列, Y軸の配列)\n",
"~~~\n",
"\n",
"ここでは、ある成分の含有率と硬さの関係をイメージしたデータを用いて散布図を作成してみます。\n",
"\n",
"次のような内容のCSVファイル(scatter.csv)を読み込んで、グラフを作成します。\n",
"\n",
"|Content|Hardness|\n",
"|---|---|\n",
"|0.51|23.3|\n",
"|0.18|20.8|\n",
"|0.46|23.9|\n",
"|0.5|24.6|\n",
"|以下略|以下略|\n",
"\n",
"例を見てみましょう。"
],
"metadata": {
"id": "p4iWx3sMmZLu"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# CSVファイルをデータフレームに読み込む\n",
"df = pd.read_csv(\"scatter.csv\")\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成\n",
"ax = fig.subplots()\n",
"\n",
"# 散布図のプロット ★線グラフのplotをscatterに変更\n",
"ax.scatter(df[\"Content\"], df[\"Hardness\"])\n",
"\n",
"# グラフのタイトルを設定\n",
"ax.set_title(\"Scatter\")\n",
"\n",
"# 軸のラベルを設定\n",
"ax.set_xlabel(\"Content\")\n",
"ax.set_ylabel(\"Hardness\")\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "_vjRPmJBoWTB",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"outputId": "dde8227c-accc-41c0-8906-05f0844e088f"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"正の相関が見られる散布図が作成されました。"
],
"metadata": {
"id": "zJtJtZRafbRN"
}
},
{
"cell_type": "markdown",
"source": [
"## ヒストグラム\n",
"ヒストグラムの作成には、matplotlib.pyplotモジュールの「**histメソッド**」を使用します。基本的な構文は次のとおりです。\n",
"\n",
"~~~\n",
"Axesオブジェクト.hist(データの配列, bins=ビン数)\n",
"~~~\n",
"\n",
"ここでは、粒子径分布をイメージしたデータを用いてヒストグラムを作成してみます。\n",
"\n",
"次のような内容のCSVファイル(hist.csv)を読み込んで、グラフを作成します。\n",
"\n",
"|Particle size|\n",
"|---|\n",
"|48.1|\n",
"|49.7|\n",
"|2.9|\n",
"|28.5|\n",
"|以下略|\n",
"\n",
"例を見てみましょう。"
],
"metadata": {
"id": "kfAari_2oo3k"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# CSVファイルをデータフレームに読み込む\n",
"df = pd.read_csv(\"hist.csv\")\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成\n",
"ax = fig.subplots()\n",
"\n",
"# ヒストグラムのプロット ★線グラフのplotをhistに変更\n",
"ax.hist(df[\"Particle size\"], bins=10)\n",
"\n",
"# グラフのタイトルを設定\n",
"ax.set_title(\"Histgram\")\n",
"\n",
"# 軸のラベルを設定\n",
"ax.set_xlabel(\"Particle size (nm)\")\n",
"ax.set_ylabel(\"Frequency\")\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "k_TJQRwvo1u8",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"outputId": "37dc3e62-362c-4d88-805e-40736292b51f"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"データを10個の範囲に区切り、それぞれの出現頻度を示すヒストグラムが作成されました。"
],
"metadata": {
"id": "8rypLHrBgdpS"
}
},
{
"cell_type": "markdown",
"source": [
"## ヒートマップ\n",
"ヒートマップの作成には、matplotlib.pyplotモジュールの「**imshowメソッド**」を使用します。基本的な構文は次のとおりです。\n",
"\n",
"~~~\n",
"変数 = Axesオブジェクト.imshow(2次元配列)\n",
"~~~\n",
"\n",
"変数には、「**AxesImageオブジェクト**」が格納されます。\n",
"\n",
"また、ヒートマップにはカラーバーを付けることができます。\n",
"\n",
"カラーバーは、Figureの部品(Artist)の一つとして作成されます。基本的な構文は次のとおりです。\n",
"\n",
"~~~\n",
"Figureオブジェクト.colorbar(AxesImageオブジェクト)\n",
"~~~\n",
"\n",
"ここでは、各座標の明るさを記録したイメージの2次元データを用いてヒートマップを作成してみます。\n",
"\n",
"次のような内容のCSVファイル(heatmap.csv)を読み込んで、ヒートマップを作成します。\n",
"\n",
"|||||||\n",
"|---|---|---|---|---|---|\n",
"|0|0|0|0|0|略|\n",
"|0|1|1|2|2|略|\n",
"|0|0|2|0|4|略|\n",
"|0|1|0|2|2|略|\n",
"|略|略|略|略|略|略|\n",
"\n",
"\n",
"例を見てみましょう。"
],
"metadata": {
"id": "XaSwMw5ZqWOu"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# CSVファイルをpandasのデータフレームへ読み込む\n",
"df = pd.read_csv(\"heatmap.csv\")\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成\n",
"ax = fig.subplots()\n",
"\n",
"# ヒートマップの作成\n",
"im = ax.imshow(df)\n",
"\n",
"# カラーバーの作成\n",
"fig.colorbar(im)\n",
"\n",
"# グラフのタイトルを設定\n",
"ax.set_title(\"Heatmap\")\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "NchcHFwnqoPH",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 452
},
"outputId": "0ed85931-8957-41ed-c5e2-815b1462beae"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"### カラーマップの変更\n",
"Matplotlibではカラーマップが豊富に用意されており、簡単に変更出来ます。カラーマップは、imshowメソッドの引数で指定します。\n",
"\n",
"~~~\n",
"変数 = Axesオブジェクト.imshow(2次元配列, cmap=カラーマップ名)\n",
"~~~\n",
"\n",
"カラーマップ名は、\"binary\"、\"gray\"などの文字列で指定します。\n",
"\n",
"なお、引数にcmapを指定しない場合のデフォルトは、\"viridis\"というカラーマップ名です。\n",
"\n",
"ここでは、コントラストが分かりやすいためよく使われる、「jet」というカラーマップに変更する例を示します。\n",
"\n",
"次のソースコードを実行してみてください。先ほどのソースコードから変更されている箇所には、コメントに「★」を入れています。"
],
"metadata": {
"id": "_i9TDw0pnO4I"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import matplotlib.cm as cm\n",
"import pandas as pd\n",
"\n",
"# CSVファイルをpandasのデータフレームへ読み込む\n",
"df = pd.read_csv(\"heatmap.csv\")\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.subplots()\n",
"\n",
"# ヒートマップの作成 ★変更\n",
"im = ax.imshow(df, cmap=\"autumn\")\n",
"\n",
"# カラーバーの作成\n",
"fig.colorbar(im)\n",
"\n",
"# グラフのタイトルを設定\n",
"ax.set_title(\"Heatmap\")\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "w5KgDsytqtiA",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 452
},
"outputId": "4a607c19-d177-4517-9c95-f2adea343d3b"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"以下のページにMatplotlibで選べるカラーマップ一覧がまとめられています。\n",
"\n",
"表示するデータやその形式によっても、適切なカラーマップは変わるかもしれません。好みのカラーマップを探してみましょう。\n",
"\n",
"https://matplotlib.org/stable/tutorials/colors/colormaps.html\n",
"\n",
"上記のソースコードで、\"jet\"の部分を色々と変えて動かしてみてください。たとえば下記などは、ちょっと面白い指定ですね。\n",
"\n",
"\"spring\", \"summer\", \"autumn\", \"winter\"\n",
"\n",
"\n",
"ここまで、折れ線グラフ以外のいくつかのグラフについてご紹介しました。他にもMatplotlibには様々なグラフ作成機能がありますので、色々と調べて活用してみてください。"
],
"metadata": {
"id": "2hZ0tW68qvZf"
}
},
{
"cell_type": "markdown",
"source": [
"# Axesインターフェースとpyplotインターフェース\n",
"Matplotlibでグラフを作成する方法として、大きく分けると次の2つの方法があります。\n",
"\n",
"- Axesインターフェース (オブジェクト指向インタフェース)\n",
"- pyplotインターフェース\n",
"\n",
"ここまでご紹介してきた例は、すべて「Axesインターフェース」を使ってきました。\n",
"\n",
"ごく簡単な折れ線グラフを例に、それぞれのインタフェースを使ったソースコードを比較してみます。\n",
"\n",
"まずは、Axesインターフェースを示します。これまでご紹介してきた作成方法です。"
],
"metadata": {
"id": "UvMqlvImTMMR"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# Figureの作成\n",
"fig = plt.figure()\n",
"\n",
"# Axesの作成\n",
"ax = fig.subplots()\n",
"\n",
"# 折れ線グラフのプロット\n",
"ax.plot([1, 2, 3], [10, 100, 1000])\n",
"\n",
"# 軸のラベルを設定\n",
"ax.set_xlabel(\"X-Axis\")\n",
"ax.set_ylabel(\"Y-Axis\")\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig)"
],
"metadata": {
"id": "IN1NFVpKCsIn",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 449
},
"outputId": "5e8a8275-b700-42d9-9ddf-2c8264ecce53"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"次に、pyplotインタフェースのソースコードを示します。\n",
"\n",
"pyplotインタフェースは、数値計算に特化したプログラミング言語である「MATLAB」に近いイメージで操作できるよう、開発されたものです。"
],
"metadata": {
"id": "kLGUX0K9CwIo"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# 折れ線グラフのプロット\n",
"plt.plot([1, 2, 3], [10, 100, 1000])\n",
"\n",
"# 軸のラベルを設定\n",
"plt.xlabel(\"X-Axis\")\n",
"plt.ylabel(\"Y-Axis\")\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close()"
],
"metadata": {
"id": "9nb-K4TEC174",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 449
},
"outputId": "77cdcfec-9f42-4b53-ea43-5f46792fc82e"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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iejiL96QhMaMAKkcFokeEw97OrI9tWAyz/n+xuLgYcrlpRDs7OxgMBgBAYGAgfHx8EBsba3xeq9Xi6NGjiIiIAABERESgoKAA8fHxxjE///wzDAYDunTp0gCzICIiqhsH0nLx+cHzAIBFQ9vD38NZ4kTWw6yPEA0YMADvv/8+mjdvjrZt2yIxMREff/wxXnrpJQCATCbDlClT8N577+Gxxx5DYGAgZs+eDT8/PwwaNAgAEBwcjL59++KVV17BypUrUVFRgYkTJ2LEiBHVOsOMiIjIHORoSzFtUzIAYEzXAPRt5/uAV1BNmHUhWrZsGWbPno1//etfyM3NhZ+fHyZMmIA5c+YYx8yYMQM6nQ7jx49HQUEBevTogd27d8PR8a/V9uvWrcPEiRPRq1cvyOVyDBkyBNHR0VJMiYiIqMb0BoEpMUnI05Uj2FeF//QPljqS1THr6xCZC16HiIiIpBQdexYf7z0DZwc77JjUA482cZU6kkWwmusQERER2bqj5/OwZN+N6/HNG9iOZaiesBARERGZqXxdOSbHJMEggMEdmmJIx2ZSR7JaLERERERmSAiBNzYnI1tbihZNXDBvYDupI1k1FiIiIiIztOrXC4g9nQsHhRzLR3aAi9Ksz4OyeCxEREREZub4pQIs3H0aADC7fzDa+PGEnvrGQkRERGRGtKUVmLg+ERV6gX7tfPBi1wCpI9kEFiIiIiIzIYTAW1tTkJFfjKbuTlgwuD1kMpnUsWwCCxEREZGZ2HgsEzuPX4GdXIbokeFQO9tLHclmsBARERGZgTM5hXhnRyoAYHrvIHQMaCRxItvCQkRERCSxknI9otYloLTCgCdbNcGEJ1tIHcnmsBARERFJ7N0dqTibW4Qmbkp8PCwUcjnXDTU0FiIiIiIJ/ZCchZhjmZDJgCXDw9DYVSl1JJvEQkRERCSRi9d0eGtrCgBgYs+W6N6yscSJbBcLERERkQTKKvWYtCERRWWV6PyIByb3ekzqSDaNhYiIiEgCC3elIeWyBu7O9lg6MgwKO/5KlhL/3yciImpg+07mYPXhCwCAxUND4at2kjgRsRARERE1oKyCEkz/LhkA8FL3QES28ZY4EQEsRERERA2mUm/A5JhEFBRXIKSpGm/2C5I6Et3EQkRERNRAlsaexbGL1+GqVGD5qHAoFXZSR6KbWIiIiIgawOFz17B8/zkAwAeDQxDg6SJxIrodCxEREVE9u1pYhikbkyAEMKKTP/4W6id1JLoDCxEREVE9MhgEpm5KwtXCMrTydsXcAW2ljkT3wEJERERUjz4/dB6/nL0GR3s5lo/qACcHrhsyRyxERERE9SQ+/ToW70kDALwzoC1aebtJnIjuh4WIiIioHmiKK/D6hkToDQIDQv0wvJO/1JGoCixEREREdUwIgRlbknG5oAQBns744Pl2kMlkUseiKrAQERER1bFvjqTjp9Qc2NvJsGxkONwc7aWORA/AQkRERFSHUrM0eG/nKQDAm31bo30zd2kDUbWwEBEREdURXVklJq1PRLnegF6tvTCuR6DUkaiaWIiIiIjqyOztJ3D+mg4+Kkd8+EIo1w1ZEBYiIiKiOrAl/hK2JlyGXAZEjwyHh4uD1JGoBliIiIiIHtKfV4swe/sJAMCUyFboHOghcSKqKRYiIiKih1BaoUfUugQUl+vR7VFPRPVsKXUkqgUWIiIioofw/o+ncDq7EJ4uDlgyPAx2cq4bskQsRERERLW0K+UKvjmSDgD4aFgovFSOEiei2mIhIiIiqoXM/GLM2HIcADDhqRZ4OshL4kT0MFiIiIiIaqhCb8DrMYkoLK1EeHN3TO8dJHUkekgsRERERDW0eE8aEjMKoHJUIHpEOOzt+OvU0nEPEhER1cCBtFx8fvA8AGDR0Pbw93CWOBHVBRYiIiKiasrRlmLapmQAwJiuAejbzlfiRFRXWIiIiIiqQW8QmBKThDxdOYJ9VfhP/2CpI1EdYiEiIiKqhhX7zyHufB6cHeywfFQ4HO3tpI5EdYiFiIiI6AGOns/Dkn1nAADzBrbDo01cJU5EdY2FiIiIqAr5unJMjkmCQQCDOzTFkI7NpI5E9YCFiIiI6D6EEHhjczKytaVo0cQF8wa2kzoS1RMWIiIiovtY9esFxJ7OhYNCjuUjO8BFqZA6EtUTFiIiIqJ7OH6pAAt3nwYAzO4fjDZ+KokTUX1iISIiIrpDYWkFJq5PRIVeoE9bb7zYNUDqSFTPWIiIiIhuI4TAW9tOICO/GE3dnbBoSChkMpnUsaiesRARERHdZuOxTOxIzoKdXIbokeFQO9tLHYkaAAsRERHRTWdyCvHOjlQAwPTeQegY0EjiRNRQWIiIiIgAlJTrEbUuAaUVBjzZqgkmPNlC6kjUgFiIiIiIALy7IxVnc4vQxE2Jj4eFQi7nuiFbwkJEREQ274fkLMQcy4RMBiwZHobGrkqpI1EDYyEiIiKbdvGaDm9tTQEATOzZEt1bNpY4EUmBhYiIiGxWWaUekzYkoqisEp0f8cDkXo9JHYkkwkJEREQ2a+GuNKRc1sDd2R5LR4ZBYcdfi7bK7Pf85cuX8eKLL8LT0xNOTk4ICQnBH3/8YXxeCIE5c+bA19cXTk5OiIyMxNmzZ02+R35+PkaPHg2VSgV3d3eMGzcORUVFDT0VIiIyI/tO5mD14QsAgMVDQ+GrdpI4EUnJrAvR9evX0b17d9jb22PXrl04efIkPvroIzRq9Nd1IRYtWoTo6GisXLkSR48ehYuLC/r06YPS0lLjmNGjRyM1NRV79+7Fzp07cejQIYwfP16KKRERkRnIKijB9O+SAQAvdQ9EZBtviROR1GRCCCF1iPuZOXMmDh8+jF9++eWezwsh4Ofnh2nTpmH69OkAAI1GA29vb6xZswYjRozAqVOn0KZNGxw7dgyPP/44AGD37t149tlncenSJfj5+T0wh1arhVqthkajgUrFm/sREVmySr0BI788gmMXryOkqRrfvRYBpcJO6lhUD2ry+9usjxD98MMPePzxx/HCCy/Ay8sL4eHh+PLLL43PX7hwAdnZ2YiMjDRuU6vV6NKlC+Li4gAAcXFxcHd3N5YhAIiMjIRcLsfRo0fv+XPLysqg1WpNHkREZB2Wxp7FsYvX4apUYPmocJYhAmDmhej8+fP47LPP8Nhjj+Gnn37Ca6+9htdffx1r164FAGRnZwMAvL1ND3V6e3sbn8vOzoaXl5fJ8wqFAh4eHsYxd5o/fz7UarXx4e/vX9dTIyIiCRw+dw3L958DAHwwOAQBni4SJyJzYdaFyGAwoEOHDvjggw8QHh6O8ePH45VXXsHKlSvr9efOmjULGo3G+MjMzKzXn0dERPXvamEZpmxMghDAiE7++Fvog5dMkO0w60Lk6+uLNm3amGwLDg5GRkYGAMDHxwcAkJOTYzImJyfH+JyPjw9yc3NNnq+srER+fr5xzJ2USiVUKpXJg4iILJfBIDB1UxKuFpahlbcr5g5oK3UkMjNmXYi6d++OtLQ0k21nzpxBQEAAACAwMBA+Pj6IjY01Pq/VanH06FFEREQAACIiIlBQUID4+HjjmJ9//hkGgwFdunRpgFkQEZHUPj90Hr+cvQZHezmWj+oAJweuGyJTCqkDVOXf//43unXrhg8++ADDhg3D77//ji+++AJffPEFAEAmk2HKlCl477338NhjjyEwMBCzZ8+Gn58fBg0aBODGEaW+ffsaP2qrqKjAxIkTMWLEiGqdYUZERJYtPv06Fu+58R/X7wxoi1bebhInInNk1oWoU6dO2LZtG2bNmoX//ve/CAwMxJIlSzB69GjjmBkzZkCn02H8+PEoKChAjx49sHv3bjg6OhrHrFu3DhMnTkSvXr0gl8sxZMgQREdHSzElIiJqQJriCry+IRF6g8CAUD8M78STZOjezPo6ROaC1yEiIrI8Qgi89m0Cdqdmo7mHM358vQfcHO2ljkUNyGquQ0RERFRb3x5Jx+7UbNjbybB8VDjLEFWJhYiIiKxOapYG8348BQB4s29rtG/mLm0gMnssREREZFV0ZZWYtD4R5ZUG9GrthXE9AqWORBaAhYiIiKzK7O0ncP6aDj4qR3z4QihkMpnUkcgCsBAREZHV2BJ/CVsTLkMuA6JHhsPDxUHqSGQhWIiIiMgq/Hm1CLO3nwAATIlshc6BHhInIkvCQkRERBavtEKPqHUJKC7Xo9ujnojq2VLqSGRhalyISkpKUFxcbPw6PT0dS5YswZ49e+o0GBERUXW9/+MpnM4uhKeLA5YMD4OdnOuGqGZqXIgGDhyIr7/+GgBQUFCALl264KOPPsLAgQPx2Wef1XlAIiKiquxKuYJvjqQDAD4aFgovleMDXkF0txoXooSEBDzxxBMAgO+++w7e3t5IT0/H119/zdthEBFRg8rML8aMLccBABOeaoGng7wkTkSWqsaFqLi4GG5uN26Mt2fPHgwePBhyuRxdu3ZFenp6nQckIiK6lwq9Aa/HJKKwtBLhzd0xvXeQ1JHIgtW4ELVs2RLff/89MjMz8dNPP6F3794AgNzcXN7ni4iIGsziPWlIzCiAylGB6BHhsLfjeUJUezX+2zNnzhxMnz4djzzyCLp06YKIiAgAN44WhYeH13lAIiKiOx1Iy8XnB88DABYNbQ9/D2eJE5GlU9T0BUOHDkWPHj1w5coVhIaGGrf36tULzz//fJ2GIyIiulOOthTTNiUDAMZ0DUDfdr4SJyJrUONCBAA+Pj7w8fEx2da5c+c6CURERHQ/eoPAlJgk5OnKEeyrwn/6B0sdiaxEtQrR4MGDsWbNGqhUKgwePLjKsVu3bq2TYERERHdasf8c4s7nwdnBDstHhcPR3k7qSGQlqlWI1Gq18eZ4arW6XgMRERHdy9HzeViy7wwAYN7Adni0iavEiciayIQQQuoQ5k6r1UKtVkOj0fBMOiIiCeTryvHs0l+QrS3F4A5N8fGwMKkjkQWoye/vGp9ldvr06fs+99NPP9X02xEREVVJCIE3NicjW1uKFo1dMG9gO6kjkRWqcSHq0KEDVqxYYbKtrKwMEydOxMCBA+ssGBEREQCsPnwRsadz4aCQY9mocLgoa3U+EFGValyI1qxZgzlz5uDZZ59FTk4OkpKSEB4ejn379uGXX36pj4xERGSjjl8qwIJdpwAAb/cPRls/rmOl+lHjQjRs2DAkJyejoqICbdu2RUREBJ566ikkJCSgU6dO9ZGRiIhsUGFpBSZtSESFXqBPW2+M6RogdSSyYrW+znl5eTn0ej30ej18fX3h6Mi7CxMRUd0QQuCtbSeQnleMpu5OWDQk1Hi2M1F9qHEhiomJQUhICNRqNc6cOYMff/wRX3zxBZ544gmcP3++PjISEZGN2XgsEzuSs2AnlyF6ZDjUzvZSRyIrV+NCNG7cOHzwwQf44Ycf0KRJEzzzzDNISUlB06ZNERYWVg8RiYjIlpzJKcQ7O1IBANN7B6FjQCOJE5EtqPFS/YSEBAQFBZlsa9SoETZt2oRvvvmmzoIREZHtKSnXI2pdAkorDHiyVRNMeLKF1JHIRtT4CNGdZeiWU6dOITk5+aEDERGR7Xp3RyrO5hahiZsSHw8LhVzOdUPUMGq9qBoAdDodVq1ahW7duqFt27bYvXt3XeUiIiIb80NyFmKOZUImA5YMD0NjV6XUkciG1KoQHT58GC+99BK8vb0xfvx4dOvWDSdPnsSJEyfqOh8REdmAi9d0eGtrCgBgYs+W6N6yscSJyNZUuxDl5uZi0aJFaN26NYYOHQp3d3ccOHAAcrkcL730Elq3bl2fOYmIyEqVVeoxaUMiisoq0fkRD0zu9ZjUkcgGVXtRdUBAAIYOHYqlS5fimWeegVz+UJ+2ERERAQAW7kpDymUN3J3tsXRkGBR2/P1CDa/af+sCAgLw66+/4tChQzhz5kx9ZiIiIhux72QOVh++AABYPDQUvmoniRORrap2ITp9+jS+/fZbXLlyBZ06dULHjh3xySefAACvHkpERDWWVVCC6d/dODv5pe6BiGzjLXEismU1Oi7ZvXt3rF69GleuXMGrr76KzZs3Q6/X41//+he+/PJLXL16tb5yEhGRFanUGzA5JhEFxRUIaarGm/3ufUkXooZSqw9qXV1d8corr+C3335DamoqOnbsiLfffht+fn51nY+IiKzQ0tizOHbxOlyVCiwfFQ6lwk7qSGTjHnrlWnBwMBYvXozLly9j48aNdZGJiIis2OFz17B8/zkAwAeDQxDg6SJxIqKHLEQqlcp4Q1eFQoHBgwfXSSgiIrJOVwvLMGVjEoQARnTyx99C+ckCmYdqF6KsrKy7tgkh6jQMERFZL4NBYOqmJFwtLEMrb1fMHdBW6khERtUuRG3btsX69evrMwsREVmxzw+dxy9nr8HRXo7lozrAyYHrhsh8VLsQvf/++5gwYQJeeOEF5OfnAwBefPFFqFSqegtHRETWIT79OhbvSQMAzB3QFq283SRORGSq2oXoX//6F44fP468vDy0adMGO3bswGeffYbGjXm/GSIiuj9NcQVe35AIvUHgufa+GNHJX+pIRHep9q07ACAwMBA///wzli9fjsGDByM4OBgKhem3SEhIqNOARERkuYQQeHPLcVwuKEFzD2fMHxzCi/mSWapRIQKA9PR0bN26FY0aNcLAgQPvKkRERES3fHskHbtTs2FvJ8PyUeFwc7SXOhLRPdWozXz55ZeYNm0aIiMjkZqaiiZNmtRXLiIisnCpWRrM+/EUAODNvq3Rvpm7tIGIqlDtQtS3b1/8/vvvWL58Of7+97/XZyYiIrJwurJKTFqfiPJKA3q19sK4HoFSRyKqUrULkV6vx/Hjx9GsWbP6zENERFZg9vYTOH9NBx+VIz58IZTrhsjsVbsQ7d27tz5zEBGRldgSfwlbEy5DLgOiR4bDw8VB6khED/TQ9zIjIiK65c+rRZi9/QQAYEpkK3QO9JA4EVH1sBAREVGdKK3QI2pdAorL9ej2qCeieraUOhJRtbEQERFRnXj/x1M4nV0ITxcHLBkeBjs51w2R5WAhIiKih7Yr5Qq+OZIOAPhoWCi8VI4SJyKqGRYiIiJ6KJn5xZix5TgAYMJTLfB0kJfEiYhqjoWIiIhqrUJvwOsxiSgsrUR4c3dM7x0kdSSiWmEhIiKiWlu8Jw2JGQVQOSoQPSIc9nb8tUKWiX9ziYioVg6k5eLzg+cBAIuGtoe/h7PEiYhqj4WIiIhqLEdbimmbkgEAY7oGoG87X4kTET0cFiIiIqoRvUFgSkwS8nTlCPZV4T/9g6WORPTQLKoQLViwADKZDFOmTDFuKy0tRVRUFDw9PeHq6oohQ4YgJyfH5HUZGRno378/nJ2d4eXlhTfeeAOVlZUNnJ6IyDqs2H8Ocefz4Oxgh+WjwuFobyd1JKKHZjGF6NixY/j888/Rvn17k+3//ve/sWPHDmzevBkHDx5EVlYWBg8ebHxer9ejf//+KC8vx2+//Ya1a9dizZo1mDNnTkNPgYjI4h09n4cl+84AAOYNbIdHm7hKnIioblhEISoqKsLo0aPx5ZdfolGjRsbtGo0Gq1atwscff4z/+7//Q8eOHfHVV1/ht99+w5EjRwAAe/bswcmTJ/Htt98iLCwM/fr1w7x587BixQqUl5dLNSUiIotzXVeOyTFJMAhgcHhTDOnYTOpIRHXGIgpRVFQU+vfvj8jISJPt8fHxqKioMNneunVrNG/eHHFxcQCAuLg4hISEwNvb2zimT58+0Gq1SE1NvefPKysrg1arNXkQEdkyIQSmb05GtrYULRq7YN6gdlJHIqpTCqkDPEhMTAwSEhJw7Nixu57Lzs6Gg4MD3N3dTbZ7e3sjOzvbOOb2MnTr+VvP3cv8+fPx7rvv1kF6IiLrsPrwRcSezoWDQo5lo8LhojT7Xx9ENWLWR4gyMzMxefJkrFu3Do6ODXdfnFmzZkGj0RgfmZmZDfaziYjMzfFLBViw6xQA4O3+wWjrp5Y4EVHdM+tCFB8fj9zcXHTo0AEKhQIKhQIHDx5EdHQ0FAoFvL29UV5ejoKCApPX5eTkwMfHBwDg4+Nz11lnt76+NeZOSqUSKpXK5EFEZIsKSyswaUMiKvQCfdp6Y0zXAKkjEdULsy5EvXr1QkpKCpKSkoyPxx9/HKNHjzb+2d7eHrGxscbXpKWlISMjAxEREQCAiIgIpKSkIDc31zhm7969UKlUaNOmTYPPiYjIUggh8Na2E0jPK0ZTdycsGhIKmUwmdSyiemHWHwK7ubmhXTvThXsuLi7w9PQ0bh83bhymTp0KDw8PqFQqTJo0CREREejatSsAoHfv3mjTpg3GjBmDRYsWITs7G2+//TaioqKgVCobfE5ERJZi47FM7EjOgp1chuiR4VA720sdiajemHUhqo5PPvkEcrkcQ4YMQVlZGfr06YNPP/3U+LydnR127tyJ1157DREREXBxccHYsWPx3//+V8LURETm7UxOId7ZceNM3Om9g9AxoNEDXkFk2WRCCCF1CHOn1WqhVquh0Wi4noiIrF5JuR5/W/4rzuYW4clWTbDmH50gl/OjMrI8Nfn9bdZriIiIqOG9uyMVZ3OL0MRNiY+HhbIMkU1gISIiIqMfkrMQcywTMhmwZHgYGrtyrSXZBhYiIiICAFy8psNbW1MAABN7tkT3lo0lTkTUcFiIiIgIZZV6TNqQiKKySnR+xAOTez0mdSSiBsVCREREWLgrDSmXNXB3tsfSkWFQ2PHXA9kW/o0nIrJx+07mYPXhCwCAxUND4at2kjgRUcNjISIismFZBSWY/l0yAOCl7oGIbOP9gFcQWScWIiIiG1WpN2ByTCIKiisQ0lSNN/sFSR2JSDIsRERENmpp7Fkcu3gdrkoFlo8Kh1JhJ3UkIsmwEBER2aDD565h+f5zAIAPBocgwNNF4kRE0mIhIiKyMVcLyzBlYxKEAEZ08sffQv2kjkQkORYiIiIbYjAITNucjKuFZXjMyxVzB7SVOhKRWWAhIiKyIV/8ch6HzlyFUiHH8lEd4OTAdUNEAAsREZHNSMi4jsU/pQEA3vlbWwT5uEmciMh8sBAREdkATXEFJq1PRKVB4Ln2vhjRyV/qSERmhYWIiMjKCSHw5pbjuFxQguYezpg/OAQymUzqWERmhYWIiMjKfXskHbtTs2FvJ8PyUeFwc7SXOhKR2WEhIiKyYqlZGsz78RQA4M2+rdG+mbu0gYjMFAsREZGV0pVVYtL6RJRXGtCrtRfG9QiUOhKR2WIhIiKyUrO3n8D5azr4qBzx4QuhXDdEVAUWIiIiK7Ql/hK2JlyGXAZEjwyHh4uD1JGIzBoLERGRlfnzahFmbz8BAJgS2QqdAz0kTkRk/liIiIisSGmFHlHrElBcrke3Rz0R1bOl1JGILAILERGRFXn/x1M4nV0ITxcHLBkeBjs51w0RVQcLERGRldiVcgXfHEkHAHw0LBReKkeJExFZDhYiIiIrkJlfjBlbjgMAJjzVAk8HeUmciMiysBAREVm4Cr0Br8ckorC0EuHN3TG9d5DUkYgsDgsREZGFW7wnDYkZBVA5KhA9Ihz2dvynnaim+K4hIrJgB9Jy8fnB8wCARUPbw9/DWeJERJaJhYiIyELlaEsxbVMyAGBM1wD0becrcSIiy8VCRERkgfQGgSkxScjTlaO1jxv+0z9Y6khEFo2FiIjIAq3Yfw5x5/PgZG+H5aM6wNHeTupIRBaNhYiIyML8fiEfS/adAQDMG9QOLb1cJU5EZPlYiIiILMh1XTkmxyTCIIDB4U0xtGMzqSMRWQUWIiIiCyGEwPTNybiiKUWLxi6YN6id1JGIrAYLERGRhVh9+CJiT+fCQSHHslHhcFEqpI5EZDVYiIiILMDxSwVYsOsUAODt/sFo66eWOBGRdWEhIiIyc4WlFZi0IREVeoE+bb0xpmuA1JGIrA4LERGRGRNC4K1tJ5CeV4ym7k5YNCQUMplM6lhEVoeFiIjIjG08lokdyVmwk8sQPTIcamd7qSMRWSUWIiIiM3UmpxDv7EgFAEzvHYSOAY0kTkRkvViIiIjMUEm5HlHrElBaYcCTrZpgwpMtpI5EZNVYiIiIzNC7O1JxNrcITdyU+HhYKORyrhsiqk8sREREZuaH5CzEHMuETAYsGR6Gxq5KqSMRWT0WIiIiM3Lxmg5vbU0BAEzs2RLdWzaWOBGRbWAhIiIyE2WVekzakIiiskp0fsQDk3s9JnUkIpvBQkREZCYW7kpDymUN3J3tsXRkGBR2/CeaqKHw3UZEZAb2nczB6sMXAACLh4bCV+0kcSIi28JCREQksayCEkz/LhkA8FL3QES28ZY4EZHtYSEiIpJQpd6AyTGJKCiuQEhTNd7sFyR1JCKbxEJERCShpbFncezidbgqFVg2MhxKhZ3UkYhsEgsREZFEDp+7huX7zwEA3n++HR5p7CJxIiLbxUJERCSBa0VlmLIxCUIAwx/3x8CwplJHIrJpLERERA3MYBCYuikZVwvL8JiXK975W1upIxHZPBYiIqIG9sUv53HozFUoFXIsH9UBTg5cN0QkNRYiIqIGlJBxHYt/SgMAvPO3tgjycZM4EREBLERERA1GU1yBSesTUWkQeK69L0Z08pc6EhHdZNaFaP78+ejUqRPc3Nzg5eWFQYMGIS0tzWRMaWkpoqKi4OnpCVdXVwwZMgQ5OTkmYzIyMtC/f384OzvDy8sLb7zxBiorKxtyKkRk44QQeHPLcVwuKEFzD2fMHxwCmUwmdSwiusmsC9HBgwcRFRWFI0eOYO/evaioqEDv3r2h0+mMY/79739jx44d2Lx5Mw4ePIisrCwMHjzY+Lxer0f//v1RXl6O3377DWvXrsWaNWswZ84cKaZERDbq2yPp2J2aDXs7GZaPCoebo73UkYjoNjIhhJA6RHVdvXoVXl5eOHjwIJ588kloNBo0adIE69evx9ChQwEAp0+fRnBwMOLi4tC1a1fs2rULzz33HLKysuDtfeNy+CtXrsSbb76Jq1evwsHB4a6fU1ZWhrKyMuPXWq0W/v7+0Gg0UKlUDTNZIrIaqVkaPP/pbyivNODt/sF4+YkWUkcisglarRZqtbpav7/N+gjRnTQaDQDAw8MDABAfH4+KigpERkYax7Ru3RrNmzdHXFwcACAuLg4hISHGMgQAffr0gVarRWpq6j1/zvz586FWq40Pf39+zk9EtaMrq8Sk9YkorzSgV2svjOsRKHUkIroHiylEBoMBU6ZMQffu3dGuXTsAQHZ2NhwcHODu7m4y1tvbG9nZ2cYxt5ehW8/feu5eZs2aBY1GY3xkZmbW8WyIyFbM3n4C56/p4KNyxIcvhHLdEJGZUkgdoLqioqJw4sQJ/Prrr/X+s5RKJZRKZb3/HCKyblviL2FrwmXIZUD0yHB4uNz9ET0RmQeLOEI0ceJE7Ny5E/v370ezZs2M2318fFBeXo6CggKT8Tk5OfDx8TGOufOss1tf3xpDRFTX/rxahNnbTwAApkS2QudAD4kTEVFVzLoQCSEwceJEbNu2DT///DMCA00/e+/YsSPs7e0RGxtr3JaWloaMjAxEREQAACIiIpCSkoLc3FzjmL1790KlUqFNmzYNMxEisimlFXpErUtAcbke3R71RFTPllJHIqIHMOuPzKKiorB+/Xps374dbm5uxjU/arUaTk5OUKvVGDduHKZOnQoPDw+oVCpMmjQJERER6Nq1KwCgd+/eaNOmDcaMGYNFixYhOzsbb7/9NqKiovixGBHVi/d/PIXT2YXwdHHAkuFhsJNz3RCRuTPr0+7vt/jwq6++wj/+8Q8ANy7MOG3aNGzYsAFlZWXo06cPPv30U5OPw9LT0/Haa6/hwIEDcHFxwdixY7FgwQIoFNXrgzU5bY+IbNuulCt4bV0CAGDNPzvh6SAviRMR2a6a/P4260JkLliIiKg6MvOL8Wz0LygsrcSEp1pgVr9gqSMR2TSrvQ4REZG5qtAb8HpMIgpLKxHe3B3TewdJHYmIaoCFiIioDizek4bEjAK4OSoQPSIc9nb855XIkvAdS0T0kA6k5eLzg+cBAIuGtIe/h7PEiYiopliIiIgeQo62FNM2JQMAXuzaHP1CfCVORES1wUJERFRLeoPAvzcmIU9XjtY+bni7P69tRmSpWIiIiGrp0/3n8NufeXCyt8PyUR3gaG8ndSQiqiUWIiKiWvj9Qj4+2XcGADBvUDu09HKVOBERPQwWIiKiGrquK8fkmEQYBDA4vCmGdmz24BcRkVljISIiqgEhBKZvTsYVTSlaNHbBvEHtpI5ERHWAhYiIqAZWH76I2NO5cFDIsWxUOFyUZn1LSCKqJhYiIqJqOn6pAAt2nQIAvN0/GG391BInIqK6wkJERFQNhaUVmLQhERV6gT5tvTGma4DUkYioDrEQERE9gBACb207gfS8YjR1d8KiIaGQyWRSxyKiOsRCRET0ABuPZWJHchbs5DJEjwyH2tle6khEVMdYiIiIqnAmpxDv7EgFAEzvHYSOAY0kTkRE9YGFiIjoPkrK9Yhal4DSCgOebNUEE55sIXUkIqonLERERPfx7o5UnM0tQhM3JT4eFgq5nOuGiKwVCxER0T38kJyFmGOZkMmAJcPD0NhVKXUkIqpHLERERHe4eE2Ht7amAAAm9myJ7i0bS5yIiOobCxER0W3KKvWYtCERRWWV6PyIByb3ekzqSETUAFiIiIhus3BXGlIua+DubI+lI8OgsOM/k0S2gO90IqKb9p3MwerDFwAAi4eGwlftJHEiImooLERERACyCkow/btkAMA/uz+CyDbeEicioobEQkRENq9Sb8DkmEQUFFegXVMVZvZrLXUkImpgLEREZPOiY8/i2MXrcFUqsHxkBygVdlJHIqIGppA6ABFRQyqr1OPy9RKk5xcjI68Y568W4esj6QCA959vh0cau0ickIikwEJERFZHU1yB9HwdMvKLkZ53o/hk5N94ZGlKIMTdrxn+uD8GhjVt+LBEZBZYiIjI4ugNAtnaUqTn6Yxl59YRn4z8YmhKKqp8vZO9HQI8neHv4YwAD2cE+6rwtzC/BkpPROaIhYiIzFJJuR6Z128c4UnP0yHzttJz6XoJyvWGKl/f2FWJAM8bhcffw/nGn2+WoCauSshkvC8ZEf2FhYiIJCGEQJ6uHOl5xTfKTl4x0vN1xj/nFpZV+XqFXIZmjZzQ3NMFAR5/lZ0AT2c093CGswP/eSOi6uO/GERUbyr0BmQVlNxYx3NzDU96ng4Z+SXIyNNBV66v8vVujgpjwWnu4XLbn53h5+4EO959nojqCAsRET2UwtKKG2Un7+ZHWsY/65BVUAq94R4rmG+SyQAflSOa33Zk59YRn+YeznB3tudHW0TUIFiIiKhKBoNAbmHZbUd3ik2O+OTryqt8vYNCfqPweDijuedf/9vcwwXNGjnB0Z7X/CEi6bEQERHKKvXIzC9BRr7uryM9t5WessqqFzB7uDgYP8q6/WOtAE8XeLkpIedHW0Rk5liIiGyAEAKakoqbC5eLkXHHkZ5sbek9r81zi51cBj93RwR4uNw8unP7kR5nuDnaN9xkiIjqAQsRkZXQGwSyCkqMp6cbz97K1yE9rxiFpZVVvt7Zwc54hCfA08XkiI+fuxPs7XinHyKyXixERBakuLzSeGTnr1PVb/z50vViVOirOMwDwMtNedsFCV1MTlX3dHHgAmYislksRERmRAiBa0XlyLh5VOf2s7fS84pxrajqa/PY28ng3+ivxcv+N9fxBHg6w7+RM5wcuICZiOheWIiIGlh55c1r89xcy3P7GVsZ+cUofsC1edRO9jdPT3e+44KELvBROfLaPEREtcBCRFQPtKUVf91jK6/4xtlbN/+cVVCCKi7NA5kM8FM7GdfwNPf868ytAA8XqJ25gJmIqK6xEBHVgsEgkFNYanIn9dvP3rpeXPXNRR3t5XdfffnmEZ+mjZygVPCjLSKihsRCRHQfpRV6XDLeXNT01hOZ10tQ/oBr8zR2dTDeTb35zbO2bt1stIkbby5KRGROWIjIZgkhcL24wnj15TtvPZGtLa3y9Qq5DE0bOd1xQUIX49EeVyXfXkREloL/YpNVq9QbcEVTajzCk37rSsw3T1svLKv62jyuSsVfZee2dTwBns7wVTtCwWvzEBFZBRYisni6ssp7Ll7OyC/G5eslqKxqBTP+urmo6X22bpy11Yg3FyUisgksRGT2hBC4WlhmvL/W7YuXM/KLca3owTcX9W/kdNfVl5vfvE4Pby5KREQsRGQWyisNNxYw5992BeabH2tl5BejpKLqa/M0cr51bR6XG0d5bjtd3dvNkTcXJSKiKrEQUYPRFFcY1/HcfuuJjPxiXNFUfW0euQzwc3cyWbx8+1EetROvzUNERLXHQkR1xmAQuKItvXldHt0dp6oXQ1NS9bV5nOzt/romj3Eh842PuZq6O8FBwQXMRERUP1iIqEZKK/Qmi5Yz8nTGU9Uv5ZegXF/1tXmauClvnql1++LlG0d8Grvy5qJERCQNFiIyIYRAvq7cuID5zrO3crQPvrlos0bOxgsS3n4V5uYeznB24F85IiIyP/ztZIMq9DduLmp6pOevBc1FD7g2j5uj4uYVl11u3lT0rzur+7k78eaiRERkcViIrFRRWeWNW0zcOmPrtiM+lwtKoK9iBbNMBviqHP8qO54uJkd81E68Ng8REVkXFiILZTAIXC0qu3l6+s3ik//Xqep5uqqvzaNUyI3rd/4qOzeKT7NGTrw2DxER2RQWIjNWVqnHpeslN281oTO5Rk9GfjHKHnBzUQ8XB5OLEN66+nJzD2d4uSl5bR4iIqKbWIgkVlBcfted1G+t6bmiLYWo4to8dnIZmt68No/xthO3LWB2c+S1eYiIiKqDhUhC53ILEfnxoSrHuDjY/XX1ZU/T2074uTvBnjcXJSIiemg2VYhWrFiBDz/8ENnZ2QgNDcWyZcvQuXNnyfI0a+QMmQxo4qo0Xovnzjure7rw2jxERET1zWYK0caNGzF16lSsXLkSXbp0wZIlS9CnTx+kpaXBy8tLkkyO9nY49d++XMBMREQkMZkQVa1SsR5dunRBp06dsHz5cgCAwWCAv78/Jk2ahJkzZ5qMLSsrQ1nZXxcg1Gq18Pf3h0ajgUqlatDcREREVDtarRZqtbpav79tYgFKeXk54uPjERkZadwml8sRGRmJuLi4u8bPnz8farXa+PD392/IuERERNTAbKIQXbt2DXq9Ht7e3ibbvb29kZ2dfdf4WbNmQaPRGB+ZmZkNFZWIiIgkYDNriGpCqVRCqVRKHYOIiIgaiE0cIWrcuDHs7OyQk5Njsj0nJwc+Pj4SpSIiIiJzYROFyMHBAR07dkRsbKxxm8FgQGxsLCIiIiRMRkRERObAZj4ymzp1KsaOHYvHH38cnTt3xpIlS6DT6fDPf/5T6mhEREQkMZspRMOHD8fVq1cxZ84cZGdnIywsDLt3775roTURERHZHpu5DtHDqMl1DIiIiMg88DpERERERDXAQkREREQ2j4WIiIiIbB4LEREREdk8FiIiIiKyeTZz2v3DuHUinlarlTgJERERVdet39vVOaGehagaCgsLAYB3vSciIrJAhYWFUKvVVY7hdYiqwWAwICsrC25ubpDJZHX6vbVaLfz9/ZGZmWmV1ziy9vkB1j9Hzs/yWfscOT/LV19zFEKgsLAQfn5+kMurXiXEI0TVIJfL0axZs3r9GSqVymr/ogPWPz/A+ufI+Vk+a58j52f56mOODzoydAsXVRMREZHNYyEiIiIim8dCJDGlUom5c+dCqVRKHaVeWPv8AOufI+dn+ax9jpyf5TOHOXJRNREREdk8HiEiIiIim8dCRERERDaPhYiIiIhsHgsRERER2TwWojp06NAhDBgwAH5+fpDJZPj+++8f+JoDBw6gQ4cOUCqVaNmyJdasWXPXmBUrVuCRRx6Bo6MjunTpgt9//73uw1dDTee3detWPPPMM2jSpAlUKhUiIiLw008/mYx55513IJPJTB6tW7eux1lUraZzPHDgwF35ZTIZsrOzTcZZ6j78xz/+cc/5tW3b1jjGnPbh/Pnz0alTJ7i5ucHLywuDBg1CWlraA1+3efNmtG7dGo6OjggJCcH//vc/k+eFEJgzZw58fX3h5OSEyMhInD17tr6mcV+1md+XX36JJ554Ao0aNUKjRo0QGRl519+/e+3nvn371udU7qs2c1yzZs1d+R0dHU3GWPI+fPrpp+/5Puzfv79xjDntw88++wzt27c3XmQxIiICu3btqvI15vAeZCGqQzqdDqGhoVixYkW1xl+4cAH9+/dHz549kZSUhClTpuDll182KQ0bN27E1KlTMXfuXCQkJCA0NBR9+vRBbm5ufU3jvmo6v0OHDuGZZ57B//73P8THx6Nnz54YMGAAEhMTTca1bdsWV65cMT5+/fXX+ohfLTWd4y1paWkmc/Dy8jI+Z8n7cOnSpSbzyszMhIeHB1544QWTceayDw8ePIioqCgcOXIEe/fuRUVFBXr37g2dTnff1/z2228YOXIkxo0bh8TERAwaNAiDBg3CiRMnjGMWLVqE6OhorFy5EkePHoWLiwv69OmD0tLShpiWUW3md+DAAYwcORL79+9HXFwc/P390bt3b1y+fNlkXN++fU324YYNG+p7OvdUmzkCN65wfHv+9PR0k+cteR9u3brVZG4nTpyAnZ3dXe9Dc9mHzZo1w4IFCxAfH48//vgD//d//4eBAwciNTX1nuPN5j0oqF4AENu2batyzIwZM0Tbtm1Ntg0fPlz06dPH+HXnzp1FVFSU8Wu9Xi/8/PzE/Pnz6zRvTVVnfvfSpk0b8e677xq/njt3rggNDa27YHWoOnPcv3+/ACCuX79+3zHWtA+3bdsmZDKZuHjxonGbOe/D3NxcAUAcPHjwvmOGDRsm+vfvb7KtS5cuYsKECUIIIQwGg/Dx8REffvih8fmCggKhVCrFhg0b6id4NVVnfneqrKwUbm5uYu3atcZtY8eOFQMHDqyHhA+vOnP86quvhFqtvu/z1rYPP/nkE+Hm5iaKioqM28x5HwohRKNGjcT/+3//757Pmct7kEeIJBQXF4fIyEiTbX369EFcXBwAoLy8HPHx8SZj5HI5IiMjjWMsicFgQGFhITw8PEy2nz17Fn5+fmjRogVGjx6NjIwMiRLWXlhYGHx9ffHMM8/g8OHDxu3Wtg9XrVqFyMhIBAQEmGw3132o0WgA4K6/c7d70PvwwoULyM7ONhmjVqvRpUsXyfdhdeZ3p+LiYlRUVNz1mgMHDsDLywtBQUF47bXXkJeXV6dZa6u6cywqKkJAQAD8/f3vOhphbftw1apVGDFiBFxcXEy2m+M+1Ov1iImJgU6nQ0RExD3HmMt7kIVIQtnZ2fD29jbZ5u3tDa1Wi5KSEly7dg16vf6eY+5co2IJFi9ejKKiIgwbNsy4rUuXLlizZg12796Nzz77DBcuXMATTzyBwsJCCZNWn6+vL1auXIktW7Zgy5Yt8Pf3x9NPP42EhAQAsKp9mJWVhV27duHll1822W6u+9BgMGDKlCno3r072rVrd99x93sf3to/t/7X3PZhded3pzfffBN+fn4mv1z69u2Lr7/+GrGxsVi4cCEOHjyIfv36Qa/X10f0aqvuHIOCgrB69Wps374d3377LQwGA7p164ZLly4BsK59+Pvvv+PEiRN3vQ/NbR+mpKTA1dUVSqUSr776KrZt24Y2bdrcc6y5vAd5t3tqEOvXr8e7776L7du3m6yv6devn/HP7du3R5cuXRAQEIBNmzZh3LhxUkStkaCgIAQFBRm/7tatG/7880988skn+OabbyRMVvfWrl0Ld3d3DBo0yGS7ue7DqKgonDhxQtI1afWpNvNbsGABYmJicODAAZNFxyNGjDD+OSQkBO3bt8ejjz6KAwcOoFevXnWauyaqO8eIiAiTow/dunVDcHAwPv/8c8ybN6++Y9ZabfbhqlWrEBISgs6dO5tsN7d9GBQUhKSkJGg0Gnz33XcYO3YsDh48eN9SZA54hEhCPj4+yMnJMdmWk5MDlUoFJycnNG7cGHZ2dvcc4+Pj05BRH0pMTAxefvllbNq06a7Dondyd3dHq1atcO7cuQZKV/c6d+5szG8t+1AIgdWrV2PMmDFwcHCocqw57MOJEydi586d2L9/P5o1a1bl2Pu9D2/tn1v/a077sCbzu2Xx4sVYsGAB9uzZg/bt21c5tkWLFmjcuLHF7MM72dvbIzw83JjfWvahTqdDTExMtf5DQ+p96ODggJYtW6Jjx46YP38+QkNDsXTp0nuONZf3IAuRhCIiIhAbG2uybe/evcb/0nFwcEDHjh1NxhgMBsTGxt73s1hzs2HDBvzzn//Ehg0bTE4RvZ+ioiL8+eef8PX1bYB09SMpKcmY3xr2IXDjzJhz585V6x9iKfehEAITJ07Etm3b8PPPPyMwMPCBr3nQ+zAwMBA+Pj4mY7RaLY4ePdrg+7A28wNunKEzb9487N69G48//vgDx1+6dAl5eXkWsw/vpNfrkZKSYsxvDfsQuHFqellZGV588cUHjpVyH96LwWBAWVnZPZ8zm/dgnS3PJlFYWCgSExNFYmKiACA+/vhjkZiYKNLT04UQQsycOVOMGTPGOP78+fPC2dlZvPHGG+LUqVNixYoVws7OTuzevds4JiYmRiiVSrFmzRpx8uRJMX78eOHu7i6ys7PNfn7r1q0TCoVCrFixQly5csX4KCgoMI6ZNm2aOHDggLhw4YI4fPiwiIyMFI0bNxa5ubkNPj8haj7HTz75RHz//ffi7NmzIiUlRUyePFnI5XKxb98+4xhL3oe3vPjii6JLly73/J7mtA9fe+01oVarxYEDB0z+zhUXFxvHjBkzRsycOdP49eHDh4VCoRCLFy8Wp06dEnPnzhX29vYiJSXFOGbBggXC3d1dbN++XRw/flwMHDhQBAYGipKSErOf34IFC4SDg4P47rvvTF5TWFgohLjxd2L69OkiLi5OXLhwQezbt0906NBBPPbYY6K0tLRB51fbOb777rvip59+En/++aeIj48XI0aMEI6OjiI1NdU4xpL34S09evQQw4cPv2u7ue3DmTNnioMHD4oLFy6I48ePi5kzZwqZTCb27NkjhDDf9yALUR26dQr2nY+xY8cKIW6cFvnUU0/d9ZqwsDDh4OAgWrRoIb766qu7vu+yZctE8+bNhYODg+jcubM4cuRI/U/mHmo6v6eeeqrK8ULcuMyAr6+vcHBwEE2bNhXDhw8X586da9iJ3aamc1y4cKF49NFHhaOjo/Dw8BBPP/20+Pnnn+/6vpa6D4W4cXqrk5OT+OKLL+75Pc1pH95rbgBM3ldPPfWUyd9BIYTYtGmTaNWqlXBwcBBt27YVP/74o8nzBoNBzJ49W3h7ewulUil69eol0tLSGmBGpmozv4CAgHu+Zu7cuUIIIYqLi0Xv3r1FkyZNhL29vQgICBCvvPKKJIVdiNrNccqUKcb3l7e3t3j22WdFQkKCyfe15H0ohBCnT58WAIyl4nbmtg9feuklERAQIBwcHESTJk1Er169THKb63tQJoQQdXSwiYiIiMgicQ0RERER2TwWIiIiIrJ5LERERERk81iIiIiIyOaxEBEREZHNYyEiIiIim8dCRERERDaPhYiIiIhsHgsREVEN/OMf/8CgQYOkjkFEdYyFiIgsjl6vR7du3TB48GCT7RqNBv7+/vjPf/5T5etbt24NpVKJ7OzsGv/spUuXYs2aNTV+HRGZNxYiIrI4dnZ2WLNmDXbv3o1169YZt0+aNAkeHh6YO3fufV/766+/oqSkBEOHDsXatWtr/LPVajXc3d1rE5uIzBgLERFZpFatWmHBggWYNGkSrly5gu3btyMmJgZff/01HBwc7vu6VatWYdSoURgzZgxWr15t8tzp06fh7OyM9evXG7dt2rQJTk5OOHnyJIC7PzL77rvvEBISAicnJ3h6eiIyMhI6na5uJ0tE9U4hdQAiotqaNGkStm3bhjFjxiAlJQVz5sxBaGjofccXFhZi8+bNOHr0KFq3bg2NRoNffvkFTzzxBIAbH6UtXrwY//rXv9CjRw/I5XK8+uqrWLhwIdq0aXPX97ty5QpGjhyJRYsW4fnnn0dhYSF++eUX8J7ZRJaHd7snIot2+vRpBAcHIyQkBAkJCVAo7v/feV9++SU+/fRTJCYmAgCmTJmCgoKCu9YEPffcc9BqtXBwcICdnR12794NmUwG4MYRooKCAnz//fdISEhAx44dcfHiRQQEBNTbHImo/vEjMyKyaKtXr4azszMuXLiAS5cuAQBeffVVuLq6Gh+3j33xxReNX7/44ovYvHkzCgsL7/qex48fR0JCAtasWWMsQ3cKDQ1Fr169EBISghdeeAFffvklrl+/Xg+zJKL6xkJERBbrt99+wyeffIKdO3eic+fOGDduHIQQ+O9//4ukpCTjAwBOnjyJI0eOYMaMGVAoFFAoFOjatSuKi4sRExNj8n2Tk5Oh0+mg0+lw5cqV+/58Ozs77N27F7t27UKbNm2wbNkyBAUF4cKFC/U5bSKqB/zIjIgsUnFxMcLCwtC3b19ER0fj4sWLCAkJwaJFi/Daa6/dNX7atGn4448/sGLFCpPtX331FQ4fPowjR44AAPLz8xESEoJXXnkFV65cwaFDh5CQkAAnJycAph+Z3Umv1yMgIABTp07F1KlT637SRFRveISIiCzSrFmzIITAggULAACPPPIIFi9ejBkzZuDixYsmYysqKvDNN99g5MiRaNeuncnj5ZdfxtGjR5Gamgrgxsdt/v7+ePvtt/Hxxx9Dr9dj+vTp98xw9OhRfPDBB/jjjz+QkZGBrVu34urVqwgODq7XuRNR3eNZZkRkcQ4ePIgVK1bgwIEDcHZ2Nm6fMGECtm7dinHjxmHfvn3GtT8//PAD8vLy8Pzzz9/1vYKDgxEcHIxVq1YhLCwM//vf/5CYmGj8WO3bb79Fjx498Nxzz6Ffv34mr1WpVDh06BCWLFkCrVaLgIAAfPTRR3eNIyLzx4/MiIiIyObxIzMiIiKyeSxEREREZPNYiIiIiMjmsRARERGRzWMhIiIiIpvHQkREREQ2j4WIiIiIbB4LEREREdk8FiIiIiKyeSxEREREZPNYiIiIiMjm/X/uGJGtUNx/XAAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"pyplotインタフェースでは、FigureやAxexを作成しなくても、同じグラフが書けました。軸のラベル設定もできています。\n",
"\n",
"pyplotインタフェースの方が楽で良い!と思われたかもしれませんが・・・あくまで、1つのグラフをお手軽に作るためのインタフェースです。\n",
"\n",
"Figure内に複数のグラフを書いたり、複雑な設定・装飾をする場合は、Axesインタフェースを使用する必要があります。\n",
"\n",
"特に気を付けなければいけないのは、「**1つのプログラムで、2つのインタフェースを混在して使用しないこと**」です。これを行ってしまうと、ソースコードの読みやすさやメンテナンスのしやすさという観点で、非常に分かりづらいプログラムとなってしまいます。\n",
"\n",
"次の例を見てみましょう。\n"
],
"metadata": {
"id": "AKc3GraQC_Ou"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# ★Axesインタフェース★で折れ線グラフを作成\n",
"# fig1 = plt.figure()\n",
"# ax1 = fig1.subplots()\n",
"# ax1.plot([0, 1, 2], [10, 100, 1000])\n",
"\n",
"# ★Axesインタフェース★で散布図を作成\n",
"fig2 = plt.figure()\n",
"ax2 = fig2.subplots()\n",
"ax2.scatter([0, 1, 2, 3, 4], [50, 20, 30, 10, 20])\n",
"\n",
"# ★Axesインタフェース★で折れ線グラフを作成\n",
"fig1 = plt.figure()\n",
"ax1 = fig1.subplots()\n",
"ax1.plot([0, 1, 2], [10, 100, 1000])\n",
"\n",
"# ★pyplotインタフェース★で軸にラベルを付与\n",
"plt.xlabel(\"X-Axis\")\n",
"plt.ylabel(\"Y-Axis\")\n",
"\n",
"# グラフの画面表示\n",
"plt.show()\n",
"\n",
"# グラフのクローズ\n",
"plt.close(fig1)\n",
"plt.close(fig2)"
],
"metadata": {
"id": "kllJClNEkucm",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 862
},
"outputId": "37347201-1740-41ed-8cae-5112dabc5c83"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"xlabel関数およびylabel関数によるラベル付けは、最後に作成されたAxesである散布図に付与されました。\n",
"\n",
"pyplotインタフェースによる操作は、暗黙的に「最後に作成したFigure/Axesオブジェクト」に対して行われます。このため、グラフ作成の順序を入れ替えたり、散布図作成の後に新しいグラフ作成を入れたりすると、ラベル付けをどのグラフに対して行うのかが変わってしまいます。\n",
"\n",
"このようにプログラムが分かりづらいものとなりますので、インタフェースを混在させるのはやめましょう。\n",
"\n",
"簡単なテスト用途など以外では、**基本的にAxesインタフェースを使用することをお勧めします**。Matplotlibのリファレンスでも、Axesインタフェースの使用が推奨されています。"
],
"metadata": {
"id": "fKkU_NbJkwql"
}
},
{
"cell_type": "markdown",
"source": [
"# [ご参考] Matplotlib以外でのグラフ作成\n",
"Pythonでは、Matplotlib以外にも様々なグラフ作成のためのパッケージがあります。\n",
"\n",
"(とはいえ、裏でMatplotlibが動いているものがほとんどです。)\n",
"\n",
"ここでは、代表的な下記のパッケージをご紹介します。それぞれについての詳しいご説明はしませんが、参考にしてください。\n",
"\n",
"* pnadas\n",
"* seaborn\n",
"* Plotly\n",
"* PyQtGraph"
],
"metadata": {
"id": "8IJAGiX-rJVV"
}
},
{
"cell_type": "markdown",
"source": [
"## pandas\n",
"実はpandasにもplotメソッドがあり、簡単な折れ線グラフを作成できます。"
],
"metadata": {
"id": "0IS4FtZiralJ"
}
},
{
"cell_type": "code",
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"spectrum1.csv\")\n",
"df.plot(\"Wavelength\", \"Intensity\", linestyle=\"--\")"
],
"metadata": {
"id": "KvjleI05rfRj",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 467
},
"outputId": "13c5310b-a990-4881-d904-23953df839bf"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 26
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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zKJVK9OzZEykpKVixYoVFoEP1E+7rBpMgwFOlEI+19XHDmG6BCPdzg94oQCmXXOcKRNTaFZbpceRiIaI6+EEq5fsF2Z/VayGZTCY8+OCDmDdvHnr27FnjfEJCAry9vcXgBQCio6MhlUqRmJiISZMmISEhASNGjIBSqRTbxMTE4K233kJ+fj58fHxqXFer1UKr1Yq/azQaK78yx/V/Dw2qccxFIav1OBFRbe77OAHHs4vw+l298OCQdvbuDpH1F/G+9dZbkMvlePrpp2s9n52djcDAQItjcrkcvr6+yM7OFtsEBQVZtDH/bm5zraVLl0KtVos/YWFhTX0pRERU6Wzlgv/TucU3aEnUPKwawCQnJ+O9997Dl19+CYmkeYcYFyxYgMLCQvHn/Pnzzfr8jkgQBOSV6JCrKbd3V4iohYvpGQwArGJPLYZVA5idO3ciNzcX4eHhkMvlkMvlOHfuHJ5//nm0b98eABAcHIzc3FyLxxkMBuTl5SE4OFhsk5OTY9HG/Lu5zbVUKhW8vLwsfqjC+Pd2Yuw7O5BVaLnjaPWOMxjwehze3pxup54RkaNQVe5i1BqMdu4JUQWrBjAPPvggDh06hJSUFPEnNDQU8+bNw+bNmwEAUVFRKCgoQHJysvi4rVu3wmQyYfDgwWKb+Ph46PV6sU1cXBy6du1a6/oXur5TuUU4kVNz2DfU2wUAcI7J7IjoBo5mVawrzNVob9CSqHk0eBFvcXExTp06Jf6ekZGBlJQU+Pr6Ijw8HH5+fhbtFQoFgoOD0bVrVwBA9+7dMW7cODz22GNYvXo19Ho9Zs+ejalTp4pbrh944AEsWrQIM2bMwPz583HkyBG89957eOedd5ryWlslQRCgN1Zsk66eyA6o2kqdyXICRHQDRy5WBDDJ5/Lt3BOiCg0OYPbv34/Ro0eLv8+dOxcAMH36dHz55Zf1usaaNWswe/ZsjBkzBlKpFFOmTMHKlSvF82q1Gn///TdmzZqFgQMHwt/fHwsXLuQW6kYwBy9AzQCmnZ87ACBbU45yvREuClmz9o2IHI+JeaOohWhwADNq1KgGJT47e/ZsjWO+vr5Yu3btdR/Xp08f7Ny5s6Hdo2uYs/AClrWQAMDHTQEPlRzFWgMu5JeiU6Bnc3ePiBzMwHacxqeWgbWQnFz1AKZ6Jl4AkEgkLOpIRPUS7FWxZu7eSKaooJaBAYyTMxdylEoAuazmX3c7X3NRRwYwRFQ3fS1FYYnsyeqZeKllEYSKwo11ZeW5pXsggtUu6B7CbedEVDdtZU216qO6RPYkEZy0kp9Go4FarUZhYSFzwhARNVH7FzcAADoEuGPr86Ps2xlyavX9/OZYIBER3VBk5eJdNyV3K1LLwACmlRMEAQWlOhy6UACTySkH44jICh4f2REAIJfyY4NaBv5LdHLHsjSYuHInHv9mf63njSYBA9/4B3d8sBuXi5lhk4hqV1VKgGtgqGVgAOPkisoNSLukwclaSgkAFTuT2ni7AuBOJCKqnd5owuGLhQAArZ61kKhlYADj5Oqz9TFc3Epd0ix9IiLHoinTi0VfOQJDLQUDGCdnzgOjkNe1kRpiMrvzTGZHRLWoXpKEAQy1FAxgnJzecOMRmHZ+lSMwDGCIqBa6akHLrT0C7dgToioMYJyc+ZvTtXWQqgtnOQEiug7zSK7aVYGlk/vYuTdEFRjAODnzGhilvB4BDBfxElEt6vM+QtTcWErAycllEvh7qODtpqyzTTs/N0yPaodwP3cIggCJpO71MkTU+oibAaQS6I0myKUSvk+Q3bGUABERXdf+s3m4e3WC+HvqK2OhdlXYsUfkzFhKgIiIrCLE2xXP39pF/F1rYC4Ysj8GMAQAKCrX4/CFQpy+XHvCOyJqvdp4u2LOmM5wUVRm49VzKzXZHwMYJ/fT/vO4Z/UefBp/5rrtVu84jds/2IUvdmc0U8+IyNGo5BWFHJkLhloCLuJ1chfyy5B0Nh/dgq+/DqidrzsAlhMgopoKS/W4WFCGwjI9AMu8MET2whEYJ1efUgJAVTZe5oIhomttP5GLCSt3ir9zDQy1BAxgnJz5m9L1SgkAVdl4L+aXwWDktysiqlK9lADAKSRqGRjAODkxAdUNRmCCvFyglElhMAnIKixvjq4RkYPQV/tSE909EJ4uXH1A9scAxsnpKr853WgKSSaVINBLBQDILdLavF9E5DjMI7kTe4fgs+mD0DNUbeceETGAcXr1XQMDAKrKNOF6TiERUTVV7yPMvkstB8cBnZxCJoW7UgZXxY0DmBnDO0BTrkdbH9dm6BkROQodayFRC8RSAkREdF3v/XMS7/xzAkDFerpX7+iJBwaH27lX5KxYSoCIiKwisr0PnhzVEUq5FDqjiduoqUXgFBKJMq+WoqBMh7Y+bvB1r7t6NRG1LsM6+WNYJ39cLtLi5+QL3EZNLQJHYJzc4g1HMe3zfUg8c/WGbV/+/Qju+GA3th3PbYaeEZGjMS/0Zy0kagkYwDi5lPMFiD9xGfmluhu2Ne9U4i4kIqouV1OOs1dKxJEXTiFRS8ApJCdX3zwwAKCszNarYwBDRNUs/zsdP+6/IP7OKSRqCTgC4+T0hvrngTG3YaE2IqrOXErAXWmuRs0RGLI/jsA4uYYksquaQnLKnfVE1EjmUdnOQZ5wU8rQ3s/dzj0iYgDj9KoSUN04g6aSmXiJqBbmkdx7I8OY/4VaDE4hObmGTCEpuYiXiGqhYykBaoE4AuPkJJKKN5z6BDAjuvjDy0WOwR38bN0tInIgepYSoBaIAYyT2/3iLahvtYhbugXhlm5BNu4RETkavaHiPWRH+mW88kca+oV548uHb7Jzr6i1YwDTCphHYYiIGmN872B0D/GEr7sKBaV6aMr09u4SUcPXwMTHx+P2229HaGgoJBIJ1q1bJ57T6/WYP38+evfuDXd3d4SGhmLatGm4dOmSxTXy8vIQGxsLLy8veHt7Y8aMGSguLrZoc+jQIdx8881wcXFBWFgYli1b1rhXSPVWWKrHqdwiXCoos3dXiKgFeXhYBBbd2Qt9w9QAmAeGWoYGBzAlJSXo27cvPvzwwxrnSktLceDAAbz88ss4cOAAfv31V6Snp+OOO+6waBcbG4u0tDTExcVh/fr1iI+Px8yZM8XzGo0GY8eORbt27ZCcnIy3334br776Kj755JNGvMTWy2QS8OhXSXjy22QUaw03bP/j/vOIXhGPtzenN0PviMjRqOTmPDAMYMj+GjyFNH78eIwfP77Wc2q1GnFxcRbHPvjgA9x0003IzMxEeHg4jh07hk2bNiEpKQmRkZEAgPfffx8TJkzA8uXLERoaijVr1kCn0+Hzzz+HUqlEz549kZKSghUrVlgEOnR9epMJ/xyrqGu07O4+N2xvXqDHTLxEVF2OphwSCSCTVkxHM5EdtQQ2X1JeWFgIiUQCb29vAEBCQgK8vb3F4AUAoqOjIZVKkZiYKLYZMWIElMqqisgxMTFIT09Hfn6+rbvsNKonpGtQIjt+uyKiaiZ/tAc3Ld6C05crpvpZzJFaApsu4i0vL8f8+fNx//33w8vLCwCQnZ2NwMBAy07I5fD19UV2drbYJiIiwqJNUFCQeM7Hx6fGc2m1Wmi1WvF3jUZj1dfiiKoHIvULYFgLiYhqMr8neKgqPjI4hUQtgc1GYPR6Pe69914IgoBVq1bZ6mlES5cuhVqtFn/CwsJs/pwtnTl3g0wqEYd+r4eZeImoNub6aL7uSvRtq0aftmo794jIRiMw5uDl3Llz2Lp1qzj6AgDBwcHIzc21aG8wGJCXl4fg4GCxTU5OjkUb8+/mNtdasGAB5s6dK/6u0WhafRDT0OyZVVNIrIVERFXMX2rCfNzw++zhdu4NUQWrj8CYg5eTJ0/in3/+gZ+fZVbXqKgoFBQUIDk5WTy2detWmEwmDB48WGwTHx8Pvb4q10BcXBy6du1a6/QRAKhUKnh5eVn8tHbmNTD1mT4CqkoJcAqJiKoTi8LWo6YaUXNpcABTXFyMlJQUpKSkAAAyMjKQkpKCzMxM6PV63H333di/fz/WrFkDo9GI7OxsZGdnQ6fTAQC6d++OcePG4bHHHsO+ffuwe/duzJ49G1OnTkVoaCgA4IEHHoBSqcSMGTOQlpaGH374Ae+9957FCAvdmJj+u54BTDs/N8wYHoE7+4XasltE5EAEQWjwlyGi5iAR6ptnvtL27dsxevToGsenT5+OV199tcbiW7Nt27Zh1KhRACoS2c2ePRt//vknpFIppkyZgpUrV8LDw0Nsf+jQIcyaNQtJSUnw9/fHnDlzMH/+/Hr3U6PRQK1Wo7CwsNWOxgiCAKOp4s3HVSmzd3eIyAHpDCZ0eWkjACD1lbGY8N5OaA1GbH52BPw8VHbuHTmj+n5+N3gNzKhRo65bW6c+8ZCvry/Wrl173TZ9+vTBzp07G9o9qkYikUAuk0DO2IWIGkmAgAcGh0NvMMFFIcXlYi10BhPKuROJ7Iy1kEikN5pwuUgLkyCgrY+bvbtDRC2ASi7Dkkm9q/0uhc5gglbPZHZkX5zQdGLHsjSY891BLK9naYCTOcUY+uZW3PXhHhv3jIgcFcsJUEvBAMaJZReW48/US9hx4nK92isrdxgwDwwRmRlNAvJLdCiprKemqswXxQCG7I0BjBNraB4YpazimxUDGCIyy8wrRf/X4zBkyRYAgEpRmW6BAQzZGQMYJybmbqjn1kcFR2CI6BpVOWAq3keqppC4Bobsi4t4nZj5G5K5RMCNmPPF6I0CTCYB0nqUHyAi52Z+HzGP5HYK9IBUUhXIENkLAxgn1tBEdopqgY7eZIJKyjcootbu2pHc9+/vb8/uEIk4heTEdI0sJQBUlSEgotatoSO5RM2FIzBOTG+wnLu+EaVMigcGh0Mpk4KzR0QEVH2Zqe9ILlFzYQDjxB6MaocpA9vWOxiRSiUWCauIiK6dQnpj/VH8fTQHs2/phHsjw+zZNWrlGMA4MYVMCrUrvzURUeMFeKowqX8btPF2BQDkleqQmVeK/BKdnXtGrR0DGLJQWKqH1mCEj7uSlWeJCL3aqPHOff3E35mJl1oKfkI5sQ2HsvDiL4ew8XBWvR9zy/+246YlW3DmcokNe0ZEjqoqEy/zwJB9MYBxYgcz8/F90nmkXiis92PMoy7MsklEQMUaGK3BCJOpYjGvOROvVs/3CLIvBjBOTCfmgan/liJzNl4ds/ESEYDvk86j60ub8NSaAwA4hUQtBwMYJ9bQUgJA9Wy8fHMioqp0DEqxlACnkKhlYADjxHSGykR2DUhApWAAQ0TVXPtFyN9DiQh/d/i6q+zZLSLuQnJmjRqBkXMNDBFVEUuSVE4v3zcoHPcNCrdnl4gAcATGqVW98XAEhogap6ElSYiaC0dgnJi+EYt4R3cNQAd/d4SoXW3VLSJyII0ZySVqDgxgnNj/7u2HMp0Rni71/2uefUtnG/aIiByNWFOtMoBJOH0Vi/5MQ5cgT6xkZWqyIwYwTkztqoDaVWHvbhCRA+sS7ImYnkHoGuwBACg3GHE8u4gjMmR3DGDIQkXSKhPkUglcFDJ7d4eI7OzeyDCLoo3cRk0tBUNoJ7Zq+2ks+jMNp3KL6v2Yf/+Uil6vbMaaxEwb9oyIHFVVAMOF/mRfDGCc2O8pF/HF7rPIKiyv92NYSoCIqhMEweJ3MRMvSwmQnTGAcWKN2T3AbdREVN2T3x5Ax//8hbWVo7KcQqKWggGME9M3In+Decs1AxgiAireC4wmAea3EdZCopaCi3idmDkIUTUgkR0z8RJRdbprRnJdlFIEeqrgpuQif7IvBjBOTGdo/BQSq1ETEVAzo3egpwv2/Tfanl0iAsApJKdW9c2p/pl4uQaGiKprzFQ0UXPgv0gn1phFvF2DPTGxdwh6hapt1S0iciBVJUn4cUEtC6eQnFjccyOhN5oQrHap92Mm9A7BhN4hNuwVETmS2qaip36SgGKtAZ8/NAiBnvV/fyGyJgYwTizM183eXSAiBzewnQ8CPFXwdVeKx45c1KBYa0Cp1gh42rFz1KoxgKEaTCYBRkHgnDcRYfGk3jWOqeRSFGu5lZrsi59QTqpcb8TSv45h+eZ0GBqwIPfn5Avo8J+/MPPr/TbsHRE5Miazo5aAAYyTKtUZ8XH8GXyw7RSkkobsQjInshNu0JKIWiuVgsnsyP4YwDgp884BuVQCqbTh26iZyI6IACDyjX/Q+5XNOHe1RDwmjsCwHhLZEdfAOKnGJLGr3p6J7IgIAIrK9dAaTJBV+yLEKSRqCTgC46T0jUhiV709E9kREVB7HhhvNyX8PZQNmp4msrYGBzDx8fG4/fbbERoaColEgnXr1lmcFwQBCxcuREhICFxdXREdHY2TJ09atMnLy0NsbCy8vLzg7e2NGTNmoLi42KLNoUOHcPPNN8PFxQVhYWFYtmxZw19dK2Zew6JsQB2k6u05hURERpMAU+VyuOqjuV89chP2v3QrRncLtFPPiBoRwJSUlKBv37748MMPaz2/bNkyrFy5EqtXr0ZiYiLc3d0RExOD8vJysU1sbCzS0tIQFxeH9evXIz4+HjNnzhTPazQajB07Fu3atUNycjLefvttvPrqq/jkk08a8RJbp8Zk4QWqvmVxBIaIqr8PKBr4ZYjI1hq8Bmb8+PEYP358recEQcC7776Ll156CXfeeScA4Ouvv0ZQUBDWrVuHqVOn4tixY9i0aROSkpIQGRkJAHj//fcxYcIELF++HKGhoVizZg10Oh0+//xzKJVK9OzZEykpKVixYoVFoEN10zZyDYyPuxKjuwY0KHsvETmn6mvhWEqAWhqr/ovMyMhAdnY2oqOrKpWq1WoMHjwYCQkJAICEhAR4e3uLwQsAREdHQyqVIjExUWwzYsQIKJVVmR9jYmKQnp6O/Px8a3bZafUI8cLmZ0fgs+mRN25cTccAD3zx8E1YOrmPjXpGRI5CX20qufp6utU7TuPejxPwe8pFe3SLCICVdyFlZ2cDAIKCgiyOBwUFieeys7MRGGg5byqXy+Hr62vRJiIiosY1zOd8fHxqPLdWq4VWqxV/12g0TXw1js1VKUPXYOb4JqLGk0gkGNLBFyZTxZ/Nzl4pwb6MPIzo7G/H3lFr5zTbqJcuXYpFixbZuxtERE7D112J72dG1ThetY2aa+XIfqw6hRQcHAwAyMnJsTiek5MjngsODkZubq7FeYPBgLy8PIs2tV2j+nNca8GCBSgsLBR/zp8/3/QX5MBO5BTh3X9O4NcDFxr0uBxNObq/vAndXt5oo54RkaNjJl5qCawawERERCA4OBhbtmwRj2k0GiQmJiIqqiKKj4qKQkFBAZKTk8U2W7duhclkwuDBg8U28fHx0Ov1Ypu4uDh07dq11ukjAFCpVPDy8rL4ac2OZxfh3X9O4qf9DQtgZFIJyvRGlOtNEASWEyCimqoy8TKRHdlPgwOY4uJipKSkICUlBUDFwt2UlBRkZmZCIpHg2WefxRtvvIE//vgDhw8fxrRp0xAaGoq77roLANC9e3eMGzcOjz32GPbt24fdu3dj9uzZmDp1KkJDQwEADzzwAJRKJWbMmIG0tDT88MMPeO+99zB37lyrvXBnZ15819Ctj9XzxrAeElHrduRiIQa8Hoc7P9hlcZxTSNQSNHgNzP79+zF69Gjxd3NQMX36dHz55Zd44YUXUFJSgpkzZ6KgoADDhw/Hpk2b4OJStS13zZo1mD17NsaMGQOpVIopU6Zg5cqV4nm1Wo2///4bs2bNwsCBA+Hv74+FCxdyC3UD1JY9sz6qt9cbTQ1OhEdEzqNcb0ReiQ5eLpYfFSo5p5DI/hocwIwaNeq6UwsSiQSvvfYaXnvttTrb+Pr6Yu3atdd9nj59+mDnzp0N7R5VEgMYeUNLCVQFLDqDCe4qq3aLiByIro6EmC5KGVwUUrCSANmT0+xCIku6yumfhiayk0klkEoAk8BsvEStnb6O95EHh7TDg0Pa2aNLRCLODzipxpYSAKrVQ2IAQ9SqNXYtHVFz4AiMk9I3spQAAAzp4AeDUYBcyjctotasai0d54qo5WEA46TuHRSG4Z394eOmvHHja3z58E026BEROZq61sAcvlCIFXHpaOvjhtfv6mWPrhExgHFWQV4uCPJiQUYiajwvFwX6tFWjQ4C7xXFNuR7b0i+jG8uVkB0xgCEiolqN7haI0d0CaxxnHhhqCbjIwUntOHEZn8SfxoHMhlfvnrJqD3q/uhlJZ/Ns0DMicnRiHhhm4iU7YgDjpDYezsKSv45jz6krDX5sidaAonIDyvnmRES1UCk4AkP2xwDGSdW1+K4+zNuomQeGqHX7OuEshr25Fcs2Hbc4bs7YzQCG7IkBjJOqKwFVfZjfnHQG1kIias3yS/S4WFCGwjK9xfGqERiO0pL9MIBxUk1JQGUOejgCQ9S66YwVAcq1X4TMa2AAwGjiFx2yD+5CclJNSUBlDnp0HB4matXMI7nXFnX1cVPg9JIJkEmZ4I7shwGMk9KJxRwbM4VU8abEERii1k0nZvS2DFQkEgmYnJfsjQGMk2pKLaROgZ7IL9XDx73hWXyJyHlUjeTKbtCSqPkxgHFSC2/rifxSHboENTxT5ovju9mgR0TkaMQvQvKawy3//ikVhWV6vHFXLzHr98mcInyx5yxmj+6EUG/XZu0rtT5cxOukeoR6YVgnfwR4quzdFSJyUP4eKnQMcIdfLaOxW47lIO5oDjTVdigt+PUw1iZm4reDF5uzm9RKcQSGiIhq9cK4bnhhXO0jshU7kfQWuWCKtQYAQNdGjPwSNRRHYJzUL8kX8O3ec8gtKm/wY9/95wSGLNmCj7afskHPiMgZXJsLRmcw4VRuMQCgWwgDGLI9jsA4qXe3nMD5vDL0DPVCoGfDqlKXaA3I1pTXSF5FRGQmFnTUV4zAnMothsEkQCIB1K4Ke3aNWgmOwDgpvaHxmXgVMuaBISLg+R9TMfadHdiWnlvjnFjQsfJ94ni2BgAgCMDC39Oar5PUajGAcVL6JuSBYSZeIgKA83mlOJFTjHJdzZIB4ghM5RTSsSyNeI6FYKk5MIBxUlUJqJpQzJG1kIhatesVhb22IvXx7CLxHIs8UnPgGhgnVfXG0/B0mUqOwBARqn0RqmUk97NpgyCTSsT3mP7hPth58goAjsBQ8+AIjJOqyqDZmCmkijckLQMYolZNf50vQq5KGZRyKSSSinNzb+2C1f8aCIABDDUPBjBOyGgSYC4Q25gpJH9PFboFeyJU3bDdS0TkXBr6RcjlmmklIlviFJITkgD48uFB0BsFeLg0/K/4tj6huK1PqPU7RkQOpa5q1ADw0/7z2HXqCsb3CsaAdj5wU8rhoqjYmcQRGGoODGCckFQqwaiugfbuBhE5uEAvFQRBgKuiZjHHQxcK8XvKJbTzc8ffaTn49eBFTItqh4l9Qjh6S82CAQwREdXqt6eG1Xmu+jbqo5VbqG/uHIBbewQ1S9+IuAbGCZVoDfghKRO/pzSuoFrC6asYvXw7Zn6938o9IyJnYd5GXVxuwOnLFSUEurOEADUjjsA4obwSHeb/chhuShnu7NemwY/XGU3IuFICN2XNYWMiIgBwqczEezRLA71RgKeLHG28XWEyCdAaTHDl+wfZGEdgnND1kk/Vh3nLJPPAELVegiBg4sqduOvD3SgsrVkXzTwCk3K+AADQPdgLBaV6dPjPX+i+cBOMJibCJNviCIwTakoWXqBqyyRrIRG1XnqjgLRLleUBasmHaa6FJFTGKd1CPMWgBqhYG+Om5EcM2Q5HYJxQVe6GhmfhBarXQuI3KKLWqvoIrKqWbdTXHuse4iUGNQBQrucXILIthsdOSMye2YhCjkBVzgcdp5CIWq3qAUxto7l39W+Dcb2C8eehLBy+UID+4d5iaQG9UWAuGLI5BjBOSFdZhLHxa2BYC4motTNPIUslgExaczTXRSGDi0KGB4e0A9Cu6rhcBr3RwGy8ZHMMYJxQUxfxuiplCPd1g5cr/3kQtVaNfR9RKWQo0ho4AkM2x08oJ9Q9xBMfxQ5o9DboNt6uiH9htJV7RUSORCwjUEcAc/pyMRb8chhernJ8FDtQnHo210NiAEO2xgDGCQV6umBC7xB7d4OIHJggCAjwVMFDVfvHxNViHfadzQMArNp+Gs9EdwYAjOgSgPwSHTwbUYeNqCH4L4yIiGroEOCBpP9G13m++i6k6hl4l0zqbdN+EZlZfRu10WjEyy+/jIiICLi6uqJjx454/fXXIQhVW3IFQcDChQsREhICV1dXREdH4+TJkxbXycvLQ2xsLLy8vODt7Y0ZM2aguLjY2t11SueuluDP1EtIPpfXqMdrDUZMXLkTY9/ZgRKtwcq9IyJnIJVULeztHuJlx55Qa2X1AOatt97CqlWr8MEHH+DYsWN46623sGzZMrz//vtim2XLlmHlypVYvXo1EhMT4e7ujpiYGJSXl4ttYmNjkZaWhri4OKxfvx7x8fGYOXOmtbvrlPacvoo53x3Equ1nGvV4uVSKtEsanMgpZjI7IqqVt5tC/HNbH1eLc4IgwMRMvGRjVp9C2rNnD+68805MnDgRANC+fXt899132LdvH4CKf9jvvvsuXnrpJdx5550AgK+//hpBQUFYt24dpk6dimPHjmHTpk1ISkpCZGQkAOD999/HhAkTsHz5coSGhlq7205FTGQnb1wiO5lUAplUAqNJ4FZqolYq9XwB3thwFB38PfDW3X1qnA/zdcNn0yIR4KmCpNpozBPfJGPz0Wy8Obk37hsU3pxdplbG6iMwQ4cOxZYtW3DixAkAQGpqKnbt2oXx48cDADIyMpCdnY3o6Kq5VbVajcGDByMhIQEAkJCQAG9vbzF4AYDo6GhIpVIkJibW+rxarRYajcbixxkVleux48RlGK4TWDS1lEDFYyvekJjMjqh1yivRIelsPo5m1f1eGt0jCH3DvC2OSaUV5QWYB4ZszeojMC+++CI0Gg26desGmUwGo9GIxYsXIzY2FgCQnZ0NAAgKCrJ4XFBQkHguOzsbgYGBlh2Vy+Hr6yu2udbSpUuxaNEia7+cFmfW2oOIP3EZz9/aBXPGdK61zY22P9aHQiZFud7EKSSiVqoqD0zDRnLNVaq5jZpszeojMD/++CPWrFmDtWvX4sCBA/jqq6+wfPlyfPXVV9Z+KgsLFixAYWGh+HP+/HmbPp+9xJ+4DAD4fHdGnW2aWkoAqAp+WA+JqHWqmopueCI7gLWQyPasPgIzb948vPjii5g6dSoAoHfv3jh37hyWLl2K6dOnIzg4GACQk5ODkJCqXCU5OTno168fACA4OBi5ubkW1zUYDMjLyxMffy2VSgWVSmXtl9NiXe/NoaqYYxMCGDnLCRC1ZvrGZuKVM5EdNQ+rj8CUlpZCKrW8rEwmg8lU8Z8hIiICwcHB2LJli3heo9EgMTERUVFRAICoqCgUFBQgOTlZbLN161aYTCYMHjzY2l12KG9OrsixMCjCt842pbqKN47aKsjWV6CXC0LVLo1+PBE5Nr2hcVPRLhyBoWZi9RGY22+/HYsXL0Z4eDh69uyJgwcPYsWKFXjkkUcAABKJBM8++yzeeOMNdO7cGREREXj55ZcRGhqKu+66CwDQvXt3jBs3Do899hhWr14NvV6P2bNnY+rUqa1+B5K/R8UoU36Jrs42Uwa0RbdgT3QK9Gj08/w+a1ijH0tEjk/byBEYcykBrYEjMGRbVg9g3n//fbz88st46qmnkJubi9DQUDz++ONYuHCh2OaFF15ASUkJZs6ciYKCAgwfPhybNm2Ci0vVN/41a9Zg9uzZGDNmDKRSKaZMmYKVK1dau7sOx9+zIoDRlOvrbNMj1As9QplYiogaTyoB3JWyBtdUi/B3x82d/Zv0BYqoPiRC9RS5TkSj0UCtVqOwsBBeXs7zYf7Il0kwmgS8c18/+Lor7d0dIiIiq6rv5zdrITkQo0nA1uMVi5uvF3euO3gRPu5KDOngC5W8cRWpX153BIcuFmJ+TFcM7eTfqGsQERHZCgMYB1JcrS6RRx2VXsv1Rjz7QwoAIPWVsY0OYE7lFiP1fAGuXGetDRERkb1YfRcS2U71woqz1hzEkYuFNdpcLtICqNgG7dWEcvbmHDJ6JrIjapW+25eJaZ/vww9JmQ163JZjOej1ymbc/8leG/WMqAIDGAdSfQTmn2M5yLhSUqNNbmUAE3hNfZKGqkpkxwCGqDU6lVuM+BOXkXGltEGPk0gq3quKWcmebIwBjAO59g3hSrG2RhvzCEyAZ9OS+pkLQTKAIWqdqhJiNq6UALdRk60xgHEgxeX1CWDKAVSMwDSFOfcDC7IRtU6NzsTLRHbUTBjAOBBzhl0z82hLdblWGoFRsBYSUaumq8zE29CaauZEdiwlQLbGAMaBjOsVjNNLJmDhbT0AAFeKa+4QuiyugWlaGQAPlRxqVwXk0savoyEix6VrZE01FatRUzPhNmoHI5NKEO7rBqD2KaR/DWmHyPa+6B7i2aTnefWOnnj1jp5NugYROS7zDsTGjsBw+plsjQGMAzKXEygqr7nKv1cbNXq1UTd3l4jIyQgwF3Ns2Cish0qOge184KqQQRCEJu2GJLoelhJwID/uP4/4E5dxa48g3NItEB4qOd8ciMhmzB8PfJ+h5lTfz2+ugXEgqecLsP5QFjKulMDTRVHjTcVkEvDj/vPYnp4LQxO3P687eBEPfLoXn8afadJ1iMhxSSQSBi/UYnEKyYGY88B4qGr/a8sr1eGFnw9BIgFOvDG+Sc91saAMe05fRZiPW5OuQ0REZAscgXEgJdUCmBVxJ/DoV0kW5QRyNRWLen3dlA3O3XAt884DHRPZEbVKr/15FE98k4y0SzVLltzI6OXb0XfR38i82rAsvkQNwQDGgZgX7Xq4yLH39FX8cywXZ69WlRO4XGydHDAAoKhcuMcAhqh12nP6CjalZSO/RN/gxxaW6VFYpkcZt1KTDTGAcSDmKSR3lRz+nkoAwJVqyexyNRVZeK0RwCgrczmwmCNR6yTmgWngNmoAcJEzmR3ZHgMYB2KeQvJUyRHgURGkXK6WC8b856YmsQOqRmBYC4modaoqJdDwRbwuCnM9JL5/kO0wgHEgFiMwlQHMlaKqbLzmNTDWGYHhGhii1kxvLiXQiPV0VfWQOAJDtsNdSA5k74IxKNEZ4a6UIeV8AQDLbLxVIzBWCGBkUihkEki5hZKoVdI3ZQqJ9ZCoGTCAcSBymRRq14o3htqmkGbe3AG3dA1E37CmZ+Id3zsEJ3uHNPk6ROSYdI2sRg0AKvMaGE4hkQ0xgHFQtZUT6Bvmjb5h3nbqERE5k6asgekS5IlyvQmeLvyIIdthKQEHcblIi0V/psHXXYnX7uwFvdEErcEEd6WMmTKJyOoMRhP0RgEquRRSVqWnZsRSAk7maokW6w9lYcOhLAAVw7rVayGV6434cf95bEvPhTVi0tOXi/HoV/vxws+pTb4WETkeuUwKV6WMwQu1WBzfcxBiFt46hmSzCsvxws+H4KaU4ehr46zyfP8cy0Ebb9cmX4uIiMjaOALjIMxrXdyVVQHMir/TMePLinICl4ustwMJqFq4x23URK1Pqc6AOd8dxNwfUxpVGHbllpMYunQLPtp+yga9I6rAAMZBlGgrtiNWH4HZeyYPW45XlBPILarIwmuNJHZAtQCGuwiIWp1SnRF/pl7CrwcuQtaIKaQSrQGXCsuRX6K7cWOiRuIUkoMo1lbUI/GsVom6ejkB86oXaySxA6qKOTITL1HrU30HUmM2CVQlsuP7B9kOAxgHUVw5AuNePYCplgvGVBnBWC2AkTOAIWqtmpKFF6iWB4aJ7MiGGMA4iOLymot4q5cTMFbuPLJWAFNVC0mAIAjcqk3UijSlkCPAWkjUPBjAOIhZozvioaHtgWpxhDlYuVKshb5yCMZqi3irvXHpjCaoKqtTE5Hz0zchCy/AUgLUPBjAOAi5TAq1m+WbiTgCU6zFK3f0xF39QhHZztcqz+epkuPU4vGQSRs3B05Ejkusg9ToKaTKNTAcgSEbYgDjwPw9KhbxFmkNGBDugwHhPla7tkQigbwRKcSJyPE1pYwAAPi5K9E50ANtvK2zK5KoNiwl4CA+iT+NjCuluG9QGPpV1jvSG03QGUwWC3uJiJrKaBJQojPAZBLg7aa0d3eolWEpASfzz7FcfLcvExfzy8RjCpkU7io5NOV6/JCUiR0nLlv1Of/9Uyqe+CZZTJJHRK2DTCqBl4uCwQu1aAxgHERtu5DMzl0pxfxfDmPeT9atW7Q5LRub0rJRVK636nWJiIiainMPDqLYXAtJZbkb6H9/p+ODbRXpugO9rLMDyawqmZ1TzjISUR02p2Xjn6M5GN7ZH3f2a9Pgx5/KLcIT3x6A2lWBX54caoMeEnEExmGIxRxVCovje89chXkVk7XKCJgpmI2XqFVKOV+An5IvIOV8QaMeLwjAqdxinLlcbN2OEVXDAMZBFFUGMO7XjMBUT1wX4GHlEZjKXDBMRkXUuhSUVkwbe7s2bg2MuI2apQTIhmwSwFy8eBH/+te/4OfnB1dXV/Tu3Rv79+8XzwuCgIULFyIkJASurq6Ijo7GyZMnLa6Rl5eH2NhYeHl5wdvbGzNmzEBxceuM5nUGk1hU0fOaERj/akGLtaeQqrLx8k2IqDUpLKsowujtprhBy9qJiewMRjjpRldqAawewOTn52PYsGFQKBTYuHEjjh49iv/973/w8anKUbJs2TKsXLkSq1evRmJiItzd3RETE4Py8nKxTWxsLNLS0hAXF4f169cjPj4eM2fOtHZ3HYJ5+gioOQJjEcBYKQuvGaeQiFoncQSmkQGMuZijIFSVJSCyNqsv4n3rrbcQFhaGL774QjwWEREh/lkQBLz77rt46aWXcOeddwIAvv76awQFBWHdunWYOnUqjh07hk2bNiEpKQmRkZEAgPfffx8TJkzA8uXLERoaau1ut2hqVwVSFt6KonID5LLas/EC1quDZKZiQUeiVqmwrCKAUbs2bQQGqJiCZikSsgWrj8D88ccfiIyMxD333IPAwED0798fn376qXg+IyMD2dnZiI6OFo+p1WoMHjwYCQkJAICEhAR4e3uLwQsAREdHQyqVIjEx0dpdbvGkUgm83ZQI83Wrca560NK3MsGdtax5bAiOvTYOo7oEWvW6RNSyVY3ANG4NjFImhbkCCeshka1YPYA5c+YMVq1ahc6dO2Pz5s148skn8fTTT+Orr74CAGRnZwMAgoKCLB4XFBQknsvOzkZgoOWHplwuh6+vr9jmWlqtFhqNxuKnNTCXE+gY4I4QtatVr+2hksNVKYNUypICRK2JeQTGu5EjMBKJBB383dEhwB0mDuCSjVh9CslkMiEyMhJLliwBAPTv3x9HjhzB6tWrMX36dGs/nWjp0qVYtGiRza5vT2mXCrE2MROdAz3w0LAIi3O926hx9LUYuCmZ0oeIrCPxP2NQWKZv0rq6Lc+Psl6HiGph9RGYkJAQ9OjRw+JY9+7dkZmZCQAIDg4GAOTk5Fi0ycnJEc8FBwcjNzfX4rzBYEBeXp7Y5loLFixAYWGh+HP+/HmrvJ6W4MzlEqxJzMSmtJqjT3KZ1GbBy1d7zmLujynYc+qKTa5PRC2Tu0qOUG/XGmvuiFoSq//rHDZsGNLT0y2OnThxAu3atQNQsaA3ODgYW7ZsEc9rNBokJiYiKioKABAVFYWCggIkJyeLbbZu3QqTyYTBgwfX+rwqlQpeXl4WP86iuI4kdra298xV/HrgIk4xGRUREbUwVg9gnnvuOezduxdLlizBqVOnsHbtWnzyySeYNWsWgIq50WeffRZvvPEG/vjjDxw+fBjTpk1DaGgo7rrrLgAVIzbjxo3DY489hn379mH37t2YPXs2pk6d2up2IAHVs/A270p+cyI7HRPZEbUap3KLMO+nVHy0/VSTrvPM9wcx7t14JJ/Ls1LPiCxZPYAZNGgQfvvtN3z33Xfo1asXXn/9dbz77ruIjY0V27zwwguYM2cOZs6ciUGDBqG4uBibNm2Ci0tVKvw1a9agW7duGDNmDCZMmIDhw4fjk08+sXZ3HULRdQo52pKCtZCIWp1zV0vxU/IFbD5S+4aJ+jp7pQTHs4uQX8JisGQbNvlEvO2223DbbbfVeV4ikeC1117Da6+9VmcbX19frF271hbdczjFYhkBewUwHIEhai3MW6jVjdxCbWZOZsdSJGQrXKHlAMxTSJ7NHMCoOIVE1OoUNHELtZmLwlwPiXlgyDYYwDSjxtYEKbLbCAxrIRG1NoWlTauDZGb+AlRuYABDtsHkIc3k5XVHsC09F+vnDG9wdsulk3vjxXHd4OXSvLuQzFNIrGVC1HpYewRGy4rUZCMMYJrJN3vPAQC+TzqPJ0Z2bNBjvVwUzR68AMCTozpixvAIJskjakXMa2C8mhrAcASGbIyfTM1AW+0/sCOtJ/G0Q9BERPYljsA0cRGvr7sSQV4qFnIkm5EIjV2Y0cJpNBqo1WoUFhbaPandhfxSDH9rGwAgY+kESCQNqy20fHM69CYTHh4agWC1y40fQETUSKU6AwpK9fB0kfNLDNlFfT+/OQLTDHI0WgBAWx/XBgcvAPBt4jkUlOpx94C2zRrA7MvIw5+pl9AtxBOxg9s12/MSkf24KeWcNiaHwF1IzSBXUw4ACPJqePAhCEJVJt5mTmR3MrcI3+w9hx3pl5v1eYmIiG6EAUwz8HFXYmyPICSfy8eUVXuQV6Kr92O1BpOYCddeiey4C4modTCZBMz7KRWLNxxFma5pi283HMrC5I92Y/nm9Bs3JmoEBjDNYEgHP3wyLRJtvF2RfC4fpxtQHNE8+gIA7s08rGvO48A8MEStQ1G5AT8lX8CnOzMgkzZ8uru6vBItDmQWNOj9jqghGMA0ow4B7gCAMw34D20uI+CmlDX5DaWhxBEYB9o5RUSNV1BWMTrsppSJxVwbS8VMvGRjDGCaQbHWAEEQ0DHAAwBw+nJJgx4LAB7NPH1U/TnNxSSJyLmZc8A0NYkdUL2UAL8AkW1wqXkzmPThbpy7WopxvYIBNHAExk6VqAHAz6MiD8SVYm2zPzcRNT9zDpimFnIEmMiObI8BTDPI0ZRDZzRhYDsf/JF6CWcaMALTL9wb8fNGw2Bq/m8xAR4qAEBeiQ5Gk9DsU1hE1LwKzHWQrDACo+IIDNkYAxgbK9MZoakcRRna0Q8AcC6vFDqDqV5zzCq5DOF+bjbtY138PFT4Z+5IBHiowNiFyPkVill4rTCFVPn+puUaGLIRroGxsdyiihwwrgoZOgV6wEMlR7CXi0NMy8ikEnQK9IDaTdGoBHxE5FjENTBWCGDclHJ4quRwU7GUANkGR2BsLLvQnMROBYlEguSXoxtUG2T3qSvYefIKBrbzwa09gmzVTSIizBzRAfdEtrXKdHHvtmocXhRjhV4R1Y4jMDaWU1Qx0mLOwtvQwmaJGXlYveM04k/YJxvuL8kX8N/fDmNfRp5dnp+Imo+LQoYQtSsCPVlzjVo+BjA21pQyAoB9dyEBwLb0XKxJzMThi4V2eX4iIqLacArJxsJ83TC+VzAGtvMBABy+UIjXNxyFl4scn00fdMPHF2sr5qTtkQcGAPwrdyJddYA1O0TUNB9uO4WCUh2m3hQu5q1qrBKtAU98mwyt3oS1jw2GXMbvy2RdDGBsLKZnMGJ6Bou/y6QS7MvIg9pVAUEQbrg4tkRbsYLffgEMc8EQtRa/HriA05dLcEu3oCYHMDKpBDtPXgEAlBtM8GAAQ1bGf1HNLMLfHRJJxXbF+hR1LKrMxNvchRzNqkZg6l+AkogckzW3USurBSwsJ0C2wADGxgpL9RAEQfzdVSlDqNoVQP1KChSX23cKya8ygOEIDJFzEwTBqgGMVCoRc11pWU+NbIABjA0JgoAhS7eg60ubcD6vVDzeMbBiaLY+JQVazhQSR2CInFmpzgi9seLLltoKmXiBauUEOAJDNsA1MDZUpDWgrPI/rrmuEAB08HdH/InL9Soz/9n0SBSW6dHOTtl4/auNwNRnzQ4ROSZzHSSlTApXhXWSz6kUMqDcwACGbIIBjA2Zt1B7usjhpqy61VUjMDeeQgrzdUOYbbpXLyFqF2x5fqQYyBCRczLXQbJm5m0XBaeQyHYYwNhQjsYyiZ1ZxwB3BHmpoLbCPLOtyWXSJu9GIKKWr9BcRsBK00cA4K6Uw00pg8Eo3LgxUQMxgLGhHE1VGYHqhnb0R+J/om/4eK3BiHf/OQkPlRwzR3SAgtsQichGBkX4ImHBLdBZcbRk07MjrHYtomsxgLEhcQSmkWm5NWUGrNp+GgDw5MiOVutXQ/2QlInUC4W4e2BbDAj3sVs/iMh2FDIpQip3SBI5An6ltyHzCEzgdcoIVN9ifa2SyhwwHio5pFYortZY/xzLxdrETBy9pLFbH4iIiKpjAGNDPUK8ML5XMPq0Vdc49+G2UxiyZAtW7zhT5+O3Hs8FYL0tjY3FZHZEzm/9oUt4Y/1R7KrMnmsNH247hYe+2Idtle9lRNbEKSQbundQGO4dVPseIpNJQLamHKdya99KvS8jD0v+OgYAeHhYe1t1sV5YToDI+e08cQU/7D8PbzcFhnf2t8o1j17SYHv6ZYzqEmCV6xFVxxEYK1h/6BIe/mIfNh7OqvdjOgd5AgA2HL6EDYcsH5dVWIan1iTDYBJwe99QzBgeYdX+NpQ4AlPCAIbIWRWUmbdRK2/Qsv5Ulduoy7mNmmyAAUwTGE0CjCYBhy8WYlv6ZcQdzRHPCYKAq8VamEy1r3EZ0z0QI7sEoFxvwqy1B7Di73Sx7cotJ3GlWIduwZ54a0pvuyePMyfhu1LEKSQiZ1Vgg23ULpUJ8ZjIjmyBAUwT/HrgAm59ZwfKdRX/OXecuCwGIQWlegx84x90W7gJemPNbx8KmRSfPzQIj91cMbqycuspPPFtMoq1Brxye09Mi2qHTx6MtEiAZy/+rIdE5PSsWQfJzEVeEcAwkR3ZAgOYRjKaBHy0/TTOXC5BoJcLPFRyXC3R4fDFQgBATlHFDiQPlbzO/C0yqQT/ndgD/7unL5RyKXafuoLswjK4KGR47c5eCLdT+YBrcQ0MkfO4VFAmZt2tTgxgXK03hWTOxMsRGLIF+3+9d1B/Hc5CxpUSeLspMH1oexy+UIhNadnYnn4ZfcO868zCW5spA9uiQ4A7Csr06BToaeuuN1i4rzu2/XsUfN2t98ZGRPaxbNNxrEu5hIW39cAj1dbXiVNI1hyBEaeQOAJD1scRmEYwmQR8uO0UAODhoRHwUMkxulvFKvtt6RXbBevKwluX/uE+GN010Aa9bTqlXIoIf3e7b+cmoqZLvVAxSiyTSrDndMWW6XK9USw8a80SJ6rKatSGWqbRiZqKIzCNsOV4Lo5nF8FDJcdDQ9sDAEZ2qQg+Ui8UIK9EJxZybGwWXiIiayso1SHjSkUR2Vf+SEO4rxt2zBsFpUyKhAW3oLBMD0+V9T4WZgyPwGM3d7BrIk5yXjYfgXnzzTchkUjw7LPPisfKy8sxa9Ys+Pn5wcPDA1OmTEFOTo7F4zIzMzFx4kS4ubkhMDAQ8+bNg8FgsHV3b0gQBHyw9SQA4MGoduK3lWC1C/q0VSOqgx/ySnTVppCco4rzt3vP4T+/Hcbhym9vROR4DlX+/w30VMFVIUNmXikOXyyEVCpBiNoV3YK9rLrrUS6TMnghm7HpCExSUhI+/vhj9OnTx+L4c889hw0bNuCnn36CWq3G7NmzMXnyZOzevRsAYDQaMXHiRAQHB2PPnj3IysrCtGnToFAosGTJElt2+YaSz+Uj9UIhXBTSGvlZfntqGGSV/1nrU0bAkfx9NAfxJy6jf5g3eteSWZiIWr7U8wUAgKiOfjCYBGw4lIX1h7LQp623XftF1Bg2G4EpLi5GbGwsPv30U/j4VBUALCwsxP/93/9hxYoVuOWWWzBw4EB88cUX2LNnD/bu3QsA+Pvvv3H06FF8++236NevH8aPH4/XX38dH374IXQ6++YiGdjOB2seHYyXJvYQtxebyap907gpwhcTegeja3DLW5TbGFU7kZgLhshRpV4oAAD0beuN2/uEAAA2HMrCkYuFeGP9Ufy0/7xVn+/whULMWnMASzces+p1iQAbBjCzZs3CxIkTER0dbXE8OTkZer3e4ni3bt0QHh6OhIQEAEBCQgJ69+6NoKAgsU1MTAw0Gg3S0tJs1eV6kUgkGNbJH/8a0q7ONpeLtLirfxt8FDsQg9r7NmPvbKeqHhK3UhM5IkEQkHK+Ygqpb5g3RnUNhLtShosFZViTmInPdmVgQwOyidfHlRItNhzOwu5T1quvRGRmkymk77//HgcOHEBSUlKNc9nZ2VAqlfD29rY4HhQUhOzsbLFN9eDFfN58rjZarRZabdWHq0Zjn8rJSzcew8c7zuCZMZ3x3K1d7NIHW2AuGCLHZhKAf4/tgtQLBegZ6gUXhQy39gjCupRL+G5fJgDrZuEFqhLZcRs12YLVR2DOnz+PZ555BmvWrIGLS/Ot/1i6dCnUarX4ExZWexFFW+vo7wEA+PXghTrLCDgiP3dzNl5OIRE5IplUgqk3hWPp5D5ifpbb+oRatPG2Yh0koFotJCayIxuwegCTnJyM3NxcDBgwAHK5HHK5HDt27MDKlSshl8sRFBQEnU6HgoICi8fl5OQgODgYABAcHFxjV5L5d3Obay1YsACFhYXiz/nz1p3Lra+RXSvywZzPK0OPVzbZpQ+24O/JcgJEzubmLv5Y/a8BuHtgWwCAl41GYFhKgGzB6gHMmDFjcPjwYaSkpIg/kZGRiI2NFf+sUCiwZcsW8THp6enIzMxEVFQUACAqKgqHDx9Gbm6u2CYuLg5eXl7o0aNHrc+rUqng5eVl8WMP1TPvOtOwqZ87F/ESObJNR7Jx6EKBRW02lVyGcb1CxBESq08hcQSGbMjqa2A8PT3Rq1cvi2Pu7u7w8/MTj8+YMQNz586Fr68vvLy8MGfOHERFRWHIkCEAgLFjx6JHjx548MEHsWzZMmRnZ+Oll17CrFmzoFK1/LwqN0X4Yl9GHlwrh2mdQecgD2z79yhxLQwROQ6jScDcH1NQqjNi87MjauyONNdBsna2bVXle6DWib7MUcthl0y877zzDqRSKaZMmQKtVouYmBh89NFH4nmZTIb169fjySefRFRUFNzd3TF9+nS89tpr9uhug62KHYA3NhzDv4aE27srVqOSyxDh727vbrQ4giDg4PkC9AjxEtcVELU0p3KLUaozwk0pQ6dAjxrnj2UVAQDkMusmnXOpLCWgM5pgNAkWqSaImkoiCILzrDStRqPRQK1Wo7Cw0G7TSeT8fj1wAXN/TMWs0R0xL6abvbtDVKsf95/HCz8fwuAIX/zweFSN85uOZGHHiSt47c6eUMist7LAZBJQqjfCRS6F3IrXJedW389v1kKievtqz1kcz9ZgWlR7dA9hUAgAf6ReAgDIrJh+ncjazBl4+4V513p+XK8QjOsVYvXnlUol8LBibSWi6hgSU739dTgL3+07jxM5RfbuSothrnnVsw3LK1DLJWbgrSOAIXJEDGCo3qq2UnMnElCxs+JkZTDXmwEMtVDleiOOV65xsUcAk3Q2D49/sx9vrD/a7M9Nzo0BDNVbAMsJWDieXQRDZbLCeT+n4pXfj9i5R0Q1pV3SwGAS4O+hQqi6+YvLFpcbsDktB9vSc2/cmKgBODlJ9VaVC4YBDAAcuVgo/nn3qas4n1eGRXbsD1FteoR4Ye1jg5FfoofEDmu1zNXrz1wpQVG5Hp4u1t2qTa0XR2Co3sxTSFc5hQSgKoCZFtUOUgmQmVeKSwVldu4VkSVXpQxDO/pjYh/rL9KtD38PFdp4u0IQgCMX7VOjjpwTAxiqN3NFao7AVCjVGSGXShDVwQ+9KtfAJGZctXOviFoe8xqxwxcL7NsRcioMYKje/DxYTqC6lff3x5FFMbileyCGdPADACSeybNzr4iqZFwpwYJfDyP+xGW79sM8jXToQuENWhLVH9fAUL31CPHC9n+PEqeSCGL23cERvvgk/gz2nuEIDLUcm45k47t9mbiQX4oRXQLs1o8+bc0jMAxgyHo4AkP15qKQob2/OxNT1SKyvS+kEuDs1VJkF5bbuztEAIC4o9kAgLE9g+3aj95t1FDJpfBxU0JrYGFHsg5+EhE1wqI/07D/bD6eGtUR43uHQO2qwKD2vnBRyFBUrkewHbarElWXqynHwcoMvLd2D7JrX7zdlEhbFMNyAmRVDGCoQf5vVwZO5hTh0Zsj0CnQ88YPcFIHzuXj8MVCMQ8MAHw/c4hdtqk2RrneiFO5xSjWGlBcbkCx1oBSnRHDOvmhnR+LdjqDf47lQhCAvm3VLSKgZvBC1sYAhhpk85Fs7Dubh0uF5Xj//v5Qu7a+nA56ownHsmtm4HWU4EVvNGHKqj1Iu1RzS+vaxwaLAUyx1gA3hQxSVhB2SC1l+uhaBqOJwQxZBf8VUYPMGdMJLgop4k9cxqQPd+P05WJ7d6nZncwphs5ggqdKjnBftxrnczTlKNEa7NCz+vl8VwbSLmmgkkvRMcAdfcO8MbyTP2J6BuGm9r5iu+Wb0xH9zg7kaLimx9EUaw3YfapiQfmtPew7fWR25nIxxr0bj1v+t8PeXSEnwREYapCbOwfg5yeGYubX+3HmSgnu+nA3Vt7fH6O7Btq7a83myKWKnRQ923jVGJ147Ov9iDuag/fv74/b+4bao3vXpTea8M3ecwCAxZN64+6Bbetsu/7QJVwp1uHzXRlYMKF7c3WRrOB8XilCvF0gAdA50MPe3QEABHiqkJ5TBEGoyCVlzitF1FgcgaEG69VGjT/mDMeg9j4oKjdgxpdJ+L9dGfbuVrMxZ+DtFVqzgGNbH1cALTehnUImxfo5w7FgfDdMGdDmum3fuKs3AODH/ee5c8TBdK9MefDrU8NazNSmp4sCHfwrpie5nZqsgQEMNYq/hwprHh2CqYPCYBKAC/mlEAThxg90AuYAxpycq7rBERUJ7fa24IR23m5KPD6y4w0/2KK7ByJE7YL8Uj02Hs5upt6RtUgkEvhW1i9rKfq09QYAHGZCO7ICBjDUaEq5FEsn98aXDw/Cwtt6tJhverbW3t8d4b5u6FnLCMzgiIo1JKdyi3GxBdVFKtMZsTktu0FBplwmxf03hQMA1iSes1XXyMoKSnXQGUz27katzIvemZGXrIEBDDWJRCLBqK6BYvCiNRjx64ELTj0as+Lefoh/YTQ61bK2wMddiUHtfQAAC349DJOpZdyHD7edwuPfJGP+L4ca9Lj7BoVBJpUg6Ww+jmezEJ8jeCfuBAa8Htcig86qjLwF9u0IOQUGMGQ1JpOAWWsOYu6PqXhrU7pTBzHXs3Ryb6jkFTu1vko4a+/u4PTlYnwcfxoAcEu3hu1ICfJywdjKXSxrEzOt3rfr+Wn/eSz96xgMxpY5mtASCYKAuKM5KNYaEORp/9wv1+oZqoZUAuRotNzdRk3GAIasRiqVYHinijUgq3ecxlNrDiC/xLkKPxaW6W8YmHUK9MR/J1bs2kk6m2f3QO7NjcehNwoY3TUAMT0bvqV2xvAIvDCuK+bc0tkGvavdxYIyzPv5ED6OP8MFnw1w+GIhLhWWw1Uhw/DO/vbuTg2uShnGdA/CXf1CodUzMKWm4TZqsqqHhkVAKZdh4e9HsPFINg5k5mPFvf0wrJPlm2mZzoiLBaXo4O/hUInSHv0qCenZRXj/gQEYeZ3ieA8OaYcQtSuiuwfadW3Q/rN5iDuaA6kE+O/Exq1Timzvi8hq+WGaw6fxZwAAvdp4oX+4T4MfLwgCvk3MxD0D24oFN53dX4ezsPD3IwCAkV0CWuzr/nRapL27QE6CIzBkdQ8MDsdvTw1DB3935Gi0iP0sEYs3HBW34iacvoq+r/2N6BXx+Hy342y/LijV4chFDTTlBgR7XX94XiKR4NYeQXYNXgRBwJsbjwOoWMtS25odayss0+O1P4/is51nGn2Nq8VafJ9UMV314rj655+5kF+Kc1dLAACrdpzGy+uO4N6PE8TimoVleuw8eVlsfzKnCHO+O4gynWNvEb9SrMWT3ybjqTUHcKVYh86BHnhxfDd7d4vI5hjAkE30bqvG+qeH44HBFbtY/ki9hFJtxQdFt2BP6CvXNXy795zdp1jqa0XcCZTpjegc6NGg5GBF5Xo8/2Mq9py6YsPe1fTPsVzsP5cPF4UUz4zp0uTrbTqSjamfJCClskBgbV5edwSf787AGxuO4beDFxr1PF/tOYtyvQm926gxrHJK8lRu0Q0f98rvabh1RTx+O3gB/cK84eOmwKELhbj9g134fFcGxr6zA499vR/nrpbAYDTh0a/348/US5j5zX6U6x03iDEJAvacvgq5VIKnb+mE9U8PR3v/ll3PShAE7D1zFYlnWma+JHIMDGDIZtyUciyZ1BufPDgQ79zXDz6VOSl83JX4+9kRcFXIcPZq6XU/EFuKo5c0+LYyg+2iO3o2aNpr1fbT+OXABfznt8Ni4NYc3JUydAr0wCPDIqxSzG9zWjb2nsnD0r+OYc+pK7Uurq3+zf+l344g40pJg56jWGvAl3vOAgCeGtUReqOAKav2IHpFPE7l1l22YuvxHGw5nguTIKB3G28M7eiPP2YPR9cgT1wu0uK19UeRo9EiRO2KonID5DIp/ndPX7gpZdh58gpmrz1gs63HPyRl4tGvkrAi7gS2peeioNS668ICPV3wzn198cfs4Zg7titU8pY5dVTdt4mZmPrJXiz+65jDfIGhlocBDNnc2J7BGNrRcg1M5yBPcUHpuoMX7dGtehMEAa/+kQaTAEzsHYKhnRq2OPKp0Z3g76HE2aul+D7pvI16WdPQTv7Y9MzNeHqMdRbfTotqB5lUgsSMPDzwWSJuWrIFz/+Yik8qdzgBQKi3K04vmYDBEb4o0Rkx57sDDcri+11iJjTlBnTwd8fYnsFQyqViMra6sj2X641Y9OdRABULjs1TZWG+bvj1qaGY0DsYcqkEj4/ogI3P3IxelblIItv74rPpkVDJpfjnWC6e/eGg1QPM31MuYv4vh/HPsVys3HISD3+RhH6vxWH08u1YvOFok3biFJXrxT/f0i0IPUK9rNHlZjGhVzBUcikOXShE0tl8e3eHHBQDGLKbSQMq6vD8eSirWUcmGuqP1EvYdzYPLgop/jOx4TWBPFRyMYh475+TzVroUS6TWm0xZ/9wH/wwcwjuiwyDt5sCeSU6/HLgApb8dRx/p1Vl6pVJJXh3aj/4uClw5KIGb21Mr/dzmAtLPj6yA2SVo1yPDo8AAPx64AKuFmtrPOb/dmXg3NVSBHqqMOeaYM1dJcdHsQNx9LVxWDChe417MbSjPz5+cCCUMin+OpyN6BU7rBpQD2rvi44B7ri9bygm928jptLPuFKCT3dmIL+RozFHLhZi8JItWL7ZMdMV+HmoMLny//+nTVgvRa0bAxiym2Ed/eDvoUJeic5icaXZ+bxSPP3dQcQdzbFD76pkXCmBVALMGtUJbbxdG3WNqYPC0c7PDVeKtTavG/XN3nP4NP6MTdZ1RLb3xVt390HSf6Px7YzBiB0cjpsifKF2VVi0C1G7Yvk9fQEAn+/OqPc04U0Rvvj20cG4NzLM4liftmpoDSZ8u9cyF82lgjJ8sPUUAOA/E7rDQ1X7xkqlvO63ulFdA7HqXwPg667EuaulOGbFhH2h3q74bdYwrJzaDyvu64et/x6Fgy/fitX/GognR3VEt+CqUZOVW07inbgTSD6Xd8PcN8v/TkepzogL+aUOmwF7RmVg+s+xnAZPNRIBgERwxPC9HjQaDdRqNQoLC+Hl5ThDq63NJ/GnodWbcHdkW4Soq4IDk0nAvR8nYP+5iuHlxZN6IXZwO3t1E0cvadAhwL1Joxl/pl7CnO8Owl0pQ/wLo+FXj2q8RpOAQxcK0Letd73W3WRcKcEd7+9CkdaA96b2w539rl+w0dbe2nQcYT5uuP+mMEgkEuw5dQVZheVwV8nh6SKHh0oODxc5PFVyeLkq6ry/v6dcxDPfp8DfQ4ld828R2z3yZRK2Hs/FoPY++PHxqCZ9mJfqDFizNxOTBrQRKyUfvlCIEzlFuKt/G3FE6EaOXtLg3NUSjO8dUu/nzi0qx/A3t0FXGbh4usgxtKMf7hkYhugelrl79mXk4d6PEyCXSvDP3JEtfsHu9Zj//h4c0g6v39XL3t2hFqK+n98MYKhFMpoE/N+uM1jy13Hx2LyYrnhq1I2LEFpDUbkeSWfzMLqr9fK4mEwC7vxwNw5fLMSjwyPw0m09bvgY84dViNoF43oFY0LvEAwM96k1mCnWGjDpw904mVuMyHY++OHxqHp/6DaXWWsPYMOhrFrPTe7fBi9O6IbAWjLI6o0mjFy2DZcKy/Hq7T3w0LCKb+9fJ5zF//4+gR8eH2IxmmENgiBg6id7kZiRh+4hXlgwvhtGXCf3DwCcu1qCu1cn4EqxFqv/NRAxPYPr9Vyacj3+OpSFnaeuYPepKygorVrf8sTIjpgX0xUyqQSCUBHYJ53NxwODw7FkUu8mvUZ723P6Ch74NBEuCin2LhgDb7eWVXyS7KO+n99MZEctkkwqwcwRHTEtqj0+2HoKH2w7hbc3p6OgVIf/TOguBhUfbjuFvWeuYvKANpjUv22Dn6dYa0BWQRmKtAZoyvQ4dKEQu05ewYHMfBhMAjY9e7PVPhilUgkWjO+Gv4/m4IlRHetspzOYxCmPzLxSuCtlyCosxxe7z+KL3WfRNcgTH8b2R6dAT/ExgiDg3z+m4mRuMYK8VPgodkCLC14AoEeIF4rKDSgq16NEa0BxuQFFWgNKtAb8lnIRvdqo8Ujl1EJ1CpkUDw1rjyV/HYdcVjUdNHlAW9zVvw28XBQ1HtNUJgEY3S0QR7M0OJalwbTP92F4J3+8ekfPWnPqXMgvxQOfJuJykRbdgj0xpINfvZ/Ly0WBqTeFY+pN4TCaBBy5WIhfD1zAVwnnsHrHabTxdsGDUe2x48RlJJ3Nh0ouxdPNmBnZVqI6+KFHiBdKdQaczyurM4ApKNUhW1Nu9SCV6mYyCS0+yShHYMjuyvVGbDmWi/RsDeaO7Qq90QSFzHLNwmc7z+CNDccAALNGd8S8mIrtuvd/shcJZ65CKZfir6eHW3yo18fPyRfw759Saz3X3s8Niyf1rpFF2JZSzxfgyW+T8f4DAzCwXUUG2nK9ETtPXsHGI1mIS8tBkdYAN6UMSyf3FqeIPqwM8BQyCX54PAoDGpG91p4EQYDeKFx3rYreaMI3CefQI9SrQcFBU+WX6PDhtlP4OuEcdEZTjXsPANmF5bj34wRk5pWig787fng8CgGeN54ivJHfUy7i1wMX8em0SMilEtz+wS6kXdJg5ogO+M+Ehi8ob4myC8sR6KkSPyw15XoxIC3XG/F1wll8sPUUgrxcsPGZmy0C2BsRBAE/JJ2vsQVfLpOie4gnRnUNrLF+q7UTBAELfj2Mvw5nYdGdPRv1xbCpOAJDDuNykRaz1h6ARAIEerng810ZWDypN6I6Vn1IPXpzB6hdFVgRd8JigefDw9pDZzQh+Vw+Xvj5EH56YmidIw+CIODXAxfRxsdV/ABUuyrg46aAh4sc7ko5IvzdcXPnANzc2R9hvm42fd17z1zFa38eRb9wb/QP84aXqwL//jEVRVoDPth6El88fBMAwEUhw609gnBrjyBcLtLime8PYs/pq3gn7gRiegYj4cxVLP+7YqfPa3f2crjgBajIXKyUX//bnkImrXV0xtZ83JV46bYemD60PV74+RASzlzFM9+nwEUhQ0zPYFwu0uKBz/YiM68U4b5uWPvYEKsELwBwZ782uKNvKCQSCY5e0uBkTjE8VHI8MbLuETxHUz1HUX6JDoOXbMGAdt4YHOGHn5Mv4GJBGQAgRC1BbpEWod6uyLhSUjH9dFP4dad4E85cxYu/Hq7z/OZnRzR7APNn6iX8nHwBj4/sUCO9RHUGo6lBwVptjlwsxJK/juFSQRleHN8N43qFiNdOPpePwbV8EZBIJAj0coGm3IDnfkjF+bwyzLmlU4tcLM4AhuwuzNcNg9r7IOlsPl5aV1HLZfuJXIsABgDuiQzDbX1C4aqsWug5tmcwerVRY+w78TiQWYAv95wVdzdUd7GgDP/59TB2nLiMcF83bHr2Zrgp5bi1RxAOLhxr2xdYh+Rz+TiapcHRLI1FpeebInzxwQMDan1MgKcK38wYjPe2nERMzyC4KGQoKjdAKZNi8oC2uP+m8ObqfqsT5uuGbx8djHfiTmD/uTyM6RaIonI9/vVZIs5cLkGo2gVrHxtslaSB1Zk/OHqEemHbvFE4dkkj5sZxNokZV6EzmrD3TB72nskDAISoXTD31i6YPKAtZFIJSnUGPPpVEk5fLsGRixosuqNnnSN3BaV6BHqq0N7fHf3DvcXjJVoDTuQUi1OBJpOAH/afR5cgDwxsZ7u6X0cuFuL5H1OhM5pqfZ/SlOuxPjULP+4/j8MXC/HkyI547tYutX4p0xkqgpC+YWq4KWt+lG87notZaw+gtLJUxpXiqi37Szcex//tysDzt3bB7FqCk2fHdMap3CL8dTgbK+JO4EJ+KRZP6l1jZNzeOIVELcKaxHP4728VwUuYryv+fnakRaByI2sTM/Gf3w7DRSHF5mdHoJ1fxc4M86jLK3+koVhrgFIuxbPRnTHz5g5N/nbTVJeLtNh/Ng8HzxcgJbMAhy4WYHCEH1b9a0Ctb0jXk55dhPb+bg6RhdUZmL8dC4KANzYcw5+pl/Dj41EOvSOopTifV4rNadnYl5GHAe188NDQ9ha70wRBwCfxZ/DmpuMQBGBcz2CsfnBgndfTGUwo0xuvO9JinoLtGuSJ9U8Pt8kHdbHWgNvf3yVuGc9YOkEMHH7cfx7bjudiW3ouyq+p0v3uff1wV3/L3YQ7T17GK3+k4czlEgR6qrDojp4Wu97WJJ7Dwt/TYDQJGN7JH0+P6YwOAe7w91BBEAQs+vOomPF6Yu8QvH1PH/ycfAF39mtjcZ++STiLVyqTeN7c2R8fxQ6Apw3Wm12Lu5AYwDiUglIdblqyBTqDCV8/ctMNd3tcSxAExH6WiD2nr2JoRz+seXQwNGUG/HfdYayv3PUyINwby+7u2yxFDan1EAQBV4p1Vps2ovrZdjwXM7/ZD71RwJcPD8KoroGNvlZ+iQ63/G878kv1+O+E7nhsRIeaz5eei1xNOe6NDGvUdMrcH1Pw64GLCFW74K9nbhYXLF8p1mLksm0oqRwp6RTogXsj28LbVYldp67g3fv6ieuDLhWU4Y0NR/HX4YrEkRIJIAjA6n8NxLhewTCZBLz9dzpWba/Ijn33wLZYMql3rSNU3+3LxMLfj0BvFBDgqcLlIi36tFXjlyeHWgRwW47lYPbagyjTGzEg3Bu/PjWswa+9obgGhhyKt5sSXz9yE4rKDQ0OXoCKYfY3J/fBk2uS8dytXZBbpMWkD3fjUmE5ZFIJnovujCdHdWqRO3PIsUkkEgYvdjC6WyCmR7XHZ7sy8Pr6oxjWyV/84C0q12PXySu4tUdQvUZafdyVWDC+O1745RDe+ecEJvYJQWi1pJVf7akYiQCAcr0J04e2b1Bff0m+gF8PXIRUArw7tb/FbqtyvRG39QmFQi7BlAFt0S/MWwyQ7h1Utd7v7JUSjFq+HQAglQDTotpj9i2dsOvkFbEsS/zJy2Lw8lx0Fzw9pu61K/ffFI5OgR544ptkXC6qyHB998C2NUafxnQPwg+PD8Hj3yRbbGgo1xvx3b5MPDys+delmXEEhpyKIAiQSCryZcz8Jhkncorw7n390N8BF7YS0fUVlukxevl25JXoLPID/V9lUDOySwC+euSmel2revLM8b2CsepfFdNS1XdAAoBSJsVvs4aiZ6i6Xtc9c7kYt72/C6U6I+be2qVRtckEQcDcH1Px28GLiGzng9fu7FVn7aulG4+hc6An7h5Yv91DFwvKsHxzOqI6+llskLiW3miC1mASs13/nZaNnCItHhxi/QSjnEJiANPqFZTqoJBJ4V5Henkicnzm9XM3Rfjih5lDYBKAUcu34XxeWYMzeB/L0uC293fBaBLwxcOD0K+tN8as2IG8Eh2eGtURJ3KK8c+xHHTwd8efc4bX670l82opZn93AG5KGdY8OqRRo8CCIODvozkQBAExPYNbxI6g9OwiBHiqbLKgvL6f31ZfqbR06VIMGjQInp6eCAwMxF133YX0dMtibuXl5Zg1axb8/Pzg4eGBKVOmICfHst5NZmYmJk6cCDc3NwQGBmLevHkwGJqvCB45Pm83JYMXIic3dVA43rmvL9Y+OhgSiQT/HMvB+bwyqF0VmNzAHCbdQ7zwcOX00KI/0uDlqsC3MwZj/rhumBfTFW/f3QfBXi7oGuwJ43W++5/PK8Wlyu3f4X5u+PmJofgodmCjp7AlEgliegZjXK+QFhG8AEDXYE+774az+rv7jh07MGvWLAwaNAgGgwH/+c9/MHbsWBw9ehTu7hUr9J977jls2LABP/30E9RqNWbPno3Jkydj9+7dAACj0YiJEyciODgYe/bsQVZWFqZNmwaFQoElS5ZYu8tEROSgZFKJRbK1L3ZXFEt9YHB4g3Yymj17axecvVqCObd0hkwqQY9QL3G6xsddid9nD0Ogp6pGIFGuN+LwxUL8kHQevx28iEn924gFTZVyKXzlzrn13Z5sPoV0+fJlBAYGYseOHRgxYgQKCwsREBCAtWvX4u677wYAHD9+HN27d0dCQgKGDBmCjRs34rbbbsOlS5cQFFSxOGn16tWYP38+Ll++DKXyxv8QOIVERNS6HMzMx6SP9kAmlWDX/NEWBWJtIVdTjuV/p+N4dhGOXtLAYKr6OL2lWyA+nRbJjQONYLcppGsVFhYCAHx9K5IDJScnQ6/XIzo6WmzTrVs3hIeHIyEhAQCQkJCA3r17i8ELAMTExECj0SAtLa3W59FqtdBoNBY/RETUOuiNJkz6aA8AYGSXAJsHL4Vleiz68yh+3H8Bhy4UwmCq2I48sU8IfntqKD5/aBCDFxuz6QIBk8mEZ599FsOGDUOvXhWl0rOzs6FUKuHt7W3RNigoCNnZ2WKb6sGL+bz5XG2WLl2KRYsWWfkVEBGRI1DIpHhpYnd8s/ccXhzfzebPp9UboZJLMWN4BPqHe6NfmDfaeLu2mDUqrYFNA5hZs2bhyJEj2LVrly2fBgCwYMECzJ07V/xdo9EgLKzuLWFERORcHr25Ax69uWYSOlsI9HLBivv6NctzUe1sFsDMnj0b69evR3x8PNq2rVpgFRwcDJ1Oh4KCAotRmJycHAQHB4tt9u3bZ3E98y4lc5trqVQqqFRMJkVERNQaWH0NjCAImD17Nn777Tds3boVERGWWfoGDhwIhUKBLVu2iMfS09ORmZmJqKgoAEBUVBQOHz6M3NxcsU1cXBy8vLzQo0cPa3eZiIiIHIzVR2BmzZqFtWvX4vfff4enp6e4ZkWtVsPV1RVqtRozZszA3Llz4evrCy8vL8yZMwdRUVEYMmQIAGDs2LHo0aMHHnzwQSxbtgzZ2dl46aWXMGvWLI6yEBERkfW3Ude1gOmLL77AQw89BKAikd3zzz+P7777DlqtFjExMfjoo48spofOnTuHJ598Etu3b4e7uzumT5+ON998E3J5/WIubqMmIiJyPCwlwACGiIjI4bSYPDBERERE1sYAhoiIiBwOAxgiIiJyOAxgiIiIyOEwgCEiIiKHwwCGiIiIHA4DGCIiInI4DGCIiIjI4TCAISIiIodjs2rU9mZOMKzRaOzcEyIiIqov8+f2jQoFOG0AU1RUBAAICwuzc0+IiIiooYqKiqBWq+s877S1kEwmEy5dugRPT886C0y2JhqNBmFhYTh//jxrQ9kY73Xz4b1uPrzXzae132tBEFBUVITQ0FBIpXWvdHHaERipVIq2bdvauxstjpeXV6v8D2EPvNfNh/e6+fBeN5/WfK+vN/JixkW8RERE5HAYwBAREZHDYQDTSqhUKrzyyitQqVT27orT471uPrzXzYf3uvnwXteP0y7iJSIiIufFERgiIiJyOAxgiIiIyOEwgCEiIiKHwwDGibz55puQSCR49tlnxWPl5eWYNWsW/Pz84OHhgSlTpiAnJ8ficZmZmZg4cSLc3NwQGBiIefPmwWAwNHPvW76LFy/iX//6F/z8/ODq6orevXtj//794nlBELBw4UKEhITA1dUV0dHROHnypMU18vLyEBsbCy8vL3h7e2PGjBkoLi5u7pfSohmNRrz88suIiIiAq6srOnbsiNdff90irTjvdePEx8fj9ttvR2hoKCQSCdatW2dx3lr39dChQ7j55pvh4uKCsLAwLFu2zNYvrcW53r3W6/WYP38+evfuDXd3d4SGhmLatGm4dOmSxTV4r29AIKewb98+oX379kKfPn2EZ555Rjz+xBNPCGFhYcKWLVuE/fv3C0OGDBGGDh0qnjcYDEKvXr2E6Oho4eDBg8Jff/0l+Pv7CwsWLLDDq2i58vLyhHbt2gkPPfSQkJiYKJw5c0bYvHmzcOrUKbHNm2++KajVamHdunVCamqqcMcddwgRERFCWVmZ2GbcuHFC3759hb179wo7d+4UOnXqJNx///32eEkt1uLFiwU/Pz9h/fr1QkZGhvDTTz8JHh4ewnvvvSe24b1unL/++kv473//K/z6668CAOG3336zOG+N+1pYWCgEBQUJsbGxwpEjR4TvvvtOcHV1FT7++OPmepktwvXudUFBgRAdHS388MMPwvHjx4WEhAThpptuEgYOHGhxDd7r62MA4wSKioqEzp07C3FxccLIkSPFAKagoEBQKBTCTz/9JLY9duyYAEBISEgQBKHiP5lUKhWys7PFNqtWrRK8vLwErVbbrK+jJZs/f74wfPjwOs+bTCYhODhYePvtt8VjBQUFgkqlEr777jtBEATh6NGjAgAhKSlJbLNx40ZBIpEIFy9etF3nHczEiROFRx55xOLY5MmThdjYWEEQeK+t5doPVWvd148++kjw8fGxeP+YP3++0LVrVxu/opartmDxWvv27RMACOfOnRMEgfe6PjiF5ARmzZqFiRMnIjo62uJ4cnIy9Hq9xfFu3bohPDwcCQkJAICEhAT07t0bQUFBYpuYmBhoNBqkpaU1zwtwAH/88QciIyNxzz33IDAwEP3798enn34qns/IyEB2drbFvVar1Rg8eLDFvfb29kZkZKTYJjo6GlKpFImJic33Ylq4oUOHYsuWLThx4gQAIDU1Fbt27cL48eMB8F7birXua0JCAkaMGAGlUim2iYmJQXp6OvLz85vp1TiewsJCSCQSeHt7A+C9rg+nrYXUWnz//fc4cOAAkpKSapzLzs6GUqkU/0OYBQUFITs7W2xTPXgxnzefowpnzpzBqlWrMHfuXPznP/9BUlISnn76aSiVSkyfPl28V7Xdy+r3OjAw0OK8XC6Hr68v73U1L774IjQaDbp16waZTAaj0YjFixcjNjYWAHivbcRa9zU7OxsRERE1rmE+5+PjY5P+O7Ly8nLMnz8f999/v1j7iPf6xhjAOLDz58/jmWeeQVxcHFxcXOzdHadmMpkQGRmJJUuWAAD69++PI0eOYPXq1Zg+fbqde+dcfvzxR6xZswZr165Fz549kZKSgmeffRahoaG81+R09Ho97r33XgiCgFWrVtm7Ow6FU0gOLDk5Gbm5uRgwYADkcjnkcjl27NiBlStXQi6XIygoCDqdDgUFBRaPy8nJQXBwMAAgODi4xq4k8+/mNgSEhISgR48eFse6d++OzMxMAFX3qrZ7Wf1e5+bmWpw3GAzIy8vjva5m3rx5ePHFFzF16lT07t0bDz74IJ577jksXboUAO+1rVjrvvI9pf7Mwcu5c+cQFxdnUXma9/rGGMA4sDFjxuDw4cNISUkRfyIjIxEbGyv+WaFQYMuWLeJj0tPTkZmZiaioKABAVFQUDh8+bPEfxfwf6doP7NZs2LBhSE9Ptzh24sQJtGvXDgAQERGB4OBgi3ut0WiQmJhoca8LCgqQnJwsttm6dStMJhMGDx7cDK/CMZSWlkIqtXxrkslkMJlMAHivbcVa9zUqKgrx8fHQ6/Vim7i4OHTt2tXppzQawhy8nDx5Ev/88w/8/PwszvNe14O9VxGTdVXfhSQIFduow8PDha1btwr79+8XoqKihKioKPG8eRv12LFjhZSUFGHTpk1CQEAAt1FfY9++fYJcLhcWL14snDx5UlizZo3g5uYmfPvtt2KbN998U/D29hZ+//134dChQ8Kdd95Z6xbU/v37C4mJicKuXbuEzp07t/qtvdeaPn260KZNG3Eb9a+//ir4+/sLL7zwgtiG97pxioqKhIMHDwoHDx4UAAgrVqwQDh48KO58scZ9LSgoEIKCgoQHH3xQOHLkiPD9998Lbm5urWZrr9n17rVOpxPuuOMOoW3btkJKSoqQlZUl/lTfUcR7fX0MYJzMtQFMWVmZ8NRTTwk+Pj6Cm5ubMGnSJCErK8viMWfPnhXGjx8vuLq6Cv7+/sLzzz8v6PX6Zu55y/fnn38KvXr1ElQqldCtWzfhk08+sThvMpmEl19+WQgKChJUKpUwZswYIT093aLN1atXhfvvv1/w8PAQvLy8hIcfflgoKipqzpfR4mk0GuGZZ54RwsPDBRcXF6FDhw7Cf//7X4s3dt7rxtm2bZsAoMbP9OnTBUGw3n1NTU0Vhg8fLqhUKqFNmzbCm2++2VwvscW43r3OyMio9RwAYdu2beI1eK+vj9WoiYiIyOFwDQwRERE5HAYwRERE5HAYwBAREZHDYQBDREREDocBDBERETkcBjBERETkcBjAEBERkcNhAENEREQOhwEMETmMV199Ff369bN3N0QSiQTr1q2zdzeIWiUGMERUw+rVq+Hp6QmDwSAeKy4uhkKhwKhRoyzabt++HRKJBKdPn27mXjaflhY4EREDGCKqxejRo1FcXIz9+/eLx3bu3Ing4GAkJiaivLxcPL5t2zaEh4ejY8eO9ugqEbVSDGCIqIauXbsiJCQE27dvF49t374dd955JyIiIrB3716L46NHj8Y333yDyMhIeHp6Ijg4GA888AByc3MBACaTCW3btsWqVassnufgwYOQSqU4d+4cAKCgoACPPvooAgIC4OXlhVtuuQWpqanX7etnn32G7t27w8XFBd26dcNHH30knjt79iwkEgl+/fVXjB49Gm5ubujbty8SEhIsrvHpp58iLCwMbm5umDRpElasWAFvb28AwJdffolFixYhNTUVEokEEokEX375pfjYK1euYNKkSXBzc0Pnzp3xxx9/1Ps+E1HjMYAholqNHj0a27ZtE3/ftm0bRo0ahZEjR4rHy8rKkJiYiNGjR0Ov1+P1119Hamoq1q1bh7Nnz+Khhx4CAEilUtx///1Yu3atxXOsWbMGw4YNQ7t27QAA99xzD3Jzc7Fx40YkJydjwIABGDNmDPLy8mrt45o1a7Bw4UIsXrwYx44dw5IlS/Dyyy/jq6++smj33//+F//+97+RkpKCLl264P777xenx3bv3o0nnngCzzzzDFJSUnDrrbdi8eLF4mPvu+8+PP/88+jZsyeysrKQlZWF++67Tzy/aNEi3HvvvTh06BAmTJiA2NjYOvtLRFZk73LYRNQyffrpp4K7u7ug1+sFjUYjyOVyITc3V1i7dq0wYsQIQRAEYcuWLQIA4dy5czUen5SUJAAQioqKBEEQhIMHDwoSiURsazQahTZt2girVq0SBEEQdu7cKXh5eQnl5eUW1+nYsaPw8ccfC4IgCK+88orQt29fi3Nr1661aP/6668LUVFRgiAIQkZGhgBA+Oyzz8TzaWlpAgDh2LFjgiAIwn333SdMnDjR4hqxsbGCWq0Wf7/2ec0ACC+99JL4e3FxsQBA2LhxY422RGRdHIEholqNGjUKJSUlSEpKws6dO9GlSxcEBARg5MiR4jqY7du3o0OHDggPD0dycjJuv/12hIeHw9PTEyNHjgQAZGZmAgD69euH7t27i6MwO3bsQG5uLu655x4AQGpqKoqLi+Hn5wcPDw/xJyMjo9YFwiUlJTh9+jRmzJhh0f6NN96o0b5Pnz7in0NCQgBAnN5KT0/HTTfdZNH+2t+vp/q13d3d4eXlJV6biGxHbu8OEFHL1KlTJ7Rt2xbbtm1Dfn6+GJCEhoYiLCwMe/bswbZt23DLLbegpKQEMTExiImJwZo1axAQEIDMzEzExMRAp9OJ14yNjcXatWvx4osvYu3atRg3bhz8/PwAVOxyunbdjZl5PUp1xcXFACrWrwwePNjinEwms/hdoVCIf5ZIJAAq1uVYQ/Vrm69vrWsTUd0YwBBRnUaPHo3t27cjPz8f8+bNE4+PGDECGzduxL59+/Dkk0/i+PHjuHr1Kt58802EhYUBgMUOJrMHHngAL730EpKTk/Hzzz9j9erV4rkBAwYgOzsbcrkc7du3v2HfgoKCEBoaijNnziA2NrbRr7Fr165ISkqyOHbt70qlEkajsdHPQUTWxwCGiOo0evRozJo1C3q9XhyBAYCRI0di9uzZ0Ol0GD16NORyOZRKJd5//3088cQTOHLkCF5//fUa12vfvj2GDh2KGTNmwGg04o477hDPRUdHIyoqCnfddReWLVuGLl264NKlS9iwYQMmTZqEyMjIGtdbtGgRnn76aajVaowbNw5arRb79+9Hfn4+5s6dW6/XOGfOHIwYMQIrVqzA7bffjq1bt2Ljxo3iSI253xkZGUhJSUHbtm3h6ekJlUrVkFtJRFbGNTBEVKfRo0ejrKwMnTp1QlBQkHh85MiRKCoqErdbBwQE4Msvv8RPP/2EHj164M0338Ty5ctrvWZsbCxSU1MxadIkuLq6isclEgn++usvjBgxAg8//DC6dOmCqVOn4ty5cxbPXd2jjz6Kzz77DF988QV69+6NkSNH4ssvv0RERES9X+OwYcOwevVqrFixAn379sWmTZvw3HPPwcXFRWwzZcoUjBs3DqNHj0ZAQAC+++67el+fiGxDIgiCYO9OEBG1JI899hiOHz+OnTt32rsrRFQHTiERUau3fPly3HrrrXB3d8fGjRvx1VdfWSTEI6KWhyMwRNTq3Xvvvdi+fTuKiorQoUMHzJkzB0888YS9u0VE18EAhoiIiBwOF/ESERGRw2EAQ0RERA6HAQwRERE5HAYwRERE5HAYwBAREZHDYQBDREREDocBDBERETkcBjBERETkcBjAEBERkcP5f+oTnZWQyQPSAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"ただし、Google ColaboratoryやJupyter Notebookでは上記のソースコードでグラフを表示できますが、通常の環境では、結局Matplotlib.pyplotをインポートしてshow関数を使ったりしないとグラフが表示されません。\n",
"\n",
"(つまり、裏でMatplotlibが動いているということですね。)\n",
"\n",
"それであれば、グラフの作成もMatplotlibを使った方がよいでしょう。\n",
"\n",
"Google ColaboratoryやJupyter Notebookでのごく簡単な動作確認程度であれば使い道はありますが、基本的には覚える必要はないかと思います。"
],
"metadata": {
"id": "Es2Pe2gFEm6L"
}
},
{
"cell_type": "markdown",
"source": [
"## seaborn\n",
"seabornは、Matplotlibをベースに、より見栄えのよいグラフを、より簡単に描画できるように作成されたパッケージです。\n",
"\n",
"例を見てみましょう。この例では、データサイエンスの世界で非常に有名な「iris」データセットについて、すべてのカラムを組み合わせたグラフを描画してくれます。"
],
"metadata": {
"id": "QsISi5a_rxtk"
}
},
{
"cell_type": "code",
"source": [
"import seaborn as sns\n",
"\n",
"iris = sns.load_dataset(\"iris\")\n",
"sns.pairplot(iris)"
],
"metadata": {
"id": "EHlgoIOhr3OV",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 952
},
"outputId": "4a065036-4a59-446a-81e3-db16a9122fc9"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 27
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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XX0Z7ezsWLVoUdp2enh709PT4/3a5XDrUjIiUYPuMr1iCf7R0eiVvAoCh1Bwtnd6kGShTFdsnyUmkPiAZAyayfSavRGpbakjG9umTcMHQAj311FO44IILMHbs2LDrrF27Fjabzf+vuLhYxxoSkRy2z8RlpGihpA22T5LDPiC+2D6TF9tW8kjYR8cPHTqEU089FS+99BIuvfTSsOtJfeJXXFzMR2uIDIDt0/iOtLvhdPfC5e6FzZIFqyULYwsskrm4zVkZ2NnUFnEubjImtk+SI8qBu/VnZ6Mo1xQ2mJPSQE9qr5cs2D6Tl9L80slyzauxH8dcHrR1eeHy9MFqyURhjgmjrGaNaqxcwj46vmnTJowcORIXXnih7HrZ2dnIzs7WqVZEFAm2T2M71NqFlVsasL2x1f9ataMIq2vKYc8zYeOiM7Fh6/6gvLRVjiJsXHRmUkQLTXVsnyRHLmLwvEkjYcpID/mdqS/I0SCgKNCT0oBQqRA4aji2z+SlJBp3slzzauxHU2sXVkjcq6ypKUdJUa7qdY5EQj46PjAwgE2bNuHaa69FZmbCflZARGRYR9rdIZNsAKhrbMWqLQ3o7OnD41sbQ5Zvb2zF4281goiSmy9i8Nwye9Drc8vs+MUlU7BiS0PI70zf2d+Ctz//Gste3C25bPnm3XB2ewEMfcs1/AY8lvWIEoVc21q/oAJA6AdVQOJd82q03WMuT8gkGxi6V1m5pQHHXB5V6xyphJylvvHGG2hqakJtbW28q0JElJSc7t6QgcunrrEVLk8ftjVKB2vZloTBWogo1NgCCzYsrAyJGCwXzGlkfnbYviMw0JPSgFCpFjiKUkO4tmXLMeFAc2dSXPNqtN22Lq/svUpblzeuj5An5ET7O9/5DhL0p+VERAnB5Y4tGAuDtRClBqmIwf9o6Qq7fk/fgGx5vr5DaUAoBo6iZBUuGneyXPNq7IfL0xfTcq0l5KPjRESkLaslS3Z5vjm25USUvKwy7T87U/7W09d3yJURzXpEySJZrnk19sNqlv/OWLRcawn5jTYREcUeqVPu/TZLFqodRaiTeCSr2lEEqzkT8yaNxIQx1pCo4/uOuhgMjSgF+foUp9uL567/FrYfaMXGuoPo9vb712nu6BEGegLkA0LNKbMjMyMNzm6vosBRyRKdmVJLuOtWyTWfCNTYj8JcE86fOAKTxtpC7kX2HHGiMDe+x0L39F5erxfNzc0YGAh+dKikpESX7btcLthsNqY/IDIgtk/lYo3UqeT9h1q7sGpLQ9Bk2xd1fHxRrqEjfZL62D5JjlSfUu0owqKqUtz8XD26vf2YW2bH/QsqMABg+ebdQTfYvkBPY4ZFEx++XpWjCIuPlzlzfKE/irlUeb5tJUN0ZhG2z+QiGqOl2oZUGzK6puPZTYbfZ0RyHyGXIWV8nO9FdJto79+/H7W1tXj33XeDXh8cHERaWhr6+/vDvFNd7IiIjIvtUxlntzckbY7P3DI7NiyslP22JpL3+/Jo+4Kx2I7n0Y61DpR42D4pHLn+YE6ZHXddNBnpaWn+YE6+90gFepIqu7mjB03fdAMA6g+3B31L7utvAISUByBl+im2z+ShdHxV2oaMytntxc9e+BgTA56My85MR/3hduw76sKvL58m3B+j34vo9uj4okWLkJmZiVdffRVjxoxBWlqaXpsmIkoqsUbqjOT9Ywsskt/6MNIvEfnI9Qfb9rcgPS0Np43MC3o9XKCn4XyRxa975kPJ5b7+5rSReSHlJUt0ZkotSsdXpW3IqFo6vXhjTzPe2NMcdrlo/4x+L6LbRHvXrl346KOPMHHiRL02SUSUlGKN1KlOpM/kiHpKRLHTuj+Itnz2U5SIUuW6TYV7Ed0m2pMnT0ZLi/QnDkREyUbL4DuxRuq0mrOQY8pAbXVpSPCQjXUHg97ve3Tc5e6FzZIF6/FHx5XW4ZjLg7YuL1yePlgtmSjMMcU1pyURKaO0D3N2e2HJysBvrp4R1I8EBkCzWrJkyxNta3h/M7z/ysnOwJF2N1yeXrjcQ31NblYGzFnKIpwTGYnS8VWN+wxRGVrfyyi9F4m1jHjtp6YTbZfL5f//+vXrcfvtt2PNmjUoLy9HVlbwwePvSYgoWcQaqEwk1kid9jwTNi46Exu27sdjWxv9r1c5irBx0Zn+98sFGFFSBwZLI0pMSvswqfWqHEV4dGGlPwDavEkjYcpID/kdpS9w0yDEwcoC+5scUwYeXViJTdsP4rGtjQF/fxbS19xz6VScN3EEtu79OmQfEyk6M6UWe54Jc8rsYWMe2PNMqtxnKAm4pvW9jJJ7kVjLiOd+ahoMLT09Pei32L7AZ4EYDI2IfJKhfeoVmCOWiKPHXB7c9qdd2CaRumuOw45fXzEN/QOD+PmLHwfduPpUO4rwq+9PCxvpd/2CCqSnp2Hpn3aFff8DV0znN9sJJhnaJ4lFEogp3HpVjiJUlhRi9+F2rL2sHMtfapBcb+1l5fjv3UexrVFZYMblm3ejorgA9U1t/r7lxvMcQX8HqnYU4e6Lp+AXr3watDwRozOLsH0mD2e3F3u+6sCGrfuDrtsqRxFuOq8MpfZc3PbCxzHdZ4ja+a8unxbzNkSc3V7c+Gy9ZPufU2bHY0r3Q6aMXwv2Q+v91PQb7bfeekvL4omIDEevwBxjCyzYsLAyqoijbV1eyUk2AGxrbEFblxeDgOSNKwDUNbai3d2LSWOsYeuw96hL9v1tXV5OtIkMSGkfJrfe9sZW3HnhZFxfXSq73sj8bMkb5OHbAk70eUednqBvriqLC4L+DlTX2IqevgFUlhSitqoUNksWCo/nIU7kIFKU3Fo6vah9egdqq0tRW1UaFI279ukdeOkns2O+zxC187Yu7e9lWjq9Ydv/tkj2Q6YM0X5ovZ+aTrTPPvts//+bmppQXFws+Y324cOHtawGEZFu9AzMEW3EUZenT7hc9LCTbz/C1UHJNojIeJT2YaL1PL39sOWY8I+WrrDr9PQNKNqWj1R54jL6/BPxl2+YHRL9nMhoXJ5edHv7w36AJBo/1QgipsY2Yq2DHvuh9X7KR4lQUWlpKb7+OvQ3Mt988w1KS0v1qgYRkaZiDVSmB6tZ/jNWqzkTVkusAdfE2yAi41Hah6mxXnZm5MHKhpcnKiPPnCFbHpHRiNqWaPxUGkRM623EWgc99kPr/dTtTkfq99kA0NnZCbOZjw8SUXKINVCZmsJF0SzMNaHaUYS6ML9pLMw1oX9gUHYdm2AirmQbRGQ89jwT5k0aiQljrCFRfPcddcGeN/T77Mz0tLABmwL7Ork+sbmjJ+L+cnh59YfbUeUoCvsb7WZXj2x5RPEgF+Va1AYLc2O/zxDdq6ixjVjroMd+aL2fmgZDA4ClS5cCAB555BFcf/31yMnJ8S/r7+/HBx98gIyMDGzfvl3LavgxWASRcSVL+4wlUJmadZCLonmotQurtjQETYR9EcXHH48IrmQdOU3Ho5YPfz+jjiemZGmfJCaXMcCUkY6fb96Njw61+aN/iwKNhesT719QgQGED6oYrr8MLM8Xdfzp7QdD+pq7Lp6Cq373PiaPsSZd8LPh2D4Th5Io16KsHWrcZ4jK0ONexgj7oeV+aj7RPvfccwEAf/vb3zBr1iyYTCc+GTCZTDjllFNw2223oaysTMtq+LEjIjKuZGqfvk+rIw1Upta2RdFE73nlU1w242SMtGaj09OPPHMGml092LLzS6yuKQ+K9Ot09/r3w3Y8j7ZSQXm0zZkozGUe7USVTO2TwhP1HxeUj8GKlxoABOezBoCSk3IwMj87bL7tcH1iNP1l4HusliyYszJO5NE2ZyLXlAGn2wuLSd/+N17YPhODkqj+ABRH/o/1PkNUhh73MkbYD632U/NHx32RxxcvXoxHHnmEjZ+IUkK0gcrUoCSa6F8avsJfGr6SXOfWeROCIv3GkkdylNXMiTVRAhH1H9fOPsX/9/CATW8uPTtsvyfXJ0bTX0q9ZyyC+6pi8MkZMhYlUf0BKIqErcZ9hqgMPe5ljLAfWu2nbr/R3rRpk16bIiJKaUaIJkpEiUnUf8hF+WbfQSRPSaRt0aPGbGeJQ7eJ9mWXXSb5elpaGsxmMxwOB6666ipMmDBBryoRESW0cMFUlEThLC604PGrZyAzIx0d7qH39/YPYMkfd0YUZVMuoAsRJR5R/yEX5TuavqOzpxcFOSZ4+wbQ2dMn248o7W/YL5FRqRFp27eOHte5GtsI+gmZJROFOZH9hCyR27NuE22r1YqXX34ZBQUFOOOMMwAAO3fuRHt7O77zne/gP//zP7F+/Xq8+eabqKqq0qtaREQJSS6YiigKZ1GuCf9x3bew6uXQQCv/cd23UJij7GZZSUAXIkosov6juaNH8n1zIojQ6+s7fAHV7n9tX0hAteH9iNL+hv0SGZnSSNuidfS4ztXYhiiomx51iCfNg6H5LF++HC6XC4899hjS04c+DR0YGMBPf/pT5OfnY/Xq1fjXf/1XfPrpp6irq9OsHgwWEZ2mpia0tEj/XiQWPT09yM7OVr1cu92OkpIS1cslbbF9KqMkmEqXtz9sFM1BAD9/8eOw6XDu//404QCmpA6J8okzKcP2mTrCReFdU1OOI043Hnlzf1D/UeUowk3nlWHS6HxFQcx8fceN5zlQ39Qm2RcND/qkNDhUqvZLbJ+JQ0mUa7l1ckwZml/narSlYy4Plv5pV9h7jQeumC77zXYytGfdvtF+6qmnsH37dv8kGwDS09Nx0003Yfbs2VizZg1uvPFGzJkzR68qkUJNTU2YOHES3O5u9QtPSwM0+KzHYsnB3r17ONmmpKQkmMppI/OwYWGlZBTNPUddkgMfANQ1tsLp7hVOtJXUwegDIBFJG1tgkew/Wru8WLRpB2qrS1FbVYqevgFkZ6aj/nA7ap/egVdurBa2+8C+o7K4ICiYWqDAfkRpf8N+iRJBuPYVeG3KrXOguVPz61yNttTW5ZW912jr8spOtJOhPes20e7r68PevXtx+umnB72+d+9e9Pf3AwDMZjPS0tL0qhIp1NLSAre7G9+qvRvWMaeoVu7RhvfwyZ+fxPSrlmFE6UTVynUd/QIfbPwlWlpaONGmpKQkmAoQPoqmy63s/WrUgYgSk1T/8Y+WrpBI44Ei7TvkAqsFlqe0v2G/RIlCSZTrsGO4Dte5GtsQBV4VL0/89qzbRPuf//mfcd1112HlypU488wzAQA7duzAmjVrcM011wAYyrU9ZcoUvapEEbKOOQUnlagXrM519AsAQN7IElXLJUp2sQZTsVpiD8aiRkAXIkosarT7wDLkAqsFlqd0u+yXKBXocZ2r09blp5ni5YnfnnWbaD/00EMYNWoU7r//fhw7dgwAMGrUKNx6661YtmwZAOA73/kOvve97+lVJSIiw5KLsmnPM+Gi8tGomXEyRlqz0enpR745E8dcHmzZ+aU/mEq4MmyWLFQ7ilAX5ndTtoCJeLgy7HkmzJs0EhPGWFFZXICevgGYszKws6kN+466FAdFIiJjkOtzfMv6Bwcxp8we9jeTStp9YDCo+sPtqHIUST5eOqfMjvS0od95Du9vevsHcXKhBeasdHzT6UXvwIB/PSWBpojiLZZI2npc50rHeLn9KMw1yd5rFObKlxHJfYZRI5PrNtHOyMjAqlWrsGrVKrhcLgAICdbAx3yJiMRRNm05Jvz8exOxUiKS5+qacthyxBFJV9eUY9WWhqAB0Pf+sQHBWOTKuOOiyVi5pSHoMdLAOhBRYpBr62kAbj++LMeUgUcXVmJwcDCo7/AFaVLS7m05JqxbUIHlm3djY91BPLqwEgBCgqtdO/sUXLihDjNKCrCuphx3XjQZK4b1N1WOIiyuKsWip3dgRkkB1tSU4/4FFbg9TBAp9ktkBLFG0rblmHDf/KlYKTGG3zd/qirXuS3HJNnmfBHDldxnjLKasaamXLKea2rKMcpqFpYhqgNg7MjkukUdNwpGZYzczp07ccYZZ2Deqk2qPuL9xQev4YONv0T1LY9j3KRK1cr9pmkfXl+9GB999BFmzJihWrmkPbZPZVE2PX0DspE87//+tJBBZ3gZvkHS6e71B1qxWbL8g5KoHusWVOD2Fz8O+0m1KJooJR62z+QkausXlI/Bipca/K/lmDJQW12K2acWwZyVAZslNJCT0u22dHrR1dMLm8UET18/vmxzAwDqD7djY91BdHuHYvisrZmK/274CtsaQ+tY5ShCZUkhHtva6O97zJnpsoGmkhHbZ2JQI5K2s9uLn73wMSYGfNPrC0q476gLv758muZRx391+TTc9sLHivYjKI+2OROFuUN5tNXYBgBDRybX7RvtY8eO4bbbbsObb76J5uZmDJ/f+wKiERGlMiVRNnv7B4RRw5VE6hxbYAn7aa+oHk53r+Qk21cHUTRRIjIGUVu/dvYpQa/5gqE9trURby49G6eNzItqu8MDPe096sJ1z3woue5Iq1lykg0MfRNeW1UK4ETfM3GMNekn1pSY1Iik3dLpxRt7mvHGnuawy7WOOt7WpXw/RlnNkvcDamwDgKEjk+s20V60aBGamppw5513YsyYMYwuTkQkQUmUTW+//INIokicekQVF0UTJSJjELV1ucjgakb9leszRNHJA5ez7yEjUyead/yjjovamRr7oWQbosey4x2ZXLeJdl1dHbZt24bp06frtUkioqioEVQj6FEpSyYKc0yKvuG1mrP8j2YOD/6xse4g8s1Z6O0fEK4jWq6kHnKEkc2PRxNVchyMGsSEKBVItfXA/iPXlImNi8709x++x7mBoQwGcu3X1/47e/pQlGtCb/8gurx9sFqykJedia6ePjjdQ+8bkWdCjikjqHwfUXTy4pNycON5DmysOyiMZMz+huJJyRivpAx7ngnrF1SEBERdtnm3v4xYrnXRPYDVnKn5fYaoLSvZhtJjoVW/oNtEu7i4OORxcSIio1EjqEZTaxdWSAQqW1NTjpKiXNn32vNM2LjoTGzYuj8k6M/GRWfCnmdCT98Anrp2Jh57qzFknaeunYkCS5awDBFRVFNR5PLCXJOi42DkICZEqWB4W/cFPNu0/WBI//Howkrc/Fw9ur39mDdpJEwZ6SG/j5xbZsf9Cyrg7R/Aii0NqG9qx6MLK/HQG5+H9AWLqkr95c0ps+Opa2fiumc+DJlsN7s8YaOdVzmK8NqnX6G+qQ1PXTsTJ+WG79/Y31C8KRnjlZTx/I9n4e4/fxLSpp7/8SzY88SBypRsI1ybm1Nmx0m56uyH3H1GYa6y6OqidUTHQst+Qf4jQhU9/PDDWL58Ob744gu9NklEFBFnt1cyiNg7+1uwfPNuOLu9wjKOuTwhk0tg6LeDK7c04JjLIyzj8a2NIe/f3tiKx98aGsyyM9Pxm7ek1/nN2weQnp4mLEPEFxl4bpk96HVf9N6xBRasqSlHtaMoaLlvIp0GCI+DGsebiGIzvK3XVpdi0/aDkv3Hpu0HUVtdirlldvzikilYsaVBsv1+8U23v/2HK68uoDxg6HeWv3n7AO68cFLQetWOIlQ7hvqd4f2RL+r4xrqD/v4v3Fc67G/IKGIdnz19AyGTbGCoTf3iz5+gy9sf87Xe0zeAG845DVXDxvgqRxFuOMeBvoFBze8zRlnNsst9cR7k1gEgeyx8TwFo1S/o9o32D37wA3R3d+O0005DTk4OsrKCv+7/5ptv9KoKEZEkNYKUtHV5ZQOViYKEtXR6wwb92RYY/CPMNrb5AogIylDySNTYAgs2LKwMG723pCgXD1wxXTKa6N6jLuFxyMpIN3QQE6JUEdjWe/r6g76hCrS9sRV3XjgZ11eXyvaXudkZ/vZfWVwgW54vkBkw1D/deeFk/M9P54T0KQCwYWEljjg9ONjS5Y+y7PtG3Pf+cH2sGv07UayUjPGx3mcoDYgq55suL6575kPUVpeitqo0KLL5dc/swOafzNblPkO0XLTOgeZO1YK6RUO3ifbDDz+s16aIiKKiTpAS+eAd4uXiOoh+hKNGkBKf4ZGBhwsXTVTJccjKkA+KGe8gJkSpxNfW65vaZNfz9PbDlmPCP1q6wq7T6Tnx6HckgcwAoNvbh+klhWHruO9YJ274486w5YXre/QIIEUkosd9hjoBUfv8GQYkl7vVa0+i+wzRcrl19AjqJke3ifa1116r16aIiKISawCwoTLku1Xxcu3roKSMWCk5DlkZ8r9e0qOeRBRMaR8kt16eOcP/f1Egs+HLlQZajHS5Gn0rUayMMMarci9jSYz2pEfANTm6TbQB4MCBA9i0aRMOHDiARx55BCNHjsRf//pXlJSUYMqUKXpWhYhSWLjokqLAHEqCexTmmoRBwuQorYMaAUS0pOQ4mDPTMW/SSEwYYw2JWrrvqEuXehLREF+/6HR78dz138L2A60hUcbnlNmRmZEGZ7dXMoiaLwJxd08/nr3+W3j3QCsa/s+JKkeR5KOuVY4i1B9u9/8t1T8N76+tliycP3EE3tz7dUh5cn2sGv07UazseaaYxz3R+GqzZKlyL3P+xBGYNNYWUs89R5yqbENN0d7XaX2/lDaoUyjwv/3tb7jgggtQVVWFd955B3v27MGpp56KdevW4cMPP8SLL76oRzXgcrlgs9ngdDphtVp12Wai27lzJ8444wzMW7UJJ5VMUK3cLz54DR9s/CWqb3kc4yZVqlbuN0378Prqxfjoo48wY8YM1col7enRPpVEn1y+eXdQp+sLqjEmgqjjK7c0BA2CSqOO++ooqoNoG7HWQQ1K6hBLhHbSF8fP5CXVLw6PCu4LPHbzc/WYOb4Q6xZUIA1DgYY+PNTmj1Q+vC1fV30qBjGIp+pClwWWL9XPhuuv750/Ffe88mnQZFtJv6FG/25UbJ+JQ41x71BrF1ZJjK+ra8oxvihXlWv90PExfHg91dyGGmK9r9NyP3SbaM+aNQuXX345li5divz8fHz88cc49dRT8fe//x2XXXYZvvzySz2qwY4oCpxok160bp/Obm9IKhqfuWV2bFhYCVuOyf/JaLjAG0oE5Y8eFtBHaV3D1cHZ7cXPXvgYEwM+EfcFKdl31IX7asqxaktD2OW/vnyabkF/5I6D0vNBxsDxMznJtcM5ZXb8/LsT8HVHD+oPtwd9w+1rowDQ3t2LO15ukAzSOKfMjjsunARTRjp6+wfR7e1DvjkLeeahPNout3Q/K+of1i2ogMvdG3Efq0b/bkRsn4lBjXHP2e3Fyi0NuGzGyf482nnmDDS7erBl55dYXVMe872MnvdLsVCrnlrth26Pjjc0NODZZ58NeX3kyJFoaZGO9kZEpCalUWeVBN4QCRckTCm5OrR0evHGnma8sadZcvnPviO/XM/ounLHgVGAieJPrh1u29+CRbNPwXXPfBiyzNdGTxuZdzyScvhMCJnp6Sgdkadavd7Z3wK3tx8Tx0Q+oVSjfyeKlhrjXkunF39p+Ap/afhKcvmt8ybEfC+j5/1SLNSqp1b7oVse7YKCAhw9ejTk9fr6eowbN06vahBRCkuWqLPxjqKplmQ5H0SJTNQO5aKG+9qoFm2Z/QMlI3WijmvfNhKl/Rm9nrp9o33llVdi2bJleOGFF5CWloaBgQFs374dt912G6655hq9qkFEKcxIUWfDBe5QQq0omkGPdVsyUZgT2ePtsTLS+SBKVqK+RtQOh0cFDwx61jswiM+PdcBiygh53/D1DnzdqWo/l5udiQPNnVH1oURaC9fuIhn3jrS74XT3wuXuhe14IMCxBRZdxk6rOSuoDQcGQ9tYd9Aw47PR7yN0m2ivWbMGS5YsQXFxMfr7+zF58mT09/fjqquuwh133KFXNYgohRkl6qwocIeIPc+EOWX2sL+pLMyVX27PMxkiCJlRzgdRslLS14jaYXNHj//vHFOGP+hZYH7dNTVTMcdhx7bGFtn1Iu3nwtVrTpkdHx5qw4qXGqIqm0hLcu1ONH77xj25QGR6jJ32PBM2LjoTG7buD2rDVY4ibFx0pmHGZ6PfR+j26LjJZMLvfvc7HDhwAK+++ir+8Ic/YO/evfiP//gPZGSEfhJKRKQ2W44J6xZUYG6ZPeh1X3RJPb4NcXZ7QwZgYOi3RMs374az2ysso6dvADeccxqqHEVBr1c5inDDOQ4MDgxiybkOyeVLznWgy9sfMskGgLrGVqzc0oBjLk+UexcZI5wPomSltK8RtcNzTh/hX1ZbXRoSWRwA7vvLHtxw7mmYc7zPCbdeJP2cXL2WnOvAva9+FnXZRFoRtbuevgHZ8RkYmqgPn2QDQ2P0qi0N6PL26zJ2Pr61MaQO2xtb8fhbjWHeoT+j30fomkcbAEpKSlBSUqL3ZomIAABjCyzYsLAyblEy1QiE8k2XF9c98yFqq0tRW1UaFFX8umd2YPNPZqP26R2Sy2ufHlouldMWGBrI27q8uj1CHu/zQZSsIulrRO3Qt6ynrz/o2y2fbm8/rnvmQzz/47OwqKMHI/KzJdeT2rYcqXplpqfhgke3BeX3jqZsIi2I2t03XV7Z8fmVG6vh7R+QHaOd7l5MGmPVdOwcCnAYPkiikdqZke8jNJ1oL126VPG6Dz74oIY1MZ6mpiZNoq3b7XZ+kEEkEM8omeoEQulDt1f6htdXhtxylzu2YGpqi3fUUqJkFGlfI9cOfcvqm9rCltft7ceXbW7c8Med+M3V8qk1IwlQNLxe9U1tkpPsaMomUpuSYKWi8VsuAKFvHUDbsdPoQcaGM+p9hKYT7fr6ekXrpaWlRVTu//3f/2HZsmX461//iu7ubjgcDmzatAkzZ86Mppq6a2pqwsSJk+B2d6tetsWSg71793CyTWRQagTuUBrsLOz7LbEFUyMi49MiSJDSwGnDA6ipsW2ldYh38CNKbWoEK83ul59o63GNs52pQ9O7qbfeeivi93z55ZcYO3Ys0tOlO+m2tjZUVVXh3HPPxV//+leMGDEC+/fvR2FhYazV1U1LSwvc7m58q/ZuWMecolq5rqNf4IONv0RLSwsn2kQy4hltW2ngDrlIwYW5JlQ7ilAn8WhZtaMINksW5k0aiQljrCHRQvcddcFmycL5E0dg0lhbyPI9R5wozNX3U+FYIrATkTQ1gwT5+kwAYQM5nTdxBADgqWtnwpyVgeeu/xa2H2jFxrqDQd9AzymzIzMjDcdcHnT19MHpjqzdGz34ESW+WMYk0fVZmCu+fru8/cIxHhDfy8Ryr2PPM8neR7CdKWO4ry0mT56MXbt24dRTT5Vcvn79ehQXF2PTpk3+10pLS/WqnqqsY07BSSUT4l0NopQS72jbvsAdyzfvDhpoAwN3iCIFj7KasaamHCu3NAQNxL79GFtgwZ0XTcaKLQ1Bj6cFLr/r4ilYKbF8dU25rim+Yo3ATkTSbDkm3Dd/qmQ/cd/8qYonDoF9pi+a+ODgYFCZ500cgWXfm4R7Xv00pG99dGElbn6uHt3eflQ5inDt7FNwwSPbMKOkAIuqSv3LlLZ7JX0oUbRiHZNE1+coq1l4/dpygNU15Vgl0XZXHx/DRfcysd7r2HJMsvcRbGfKpA0ODg7GuxKB8vPz8fHHH4edaE+ePBnf/e538eWXX+Jvf/sbxo0bhxtuuAHXX3+9ovJdLhdsNhucTiesVquaVVds586dOOOMMzBv1SZVJ9rfNO3D66sX46OPPsKMGfK/j4qEVvX94oPX8MHGX6L6lscxblKlauVqdRxIe1q3z2MuD5b+aZdkkJFqRxEeuGK6bpNM3yfmwwN3OLu9uPG5eslvjOaW2bFhYaV/gAv6tNqcicLcoU+rRWX86vJpuO2FjxVtQ0uR7CvFnxHGT1LO2e3Fz174GBMDvpHyBV3ad9SFX18+Tdi+pPpMX27dWacWwZyVjvzsLJiz0rFqSwO2SfStc8rs+Pl3J+Drjh7UH24P+oa7ylGEypJC/418JO0+XB+aqtg+Y6fmmCS6PpVcv7482r51bMfzaIvuZdYvqMDtm3fHdK/D8VkdhvtGW+Qf//gHnnjiCSxduhQrV67Ejh07cPPNN8NkMuHaa68NWb+npwc9PSdyQLpcLj2rS0Qy9G6fbV1ew0TbDhe4I5JIwaOsZsn6ispo64o98rka1IjATtrh+JnYWjq9eGNPM97Y0xx2uah9SfWZvkBOj21txP/8dA5OH52PA82dkpNsYChC8aLZp+C6Zz4MWba9sRW1VSeeSoyk3Rs1+JFe2D7Vp+aYJLo+lVy/Ywsskt+ii+5lXJ6+mO91OD6rQ7c82moZGBjAjBkzsGbNGlRWVuLHP/4xrr/+evzbv/2b5Ppr166FzWbz/ysuLta5xkQUjt7tUxRNW+9o29J1UCMqeWxRxfWKJppoUU1TDcfPxKZWhgMly0XbkouiPHwZ270ybJ/qS5QxSTiGq5BZJFGOhdEl3DfaY8aMweTJk4NemzRpEjZv3iy5/ooVK4LSjLlcLnZGRAahd/sURfs0QrRtdaKSi6Oe+h7/HB7kZGPdwYiiicYSNIZRTY2N42diU9K+RO1XaZ+pNBq5T2D/k2vKxMZFZ0bV/6Qytk/1JcqYJIxcrkJmEas5S7X7hFQW/7vKYUSpvqqqqrBv376g1z7//HOMHz9ecv3s7GxkZ2erVj8iUo/e7VMUrVvvaNtS1IioKyrjpFwTNi46Exu27g8KclLlKMLGRWcqjiYaa9AYRg82No6fiU3UvsxZ6SG/wRzefpX2mfY8U9ho5HPK7GjuOPGIsy+g2qbtB2Pqf1Id26f6EmVMErVLqzkz5nsde5469wmpznCPjotis9166614//33sWbNGjQ2NuLZZ5/Fk08+iSVLluhUQyJKVL5o3dWOoqDXfVE09Yy2HY4vYuncMnvQ65FE1BWVMQjg8a37Q37Dtb2xFY9vbYRH5jFPH2e3N2SSDQz9dmv55t1wdntjrid//0UUPbn2taamHHf/+VNh+42kz1xyrgNVw9archThxnMdmOuw++tRW12KTdsPSvc/bzWCKF4SZUwyZ6bjF5dMlWyXv7hkKvKyM2O+1/H0DcR8n0AG/Eb7s88+w9ixY8MuP/PMM7FlyxasWLEC99xzD0pLS/Hwww/j6quv1rGWRJSoSopy8cAV0yWjdRvF2AILNiysjCmirlwZe4+6wgcuamzRNVCKGvtKRNLCta/WLm/YIGnD26+SPrOl04vap3egtroUtVWlQRHOFz+9A6/eVO2vR09ff9A3ZIG2McgSxVkijEktnV5c+eR7WL+gAssumIhOTz/yzBlodvXgyiffw3/+eBZOG5kX071OW5c35vsE0niifdlllyle96WXXgIARb8vueiii3DRRRdFXS8iSm3honUbiRoRdcOVoUZQODUDpaR69GAiLUm1r3+0dMm+Z3j7FfWZLk+vPxq55HJ3L04dkQdbjgn1TW0RbZtIb0Yfk1yeXrR0eiUj+QMn2lAs9zqJEDw2EWg60bbZbFoWT0REUVAjKFyiBI0holBqt99IymPfQRQbPdpQIgSPTQSaHqVNmzZpWTwRUcISRfv9v7ZuuDx9cLl7YbNkId+ciXGFORGVEY4aQeESJWiMXmKJvp4qeIz04zvWnT29KMgxwds3gM6ePlgtWcjLzsQgBvHUtTORlpbmjyLc7e0HEF37jaQ/YN9hXGyjQ9Q4DsdcnhOPbVsyUZij3k/U9GhDSu8TtNxPNcXr2ubHEUloz549hi6PKNWJonUfau3Cyi0NQUFIqh1FWF1TjvFFuYrKkOMLcLRyS0PQIBpJoBRf0Jjlm3cHDfZGCxqjh1ijr6cCHiP9+I71R4fa8OjCStz/2r6QvmRRVSlufq4e3d5+VDmK8OjCStz8XD1mji+Mqv1G0h/Ycky4d/5UrJLof+6dPzWl+g4jYRsdosZxaGrtwgqJMXxNTTlKjo/hsdBj/FVyn6D1fqolntd22qAozLeKXnzxRfzpT39CU1MTvN7giLQ7d+7UpQ4ulws2mw1OpxNWq1WXbQ63c+dOnHHGGZi3ahNOKpmgWrn/1/Au6h77OQBtTuk5t/0Wo8rKVSvviw9ewwcbf4nqWx7HuEmVqpX7TdM+vL56MT766CPMmDFDtXJJe0Zon1pzdntDUur4zC2zY81l5Vi2eXdIpE9gaABbv6ACedmZsmVsWFipaKAN+iQ6yqBwvk+JjRo0Rmui86n0XCSCaNtnKh2jeAs81jee50B9U5tkX1LlKEJlSaH/N9Vzyuy479KpKMjJiulcKOkPjrS7ccfLDZg81ubPz+sLnLbniBP3zi9PqYmdWmIZP9lGh6hxHI65PFj6p11hx/AHrpiu2je+eoy/4e4T9NzPWMT72tbtG+1HH30Uq1atwqJFi/Bf//VfWLx4MQ4cOIAdO3YwNZdKers7AAxi+lXLMKJ0omrlHm14D5/8+Un09THwAVGsRNG6Ozx9kgMXANQ1tsLl6YOnd0CViN9qBIUzetAYrakVfT2Z8RjpJ/BYVxYXhA1Otr2xFbVVpf6/t+1vQd/AoGYBGAM53b3YuvdrbN37teTy29y9nGjrjG10iBrHoa3LKzuGqxmtW4/xN9x9gp77GYt4X9u6TbR/85vf4Mknn8TChQvx9NNP4/bbb8epp56Ku+66C998841e1UgJeSNLVP2m3HX0C9XKIkp1omjdLrc4mndWRrpwHdKHmtHXkxWPkX4Cj3WPIM/t8OV6nQclfRzpi210iBrHIVWidSfKfsb72tZtot3U1ITZs2cDACwWCzo6OgAA//zP/4yzzjoLjz32mF5VISLSXLjAG6JooVaLOJqoSTDR9kUcFQX/YOCbE6I9FkaLoGzEcxrpMZLbByPun5Yi3d/AY52dGdpP5JgyUFtdisriAuRlZ+LVm6phzkpHa6cX5qwMHHN5JL+FUuO4+8pQ0seRvpS2USXXQSK3Uas5K6iN9PQNwJyV4Q8YqOTatJozZcvwRes+0u6G093rD3hqtWQl1JMckUQlj+c1Ee8xWreJ9ujRo/HNN99g/PjxKCkpwfvvv49p06bh4MGD0PFn4kREmpMLvGHPM2FOmV3yUaY5ZXbkmzNlI31azZnIy86ULcOeZxIG/2DgmxNiORZGiqBs1HMayTEKtw/rF1RgEDDk/mklmvMZeKzrD7ejylHkf7wzx5SBRxdWYtP2g0GPlFc5irC4qhSLn96BGSUFIYGM1LiuAst46tqZsn2cTTARJ/UpaaNKrgOj9kFK2fNM2LjoTGzYuj+kjWxcdKai/vykXBOeunYmHnurMaSMp66diaJck6KAp0anNCp5vK+JeI/R8l+LqOi8887Dn//8ZwDA4sWLceutt2LevHn4wQ9+gJqaGr2qQUSkKWe3N2RQAYZ+C7R88254+gaw5FwHqhxFQcurHEVYcq4D+dmZWF1Tjuphy32D8LjCHPT0DeCGc06TLOOGcxzo9vbL1uGYyyO73NkdHKwymYnOl+hY+KK/zi2zB72ud/T1WPdDS0qPkdw+vP3511j2ojH3TwvRns/AY72x7iAWV5X6+4na6lJs2n4w5HeV2xtbsWn7QdRWl6KusRUrtzTgmMsTUz3k9mXZ5t2486IpYfu4RJiQJRtRGwVCP+QCgq8DI/dBkXh8a6NkG3n8Lel4B8NlZ6bjN29Jl/Gbtw/A2z8QMskGhn7XvGpLA460u2PbAZ34opJLtWNfVHIjXBPxHqN1+0b7ySefxMDA0O+BlixZgqKiIrz77ru45JJL8C//8i96VYOISFOiwBttXV7UPr0DtdWlqK0qDYq4W/v0DrxyYzVOG5mH9Qsq4PL0+aOJWgPyaH/T5cV1z3woWcZ1z+zA5p/MFtaBgW+GqBEoZWyBBRsWVsY1+nq8A76IKDlGcvswMj8b2xqNu39qi+V8Bh7rrp5erJlfDm//AHr7BxQFRwsMZKTGdTW8jJZOL67+/ftYv6ACyy6YCLe3H/nmLNgS7NHZZCPXRg80dwqvAwCG7oOUaOn0hu1ntkVyvYcJErZtfwtcgoCnzgQKBlhSlIsHrpgeNnuJUcaleI7Ruk2009PTkZ5+4gv0K6+8EldeeaVemyci0oUw2JmnD93e/rA3vL7AHOMKczAuxjLk6iAnVQLfAOoFSol39PV4B3xRQnSM5PZBFNjLCPunpljPp9Sxrm9qk31P4DH29RHqBIcKXaelc+jDQgB4+YbZmDQmOdM5JppwbVTJdSD6EWgitFGtrveg5UkWDFAue4mRxqV4jdG6TbQBoK2tDU899RT27NkDAJg8eTIWL16Mk046Sc9qEBFpRhjsTBBARGmwlVjKUKMOySLegVLUkgz7IbcPUoG9AiXC/kVCi/MpKjPwGPv6CDXqkQzXZqpT4xwmwnnW43pPpWCAbPs6TrTfeecdXHLJJbBarZg5cyaAodza99xzD1555RXMnTtXr6oQEWlGFHijMFdZYA65KJ2FuSacP3EEJo21hUQ13XPECZslS5U6pIJ4B0pRSzLsh9w+NHf0JPz+RULuWMwps6N/cBAHvu4MG71Xqv+QK7PKUYT6w+0AggMZ2fNMmDdpJCaMsYb0NfuOuoTH3dntxcDgIJ66dibS0tL8kZe7vf0AkvPcJSOl/Uuit9FI+tFwY7SoDKsg4GkkwQCNHuE91v4jGeg20V6yZAmuuOIKPPHEE8jIyAAA9Pf344YbbsCSJUvQ0NCgV1WIiDRjyzHhvvlTsXJLQ9BAWu0own3zp2KU1Yx1CyqwfPPuoIE4MDCHKErnKKsZd108BSu3NAQ9Ph4YTEhUh3vnT8UqieX3zp9qqIFaa75AKXLnIxEkw37I7cO5p4/A2aePSOj9i0S4Y1HtKMK1s0/B/Me3o9vbLxm9N1z/cf+CCsl+wRd1/Obn6v19iO9RUFuOCXdeNBkrJPqaNTXlssddqh5VjiI8urASNz9Xj5njC5Py3CUjpf1LMvdBgfsgGqPlyhhTYMHqmnLJ8TeSYIDxjuatRCz9R7JIG9Qpt5bFYsGuXbswYcKEoNf37duH6dOnw+3WJ8qey+WCzWaD0+mE1Rqf3wTt3LkTZ5xxBuat2oSTSiaI36DQFx+8hg82/hLVtzyOcZMqU7bcb5r24fXVi/HRRx9hxowZqpVL2jNC+4yVs9uLn73wMSYGfILrC1S276gLv758Gmw5Jv8n0cMDczi7vbjxuXrJACJzy+zYsHCorcit86vLp2HVloawdfjlpVNxx8sNmBzwjbhv+Z4jTqy5rCLsb66SVbjzkWi03A+92qfcPiTLeVLKt79Ody88vf149x+tQd8IAyf6BVH/sfaycrz52TFMHGvFOaePgMvThxH5JliyMtDa6UVOdgaaXT3YsvNLrD5+E6ykPwr3jXq4980ps+O+S6eiICcrqc+d3vRon0raXzK0UVEfpKRNhCvjSLsb9776Kb5/RjFGWrPR6elHnnmo7W3+6DDuuGiKcKIcbbvUW6LUU0u6faM9Y8YM7NmzJ2SivWfPHkybNk2vahARaaql04s39jTjjT3NYZf7gnJIDTBKonQC8tFd27rk67D0O73YuvdrbN37teRyX8ThVBLvYGZqSYb9kNuHZNi/SPj290BzJy574l3JdQKj94oit7+xtxlv7G1GZXGBPxiZlFvnTRCWJxc1WO592/a3oG9gMKXOY7JQ0v6SoY3K7YPSNhGuDKe7F3/95Bj++skxyTJuOv904UTbKNG8RRKlnlrSbaJ9880346c//SkaGxtx1llnAQDef/99PP7441i3bh12797tX7eiokKvahFFpKmpCS0t0p1GrOx2O0pKSjQpm/QTa5RNNaK7iqKKi6Keit5PRPpS2q8ojdyuNIp7tP2ZkaINE6kp5jFehajjidK+EqWeWtJtor1w4UIAwO233y65LC0tDYODg0hLS0N/f3/IOkTx1tTUhIkTJ8Ht7takfIslB3v37uFkO8HFGmVTnain8l27KOqp6P1EpC+l/YLSyO1Ko7hH2x8x2jAlq5jHeBWijidK+0qUempJt7upgwcP6rUpIk20tLTA7e7Gt2rvhnXMKaqW7Tr6BT7Y+Eu0tLRwom0Aokiex1wetHV54fL0wWrJRGGOyf+otdIom9FGLFUS3VUUVdxmyZKNeuqLOGwURo+sqpZU2U8geF/zsjNhykhHu9uLPHNy73e0hvcLOaYM1FaXorK4AAAwMDiIYy4PBhEc4fv5vzfhyv9XgsriApizMvDc9d/C9gOtaPg/J6ocRdgu0Qf4+plYIoYnQxT8VCQ3tqUSub441jFeNP4qiTqeKO0rUeqpJd0m2uPHj9drU0Saso45RdUgdmQsokieTa1dWLGlIegG1RdBs6QoV1GUzVgiliqJ7iqKbD6mwII1NeWSUcnXBEQcNoJEiKyqhlTZTyB8NOrFVaVY+LsPMHN8YVLudywCoyF/eKgNjy6sxKbtB0P6mEXHo4d3e/tx3sQR+OOPzsI9r34ast511aei4mQbAAT1Zb4+otvbj9tjiBieDFHwU41obEsVor5YjTE+1qjjidK+EqWeWtL1+cD/+I//wL/927/h4MGDeO+99zB+/Hg8/PDDKC0txaWXXqpnVYiIQji7vSGDIzAUtGP55t1Yt6Ai5EYEAOoaW7FySwMeuGI6zJnpWPXyJ5Lr3PHyJ/jV5dNkt7FhYSXGFliwYWGlbORW0Tqi5SVFuXjgiuknvr0wZ6Iw11jfXojOR7JELE2V/QTC76uvvdRWl+KxrY1Jt99q8LXp9u5e3PGydD80iBPHcPJYG+559VPJ9dKQhrsunow188vh7R9AV0+fv48ApLMabG9sRXpaGv568xxFEcOV9GNkDMdcHuHYZqSxQStK+mIAMY3x6xZU4J5XPsX0kkIsrioNyvpxzyufKs76kSjtK1HqqRXdJtpPPPEE7rrrLtxyyy1YvXq1/3fYBQUFePjhhznRJqK4E0XIdLp7JR+1BIYG2bYuL7Iy0oURwWOJWBpItI5o+Sir2dA3T6kSsTRV9hOQ39ftja2orSoFkHz7rRZ/JPAw/VDgMawsLgj6xi3QtsYW9A8MYvyo0G8qDzR3qhYxPBkiUKeCti6vcGwz8lihFrWyfojuI97c+zXeVCHrR6K0r0Sppxbko2GoaMOGDfjd736HVatWISMjw//6zJkz0dDQoFc1iIjCEkXIVBKtW1iGIKJ3KkThVCpVIpamyn4C4n0NjIadTPutJqXHUBRZPFxflErXIw0RZqpIkUwUSq59rcf4VDnWqULXYGiVlZUhr2dnZ6Orq0uvahARhSWKkKkkWndWhvznl6KI3npG4TRK8K1wAXjUiliqxn5qGSQolSKzivY1MBp2VmY69n7lCjrWDNak/BiKIouH64tE5ZtNGXB282mDZCLMVBFBJooj7W443b1wuXths2TBaslKmHgLemT9EGceUX6sjTKGU3i6TbRLS0uxa9eukKBo//M//4NJkybpVQ0iorBEETKVROs2Z6bHFBFcryicRgm+JReAR42IpWrsp9ZBglIpMqs9z4Q5ZXbJRyurHEWoP9zu//9fP/kKj21t9B/rNADLGaxJ9noJPIb1h9ujyi4gKv/V3Uex+3A7A9YlkcJckyqZKA61dmGlRBtdXVOO8QnQRhMp64dRxnCSp9uj40uXLsWSJUvwn//5nxgcHMTf//53rF69GitWrJDMrU1EpDdfhMy5Zfag130RMscej9Zd7SgKWh4YrVtUhi8ieLjlenwaLQr44uz2al4HQByAp6dvIKZjpcZ+iup4zOURliEiumaS7RuKJec6UDWsDfmijm+sOxj0f2DoWA9F6G3R9DwkinDXS/Ww47bvqAurBf1VJOUHnhe9+wrSVjqAX1wyRfJa+cUlUxVNFo60u0Mm2cCJ9nuk3a1ehTWipC+OdYxXch8hYpQxnMR0+0b7Rz/6ESwWC+644w50d3fjqquuwrhx4/DII4/gyiuv1KsaRESy1IjWHWtEcK0ZJfiWKADPN11eTBxjjfpYqbGfegUJivc1oZeWTi9qn96B2upS1FaVwts/gBF52TBlpsPT248NCytRf7jdn6LKZ1tjKxYdD/I1XCoFa/KRul7yzJno6unDsz/6VtD1E012AV/5R50e/KOlyx8VOfC8MGBd8mjt8uKHT32A9QsqsOyCiej09CPPnIFmVw+ufPI9/OG6b2GE4JoRBQt1unsT4pvWRMj6YZQxnMR0m2i73W7U1NTg6quvRnd3Nz755BNs374dJ598sl5VICJSRI1o3bFGBNeSUYIdKQ3AE+2xUmM/9QwSlAqRWV2eXnR7+yWjYf/m6hm44Y87w75XLrhXKgYQUnq9RJtdwJZjwj9aumTPCQOjJQeXpw8tnV5c98yHYZcLyxAEC02ka8XoWT+MMoaTmG6Pjl966aX493//dwCA1+vFJZdcggcffBDz58/HE088oVc1iIhSnlGCb6kZgEf6/doHtom1jqlG7pyIgnfJLed50IZR+grSlhr9nChYKK8V9bBdJg7dRqadO3fioYceAgC8+OKLGDVqFOrr67F582bcdddd+MlPfqJXVYiIUppRgm+pFYAnHHueCfMmjcSEMVZUFhegp28A5qwM7Gxqw76jLkX7qXUdU43ctdfc0YNvTxyBiWNtIedr7xEnmsP8DpvnQTtG6StIW4W5Jpw/cQQmSbS9PUecitqXKMiXTTARJ+XYLhOHbhPt7u5u5OfnAwD+93//F5dddhnS09Nx1lln4dChQ3pVg1LInj17DF0eUbz4grks37w7aKDWO/jWKKsZa2rKsXJLQ9DNWSRBYeTYcky486LJWLGlIehRZV/5Sh+71bKOqUbu2jvv9BGYfVoRVkqcr9U15cg4/n+eB/0Ypa8gbY2ymnHXxVPCtj0l7WtsgQWra8qPBy4MjTqeCL/PThRsl4lDt4m2w+HAyy+/jJqaGrz22mu49dZbAQDNzc2wWq16VYNSgNvZCiANP/zhDzUpv7eH0Rwp8Rkl+FasQWHkOLu9WPXyJ5JRcO94+RNsWFipaH+1rGMqCnftAcBtz+2WPF93Hj9fPA/6M0pfQdpxdntxR5i+8s4I+srxRbm4//vT4HT3+q8VWwLl0U4kbJeJQbeJ9l133YWrrroKt956K84//3zMmjULwNC325WVlXpVg1JAb3cHgEFMv2oZRpROVK3cow3v4ZM/P4m+vtQLukPJySjBt2IJCiNHzcisWtUxVUldeweaO4Xn67SReTwPcWCUvoK0oWZfObbAwom1TtgujU+3ifb3v/99VFdX4+jRo5g2bZr/9fPPPx81NTV6VYNSSN7IEpxUMkG18lxHv1CtLCLSHiOzJhaeL6L4YNsj0oauYTpHjx6N0aNHB732//7f/9OzCkRECcHZ7UVLpxcuTy+slizYc5P3k2vRvkZ7LIwWmTWVzmkkfMdFFHWckXSV47VGUsJdF0brK2kI23HiYz4MIiKDOdLuxrLNu4Me5ZtbZse6BRVJ90ieaF9jORZGisyaSuc0EoHH5ZZvl2GOw45tjaHnaw4j6SrGa42kyF0X9jwT5pTZJR8fZ9uLD7bj5KBbHm0iIhJzdntDBldg6HdyyzfvhrM7eYLxifb1mMsT07HwRWadW2YPel3vyKypdE4jMfy4pKUBN5x7GqocRUHrVTmKcMM5DvT0DcSjmgmF1xpJEV0X3d5+3HAO255RsB0nD36jTURkIGoGpTE60b62dcV+LIwQmTWVzmkkhh+XqWNtuO6ZD1FbXYraqlL09A0gOzMd9Yfbcd0zO/DST2ZjJAOhyeK1RlJE10W7u5dtz0DYjpMHJ9pERAaSSkFpRPvq8shH+Fd6LOIdmTWVzmkkhh+Xnr4BdHv7g/L4Bq/PjA8ivNZIipLrgm3PONiOkwcfHSciMpBUCkoj2lerWf6z4EQ5Fql0TiMx/LiIgqGJrgfitUbSYr0u2Pb0xXacPNhyiIg0EG20UCMF8FKD3HGw55kwb9JITBhjRWVxAXr6BmDOysDOpjbsO+pCYa46x0LJuTjS7obT3QuXuxc2SxaslizVAs4k2zlVy/DjUn+4HedNHIHJY22oLC5A38Agxtos6Onrh8vdi/T0NBxzedDV0wenO/hcGjU6r9714rVGUkTXhc2ShX+aOgoLzijGSGs2Oj39yDdn4pjLg80fHUZh7tB1c8zlQVuXFy5PH6yWTBTmmELy2ovWMWpbjZSW+8F2nDw40SYiUlks0UJ9AbyWb94dNMjqHcBLDaLjYMsx4c6LJmPFloagRxarHUVYU1OOUVYz7p0/Fau2NKCusTVo+b3zpyo6FkrOxaHWLqzc0oDtw7axuqYc44tyYzoGQHKdUzXZckxB5/f5vzfhjz86C/e8+ik21h3Eowsrse5/9oScl0VVpbj5uXp0e/sxb9JI3HnRZKx6+RPDReeNR9RgXmskRXRdjCmwYNkFk8L2g6OsZjS1dmGFxPI1NeUoOd5PitZJlkjaWu8H23Hy4ESbiEhFomihGxZWJkQAr1gpOQ4AsOrlT4JuygCgrrEVd7z8CdYtqMAvX/kU00sKsXhYgJ57XvkUay6rCPk2JdI6dHn7Q24ufXVYtaUB939/mio3TslwTtV2zOUJOr9jCyy479VPsb2xFTee58Cm7Qclz8sggNrqUjy2tRETxlhDbuyByNqbFtToB6LFa42kyF0XR9rdsv3gugUVku2srrEVK7c04IErpgOA7Dr3f39a3NqEmvRq22zHyYETbSIiFakVLTTeAbxipeQ4AJBdx+nuxda9X2Pr3q8l12nr8spOtJXUwds/EHJj6FPX2Aqnu1e1b1oS/Zyqra3LG3R+//unc7Dt+LmoLC4IG5hpe2MraqtKhevFMzpvvKMG81ojKeGuC6e7V7Yf7PD0yS5v6xrqz0V9aTJE0tazbbMdJz5OtImIVMRooUOUHIdBQRmiYyWKhKukDqL8sKlyvuJh+PnrcJ841qLz4ltu1PPHfoASicstuF4Fy5VEJRdd84nSJti2KRIJN9H+xS9+gV/+8pdBr02YMAF79+6NU42ISE96BFKJZRuJFC1UjWMZrgyrOQs5pgzUVpeGBDrbWHdQ0XHwPSq3fkFFSICeZZt3+yPhytVBVH52v/xEzUjnK9H5zlNnTy8KckywWjLx5DVnYIx1KODZ4CCwcdGZ2NnUhpysDNmyfBHKRZHK43X+Iu0Hwl3DyRI4iozNahH014LlSqKSi9qib7kRrnm5gG6JNMZT/CXcRBsApkyZgjfeeMP/d2ZmQu4GEUVIj0AqsW4jUaKFqnEs5cqw55mwcdGZ2LB1f9CjvVWOImxcdKb/OMwps0s+hjenzI5CSxae//FZuPvPn4YE13n+x2fBZs4S1kF0Lrq8/ah2FAUFWwvcjs3CmyY1+M7TR4fa8OjCStz/2j7UN7VLBjyrchRh3qRR+PbEkXhjb3NIWXPK7Ghs7gQwFKk83PmLZ3uLpB8Idw3fN38q7nn1M7yxpzno9UQLHEXGV2DJwlPXzsRjbzWG9NdPXTsTNnOm7PKTck0YBDDHYce2Ron+3DEU2VzUJowQLE0U0C1RxngyhoTMo52ZmYnRo0f7/9nt9nhXiYg0JgpA4uz2GmIbvmihc8uC+yUjRQtVYz9FZXj6BvD41saQ3+xtb2zF428N3aj19A3ghnNOQ5WjKGidKkcRbjjHgf7BwZBJNjD0e79f/PlT9A4MytYBgPBcjC2wYHVNOaqH1cEXbZcTmtgFXiu11aX+IGeB/w+0vbEVv35tL372ndPDXhu+1/cddWFNTbnh2pvSfkCuHa3c0oCJY6whr6vV3xH5DAwO4jdvSffXv3n7AAYB2eXZmekwZ6ZjybkOyTa75DwHck0Zsm0CgOZjvMgxl0c2oNsxlychxngyjoT8Knj//v0YO3YszGYzZs2ahbVr16KkpERy3Z6eHvT09Pj/drlcelWTiAQiaZ96BCBRaxtGjxaqxn6Kymjr8kp+swEMBUBr6fSit38A1z3zIWqrS1E7LKr4dc/swOafzI45uM5pI/OE52J8US7u//40ON29/nVsKubRTlRqjZ+B10pg8DK5QGbbGltx1NWDypLCsNfGm0vP9p9LI7Y3Jf2AXDuqa2zF4uNB3wIlUuAo0o6a97cuT58/EOFw2/a3CJf7glvWPrNDsj+vfXoHXrmxWrY/PtDcGfdgaW1dXmHQt1FWs+HHeDKOhJtof+tb38LTTz+NCRMm4OjRo/jlL3+JOXPm4JNPPkF+fn7I+mvXrg35TTcRGUMk7VOPACRqbsPI0ULV2E9RGaLgOB2eXnj7B9Ht7Q872RIG6FG4H0rOxdgCS8pPrIdTa/wMvFYCg5eJApl5esNfGx2eXvy/0hPfnBm1vYnqJWpH4Y4RAy6Rmve3sQZD8wW3lOvPRf2xEYKMiQNsnlhu1D6HjCXhHh2/4IILcPnll6OiogLf/e538d///d9ob2/Hn/70J8n1V6xYAafT6f93+PBhnWtMROFE0j71CECSKkFO1NhPURmi4Dj55izhOlbB76OVBteh6Kg1fgZeK4HBy0SBzOSWJ8u5FbWjcMcgWfafoqfm/a2wr1XQF8c6rhhh/BWOSQqCvhEFSvgrpqCgAKeffjoaG6U/QcvOzkZ2drbOtSIiJSJpn3oEIFG6DSVRUY0QOTWcSI5luOirojIKc8Xb8PQNyAYis5ozhYHK5k0aiQljrCGRcPcddTEoTYzUGj8Dr5X6w+2ochRhe2Nr0P+Hm1NmR7OrR6K05ApSJ9eOqh1FqD/cHvJ6PAIuGbk/S1XRtM9w/Xm+oK/NN2cqGjNiGaONEGSsMNckexwKc5Pvmmfb1lbCfaM9XGdnJw4cOIAxY8bEuypEpCE9ApAo2caRdjdufK4e5z/4N9T85l2c/8DfcNNz9TjS7vavr2SdeLLlmHDf/KmSAcDumz/VfyybWruw9E+78L1HtuGK376H7z28DT/70y40tXYJj9Uoq1l4LEdZzVgTJhDZmppyjCvMkV0+tsCCOy+ajPqmNlz3zIe44Y87Ufv0DuxqasOdF03mzYJBBF4rG+sOYnFV6VD0+YD/B6p2FOHOiyZjbIFZclkyBamTa4ura8qx72jw727jEXDJ6P0ZKSPXn59cmCMbFPLkwhxhfx7rGG2EIGOjrGbZ4+BL8ZUs2La1lzY4ODgY70pE4rbbbsPFF1+M8ePH48iRI7j77ruxa9cufPbZZxgxYoTw/S6XCzabDU6nE1arVbi+Fnbu3IkzzjgD81ZtwkklE1Qr94sPXsMHG3+J6lsex7hJlSw3QcoFgG+a9uH11Yvx0UcfYcaMGaqWnUiUtE/fp69aBiAJtw1ntxc3PlcvGbBlbpkdGxYOXReideI9AXR2e/GzFz7GxIBvgn1Ba/YddeHXl0+Dp28AS/+0S/LbxmpHER64YjpGWc3C86HkfAV9y2LORGGuKeiGJtxyJecj3sc6mcQ6fvquha6eXtgsJnj6+nG03YOT8kzw9g3g684emDKGrsPPjjgxrbgAvf2DqCwuAACMK7TAak6uIHVybfGLrztx58VT0Onpi1vAJbaxxCHXPo+5PLL9+foFFVj9l8+w4IxijLRmo9PTjzxzBppdPdj80WHcfclURf09EPsYrccYL7ftlVsacNmMk0OOw5adX2J1TXnSXO9s2/pIuEfHv/zySyxcuBCtra0YMWIEqqur8f777yuaZEeqqakJLS3SERBjsWfPHtXLJEoVegQgCbcNJdG6AcQ9cqpIS6cXb+xpDsrPO3x5b/+AouirovOh5HyNspplvykIt1yPSPSknuHXwt6jLix6ekfY9a/+1nhc98yH/r//56dzkmqSDYjb4q3zJuC0kXk61+oEtrHkIIqm7fL04b8/OYb//uSY5Do3n3+6ov4eiH2MjmeQsZZOL/7S8BX+0vCV5PJb501ImuudbVsfCTfRfv7553XZTlNTEyZOnAS3u1uzbfT2MA8mUSJREhVV9IiQEaIFK9kPb7/8noiis+rBCFFqKXqia2h4xG0jXHNqM/o1bPT6kTLCLBCCqOLJ2PakpNL1nkr7Gk8JN9HWS0tLC9zubnyr9m5Yx5yiatlHG97DJ39+En19qdFxESULNaKiGiFasPX443jrF1T4H4/LN2fimMuDZZt3I9+chd5++dRLakZfDRegR8QIUWopelZzJnJMGaitLg0JZrex7mBIxG3fNSp1bSRqQB+jX8NGrx8pI8wCIQgu6Ht/orYzpVLpek+lfY0nTrQFrGNOUfV31ADgOvqFquURkT6URkWNd+RUEXueCc//eBbu/vMnQY8TVjuK8PyPZ/kjgs9x2LGtMXQ/5jjsqkVfbWrtwootDSH1WFNTjpKiXOF+GP1YU3gn5Zqw8dozseGt/UG5d6scRXjq2pn4+xffBL32l4aj2NXUFnJtHGl3Y9nm3UGPQc4ts2PdggrDP2pu9GvY6PUjZQpzTbL9udWciTlldslHieeU2XFSrimh25lSqXS9p9K+xlPCRx0nItKLkqioRoicKuLpGwiZZANDv9X7xZ8/gadvAObMdCw51xES9bnKUYQl5zlgFuRAVuKYyxMyyfbVY+WWBhxzeWTfnwjHmsIbBPD4W/tDzv/2xlb85q0D8IVqrXIUYXFVKTbWHQy5Npzd3pCbf2DoN4bLN++Gs9vYP9Ey+jVs9PqRMqL+PB3ADeecJrn8hnMc6O0fSOh2plQqXe+ptK/xxG+0iYgiMLbAgg0LK2WjoipZJ55EgXHaurzIykhH7TM7UFtditqq0qBoyLVP78ArN1bHvD9K6iF6hNzox5rCa+vyYluY87+tsQU//94ElI+zof5wO25+rh7d3n4AwddGMgT0Mfo1bPT6kVhLp1e2P9/8k9m47pkPJZdf98zQ8kRvZ0ql0vWeSvsaL5xoExFFSI/Iq1oSBbZxefqQlZGGbm9/0CO9gdQIlKKkHkoY+VhTeKLz+2WbGzf8cafse5MloI/Rr2Gj14/kuTy9sv25yy1eLidR2plSqXS9p9K+xgMn2kREKUYUGMdqzkRWhvyj4WoESlFSD0peovM7PBia1HsZ0IdITNROrKJgaILlbGdE0vgbbSKiFFOYa0L1sN/i+VQ7ilCYa/IHSpESGCjlmMuDvUdd+PvBb7D3K5fwd9WR1oOSk7Pbi1xTRtjzP8dRhOYw11LgtaH0OiVKZaJ2YjVnyvbFVnMm2xlRFDjRJiJKMaOsZqypKQ+5sfJF+x5lNSsKlNLU2oWlf9qF7z2yDVf89j187+Ft+NmfdqGptUu1elDyOdLuxo3P1aPmiXdx50VTJM//6ppyVDnsYZf5rg0G9CESE7WTcYU5WB2mL15dU45xhTlsZ0RR4HN5REQpqKQoFw9cMf1E/mpzJgpzg/NXywVKEUUMf+CK6YomykrqQcljeJTwq3//PtYvqMCyCyaiq6cfBZYsFOaaYM5Mx89e+BjTSwqxeFhwpvte/Qy/vnya/+aeAX2IxET9+T2vfCrZ3u555VOsuayC7YwoCpxoExGlqFFWs3BCGy5QihoRwyOpByWH4VHCWzq9uO6ZD/1/v7n0bIyymnGguRNv7GnGG3uaw5YTeF0yoA+RmFx//uber/Hm3q8l3+frz9nOiCLDR8eJiChiakUMp9SiNEp4skQTJ0oE7M+JtMFvtImIKCxntxctnV64PL2wWrJgzx36RsNqzkSOKQO11aWoLC5AT98AzFkZ2NnUho11ByOKGB5uG3q9n9QjOhfDox/b80xYv6ACI63Z6PT0w5yVgSPtbuRkZ8huh1GOidSjtD9nX0sUGU60iZJcU1MTWlpaxCtGyG63o6SkRPVyyTiOtLuDfk8LDAW/WbegAiflmvDUtTPx2FuNQblXqxxFeOramThJYcRwuW2MLbBo/n5Sj5Jz4Yt+/M7+FtjzTPjjj87CPa9+GvQzhGpHEe65dCrOmzgCWyUeZWWUYyJ1nZRrwsZFZ2LD1v0h/fnGRWfipFwT+1qiKHCiTZTEmpqaMHHiJLjd3aqXbbHkYO/ePZxsJ6nhQat83tnfguWbd+NXl0/Db95qDPmd9vbGVqSnpeGxhZUxb2PDwkrZb0tifT+pR+m58EU/Xr55N66dfUrIJBsY+o3/Xf/1Ce6+eAp6+gaCljPKMZH6+gYG8fjW/dL9OdKwbkE5lr/UwL6WKEKcaBMlsZaWFrjd3fhW7d2wjjlFtXJdR7/ABxt/iZaWFk60k9TwoFWB3tnfgrYuL7aFCYa2bX9LSLCqaLYhKiPW95N6IjkXvujFR5we2YB6PX0DqCwpRO3xKMin2nMxxmbmOSVSmdPdG74/b2yBy9PHvpYoCpxoE6UA65hTcFLJhHhXgxKIKBiVKDiOkmBVsQa8YsAs44j0XNhyTNh3rFPwnr6gx1hfvmE2b+aJNOByx9aXsq8lksao40REFGJ40KrQ5fKf0yoJViXahqiMWN9P6onmXIiuoTxzcEA0nk8ibVgtsfWlbJtE0viNNpGB7Nmzx9DlpQpGVg0OWjXc3DI7CnPllysJViXahqiMWN9P6on0XDi7vTBnpWOOw45tjaHvqXYUodnVI1sGEanDZslCtaMIdRKPj1c7imA1Z2LepJGYMMYaEpV831EX2yZRGJxoExmA29kKIA0//OEPNSm/t8erSbnJiJFVhwQGrXpn2LFYv6ACo6xm2eVKPpgQbUNURqzvJ/VEci58beyjQ214dGElBjAYEnX8roun4KrfvR+2DCJSz9gCC1bXlGPVloagyXa1owira8oxrjAHd140GSu2NAT9nKPaUYQ1NeVsm0RhcKJNZAC93R0ABjH9qmUYUTpRtXKPNryHT/78JPr65H9PS0MYxTqYL2hVS6cXHZ5e5JuzYM8zhQS1CrdcjW1o/X5Sj5JzMbyN3fxcPWqrS1FbVQoAGFdogdWchZ7efvz+mpk8n0Q6GV+Ui/u/Pw1Od6+//dosWRhbYIGz24tVL38imSHgjpc/SbmxkUgpTrSJDCRvZImqQctcR79QraxUwCjWoXwpmaJdrsY2tH4/qUd0Loa3sW5vf9A3ZG8uPTulnhwhMpKxBRbJ9sexkSg6DIZGRHQco1gTaYttjCjxsN0SRYffaBMRHZdsUaxFQd3UCPrGwHEUCas5CzmmDNRWl4YEVdpYdxBmUwac3fx2jCgejrS74XT3wuXuhc2SBevxR8eTbWwk0gsn2kRExyVTFGtRUDc1gr4xcBxFyp5nwsZFZ2LD1v1Bj4xXOYqw8doz8eaeY/jgH9/wGiLS2aHWLqzc0hASmHB1TXlSjY1EeuKj40REx/kiJ88tswe9nmhRj0VB3Y65PLLLnd3iKPWibSgpg1KPp28Aj2/dHxJUaXtjKx5/qxGTx1h5DRHp7Ei7O2SSDQwFO1u1pQFd3v6kGBuJ9MZvtImIAiRDFGtR4Jq2rtgD2zA4DkWjrcuLbRK5egFgW2MLbr9gKBgkryEi/TjdvSGTbJ+6xlY43b2YNMaa8GMjkd440SYiGibRo1iLAte4PPLp3pQEtmFwHIqG6Nrr9PT7/89riEgfLrey/jzRx0YivfHRcSKiJCMKXGM1y3/GqiSwDYPjUDRE116eOcP/f15DRPqwWtifE2mBE20ioiTjC1wjZW6ZHYW58suVBLYRbYPBccjZ7cWB5k7UN7XhwNedcHZ7UZhrQrWjSHL9akcRml09AHgNEWlBqk0CgM2SJdsubYKJOBFJ40SbiCjJiIK6jbKacd/8qSE3VtWOItw3f6qiRwOTJXAcaeNIuxs3PleP8x/8G2p+8y7Of+BvuOm5egwODGJNTbnktXfXxVOwbPNuXkNEGgjXJo+0uzG2wILVYdrl6ppyZgAgihJ/o01ElITkgro5u72459XPML2kEIurStHTN4DszHTUH27Hva9+hl9fPk3RJCcZAseR+uQi0t++eTc2LKzEA1dMR1uXFy5PH6zmTOSaMuB0e/GfP57Fa4hIZaIsERsWVmJ8US7u//40ON29/v7cdjyPNhFFhxNtIqIkFS5wTUunF2/sacYbe5ol3xdJtGcGx6HhlESkP21kHkZZzUHLipGrR/WIUo7SLBFjCyycWBOpiI+OExGlGEYMJy3x+iIyFrZJovjgRJuIKMUwYjhpidcXkbGwTRLFByfaREQphhHDSUu8voiMhW2SKD440SYiSjGMGE5a4vVFZCxsk0TxwWBoREQpiBHDSUu8voiMhW2SSH+caBMRpShGDCct8foiMha2SSJ98dFxIiIiIiIiIhVxok1ERERERESkIk60iYiIiIiIiFSUcr/RHhwcBAC4XC7Z9To7OwEAzi//gYG+flXr0Nn8f0N1+OoLZGdns9wUL1fLsrUqt+OrQ0Pld3YK2xIA5OfnIy0tTbie0vZJROph+yQyJqVtE2D7JNKbkvaZNuhrmSniyy+/RHFxcbyrQZRSnE4nrFarcD22TyL9sX0SGZPStgmwfRLpTUn7TLmJ9sDAAI4cORLRp4RG43K5UFxcjMOHDyvugBNJMu9fqu6b0vamtH0m83HUG4+lehL1WKrdPo0iUc+HFngsgiXK8YikrQ0MDGDfvn2YPHmy4fcrESTKNZIokvF4KmmfKffoeHp6Ok4++eR4V0MVVqs1aS5WKcm8f9w3aZG2z2Q+jnrjsVRPsh7LRB0/k/V8RIPHIlgyHY/09HSMGzcOQHLtV7zxWKor1Y4ng6ERERERERERqYgTbSIiIiIiIiIVcaKdgLKzs3H33XerHvnaKJJ5/7hvibetZMdjqR4eS2Ph+TiBxyJYsh6PZN2veOCxVFeqHs+UC4ZGREREREREpCV+o01ERERERESkIk60iYiIiIiIiFTEiTYRERERERGRijjRJiIiIiIiIlIRJ9pEREREREREKuJEm4iIiIiIiEhFhppor1u3DmlpabjlllvCrvP0008jLS0t6J/ZbNavkkREREREREQyMuNdAZ8dO3bgt7/9LSoqKoTrWq1W7Nu3z/93Wlqa4u0MDg6io6MD+fn5Eb2PiLTH9klkXGyfRMbF9klkPIb4RruzsxNXX301fve736GwsFC4flpaGkaPHu3/N2rUKMXb6ujogM1mQ0dHRyxVJiINsH0SGRfbJ5FxsX0SGY8hJtpLlizBhRdeiG9/+9uK1u/s7MT48eNRXFyMSy+9FJ9++mnYdXt6euByuYL+EZExsH0SGRfbJ5FxsX0SGV/cJ9rPP/88du7cibVr1ypaf8KECdi4cSP+67/+C3/4wx8wMDCA2bNn48svv5Rcf+3atbDZbP5/xcXFalafiGLA9klkXGyfRMbF9klkfGmDg4OD8dr44cOHMXPmTLz++uv+32afc845mD59Oh5++GFFZfT29mLSpElYuHAh7r333pDlPT096Onp8f/tcrlQXFwMp9MJq9Wqyn4QUXTYPomMi+2TyLjYPomML67B0D766CM0NzdjxowZ/tf6+/vxzjvv4LHHHkNPTw8yMjJky8jKykJlZSUaGxsll2dnZyM7O1vVehOROtg+iYyL7ZPIuNg+iYwvrhPt888/Hw0NDUGvLV68GBMnTsSyZcuEk2xgaGLe0NCAf/qnf9KqmkRERERERESKxXWinZ+fj6lTpwa9lpubi6KiIv/r11xzDcaNG+f/Dfc999yDs846Cw6HA+3t7fjVr36FQ4cO4Uc/+pHu9adgzm4vWjq9cHl6YbVkwZ5rgi3HFO9qERFRAuFYQpS42H6JTjBMHu1wmpqakJ5+ImZbW1sbrr/+enz11VcoLCzEGWecgXfffReTJ0+OYy3pSLsbyzbvxrb9Lf7X5pbZsW5BBcYWWOJYMyIiShQcS4gSF9svUbC4BkOLB5fLBZvNxmARKnJ2e3Hjc/VBHavP3DI7Niys5KeZpAjbJ5Fxad0+OZYQRS/e4yfbL1GouKf3osTX0umV7FgB4J39LWjp9OpcIyIiSjQcS4gSF9svUShOtClmLk+v7PIOwXIiIiKOJUSJi+2XKBQn2hQzqzlLdnm+YDkRERHHEqLExfZLFIoTbYqZPc+EuWV2yWVzy+yw5/E3OUREJI9jCVHiYvslCsWJNsXMlmPCugUVIR3s3DI71i+oYPALIiIS4lhClLjYfolCMeo4qcaXO7HD04t8cxbsecydSJFh+yQyLr3aJ8cSosgZZfxk+yU6wfB5tClx2HLYmRIRUWw4lhAlLrZfohP46DgRERERERGRijjRJiIiIiIiIlIRJ9pEREREREREKuJEm4iIiIiIiEhFnGgTERERERERqYgTbSIiIiIiIiIVcaJNREREREREpCLm0SZZzm4vWjq9cHl6YbVkwZ7L/IhERKQejjNExsC2SKQuTrQprCPtbizbvBvb9rf4X5tbZse6BRUYW2CJY82IiCgZcJwhMga2RSL18dFxkuTs9oZ0uADwzv4WLN+8G85ub5xqRkREyYDjDJExsC0SaYMTbZLU0ukN6XB93tnfgpZOdrpERBQ9jjNExsC2SKQNTrRJksvTK7u8Q7CciIhIDscZImNgWyTSBifaJMlqzpJdni9YTkREJIfjDJExsC0SaYMTbZJkzzNhbpldctncMjvseYxCSURE0eM4Q2QMbItE2uBEmyTZckxYt6AipOOdW2bH+gUVTPdAREQx4ThDZAxsi0TaSBscHByMdyX05HK5YLPZ4HQ6YbVa410dTamRD9FXRoenF/nmLNjzmFORtJNK7ZMo0WjVPoePM3nmTHT19MHpZi5fIqWUtE/RfSHv+YjUxTzaSUqtfIi2HHayRESkncBx5ki7G7e98DFz+RKpTMl9Ie/5iNTFR8eTEPMhEhFRouHYRaQNti2i+OBEOwkxHyIRESUajl1E2mDbIooPTrSTEPMhEhFRouHYRaQNti2i+OBEOwkxHyIRESUajl1E2mDbIooPTrSTEPMhEhFRouHYRaQNti2i+OBEOwkxHyIRESUajl1E2mDbIooPQ+XRXrduHVasWIGf/vSnePjhh8Ou98ILL+DOO+/EF198gbKyMqxfvx7/9E//pGgbqZSn1yj5ENXI502pIZXaJ1GiibV9Kh0LjDJ2ESWSSPJoh2tbvF8jUpdh8mjv2LEDv/3tb1FRUSG73rvvvouFCxdi7dq1uOiii/Dss89i/vz52LlzJ6ZOnapTbRODEfIhqpXPm4iIElckY4ERxi6iZCTXtni/RqQ+Qzw63tnZiauvvhq/+93vUFhYKLvuI488gu9973v4+c9/jkmTJuHee+/FjBkz8Nhjj+lUW1KKeRuJiIhjAZGxsY0SacMQE+0lS5bgwgsvxLe//W3huu+9917Iet/97nfx3nvvSa7f09MDl8sV9I/0wbyNJML2SWRcarVPjgVE6lNz/GQbJdJG3B8df/7557Fz507s2LFD0fpfffUVRo0aFfTaqFGj8NVXX0muv3btWvzyl7+MuZ4UOeZtJBG2T30dPnwYra2tUb23qKgIxcXFKteIjEyt9smxgEh9ao6fbKNE2ojrRPvw4cP46U9/itdffx1ms1mTbaxYsQJLly71/+1yuXizqBPmbSQRtk/9HD58GBMmToK7uyuq91tycrFv7x6enxSiVvvkWECkPjXHT7ZRIm3EdaL90Ucfobm5GTNmzPC/1t/fj3feeQePPfYYenp6kJGREfSe0aNH49ixY0GvHTt2DKNHj5bcRnZ2NrKzs9WvPAn58ja+I/E4EvM2EsD2qafW1la4u7sw60f3IH90SUTv7fiqCe/9/i60trZyop1C1GqfHAuI1Kfm+Mk2SqSNuE60zz//fDQ0NAS9tnjxYkycOBHLli0LmWQDwKxZs/Dmm2/illtu8b/2+uuvY9asWVpXlyLky9u4fPPuoM6beRuJ4id/dAkKi0+PdzUohXAsIDI2tlEibcR1op2fnx+Skis3NxdFRUX+16+55hqMGzcOa9euBQD89Kc/xdlnn40HHngAF154IZ5//nl8+OGHePLJJ3WvP4mNLbBgw8JK5kQlIkphHAuIjI1tlEh9cQ+GJtLU1IT09BPB0WfPno1nn30Wd9xxB1auXImysjK8/PLLzKEdo2MuD9q6vHB5+mC1ZKIwx4RRVnV+N8+cqEREFDgWOLu9aOn04h8tXbBasmDPVTZO+N7n8vRG9D4iElPjfk3L+0miRGO4ifbbb78t+zcAXH755bj88sv1qVAKaGrtwootDdjeeCIacbWjCGtqylFSlBvHmhERUbI50u4Oydk7t8yOdQsqMLbAovr7iEgfvJ8kCmaIPNoUP8dcnpBOEQDqGluxcksDjrk8caoZERElG2e3N2SyDAzl6l2+eTec3dL5eqN9HxHpg/eTRKE40U5xbV3ekE7Rp66xFW1dvHkhIiJ1tHR6QybLPu/sb0FLp/SYE+37iEgfvJ8kCsWJdopzefpiWk5ERKSUy9Mru7wjzPJo30dE+uD9JFEoTrRTnNUs/zN90XIiIiKlrOYs2eX5YZZH+z4i0gfvJ4lCcaKd4gpzTah2FEkuq3YUoTCX0VyJiEgd9jwT5pbZJZfNLbPDnic95kT7PiLSB+8niUJxop3iRlnNWFNTHtI5+qJEMiUDERGpxZZjwroFFSGT5rlldqxfUBE2tVC07yMiffB+kigUn+NIEkfa3XC6e+Fy98JmyYLVkqU43UlJUS4euGL6ibyH5kwU5kae95D5TRNXJOeO55mIYjG2wIINCyvR0ulFh6cX+eYs2PNCc2x39vSiIMcEb98AOnv6YLVkYd2CCnR4euF0B+foZb9EWkqVMVJUd1GO7JKiXNz//WlR349Scoq1TSRym+JEOwkcau3CSom8hatryjFeYd7CUVZzTJ82Mr9p4ork3PE8E5EabDnSN0q+PuajQ214dGEl7n9tX8jYtqiqFDc/V49ubz/mTRqJOy+ajFUvf8J+iTSRKmOkqO5KcmQn8v6TNmK9JhL9muKj4wnuSLs7ZJINDKVSWLWlAUfa3ZrXgflNE1ck547nmYi0FNjH1FaXYtP2g5Jj26btB1FbXQoAmDDGihVbGtgvkSZSZYwU1f1Iu1uYIzuR95+0Ees1kQzXFCfaCc7p7pXNW+h0a5/yhPlNE1ck547nmYi0FNjHVBYXhB3btje2orK4QLge+yWKVaqMkaK6i+4127q8Cb3/pI1Yr4lkuKb46HiCcwkm0nrkFmV+08QVybnjeSYiLQX2MT19A7Lr+paL1mO/RLFIlTEy1rq7PH3IykiLqQxKPrFfV4nbpnw40U5wVkv8c4syv2niiuTc8TwTkZYC+5jsTPkH7nzLReuxX6JYpMoYGWvdreZMZGWwLVKw2K+rxG1TPnx0PMHZLFmyeQttgom4GpjfNHFFcu54nolIS4F9TP3hdlSFGduqHEWoP9zuXy/cGMh+iWKVKmOkqO6ie83CXFNC7z9pI9ZrIhmuKU60E9zYAgtWh8lbuLqmXJeIfMxvmrgiOXc8z0SkpcA+ZmPdQSyuKg2ZbFc7irC4qhQb6w4CAPYddWFNTTn7JdJEqoyRorqPLbAIc2Qn8v6TNmK9JpLhmkobHBwcjHcl9ORyuWCz2eB0OmG1WuNdHdX8X1s3XJ4+f05SqzkT4wpzJNeVykcHIOYcdb5ypfKikrFFcu60PM/J2j6NYNeuXaisrMR37ngahcWnR/TetsOf43/vW4T6+npMnz5dmwqS4enVPv3jmbsXtpwsmDLS0eHpRW52FvLMmejq6YPLHdz/cPwhLRlljJSjRvs80u6WzYEdlEfbnInCXFNIalhRrm1KPbG2iUTu3/kb7SRwpN2N5S81RJ3jcU6ZHUvOdaD26R3o9vbLvl9OuLyoZHyRnDueZyLSyqHWrpCUlb4ntMYfz9Urhf0SaSkVxkglebJHWc2yk+ZEz3lM2oi1TSRqmwL46HjCUyPH47b9Ldiwdb8/L2m49xMREWnlSLs7ZJINDKUPWrWlAUfa3XGqGVFyO+byCPNkiyRDzmMitXGineDUyvEYmJc03PuJiIi0IsrV6xSksySi6LR1eYV5skWSIecxkdo40U5wauZ4lMpHmgg56oiIKPG5BBNpjkdE2nB5+mJaPrQO2y/RcJxoJzg1czxK5SNNhBx1RESU+KyCdJQcj4i0YTXLh2wSLR9ah+2XaDhOtBOcWjkeA/OShns/ERGRVkS5em2CiTgRRacw1yTMky2SDDmPidQW9UR7YGAAn3/+Oerq6vDOO+8E/SP9qJHjcU6ZHTedV+bPSxru/URERFoZW2DB6jC5elfXlDNqMZFGRlnNwjzZIsmQ85hIbVGl93r//fdx1VVX4dChQxiehjstLQ39/f2qVI6UGVtgwYaFlYpyzIVbFwBeubE6IXPUERFRchhflIv7vz8NTnevfzyyDcvlS0TqKynKxQNXTBfmyZYTyf0oUSqIaqL9r//6r5g5cyb+8pe/YMyYMUhLS1O7XgnPl1zd5emF1ZIFe27kHY1UGQAky1UjxyM7QuNQ4/ohItJbNH3XMZfnxM29JROFOSZMGmPVqcaUylJtrI1of6O8tU/knMeUurTqC6KaaO/fvx8vvvgiHA5HzBVIRkfa3SG5BOeW2bFuQYXiT+WlyphTZseScx2ofXoHur39UZVLxqfG9UNEpLdo+q6m1q6Q/L2+x1VLinI1rzOlrlQba0X7y7ZIqUrLviCq32h/61vfQmNjY0wbTlbObm/IyQKGcggu37wbzm5xHsFwZWzb34INW/ejtro0qnLJ+NS4foiI9BZN33XM5Qm5sQeG8vau3NKAYy6PpnWm1JVqY61of4+0u9kWKSVp3Rco/kZ79+7d/v/fdNNN+NnPfoavvvoK5eXlyMoKjgRaUVERU6USWUunN+Rk+byzvwUtnV7howhyZWxvbEVtVWnQa0rLJeNT4/ohItJbNH1XW5c35Mbep66xFW1d3oh+H0qkVKqNtaL9dbp72RYpJWndFyieaE+fPh1paWlBwc9qa2v9//ctS/VgaC5Pr+zyDsFyJWX09A1EVS4ZnxrXDxGR3qLpu1yePkGZ8suJopVqY22s+8u2SMlK675A8UT74MGD4pUIVrN8ns98wXIlZWRnhj7xr6RcMj41rh8iIr1F03dZzfK3IKLlRNFKtbE21v1lW6RkpXVfoPg32uPHj/f/O3ToEMaNGxf02vjx4zFu3DgcOnQopgolOnueKSSHoM/cMrs/lVa0ZVQ5ilB/uD2qcsn41Lh+iIj0Fk3fVZhrCsnb61PtKEJhLvs70kaqjbWi/bVZstgWKSVp3RdEFQzt3HPPxTfffBPyutPpxLnnnqu4nCeeeAIVFRWwWq2wWq2YNWsW/vrXv4Zd/+mnn0ZaWlrQP7PZWL8ZseWYsG5BRchJm1tmx/oFFYqe8w9XxpwyO246rwwb6048XRBJuWR8alw/RER6i6bvGmU1Y01NecgNvi/SMX8TSlpJtbFWtL9jCyxsi5SStO4LonoWxPdb7OFaW1uRm6s8BcDJJ5+MdevWoaysDIODg3jmmWdw6aWXor6+HlOmTJF8j9Vqxb59+/x/GzGH99gCCzYsrERLpxcdnl7km7Ngz4ssH1u4Mrq8/dj8k9lwuXths2TBasnCmAJLSB7Sk3JMyM5M1ySXd7INQEajxvVDRKS3SPquwDHrzosmw5SRjtauHuRmZyHfnAlv3wA+PtyGghwTvH0D6Ozp4xhEqkq1sVa0vyVFuVi3oAIdnj643EP3fPnmTJxcmOMvQyrnvdqTcN53kt607AsimmhfdtllAIYmt4sWLUJ2drZ/WX9/P3bv3o3Zs2crLu/iiy8O+nv16tV44okn8P7774edaKelpWH06NGRVDsubDmxn6DhZYTLcbi6phzr/roHf/3kGAAgx5SBp66did+81YhtAeuqkcs7mXNMGoka1w8Rkd6U9F3hxrK7Lp6Cr9o9uO8vn6G+qR2PLqzE/a/tC1qPYxCpKdXGWrn9PdTahZVh7jHHF+Xqkmeb950UL1r1BRE9Om6z2WCz2TA4OIj8/Hz/3zabDaNHj8aPf/xj/OEPf4iqIv39/Xj++efR1dWFWbNmhV2vs7MT48ePR3FxMS699FJ8+umnUW0v0cjlG121pQHfP6PY/1ptdSkeGzbJBtTJ5Z2sOSaJiEh7cmPZPa98ClNW2lAay+pSbNp+MGQ9jkFE6jvS7g6ZZAMn7jG/bOvWPM827zspGUX0jfamTZsAAKeccgpuu+22iB4TD6ehoQGzZs2Cx+NBXl4etmzZgsmTJ0uuO2HCBGzcuBEVFRVwOp349a9/jdmzZ+PTTz/FySefLPmenp4e9PT0+P92uVwx1zkeRPlGl10w0f93ZXEBHtvaKLmuGrm8kzHHJMVHsrRPomSkRftUOpapMY4RJTM126coj3aHp0/zPNu876RkFFUwtLvvvluVSTYwNHnetWsXPvjgA/zkJz/Btddei88++0xy3VmzZuGaa67B9OnTcfbZZ+Oll17CiBEj8Nvf/jZs+WvXrg365r24uDjsukYmymHY6TmRu1wqz3YgNXJ5J1uOSYqPZGmfRMlIi/apdCxTYxwjSmZqtk+XW5BHW7RchTzbvO+kZKT4G+3KykrFgcd27typuAImkwkOhwMAcMYZZ2DHjh145JFHZCfPPllZWaisrERjo/Sn3gCwYsUKLF261P+3y+VKyJt5UQ7DPHOG//9SebYDqZHLO9lyTFJ8JEv7JEpGWrRPpWOZGuMYUTJTs31aLYI82qLlKuTZ5n0nJSPF32jPnz8fl156KS699FJ897vfxYEDB5CdnY1zzjkH55xzDsxmMw4cOIDvfve7MVVoYGAg6FEYOf39/WhoaMCYMWPCrpOdne1PH+b7l4hE+UabXSeOWf3hdlSFWVeNXN7JmGOS4iNZ2idRMtKifYrGsq6eoW/G1BjHiJKZmu1TlEc735ypeZ5t3ndSMlI80b777rv9/77++mvcfPPNeO+99/Dggw/iwQcfxLvvvotbbrkFx44dU7zxFStW4J133sEXX3yBhoYGrFixAm+//TauvvpqAMA111yDFStW+Ne/55578L//+7/4xz/+gZ07d+KHP/whDh06hB/96EcR7HJikss3urqmHJs/Oux/bWPdQdx4rgNzNMjlnaw5JomISHtyY9ldF0+Bt3cQ1Y4ibKw7iMVVpSGTbY5BROobW2DBapl7zJMLczTPs837TkpGUT3r8cILL+DDDz8Mef2HP/whZs6ciY0bNyoqp7m5Gddccw2OHj0Km82GiooKvPbaa5g3bx4AoKmpCenpJz4LaGtrw/XXX4+vvvoKhYWFOOOMM/Duu++GDZ4WT5HkAVSal7CkKBfrF1TA5enz53mzmjMxrjAHd1w0BTedf7o/v7bNkoUHLp+GbxTmO5SqQzxyTEZy3KTWBcD8i0REBlZSlIsHrpjuH3PyzZnIMWWgpcOD0QXZ/ly+nZ5e3HfpVHj7B+B0nxjzPL39qG9qC+rjmXtXW/E8vuG2zXOurvGCPNolRbm4//vT4HT3+u8JbZaskLRbseTaTrXc5lpLpTYi2td4HYuoJtoWiwXbt29HWVlZ0Ovbt2+H2az8U62nnnpKdvnbb78d9PdDDz2Ehx56SHH58RJJHsBI8hJKrXv+xBG46+IpuOPlT4K2N6fMjiXnOlD79A50e/tjqoNejTKS4ya1biT7TERE8TPKasYoqzlo/LHnmfDHH52FZZt3h4xHd140BVf//n1MHJ2PRVWluPm5enR7+zFv0kjcedFkrBo2BrLvV088cxuH2/Z986finlc/wxt7mnWvU7IS5dFWch2okWs71XKbayWVcpKL9jWexyKqqOO33HILfvKTn+Dmm2/GH/7wB/zhD3/ATTfdhCVLluDWW29Vu44JJZI8gHL5RIfnJQy37qSxNqzc0hCyvW37W7Bh637UVpeqVgctRXLcwq2rdJ+JiCj+ho8/6xdU4J5XP5Ucj+599VOsX1CBusZWbNp+0N/PTxhjxQqJMZB9vzrimdtYbtsrtzRg4hhryOs859H5sq1bmEdbdB0Y5X6SUisnuWhfj7k8cT0WUU20ly9fjmeeeQYfffQRbr75Ztx8883YuXMnNm3ahOXLl6tdx4SiJA+gjyifaFuXeN3K4oKwZWxvbEVlcYFqddBSJMdNbl0l+0xERPE3fPwZac2WHY9GWrMBBPfzcmMg+/7YRTI267ntOomxXo86JStRnuwOT5/wOjDK/STFt93qTbSvbV3xPRZRx+O/4oorcMUVV6hZl6QQSR5AUd7BwOXh1hXlGpVaHm0dtBTZcZNfV7TPREQUf8PHF18O7XACl/v6eebb1lY8cxtHM9YDPOfREOXJFh3TDk8vvP2D8tvQ6X6SUisnuWhfRded1sci9sR3FCSSPICivIOBy8OtK8o1KrU82jpoKbLjJr+uaJ+JiCj+ho8vvhza4QQu9/XzzLetrXjmNo5mrAd4zqMhypMtOqb55iz09st/6KXX/SSlVk5y0b6Krjutj4XiR8dPOukktLQMffVeWFiIk046Key/VBZJHkBRPtHAvITh1q0/3B62jCpHEeoPt6tWBy1Fctzk1lWyz0REFH/Dx59mV4/seNTs6gEQ3M/LjYHs+2MXz9zGctuulhjr9ahTshLlyc43ZwqvA6PcT1Jq5SQX7WthbnyPheKJ9kMPPYT8/Hz//+X+pbJI8gDK5RMdnpcw3Lp7jjixuqY8ZHtzyuy46bwybKw7qFodtBTJcQu3rtJ9JiKi+Bs+/izbvBt3XjQlbI7tZZt3o9pRhMVVpf5+ft9RF9ZIjIHs+9URz9zGctteU1OOfUddutcpWZ1cmCPMoy26DoxyP0mplZNctK+jrOa4Hou0wcFB+R9VJBmXywWbzQan0wmr1Sp+Q5R8+dqU5AEMyjlozkRhbvicg0fa3XC6e/35sq3HcxhK5S00Z6ZrUgctRXLcpNbt9vajXZDjMRqx5IUk5fRqn6lo165dqKysxHfueBqFxadH9N62w5/jf+9bhPr6ekyfPl2bCpLhadU+g8a1nCzkZWeis2col2++OQu5pgy0dPYgJzsT+ceXOd3BfXEkYwdFTu74ap2fNty2A1+3WrJgzsqAy9MLl1t+nE7W3MJqtM8v27rD5tEGlN2jie4nk/X4G1Gi3LuqcU2Irk3Rcq2OVVQ/mLjmmmtw7rnnYu7cuTjttNNirkQyiiQPoC+fqEg0+SRPG5mnah20FslxG76uGvkbpWhVLhFRqpPLbzpx9InJQomCPL68WddOuLFZj/y04bYd+HpTaxd+/uLHwnE6lXILR+pIuxsrXmqQPTZK7tHk7id5/PWTKMdarXqKrk255Vre50eV3stkMmHt2rUoKytDcXExfvjDH+L3v/899u/fH1NlKDzmk5SnVf5G5oUkItJGJLleUykvbKIwyjlROk4bpb5GpMex4fHXT6IcayPUU+v7/Kgm2r///e/x+eef4/Dhw7j//vuRl5eHBx54ABMnTsTJJ58cU4VIGvNJytMqfyPzQhIRaSOSXK+plBc2URjlnCgdp41SXyPS49jw+OsnUY61Eeqp9X1+VBNtn8LCQhQVFaGwsBAFBQXIzMzEiBEjYqoQSWM+SXla5QM3Sp5xIqJkE0mu11TKC5sojHJOlI7TRqmvEelxbHj89ZMox9oI9dT6Pj+qifbKlSsxe/ZsFBUVYfny5fB4PFi+fDm++uor1NfXx1QhksZ8kvK0ygdulDzjRETJJpJcr6mUFzZRGOWcKB2njVJfI9Lj2PD46ydRjrUR6qn1fX5UE+1169bhwIEDuPvuu/H888/joYcewqWXXorCwsKYKkPhMZ+kPK3yNzIvJBGRNiLJ9ZpKeWEThVHOidJx2ij1NSI9jg2Pv34S5VgboZ5a3+dHNdGur6/HqlWr8Pe//x1VVVUYN24crrrqKjz55JP4/PPPY6oQSWM+SXla5W9kXkgymsOHD2PXrl0R/9u3b1+8q04UJJJcr6mUFzZRGOWcKB2njVJfI9Lj2PD46ydRjrUR6qn1fb4qebQ//vhjPPTQQ/jjH/+IgYEB9Pf3x1qkZhI9T6+SfJKpnENUq3zgRskznuwSvX1q7fDhw5gwcRLc3V1Rl3HO7b/DqNOmRPQe5tEmQLv2Gcn4xbHOeIxyTpSO00apr9rUaJ96HJtkPf5GlCjH2gj11Oo+P6oHzwcHB1FfX4+3334bb7/9Nurq6uByuVBRUYGzzz475koZVSQJ1cOtq1ZC9EEASDvxdyT5p41AjeT0UsLlb5Q67ubMdMV1CFeu1H4AkCxXjeuHUltrayvc3V2Y9aN7kD+6JKL3fvXpB9i95Qn09TGAH8WHr1/r7OmFzZIFT98AOj19KMo1oX9gMGRcC3xPYF942si8eFQ/pSkZk9LSgMyMNDR39OAfLV1Rj3PRjn/mzHRkZaQjKyMNWZnpMAfErgksMy87E6aMdKSlIeR6S3UdPX3w9g+gp28A5v4BdPT0qX7vkWj3q/Ekagui5WocazXmLXrU80i7G053L1zuofHFasmKKA+3XP73WEQ10T7ppJPQ2dmJadOm4eyzz8b111+POXPmoKCgQOXqGUckCdXDrXvv/Kn45SufYuver/2vR5IQPVGSz4vovR9SiejnOOxYcq4Dtc/sQLe3P6o6SO3HnLLj5T4dXO5986finlc/wxt7mv3rRnr9JNp5Ju3kjy5BYfHpEb3H9dUhjWpDJObr1z461IZHF1bi/tf2ob6pHY8urMRDb3we1D/7+rs0ALezL4w7uTHJd44Cz6vUuVQyzs2bNBJ3XjQZq17+JOJzHq6O6xdUYBAIWVblKMLiqlIs/N0HmDm+kNcUgEOtXVg57F6p2lGE1TXlGK/gHpXUJboX1ONeUer+OZJ5i5L9UIORr92ofqP9hz/8Aa2trfjwww/xwAMP4OKLL5acZH/55ZcYGJBOO5VIIkmoLrfuqi0NmDzWFvS60oToRkjqrga99yNcIvptjS3Y8NZ+1FaXRlWHcPuxbX8LNmwNLXfllgZMHBP8KFek108inWciIp/Afq22uhSbth/E9sbWoP8H8vV3b3/+NfvCOBONSb5zJDqXSsa5CWOsWLGlIeJzLlfHtz//GsteDF22vbEVm7YfRG11Ka8pAF+2dYdMVIChe9RVWxrwZVt3nGqWmkTt7pjLo/m9Yrj7Z6XzFiX7oUY9j7S7Za/dI+3umLcRi6gm2hdeeKGi339MnjwZX3zxRTSbMJRIEqrLrVvX2IrK4gLJ10UJ0Y2Q1F0Neu+HXCL67RLnQ2kd5PZDqtxw5z6S6yeRzjMRkU9gv1ZZXODvkwP/P9w7+1swMj877DL2hfoQjUm+cyQ6l0rGuUjKUFrHkfnZ2NYoHqtT/Zrq8PSFPfZ1ja3oiDGXMEVG1O7aurS/V5S7f1YybwH0uad1untl6+l0xzdneFQTbaVUiLNmCJEkVBet29Mn/Q2/OGF6/JO6q0Hv/RAdV6nzoaQO0ZzncOc+kusnUc4zEZFPYL8W2A+G6xOVLGdfqA+lY53oXCoZ5yIpI5BcHSO5xlL5mnIJJiOpfGziQdTuRPe2apwv8bxE/OGLHve0Rr92NZ1oJ4tIEqqL1s3OlD7k4oTp8U/qrga990N0XKXOh5I6RHOew537SK6fRDnPREQ+gf1aYD8Yrk9Uspx9oT6UjnWic6lknIukjEBydYzkGkvla8pq4b2HkYjanejeVo3zJZ6XiMN86XFPa/RrlxNtBSJJqC63brWjCPWH2yVfFyVEN0JSdzXovR9yieirJM6H0jrI7YdUueHOfSTXTyKdZyIin8B+rf5wO6qO98mB/x9ubpkdzR09YZexL9SHaEzynSPRuVQyztUfbg87Xsudc7k6Nnf0KBqrU/2ayjdnhj321Y4i5CuYVJF6RO2uMFf7e0W5+2cl8xZAn3tamyVLtp42wURca5xoKxBJQnW5dVfXlGPPEWfQ60oTohshqbsa9N6PcIno5zjsuOm8MmysOxhVHcLtx5wy6XLX1JRj31FX0LqRXj+JdJ6JiHwC+7WNdQexuKoUVY6ioP8H8vV355w+gn1hnInGJN85Ep1LJePcvqMurKkpj/icy9Xx3NNHSC7zRR3fWHeQ1xSAkwtzsFriXskXufnkwpw41Sw1idrdKKtZ83vFcPfPSuctSvZDjXqOLbDIXrvxziaQNqjhD6mtVit27dqFU089VatNRMzlcsFms8HpdCoK6BYokoTq4fLODU+IflKuCdlh8jkPL+OknBPrGj35vIjeyeml8uvlmjIU1yFcfj6p/ejq6YPT0+dfN9+ciXGFORHts97HxyhiaZ+pYNeuXaisrMR37ng64vReh3a8jvd/fzeqlz6BcROmRfTetsOf43/vW4T6+npMnz49ovdS8oi1ffr6ta6eobEuMI92b/8gur19yDdnwZyVjo6eE32oKSMdrV1e5Jmjy+FK0ZHKPe10e5GbHTwmBd6r2CyZyM5Mh8vdi9zsLOSZM4fGRHdo/txw90mB45/VkoXc7Ex0evqC6uHyeGG1mODtG0BnTx+slizkZQ9ty+UOHTcDy8yV2ZdEpqR9ivIZf9nWjQ5PHzrcvcg/fv/CSXb8iHJYx5o7Wgk1tiG6pxVdl0r8X1s3XAHXrvX4vbea24iGps+CJEswNB+lCdVFOeOGN5KfPVcfkkvyjosmY9WWBtRJ5K47bWSeSnsUP2okp1dK7nwoOZai/HyB+xHJunL0PD5ERHpQ0q8dau3C7Zt3B/Whvm8fr9n4d+Y81onS3LeiHNu3vfCx4tzWgeX7rpMj7e6QMs6bOALLvjcpZKz1vf/UEaHjuvS1l1q5oUXn1Mi5iFOR6HypkeM61jooJdf3q7GNI+1uLH+pIWwZeuTyDkfTR8c/++wzjB8/XstNGI4aObcnjLFi5bBJNhBZ7joaEmsOv0jy8xk9lx8RkZGF60OZ81hfSsdNpTm2hy8Ll9taafmTx9pwz6ufKsrZTUNE5+r/BHm0ef+iL9H5OtLujjnHdax1UKOdqbENI+Qcl6P4G+3LLrtMcaEvvfQSAKC4uDjyGiU4JTnjfJ/qyOWSfGxro2QZvtx1fHROmUjOhxQl+fl8n4ZFsi4REQWT60O3N7aitqoUgLK+m6KndNwUrXft7FMkl8nltlZSvtw9Eq8NaaJz5RLk0eb9i75E50t0v6nGPCHW+2e9tqFGznEt+wvFE22bzaZZJZKJGjm3RXkfleSuoyGx5vCLJD+f0XP5EREZmagPZc5jfSgdN5Xm2Fb6utLyo823ncqEeZl5/2IosZ4vNeYJuuTAVmEbRsg5LkfxRHvTpk1a1iNpqJFzW5T3UUnuOhoSaw6/SPLzGT2XHxGRkYn6UOY81ofScVNpjm2lrystP9p826lMmJeZ9y+GEuv5UmOeoEsObBW2YYSc43KY3ktlauTclsslqTR3HQ2JNYdfJPn5jJ7Lj4jIyOT6UOY81o/ScVNpju3h5HJbKyk/2nzbqUx0rqyCPNq8f9GX6HyJ7jfVmCfokQNbjW0YIee4nKgn2i+++CKuuOIKnHXWWZgxY0bQv1SmRs7tfUddYXPCKc1dR0NizeEXSX4+o+fyIyIysnB9KHMe60vpuKk0x/bwZeFyWyst/7MjTtx50RRFObtpiOhcjRPk0eb9i75E52tsgSXmHNex1kGNdqbGNoyQc1xOVHm0H330UaxatQqLFi3Ck08+icWLF+PAgQPYsWMHlixZgtWrVysq54knnsATTzyBL774AgAwZcoU3HXXXbjgggvCvueFF17AnXfeiS+++AJlZWVYv349/umf/klx3WPJMxhJDrZI8iCHy1Hne91Xhi0g97PaeeAi2TdR7ku1y+jpG8A3MnkEI9m/oHzX3n7Z3NiBdejo6UPH8dzY1oDcklLr+soNPG9yg5RUGQB0Pc/xyi84HPNoy2MebYqnSNunXL/iW9Z5PKd2T9+Av3/Ny85EJ/Noaybw2NuO5zN3uUPHV9843dkzlOu8p39oPVtOJvKzs+D29gfltu7weJFvNsHbfyK3tSUrAx2eXjjdJ3JsO929sJqzkJ2VAZe7159/O9x5Dhy/LaYMZGWko727BwU52ejtH4Db2x9ynzX8HsNqzkJPbz/a3eqPfYk0fopyIvvyaA+/1/Exyr4mAtGxUnIslZ6vcHnPlWxDaW71cNeEGsdCjRzYomMVybxMTVE9xP+b3/wGTz75JBYuXIinn34at99+O0499VTcdddd+OabbxSXc/LJJ2PdunUoKyvD4OAgnnnmGVx66aWor6/HlClTQtZ/9913sXDhQqxduxYXXXQRnn32WcyfPx87d+7E1KlTo9mVEFK51uZNGok7L5qMVS9/ojgHm9I8yOHy4K2uKcf9/7MXf2n4CgCQY8rAxkVn4vGtjUHROtXIAxdJfjmp+p4/cQTuungK7lB4fOT2+d5XP8Mbe5r9r88ps+OGc07Ddc98iG5vv3/dSPMEDj8fcvkiH3njc7xUfwTA0CMpz/94Fu7+8yeK6uvb50ljlE0Shx97vc9zNNc2EZFIuHElMIfyR4fa8OjCStz/2j7J/tVmzsLtccp9mqx850Xu2K+pKUdWRjpuD1jvoTc+x/bGVuSYMvDowkps2v5Z0PvCjSXVjiIsqirFzc/Vo9vbjypHEX5UfSpau7x4qu5g2HzpM0oK/OO8b/xWmjc43Hp3XjQF1//7h2jp9Ko29sUzP2+kRMdPlEc7kfY13kTHSsmx1ON86ZFbPdZtqHGsAOXzMrVF9Y12Tk4O9uzZg/Hjx2PkyJF4/fXXMW3aNOzfvx9nnXUWWlulQ84rcdJJJ+FXv/oVrrvuupBlP/jBD9DV1YVXX33V/9pZZ52F6dOn49/+7d8UlS/3iZ+z24sbn6sPCQN/43kO1De1SYbSn1tmx4aFlVGdvGMuD5b+aZdkudXHB5zrnvlQ0zqE22epcsPVN5K6ifZ5eklhSNqOKkcRKoe9Xu0owgNXTI/qm40j7W78/MWPw9bh9u9NxCWPbQcAPHXtTGzcfjCi+io9H1LHXu/zrNX2osVvtOXxG22KJ6XtU25cWXtZOf5791Fsa2yR7X/mOIrwT+VjsWJLQ8iyePRNySDwvCg99sPXC/c+ufKGj+FraqbivxuOok6wbuA4L7p3ULqe775KjbEvkvsnPci1T9FxWbegAss27w67fP2CCix/qcEw+2pkouviV5dPw20vfCx7LD19A5qfLwCy9VxzWblwG+ME32yLjsXay8pxe4z7ITpW0c4V1BLVb7RHjx7t/+a6pKQE77//PgDg4MGDiGLeDgDo7+/H888/j66uLsyaNUtynffeew/f/va3g1777ne/i/feey9suT09PXC5XEH/wpHL2RguX50vB1s02rq8snnwRlqzNa+Dkhx2ovpGUjfRPlcWF4S8vl3idV+ewGiI8g9mZpxoFiOt2RHXV+n5kDr2ep9nrbanVCTtk4j0FW37lBtXAnMoy/U/24aNgYH06JuSUeB5UXrsh68X7n1y5Q0fw0dZzZKT7OHrBo7zonsHpeuF269AsYzhkZYRi0jap+i4dAjyaLs8fXHd10SiRl5nPc6XqJ5KtiESa/52JfuhtG+Il6gm2ueddx7+/Oc/AwAWL16MW2+9FfPmzcMPfvAD1NTURFRWQ0MD8vLykJ2djX/913/Fli1bMHnyZMl1v/rqK4waNSrotVGjRuGrr74KW/7atWths9n8/4qLi8Ouq3fORtFF2unp16EOkeT9lq5vJHUT7XMkeTejzRMozBcZsDzwHCitFxB97j+9z3O885FG0j6JSF/Rtk+5cSWwzxH1P3LLmdc3coHnRemxH75etLmxoz3vvnFeNN4rXc83pqsx9umRZ1hOZPe3guMnysvMPNuKqZHXWbiOCudLj9zqwjYS4zaUHCs1corHIqqJ9pNPPolVq1YBAJYsWYKNGzdi0qRJuOeee/DEE09EVNaECROwa9cufPDBB/jJT36Ca6+9Fp999lk01ZK0YsUKOJ1O/7/Dhw+HXVfvnI2i3G555gwd6hBJ3m/p+kZSN9E+R5J3M9o8gcJ8kQHLA8+B0noB0ef+0/s8xzsfaSTtk4j0FW37lBtXAvscUf8jt5x5fSMXeF6UHvvh60WbGzva8+4b50XjvdL1fGO6GmOfHnmG5UR2fys4fqK8zMyzrZgaeZ2F66hwvvTIrS5sIzFuQ8mxUiOneCyimminp6cjM/NExa+88ko8+uijuOmmm2AyRfYbDZPJBIfDgTPOOANr167FtGnT8Mgjj0iuO3r0aBw7dizotWPHjmH06NFhy8/OzobVag36F47eORsLc02yefCaXSdyUNYfbg9JZaFGHSLJYReuvpEcH9E++/KkBqqSeD2WPIGi/IN9/Sc+6W529URc31hy/+l9nuOdjzSS9klE+oq2fcqNK4E5lOX6uzmOorB5mJkrOTqB50XpsR++Xrj3yY0lw8fwYy4P5ihYN3CcF907KF3Pd1+lxtinR55hOZG0T9FxyRfk0baaM+O6r4lEjbzOepwvUT2VbEMk1vztSvZDad8QL1Hn0W5ra8Ovf/1rXHfddbjuuuvwwAMPRBRxPJyBgQH09EgPrrNmzcKbb74Z9Nrrr78e9jfdkZLLa72mplz1HGyjrOawefBW15Rjy84v/a9trDuIm84rwxyV6xBJDrtw9d1zxInVCo+PaJ/3HQ3+jdGcMjtuPLcMG+sOBq0bS55AUb7rp7ef2Nayzbvxi0umKq5vrLn/9D7PWl3bRJS65MaVwBzKG+sOYnFVacjErdpRhPtqysPmYWbfFJ3A8yJ37FcHHPvh6/n+Hj4mhhtLfAHIfGN4laMIY2wWLK4OLSMwX/rwcV7u3kHpenddPAXLNu+Wra+a+XuNdI2Kjt/Jgjza4wpzEmZf402NvM56nC9RPZVsI9ZjIcrfrmQ/lPYN8RJV1PF33nkHl1xyCaxWK2bOnAkA+Oijj9De3o5XXnkFc+fOVVTOihUrcMEFF6CkpAQdHR149tlnsX79erz22muYN28errnmGowbNw5r164FMJTe6+yzz8a6detw4YUX4vnnn8eaNWsiSu8VSR7t4bnWtMrBFpTv0ZyJwtzgnNKB2wOgSR0i2bdI6qtGGUF5tAPWjZVUnvLAPNqBdfD0DcS8z+EY4TzHK7/gcIw6Lo9Rxymeos2jLdWv+JZ19QwtG8rRHNwXi8qg6AQee2tgHu1h42u49WyWTOSbh/Joi8aSPHMmuo7nRM89nm/b6fYiz5yF3OxMdHr60OHpRY4pE1kZaUN5tLPDj/Ph7h1E61ktQ3m0nW71xz6jXKNK2qfo+IW7L/Ixyr4mAtGxUnIs9ThfonX8Oa6PLx+e41qNY6HGfijtG/QW1YPrS5YswRVXXIEnnngCGRlDv3fp7+/HDTfcgCVLlqChITQdh5Tm5mZcc801OHr0KGw2GyoqKvyTbABoampCevqJL91nz56NZ599FnfccQdWrlyJsrIyvPzyy6rl0PYR5VobBIA09bY3ymqWvBjC1UOLTi2S/HLmzHRkZaQjKyMNWZnpMA/7rZOS4xNun6XKyA6zPakE9gAkk9pLrTu2wCKb+zGwDpGeo0hEcp6l9iOS7ctti4MlEalJrl8JXObr17Iy0mHKTEeuKUNRGako1jEAkD722ZlpMGelo63bi0Ot3bBaMlGYY8JpI/OC1svKSENmRjoy0tOQlgakpQGZGWlo7ujBP1q6huqUd+J90k7k3x01bD5YOkK+7oFjsa9OR9rbQo6F6B5D6lgMp/RYJ9I1KjouuaYMuL39km0RSKx9jTfRsero6YO3fwA9fQMw9w+go6cvZH3R/bYa50u0TmZG+vFb4bTj7T3yh6FF2xDdjyvZD6VtXm9RTbQbGxvx4osv+ifZAJCRkYGlS5fi3//93xWX89RTT8kuf/vtt0Neu/zyy3H55Zcr3oZalCRMTwVSx2HepJG486LJWPXyJzEdH6my55TZseRcB2qf3oFub3/Y7eWYMrBx0Zl4fGujP3WMrw73zZ+Ke179DG/saRbWzcjn2ch1IyKKBvs15dQ+Vr7yPjrUhkcXVuL+1/YFpcnxPXqZlZGO24dtt9pRhNrqUqQhLeR9epw/ra+bVLwuU3Gf4+VQaxdWbmkIaW+ra8oxvmjogyjR+dDjfDW1dmGFRD3X1JSjpChX5p3kE9VvtGfMmIE9e/aEvL5nzx5MmxbZI4mJwNntDbmYgaEcbss374azOzXyB4Y7DhPGWLFiS2hC+UiOT7iyt+1vwYat+1FbXSq7vdrqUmzYuj9oku2rw8otDZg4xhry+vC6Gfk8G7luREocPnwYu3btiuofo9EnJ/Zryql9rALLq60uxabtB0Ny0dY1tmLVlga8ve/rkO3WNbZiU91BHHW6Q96n9fnT+rpJxesyFfc5Xr5s6w6ZZAMn2tuXbd3C83HM5dH8fB1zeUIm2b56rtzSgGMuT8zbSAVRfaN9880346c//SkaGxtx1llnAQDef/99PP7441i3bh12797tX7eiokKdmsaRKOF6S6c3JR6lCXccKosL8NjWRsn3KD0+csd4e2MraqtOTLSltidXh7rGViwOeH+4uhn5PBu5bkQihw8fxoSJk+Du7orq/ZacXOzbu4d51pMM+zXl1D5WgeXJjZ/bGluxSGL8FC3T8vxpfd2k4nWZivscLx2evpDJq09dYys6PH3o6R2QPR9tXdqfr7Yur2w927q8hnxU22iimmgvXLgQAHD77bdLLktLS8Pg4CDS0tLQ398fWw0NQJhwXUHS9mQQ7jj09A1Ivu6jRlL7wG1IbU9Uh3DLA+tm5PNs5LoRibS2tsLd3YVZP7oH+aNLInpvx1dNeO/3d6G1tZUT7STDfk05tY9VYHnRjp+iZVqdP62vm1S8LlNxn+PF5RYf6yzB76Bdnj5hGbESbUO0nIZENdE+ePCgeKUkIky4riBpezIIdxyyM+U7BDWS2gduQ2p7ojqEWx5YNyOfZyPXjUip/NElEUdLp+TFfk05tY9VYHnRjp+iZVqdP62vm1S8LlNxn+PFahEfa5Ngoi3KYa3G+RJtQ0kebYryN9rjx49X/C8ZiBKu+9IxJbtwx6H+cHvYZPFKj4/cMa5yFKH+cLvs9uoPt4fkA/WpHvb+cHUz8nk2ct2IiKLBfk05tY9VYHly4+ccRxGaO3rCLgv3O00tz5/W100qXpepuM/xkm/ODHvPXO0oQr45U3g+CnO1P1+FuSbZehbm8ppQIqqJNgD8x3/8B6qqqjB27FgcOnQIAPDwww/jv/7rv1SrnFGIEq6nyu9Wwh2HfUddWFNTHtPxCVf2nDI7bjqvDBvrTjxFIbW9jXUHcdN5ZZgjUYc1NeXYd9QlrJuRz7OR60ZEFA32a8qpfawCy9tYdxCLq0pDJtu+KMjnnD4iZLvVjiIsri7FGJsl5H1anz+tr5tUvC5TcZ/j5eTCHKyuKQ+ZxPra28mFOcLzMcpq1vx8jbKasSZMPdfUlPP32QqlDQ4ODkb6pieeeAJ33XUXbrnlFqxevRqffPIJTj31VDz99NN45pln8NZbb2lRV1W4XC7YbDY4nU5YrVbxGwIoSZieCoKSwh/PtTnKavYnnHe5e2GzZMF6POF8JHk/pY5xt7cf7RLlDq/HSTkmDAKK65ZrypDNua3kPKuR0zQSUnUDpHOHR1OuXvsRTiztMxXs2rULlZWV+M4dT0f8CPahHa/j/d/fjeqlT2DchMiyQ7Qd/hz/e98i1NfXY/r06RG9F4it3rFum9SjVfvk2KpcNMcqsH+3WbKQm52JTk8fXJ5e5GVnwpSRjg6PF3nmLHj6BuBy98FqzkRhrsl/Mz18vM3PzkSntw9dnj7Y87LR7e1Ht/fE/12ePtgsmcg3Z8HT2w+nO3RsCXcvoVS4e45ojqfU2BftdRmv8VSN9sm2qB7RdfBlWzc6PH1wHW8b+eZMnFyYE1SGqI2o0QZERNtQcr2L9kNUhhptKl7tMqoH7Dds2IDf/e53mD9/PtatW+d/febMmbjttttUq5zRKEmYnuzC5e27d/5U/PKVT7F179f+18+fOAJ3XTwFd0SQX3v4MZbK4SdVrlwebam6VTuK8ItLpuLKJ99DS6c3pF5KznM8ck4OPz5q1IG5M4konji2KhfpsQrs33NMGXh0YWVIKi9Rfy81RlQ7inBd9akYxCAeeP1z7PuqA3/80VmSOXcXVZXi5ufq0e3t93/j1ts/EFN+XjXy+4rGvmiuy0QfT9kW1SG6DtTIo61Hjms1cnmL6qlHvvB4tsuoHh0/ePAgKisrQ17Pzs5GV1d06VvI+OTy+q3a0oDJY21Br08aa8PKGPJrh8vhJ1WuXB5tqbrVNbbiF3/+BOsXVAStG2vebz1zTqpRByPsBxERqW94/x4uX7Zcfx9ujKhrbMVRpxsb64bKW7+gAve8+qlkzt1N2w+itrrUv623P/8aq2LIz6tGfl8txj6OpwSIr4P/E+TRPtLuFpZxpN2teY5rNXJ5i9qq1AQ40m3Euh9at8uoJtqlpaXYtWtXyOv/8z//g0mTJsVaJzIouTyLdY2tqCwuCHqtsrggbA4+X54/OeFy+EmVK7ctqbr5Xh9pzY64XoCynJNaU6MORtgPIiJS3/D+PZoxWW6MGGU1o+54eSOt2WHL3j5sDB6Zn41tgvy8cpTk9xXRYuzjeEqA+DpwCfJoO929wjKc7t6Y24CIqA5KcnmL2qrT3RvzNmLdD63bZVSPji9duhRLliyBx+PB4OAg/v73v+O5557D2rVr8fvf/17tOpJBRJLrWurv4UR5/sLl6FMzj3anJzTPuxp5v/XIOalGHYywH0REpL7h/Xs0Y7LcGBFYntRYGm5dUT1izd+rJL+vFmMfx1MCxNeBKnm0BWWokeNauB8Kcnl7++XDgMW6H4lwnxvVRPtHP/oRLBYL7rjjDnR3d+Oqq67CuHHj8Mgjj+DKK69Uu45kEJHkupb6ezhRnr9wOfrUzKOdZ86IuF5DdYt/zkk16mCE/SAiIvUN79+jGZPlxojA8qTG0nDriuoRa/5eJfl9tRj7OJ4SIL4OVMmjLShDjRzXwv1QkMu7t1/+Q7VY9yMR7nOjenTc7XajpqYG+/fvR2dnJ95//30sXboUJ598str1IwORy+snlas61vza4XL4qZVHu9pRhGZXcH5QNfJ+65VzUo06GGE/iIhIfcP7d7lxMlx/LzdGHHN5MOd4ec2unrDjfdWwMbi5o8f/vuGU5OdVI7+vFmMfx1MCxNeBVZBH22bJEpZhs2RpnuNajVzeorZqs2Rpni883u0yqon2pZdein//938HAHi9XlxyySV48MEHMX/+fDzxxBOqVpCMQy6v3+qacuw54gx6fc8RJ1bHkF87XA4/qXLl8mhL1c0XdXzZ5t0R1wswRs5JNepghP0gIiL1De/fffmyh4+pcv19uDGi2lGEMTYLFlcP5d9etvn/s3fv8VHU9/74X5tkN7u5bBISwkUTSE1ElASCWoUEvPRoa8UKpXjKsUcu2vNrC1qPX1sFbwcUgrb2op5qbQXst1W/p0Vs5Vhb7xi0ViGWoIIE0VC5mZjsZjd7TfL7I+yyl7ntzuzs7O7r+XjweJCd2ZnPzM7ntvv5fN67cce8swRj7i5rqcPG9oPhc110+ljROMJK4vNqEd83FXUf61MC5J+DU2TiaIdWvJc6xsRyW8pjXGsRy1sur04st6U8Xni682VScbSrqqrw2muv4ayzzsKvf/1rPPjgg+jo6MCWLVtw55134oMPPkhFWjWRS3F6UxUzTiweXtTrETE4lcQKlEqzLziMzwWOKxTv0RscloyjHdq3LCKOtpp4kUaIOalFGoxwHUBu5c9kMI524ucm7TB/Zo7I+rjMVoDCgjw4PQGUWM2wmvPh9AZG42XbCmAtyIPjxDaxdkJsHVFiLYDbF4TLG0CZzQL/0DB8gSDKbBa4T8TRDsfb9gXh8MTHzxVrGyhtu4i1ORKRirovXfUp86d2tGg/y8WO/rRvEE5vEAOeAEptZtitBTglwTjacnlAz+sI5WPZ65BIp1ieyeR2blKD+AcHB1FaWgoA+Otf/4qvf/3ryMvLw/nnn49PPvlE0wRSclIVM07uuLGVnJJYgUqOfcaE+EpDaUzpe+ZPw9pt7+PFD47HHfe06pIk7oJ4GtJBizQY4TqIiEg9qbi15vw8/HDLbuz8pA8PLG7Gz1/6UFFMbS1jSt+7sAn+oWHRtsHdIvV1bJrG2a2qf7lLRd3H+jSz6RG3+XC/B7c+3Sl5DiXpkMoDelyH0ja+XF6VyzOZ3M5Nauh4fX09nnnmGRw6dAh/+ctfcOmllwIAjh8/zm/RDCBVMeMSPa5crMBP+wY1S7PU+1dv7YzrqDOuJRERZRupuLW3be3Eq/s+w+v7e5KKqZ0IqTr51Q8/w+0SaWR9TemiRftZi/jTqWwTa3UdSuKBU5Id7TvvvBM333wzJk+ejPPOOw+zZs0CMPrrdnNzs6YJpMSlKmZcoseVixUYuWy/2jQnGuNb6XGJiIgyhVTc2te7elFtLwSQXEztREjVyXJxtFlfU7po0X7WIv50KtvEWl2HknjglOTQ8W984xtobW3FkSNHMH36ybl+X/rSl7BgwQLNEkfJSVXMuESPqyRWYLLHTjRtYnE7GdeSiIiyhVzc2VBdmExM7cTSoSz+diLbWV9TqmnRftYi/rTc4llq28SaXEcCbfxclnSgtfHjx2P8+PFRr33xi19UnSBSL1Ux4xI9rpJYgckeO9G0icXtZFxL0tuhQ4fQ2yv8LbCcffv2aZwaIsomcnFnQ3VhMjG1E0uHsvjbiWxnfU2ppkX7WYv403LUtok1uY4E2vi5TH1EczKcUMy47QJDPtTEjEv0uKFYge0CQ0ta6yujChu1aZZ6v1gcbca1JL0dOnQIU86YCs+gW9Vx/H5+U0xE8UJxa4Xq3Tn1lTg+4ANwMqa20NBPLepGqTo5FEdbaPg462tKJy3az3LHCMWGljtHqtrEWl2HXBu/TKYjniuSmqNNxpaqmHGJHlcuVmDk8v9q0yz1/vULGrHviDOp4xJpqbe3F55BN2ZdtxaX3r454X9NC74LAAgGpYeeEVFukopbu25BIy48fSzmNlSFY2q3JBBTOxFSdfJFp4/FPRJpZH1N6aJF+1mL+NOpbBNrdR1K4oETf9HOWhPLbXhwcbNmceciY/CJHVdo30mVxdiwsAkDEbECxeJoi6UZAA4cd8nGAZS65h8vmm6IONFGlaqY6ySsdHxtwvGkAcB5lOETiXJJMmVzbWUx7r9qBvrcfrh8QVQWWxAYGkGv2w+7zYwfLZoejoG9fn4j/EPDcPuCcXWj2npBrh1y3zemw+EJhLeV2cyYWG5TXF9nWr2VaenNVRPLbfjRoumSsaOVHGPDwiY4PAE4PQGU2cyw28yYcKLzqaSNrjYdWvQD5I4xqbJYNB/rzaj5ix3tLKY2ZpxU/LzY+NNC+14ytRp3zDsTtz2zR3EcP6WxsZW+X+51Sl3Mdco+yc4R59xyosSpKZtDcWuljvGFsSWi79eqXpCqeyeW2xKqx1ORPr1kWnpzmRaflVQs+9oT8aXlnnMt0qFH/GmxfKwnI+cvDh0nQYnE4BPbd8oEO1Zt7UxrHECSxntMSngdvYDJhG9+85tobm5O+N83v/lNAJxbTqSUHnFwxY5h9HrB6OmLlWnpzWVafFZSsexXb+3EMadXl3TkCqPfK/6iTYKUxOALfcMltm9zTTkeerlL0THUpoGSw3tMSvg9LmBkBM3fWo2xkxMf8n70vbewe+vDnFtOpJAWZXOyxzB6vWD09MXKtPTmMi0+K6lY9u1dvehz+2WHf/OZUc7o94odbRKUSAw+sX3VxulMVTxwOon3mBJRXF3DueVEOtAjDq7YMYxeLxg9fbEyLb25TJt8J/2Fstx2rdKRK4x+rzh0nAQlEoNPbF+1cTpTFQ+cTuI9JiIyHj3i4Iodw+j1gtHTFyvT0pvLtMl30r9hym3XKh25wuj3ih1tEhSKnyckNgaf2L4dh/rjlv0XO4baNFByeI+JiIxHi7I52WMYvV4wevpiZVp6c5kWn1Uolr2Q1vpKVBSnLu/mIqPfK3a0SVAiMfjE9t13xIn1CxrTGgeQpPEeExEZjx5xcMWOYfR6wejpi5Vp6c1lWnxWUrHs1y9oVBSei8+Mcka/V2mdo93W1oann34ae/fuhc1mw+zZs3HvvfdiypQpou/ZvHkzli1bFvVaYWEhvF75VfwoMYnE4JPaV00cP63igZM43mMiIuPRIw5uKs+dSkZPX6xMS28u0+Kzioxl7/QGYbcWoKI48VjcfGaUMfK9SmtH+7XXXsOKFStw7rnnIhgMYvXq1bj00kvx/vvvo7i4WPR9drs9Ki6ryWTSI7m6SyT4eqoDtY8AgEnZuSL3BdTH8Uvk/cec3pMFm60AFUWJFWxiUn1/041xxomItKe27ki2bA6d1+ULoLzIguGRkbi6OZFzh473UY87oesIvW/QH0C5zQK3f0iz+lnq3hixzmY9mzmUfFZy7c1QLHsxSp5RuXRo8ZzLHUPtdq3SKceo+SutHe3nn38+6u/NmzejuroaO3fuxNy5c0XfZzKZMH78+FQnL60SCb6eqkDtQsed01CFFRfVY/nmtzHoHwIAXDK1GnfMOxO3PbMnrcHiu3vdcbELQ0N1aivFv7iRk6r7S0RE2StddUfovDs/6cMDi5tx31/2RdWLiaYh2esIve+DI0787rrzcWsK6mct00uklNr2phbPqB7HULtdq3RmMkPN0XY4HACAMWPGSO7ncrkwadIk1NTU4Morr8R7772nR/J0k0jw9VQFahc77uv7e/Dgy/uxvLUu/NqUCXas2tqZ1mDxx5zeuEIPGI1ZuHprJ445k5takKr7S5nt0KFDePfddxP+FzkSh4iyV7rqjsjzLm+tw6YdB+PqxUTSkOx1RL7v3oVNWLvtPc3rZy3TS6SU2vamFs+oHsc45vSq2u4Y9DM/wkBxtIeHh3HjjTeipaUF06ZNE91vypQp2LhxI5qamuBwOPDjH/8Ys2fPxnvvvYdTTz01bn+fzwefzxf+2+l0piT9Wkok+HqqArVLHXdHVy+Wt5zsaDfXlOOhl7s0T0Mi+tz+uEIvpL2rF31uf1JD1FJ1f2lUJubPQ4cOYcoZU+EZdCd9DL+fMTDJ+DIxfxpFuuqOyPNqUTcnex2R76u2F6akftYyvZmI+TM91LY3tXhG9ThGn1vd9h7XaCc6V/KjGMN0tFesWIE9e/agvb1dcr9Zs2Zh1qxZ4b9nz56NqVOn4pe//CXuvvvuuP3b2tqwZs0azdObSokEX09VoHa54/qCw4L/1zINiXB6g6q2i78vNfeXRmVi/uzt7YVn0I1Z161F6fjahN579L23sHvrwwgGk3seifSUifnTKNJVd0SeV4u6OdnriHyfyzskcw7tysNcqrOZP9NDbXtTi2dUj2Oovc4Bb2B0XQiZfbKdIYaOr1y5Etu2bcMrr7wi+Ku0FLPZjObmZnR1CX9ru2rVKjgcjvC/Q4cOaZHklEok+HqqArXLHbewIE/w/1qmIRF2q/R3RnLbxd+XmvtLozIxf4aUjq9FRc3pCf0rqszutSUou2Ry/ky3dNUdkefVom5O9joi31dizZc5h3a/+eRSnc38mR5q25taPKN6HEPtdZZazTmVH8WktaM9MjKClStXYuvWrXj55ZdRV1cn/6YYQ0ND6OzsxIQJEwS3FxYWwm63R/0zukSCr6cqULvUcVvqK9FxqD/8d8eh/rh4gVqkIREVxRbRNLTWV6KiWPv7oNe1ZbNMzJ9EuYL5M3npqjsiz9txqB8tKuvmZK8j8n3Hnb6U1M9y542VbXU282d6qG1vavGM6nGMimJ126tKLDmVH8WktaO9YsUK/Pa3v8UTTzyB0tJSHD16FEePHoXH4wnvc80112DVqlXhv9euXYu//vWv+Oijj7Br1y5861vfwieffILrrrsuHZeQEokEX09VoHax485pqML1FzdgY/vB8Gv7jjixfkFjWoPFj7NbsX5BY1zhF1oFMtn5X6m6v0SUmH379iW1AB1/5aF0SFfdEXneje0HsaylLq6znUgakr2OyPfdsmU37ph3lub1s5bpJVJKbXtTi2dUj2OMs1tVbQ+F28r1/JjWOdoPP/wwAODCCy+Men3Tpk1YunQpAKC7uxt5eSe/D+jr68O3v/1tHD16FBUVFTj77LPxxhtv4Mwzz9Qr2bqYWG7DjxZNVxQTOlWB2ieW27BhYRMcnkD4uGU2M4ot+Xh2ZWvcudIdLL62shj3XzXj5D2zFqCiWH0c7VTdXyKS53X0AiYTvvnNbyb1fltRMfbt/QA1NTUap4xIWiJ1RzJxZmPfU1JYALcvCIcngDvmnQlLfh4GvH6sn98I/9Aw3L5gUvVXsnVg5Ps8/gDaFjSejKOtUf2sZXqJQuRiZNdWFuO+b0yPax8rDVelxTOqxzHUbtcqnZksrR3tkRG5afLAq6++GvX3T3/6U/z0pz9NUYqMI9G4c6kI1C4VJ/C06hJd0pCocXZrSipuI1wbUS7ye1zAyAiav7UaYyefntB7B452481f34ne3l52tCktlNQdycSZFXpPa30llrbU4YYnOzDoH9I0Vm2ydWC66k7W2ZQsJTGytYgNrcUzqscx1G5Xuk+2MsRiaBTNCHHnUhWXmogoGcXVNQkvPpfoqvBEekumvhd7T3tXLzbtOIjlrXWyxyCieEravkZoo1PmMEx4LzrJCHEgUxWXmohIb/v27Uv6vZWVlfw1nFImmfpe6j07unqxvOXkwrK5EquWSAtK2r7m/Ly0t9Epc7CjbUBGiAOZqrjURER6UTu/G+Acb0qtZOp7uffExs/OhVi1RFpQ0vY155sk92F+o0jsaBuQEeLOpSouNRGRXtTM7wY4x5tSL5n6Xu49sfGzcyFWLZEWlLR9zfnq49NT7mBvyYBCcee2CwxN0TsudbvAEBqt414SEaVSaH43kdEkU99LvaelvhIdh/plj0FE8ZS0fa0FeWlvo1Pm4GJoBmSEuHOpiktNREREo5Kp78Xe01pfiWUtddjYflD2GEQUT0nb1whtdMoc/EVbpWRiXyohFncOAA4cd2l+PiFq4wSmQ6o+DyIi0g7L6pMmltvwo0XTJeP2Cr0nto1QYh2No/3EdedFxapN9l7zM6JYufBMRLZ9nZ4Aymxm2GPavlrEhpaL1U3ZgR1tFbSIoyclNu5cqs8XS+/zqZVp6SUiykUsq6Mlez9SFaNbzfsoe+XKM6H0OtXEhlYSq5uyA4eOJ0nvOHrZfj61Mi29RES5iGV1tFTej2SPzc+IYuXKM6HHdSqJ1U3Zgx3tJCmJfcnz6SfT0ktElItYVkdL5f1I9tj8jChWrjwTelynkljdlD3Y0U6S3rGus/18amVaeomIchHL6mipvB/JHpufEcXKlWdCj+tUEqubsgfnaCdJ71jX2X4+tTItvZRehw4dQm+v8DfKcvbt26dxaohyB8vqaKm8H8kem58RxcqVZ0KP61QSq5uyBz/NJOkd6zrbz6dWpqWX0ufQoUOYcsZUeAbdqo7j92fHN/hEemJZHS2V9yPZY/Mzoli58kzocZ1KYnVT9mBHO0mhOHq3btkdlSFTFUcv28+nVqall9Knt7cXnkE3Zl23FqXjaxN+/9H33sLurQ8jGOTwLqJEsayOlsr7keyx+RlRrFx5JvS4zlCs7tVbO6M625Gxuil7sKOtghZx9Hi+aInEFRSK56h3eilzlY6vRUXN6Qm/z3n0kxSkhih3pKNuMbJU3o9kYnQLpam4sACW/DwcH/BiMDCUVPzkXIjBnM1yJd8mm2cSUVtZjPuvmnHyHNYCVBQnfg7G4jY+drRVUhNHj+eLlkhcQak4h6dVl+iSXiIiSo7edZnRpep+qIl9HEqTFvGTcyUGc7bLhXyr17M6zm5V1SlmLO7MwFXHyRASiSuYK/EciYiIkqVFXWmUYxDpIVOeVcbizhzsaJMhJBJXMFfiORIRESVLi7rSKMcg0kOmPKuMxZ052NEmQ0gkrmCuxHMkIiJKlhZ1pVGOQaSHTHlWGYs7c7CjTYaQSFzBXInnSERElCwt6kqjHINID5nyrDIWd+ZgR5sMIRRXUEhsXMFQnEMh2RTPkYiIKFla1JVGOQaRHjLlWU2kzUzpxY42GUIormBswSEUVzAU5zC2MMy2eI5ERETJ0qKuNMoxiPSQKc9qIm1mSi+OLSDDSCSuYK7EcyQiIkqWFnWlUY5BpIdMeVa1isVNqcWONhlKInEFcyGeIxERkRpa1JVGOQaRHjLlWVUbi5tSj0PHiYiIiIiIiDTEjjYRERERERGRhtjRJiIiIiIiItIQO9pEREREREREGmJHm4iIiIiIiEhD7GgTERERERERaYjhvYiIiCTs27cvqfdVVlaipqZG49QQERFRJkhrR7utrQ1PP/009u7dC5vNhtmzZ+Pee+/FlClTJN/3+9//HnfccQc+/vhjNDQ04N5778VXv/pVnVKdXo5BP3pcfji9AdhtZlQVZ0asPyKiTON19AImE775zW8m9X5bUTH27f2AnW1KGut8Iv0x35FW0trRfu2117BixQqce+65CAaDWL16NS699FK8//77KC4uFnzPG2+8gcWLF6OtrQ3z5s3DE088gfnz52PXrl2YNm2azlegr8P9HtyyZTde398Tfm1uQxU2LGzCxHJbGlNGRJR9/B4XMDKC5m+txtjJpyf03oGj3Xjz13eit7eXHW1KCut8Iv0x35GW0trRfv7556P+3rx5M6qrq7Fz507MnTtX8D0///nP8ZWvfAU/+MEPAAB33303XnjhBTz00EN45JFHUp7mdHEM+uMyPgBs39+DW7fsxoOLm/ltGxFRChRX16CiJrGONpEarPOJ9Md8R1oz1Bxth8MBABgzZozoPm+++SZuuummqNe+/OUv45lnnhHc3+fzwefzhf92Op3qE5oGPS5/XMYP2b6/Bz0uPzM/ZZxsyZ9E2Yj5M31Y55Mc5k/tMd+R1gzT0R4eHsaNN96IlpYWySHgR48exbhx46JeGzduHI4ePSq4f1tbG9asWaNpWtPB6Q1Ibh+Q2U5kRNmSP4nEZPJCasyf6cM6n+Qwf2qP+Y60ZpiO9ooVK7Bnzx60t7dretxVq1ZF/QLudDrT3nhJht1qltxeKrOdyIiyJX8SxcqGhdSYP9OHdT7JYf7UHvMdac0QHe2VK1di27Zt2L59O0499VTJfcePH49jx45FvXbs2DGMHz9ecP/CwkIUFhZqltZ0qSqxYG5DFbYLDGmZ21CFqhIOZaHMky35kyhWNiykxvyZPqzzSQ7zp/aY70hreek8+cjICFauXImtW7fi5ZdfRl1dnex7Zs2ahZdeeinqtRdeeAGzZs1KVTINoazIgg0LmzC3oSrq9bkNVbh3YRPnjBARGVBoIbVE/pWOr013sinNWOcT6Y/5jrSW1l+0V6xYgSeeeAJ//OMfUVpaGp5nXVZWBpttdAn9a665Bqeccgra2toAAN///vdxwQUX4P7778fll1+Op556Cu+88w4effTRtF2HXiaW2/Dg4mb0uPwY8AZQajWjqoSx/Sg3HTp0CL29vQm/L9k5s0R6U/OsGmGON6nDOp9If8x3pKW0drQffvhhAMCFF14Y9fqmTZuwdOlSAEB3dzfy8k7+8D579mw88cQTuP3227F69Wo0NDTgmWeeyfoY2iFlRczsRIcOHcKUM6bCM+hO+hh+Pxc1IWNSO78bMMYcb1KPdT6R/pjvSCtp7WiPjIzI7vPqq6/GvbZo0SIsWrQoBSkiokzQ29sLz6Abs65bm/Aw26PvvYXdWx9GMBhMUeqI1FEzvxswzhxvIiKiXGaIxdCIiJJROr4WFTWJdUScRz9JUWqItBWa301ERESZJ62LoRERERERERFlm5z7RTs0XN3pdKY5JUS5o7S0FCaTSXY/pfnT5XIBAByHP8ZwcDihtLg+OwwAGDj6CXotiYdGUfP+TD03051Z6R443j16HJdLUV2ndf4kIm0ozZsA8yeR3pTkT9OIkonSWeSf//wn56wR6czhcMBut8vux/xJpD/mTyJjUpo3AeZPIr0pyZ8519EeHh7G4cOHE/qW0GicTidqampw6NAhxQVwJsnm68vVa1Oa35Tmz2y+j3rjvdROpt5LrfOnUWTq55EKvBfRMuV+JJLXhoeHsW/fPpx55pmGv65MkCnPSKbIxvupJH/m3NDxvLw8nHrqqelOhibsdnvWPKxCsvn6eG3CEs2f2Xwf9cZ7qZ1svZeZWn9m6+eRDN6LaNl0P/Ly8nDKKacAyK7rSjfeS23l2v3kYmhEREREREREGmJHm4iIiIiIiEhD7GhnoMLCQtx1110oLEx8NdpMkM3Xx2vLvHNlO95L7fBeGgs/j5N4L6Jl6/3I1utKB95LbeXq/cy5xdCIiIiIiIiIUom/aBMRERERERFpiB1tIiIiIiIiIg2xo01ERERERESkIXa0iYiIiIiIiDTEjjYRERERERGRhtjRJiIiIiIiItIQO9pEREREREREGmJHm4iIiIiIiEhDOdfRHhkZgdPpxMjISLqTQkQxmD+JjIv5k8i4mD+JjCfnOtoDAwMoKyvDwMBAupNCRDGYP4mMi/mTyLiYP4mMJ+c62kRERERERESplHEd7cmTJ8NkMsX9W7FiRbqTRkRERERERISCdCcgUW+//TaGhobCf+/ZsweXXHIJFi1alMZUEREREREREY3KuI722LFjo/7esGEDTjvtNFxwwQVpShERERERERHRSRnX0Y7k9/vx29/+FjfddBNMJpPgPj6fDz6fL/y30+nUK3lEJIP5k8i4mD+JjIv5k8j4Mm6OdqRnnnkG/f39WLp0qeg+bW1tKCsrC/+rqanRL4FEGcIx6MeB4y50dPfhwGcuOAb9upw3l/Nnuu45kVK5nD+JjI75k+gko7apTCMZHHDvy1/+MiwWC5599lnRfYS+8aupqYHD4YDdbtcjmUSGdrjfg1u27Mbr+3vCr81tqMKGhU2YWG5L6blzNX+m854TKZWr+ZMoEzB/Eo0ycpsqY3/R/uSTT/Diiy/iuuuuk9yvsLAQdrs96h8RjXIM+uMKJwDYvr8Ht27ZnfJvBHMxf6b7nhMplYv5kyhTMH8SGb9NlbFztDdt2oTq6mpcfvnl6U4KUcbqcfnjCqeQ7ft70OPyo6zIonOqshvvOeWC7u5u9PQIP+dqVFVVoba2VvPjEhFR5jF6myojO9rDw8PYtGkTlixZgoKCjLwEIkNwegOS2wdktlPieM8p23V3d+OMM6bC4xnU/Ng2WxH27v2AnW0iIjJ8myoje6kvvvgiuru7sXz58nQnhSij2a1mye2lMtspcbznlO16enrg8QzivOV3wT5hsmbHdR75GG9tXIOenh52tImIyPBtqozsaF966aXI4DXciAyjqsSCS6ZWY8oEO5pryuELDsNqzseu7j7sO+JEVQmHMGutqsSCuQ1V2C4w1GluQ1VC99wx6EePyw+nNwC7zYyqYguHnSeJ91J79gmTMaZ2SrqTQUREaaS2fpV6v5ZtqlTIyI42EWmjrMiC2+edidVbO/HQy13h11vrK7FuQSM7GilQVmTBhoVNuHXL7qiKYW5DFe5d2KT4nht5lc1Mw3tJRESkPbX1q9z7tWpTpQo72kQ57JjTi9u2dmJHV2/U6+1dvbhtayfuv2oGxtmtaUpd9ppYbsODi5vR4/JjwBtAqdWMqhLl3/DKrbL54OLmtFcumYL3koiISHtq61el71fbpkoldrSJclif24/2mE52SHtXL/rcfna0U6SsKPlKwOirbGYS3ksiIiLtqa1fE3m/mjZVKrGjTZRDYue5yK3W6PQGdUoZJUKrVTY5L9n4K5YSERFlIqX1q1hbJBvqZ3a0iXKE0DyX/72+VfI9diuLCCPSYpVNzkseZfQVS4mIiDKRkvpVqi2SDfVzXroTQESpJzbP5ajTi9b6SsH3tNZXoqI4t37dzBShVTaFKFllU27ek2PQr1lajU7tvSQiIqJ4cvVribVAsi1SYi3I+PqZHW2iHCA2z+WWLbtxx7yz4jrbrfWVWL+gkfOzDSq0ymZsBaR0lU0l855yhdp7SURERPHk6le3LyjZFnH7ghlfP3NcKFEOEJvn0uPy4+pf/w1/+M4seAPDcHqDsFsLUFFsYSfb4NSsspkN8560ZOQVS4mIiDKVVP3a0d0n+V6nJ4AvjC3J6PqZHW2iHCA1z6XH5cfQMHDGBLuOKSItJLvKZjbMe9KaUVcsJSIiymRi9avStkgm188cOk6UA7Sch+oY9OPAcRc6uvtw4DNXTs3nzRaclxyPzzUREZH2xOrXXGiL8BdtohwQmidz65bd2B6zsmMi81y4UnV20Op5yBZ8romIiLQnV79me1uEHW2iHKF2HqrcStUPLm7OikIxV3Be8ig+10RERNpTUr9me1uEHW2iHKJmnouSlaqzpWDMFZk870krfK6JiIi0p7R+zea2CDvaRBnEMehHj8sPpzcAu82MqmL9CieuVJ150vm8ZAo+10RERMLUtCNYv7KjTZQx0j2PlCtVZ5Z0Py+Zgs81ERFRPLXtCNavXHWcKCPIzXPRY4XkXFgdMlsY4XnJFHyuiYiIomnRjmD9yo42UUZQMs8l1UIrVccWmtm0OmS2MMLzkin4XBMREUXToh3B+pVDx4kyglHmuWT76pDZwijPS6bgc01ERHSSVu2IXK9f2dEmygBGmueSzatDZgsjPS+Zgs81ERHRKC3bEblcv3LoOFEG4DwXSgSfFyIiIkoW2xHa4C/aRAYkFE7h3oVNuGXLbmyPmDNzydRq/NfXzkKPy4+PetxJh3BiGKjMJPa5heZF3RrzvMTOi8qWzz1broOIiMgIMq0doTYdqboOdrSJDEYqnELkPBe7zQxLfh5ufbpTVQgnhoHKTHKfm9y8qGz53LPlOoiIiIwkU9oRatORyuvIyKHjn376Kb71rW+hsrISNpsNjY2NeOedd9KdLCLV5MIpAMBp1SWYUVuBymILVm3tVBV6gWGgMpPSz62syBJ+Xk6rLon6BjobPvdsuQ4iIiIjMno7Qm06Un0dGfeLdl9fH1paWnDRRRfhz3/+M8aOHYv9+/ejoqIi3UkjAzDKEJZk9bj82PlJH1ZeXI/mmnL4gsOwmvOxq7sPG9sPosflD1+PktALcteuxTFIf2o/Ny0/d7k8l8o8yeeXiIgodcTqcKPUv0ZqDwnJuI72vffei5qaGmzatCn8Wl1dXRpTREZhlCEsarh8ATywuBmbdhzEQy93hV9vqa/EA4ub4fadDKegRegFhoHKTGo/N60+d7k8l+o8yeeXiIgoNaTqcKPUv0ZpD4nJuKHjf/rTn3DOOedg0aJFqK6uRnNzM371q1+lO1mUZkYZwqJWuc2CTTsOYkdXb9TrO7p6sWnHQZTZTn6rpkXoBYaBykxqPzctPne5PHfM6U15nuTzS0REpD25Or6kUPq3Wr3qX7XtALnrKJbZLifjftH+6KOP8PDDD+Omm27C6tWr8fbbb+OGG26AxWLBkiVL4vb3+Xzw+Xzhv51Op57JJZ2kawiLFsNiI49hs+THdbJDdnT1wj80HP47FHphu8B1Kw29oMUx1GD+TI7az02Lz11umkOfO/V5Mt3Pb7Zj/iQyLuZPSiW5drUlP0+z+ldNW7qqxIJLplZjygR7XFtk3xGnbDos+Xloqa8UbHu31FfCkq/uN+mM+0V7eHgYM2fOxPr169Hc3Iz/+I//wLe//W088sgjgvu3tbWhrKws/K+mpkbnFJMe0jGE5XC/Byuf7MCXfvIaFvziDXzp/tdw/ZMdONzvSfoYB3vckvu7fcHw/0OhF2LjHMaGXpCixTHUYP5MjtrPrazIgnvmT0NrfWXU6631lbhn/jRFn3tomkNHdx+uffwdfO93u7B889vo6O7DA4ub4Yp4VoVokSfT/fxmO+ZPIuNi/qRUkmtXOzx+TepftW3psiIL7ph3Zlxb5N3uPtwx70zZdPR7/FjWUoeWmPZQS30llrXUweFRN/rONDIyMqLqCDqbNGkSLrnkEvz6178Ov/bwww/jnnvuwaeffhq3v9A3fjU1NXA4HLDb7bqkmVLvwHEXvvST10S3v3TTBTitukSz8zkG/Vj5ZIfgt31zG6rw4OJm2cwtdIzHlpyDax8XX0Ff6DpC3wQKhV5I5HrUHiMZzJ/qJPu5OQb9+D+//wfOiPgGuLAgDx2H+rHviBM/XjRd9jif9Lix+plO0W+B77lyGi66X588ma7nN9slmz937dqFs88+G5fctgljaqdolp7Pu/fhhXXLsHPnTsycOVOz4xJlItaflEpK29Vq6t9UtaUTOcaB4y5c8VA7lrfWxbWHNrYfxLMrW1W1VTJu6HhLSwv27dsX9dqHH36ISZMmCe5fWFiIwsJCPZJGaaT3ENJUrfjdcahfdAiL2HWUFanvVGhxjGQwf6qT7OfW4/LjxQ+O48UPjotulzuuf2hYcppDYGhEtzyZruc32zF/EhkX8yelktJ2tZr61wjRc6pKLDhnUkXUAsQhWrRVMq6j/Z//+Z+YPXs21q9fj6uuugp///vf8eijj+LRRx9Nd9IojUJDSG/dsjuqUJAawpLInJDYfeWGkiS74vfG9oP473+bicsbJ2Cc3Rqea3LM6cVFp49lZyKDGDnUnNMbQFWJBfcubEK1vRAu7xBKrQXhBcyUPL9yQ8MH/cGE8yQRERFpQ007JJl2daKUTvuUug61U0dTfZ0Z19E+99xzsXXrVqxatQpr165FXV0dfvazn+Hqq69Od9IozSaW2/Dg4mZFQ1gSCTsktO8T150nmRY1K36PYATPdR5Be8SvhXMbqnDB6WNlj0nGYPRQc+U2M3533flYu+29qF+lW+sr8bvrzocl3yR7DCUrfSaSJ4mIiEgbWrRDTAAua5yAJbMnh4dUHx/wyb5PKbl2hN1mlr0OLaKPpLKtknEdbQCYN28e5s2bl+5kkAEpGcIiF7Igcj6H2L5vfNSL1vrKqM5wiJoVv5e31uGx9vjwXkJpI2NK5PlKl0JzPm7/4z/inrP2rl7cve093PeN6bLH0GNYGRERESVGi3aIY9CPHwocA1A+f1qOXDuiuLAAN//+H5LXodXU0VS1VTKyo02kRiLzOXpcfnxwxInHlpwTNcT2swEvzp1UAZPJFPct2/oFjeh1+/FRj1tyqI7QcJXmmnLBeSJCaSNjSleouUQ4PQHR+dXtXb1wegKy33grHW51zOlFn9sPpzcIu60AFUUWjLNbtbsYIiIiCjPC3GclyopGp7C9+uFnqC4tjJsu6fIGZdNwWnWJJkO/UzXdjx1tyjmJzOcY9AdEh9jeecVZuOuKM2GCKTzUxGrOw11/ei9qkSmpoTqxw1UCw9JBAFIRpoy0lY5Qc4lyeqXnV8ttD5EbVtbd68aqrZ1xeWf9gkbUVhYnlXYiIiISp0U7RK+2zAiA53Yfwetd0Z3kC04fC5dPWRrUDnFP5XQ/drQp5yQyn6PcZsGtW+NDGLV39WLts++hbUEjak50GMRCDMgN1YkcrnLguEtx2siYtJgvlGp2q3TRL7cdkB9WtmFhU1wnGxjNO6u3duL+q2bwl20iIiKNadEO0aMtEx7i3iXcbr77ymmyaVA7xD3V0/3Y0SbDS2Q4h9gw1djXn/qP87HyiV3ocUWvHh47n8PtH5IcYuv2D4X/1mKYjd5hykh7Sj9DLYYpyQ3LFjtHRbFFdI2B1vpKVBRbZI8h97w7ZIan97n94bQaeYV2IiKidEi2btSiLalHe7TH5cfOT/qw8uL6cAxrqzkfu7r7sLH9IPxDw7hkajWmTLDHbd93xImqEvm2SKjtLdZeSvUQeXa0ydASGc4hNkx13YJGrHn2Pby897Oo15/6j1n45qNvhjvbQvM5Ehliq8UwGz3CKVBqKfkMtRimJDcsW+4c6xc0YvXWzqjOduj9oQ6w1DHkhnQ5PTLbT+Qdo6/QTkREpDc1daMWbcmyIgvumT9NsJ1wz/xpmrRHXb4AHljcjE07DkatT9RSX4kHFjfDFwjijnlnYtXWzqjtobZKWZEFH/W4Jc/h8Qck20upHiLPjjYZViLDOY45vaLDVG/b2okZtRVRHe32rl7815/2YOt3Z6PX7Rddyt9ukxliG7Fdq2E2DImU+aQ+Qy2GKUk976u3duK+b0yXPUdtZTHuv2rGyW94rQWoKLZE/cosdQy5IV12m0zYDmtBRqzQTkREpCct6ka1bUnHoB9rt72PGbUVWNZSF5773HGoH3dvex8/XjRddf1cbrPgvr/si2vLhP7esKARq5/ZI9jWuf2ZPXhwcbNs27tMYgro6q2duHPeWZLvVztEnh1tMqxEhnP0uf2Sw1SXtdQJvu72D2FGbYVoGqwFeWiprxQ8dkt9JawFeeG/tRxmw5BImU/sM9RimJLc8+7wBBSdY5zdKjpPWi6d/qFhyee9zGaWHZ6eCSu0ExER6UmrulFNW7LH5ceLHxyPWtw3drva+tk/NCzaltlxoo0udx/k2t5yU0DN+aaUDpHPk9+FKD0SGc4hNcS7yJKPMcUWPLbkHPzi6pnYuPRcrLy4HkWWfDi9AXR09+HAZy44Bv1x73V4AljWUoeW+sqo11vqK7GspQ79gwEcOO5CR3cfet1+rF/QiLkNVVH7ctg3RdJmNVDpKQ1yxwhtP+b0Yu8RJ/5+8HPsPerEMadXcTrdviA2LGwSfd5Dw9NbY/JO5PD0TFihnYiISE9GqBud3gCqSkbbzs9e34Inv30+tl3fiseWnIOqEosmaXD51EVAGfAGwsPkxdoicsfodfsl36+27c5ftMmwEhmKLbZKcpElHw8sbsZP/roPr0d8oxWa/1FcmI/LH9gBQHjuS0mhGYt/9RaWt9ZheczQmRue7MCvrzkH83/xRnj/S6ZWo+3rjfAGhjnsmwRpsxqodNEtd4wym1l2jreSdMoNTZMbnp4JK7QTERHpyQh1Y7nNLBre9nfXnQ9Lvkn1OeSuU2lbR3K6nsx6MSWFBSmdssmONhlWIkOxxVZRXt5ah007DgrO/zAB+OFXzgi/JjT3parEgnMmVUQtwhDSWl+JNz6KPu4LHxyHLziMBxc347TqkoSvmbKfFlMM5FYNL7OZJc9RaM7HD/7wD8nQWyXWAslzlJyoAOWGpkkNT+cq+0RERNGMUDcWmvNx+x+F2wl3b3sP931juupzyLUz7DJtmcj7INYWURplJVVTNjl0nAxLajjIfQubACA8bNvlC6JtQSO+dMbYqH1nfUF4fjUwWlh87o4eLh6a8yGXhjkNVVjaUoeN7QejXi+y5KOpphxHHF7JIemUu+SGOSkp6MfZrZLDsieW26SHUikIveX2BbG8tQ5zYs4xp74Sy1vr4JYZ8qVEWZEF9y5sQtvXG6OmdrR9vRH3cboFERHlIC3aCWrJtRPkIoso4fYFcW3rF7B+wbSoNsD6BdNwbesX4AsMKb4PjkF/uE8Q2faWay+J/RCgFf6iTYYmNpzD7R/Cyic74sIe3LOgET/8ShAOz+gwVbdfujMwGBEHOyR23olQGoZGRjD/v3dEvT80TD02TAFDFVEsLYYpyQ3LljrHoT6P5LGd3iAKC0wwwYTLGidgacS0iWNOL0wwwaXRHLERAM/tPoLXu6Lz8gWnjxV/ExERURZLdwSaRMLbJmvAG8AIRvBc55GoX5zn1FdiWWsdBrwB1I0tkb0PcqHQ5NpLqcSONhle7HAOqbAHt2/txIOLmzFl/Oj+B467JI9dWBA/qENo7ktsGg4cd8V10sWGqTNUEQnRYpiS1LBsqXPIzXuyWwtgM+cLht0ARtc4WD+/MfEExwjn5a74vMw8Q0REuSydEWiUtBPUEgvv9XpXL4aBcDtD6j4oDYUm115KFQ4dp4yjJOxBSGiei5CW+kp0HOqPek3p3Beh4zbXlIsOs4lNF1E6heYsCQnNWZILu+EfGladjkTyMhEREelDSTtBLS3aGUZvR7CjTRknkbAHoXkucwTmWF9/cUPUHOtE5r4IzZ/xBaULBIYqokSIzTfSgpI5S3JhN0JztNWk0wghTIiIiCia0rnNatoAStsZUozejuDQcco4iYY9GBoaxmXTxmPp7Mnheaa9Lh9OLbPi2ZWtSc99iZ0/YzXnJ5QuIjFy8420oEXoLbXpNEIIEyIiIoon104wQhvA6O0IdrQp4yQS9uCY04tbY2IFh7TWV+L+q2aoCsMVOW/EMehPezgGynxK5xtpQU3orRJrAW7+/T9UpdMIIUyIiIhImFg7QYu2ihZtAKWhSNOFQ8cp4yQS9qDP7RfsZBdZ8jGjtgKfu/2KhrsoGRpjhHAMlPn0nG90zOnF3iNO/P3g59h71IljTm94m9zz7PYFVaeTeYaIiCjzJNJWEWtDa9EG0CMUqRr8RZsyktKwB0LhBxINw5XI0Jh0h2OgzKfXfKPuXjdWxYz2CM29qq0sBiD9PHd092mSTuYZIiKizKK0rSLXhlbbBhjwBnQJRZosdrQpYykJeyAUfiCRMFzJDI1JZzgGynx6zDc65vTGdbIBoL2rF6u3duL+q2aEh4qJhwjTLp3MM0RERJlDSRtAaRtaTRtALEQYoF0oUjXY0aaUO9zvgcMTgNMTQJnNjDKbGUWWfPS4/HB6A7DbzKgqHs1kjkG/4OtKxb7fbjPjS2eMxUt7Pwvv01xTHvVLdqTQcJfQOZUMjYlNn9proNxWVWLBJVOrMWWCHc015fAFh2E152NXdx/2HXHGrUEQXqTEVoCKIouiOJF9bj86uvux8uL6uHNsbD+IPrc/akVRoeeZ86uJiIjSR669qUV7VKoNINdWSaYNnSilIcLS1TZnR5tS6pNeN1ZH/HJWZMnHY0vOwS9e6cLrERljbkMV7pk/DWu3vY8XPzge9brS1QvFhqfcPX8agPfCne1EwnAlOoxXj9WiKbuVFVlw+7wzsXprZ9QXQq31lVi3oDFcMSgZ+i3G5QsKTp9oqa/EA4ubwyE35J7ne+ZPw+qtnVGLkLTWV+Ke+dP45RIREVGKyNXPWrRH5Y4h11b5qMcteXwtpsIpCRGWzrY5F0OjlDnc74nqZAOjw7YfiulkA6PfbK3e2okzJtjjXr91y27ZuHxSw1PueGYP7p7fiOe/Pwf/8//NQl2VdCekuPDk90+JDI+VGyKjZRxkyl6H+z24TWRY921bO3G43yM79DtyUTMhlcUWwekTO7p6sWnHQVQWW2Sf52NOL9Zuex8zaitGvzy7eiYeW3IOZtRW4O5t7/N5JyIiSgEl9bPa9qjcOeTaKsecXpQUSv+eWyyzXQm5cxRZCtLaNtf9F+39+/fjlVdewfHjxzE8HP3L4p133in7/v/6r//CmjVrol6bMmUK9u7dq2k6ST2HJxCXAaWGbbd39WJZS13c60qGl8gNT/H4h8Kd+E963GiprxSdz2HJP/n9UyLDY/UYIkPZz+EJCIapAEbziMMTgAkQHSrV3tUbNfRbSGBoRHKoVWBoRPZ57nP78eIHx6NGoETi805ERKQ9JfWz2vao3Dnk2ip9bj9s5nzF7e1kWfLzJM9hzjeltW2ua0f7V7/6Fb773e+iqqoK48ePh8lkCm8zmUyKOtoAcNZZZ+HFF18M/11QwBHwRhA7/0FoSIjcsG1zQR4eW3JO3JxRueElTm8ARZZ8LG+tE5xzGvn+fo8/3KGPzJgt9ZVY1lIHh8cPYPRX71DogVu37I7qbAuFHtBrtWhST4+5OsnOn3Z6lDxHJsl9hFbbj+T2S28f9AcxIrmH/Dn4vBMREWlPrr2ZSP0s1h5S0qaVanc7vUH4gkO4trUOeUDUSNY59ZVY1hrd3k6WXJu+1y39i3Wq2yq69lDvuecerFu3Drfccouq4xQUFGD8+PEapYq0IDT/4X+vb43br7BA+turfJMJ1zz+Tvjv0JxRu016CHeZzSw55zTy/SWFZiz+1VtY3lqH5RGhADoO9eOGJzvw7MrodJsAXNY4AUtmTw7ve3zAF5cGPVaLJvX0mKujZv603LNeajXLdLOFV9uP3q7+WZU7B593oszU3d2Nnh7hX4DUqKqqQm1trebHJco1cnW43aasfpZqDylpJ0i1u8tsBTDn5+Fzd0A09FaJBu0EuTb909+dLXsdqaRrR7uvrw+LFi1SfZz9+/dj4sSJsFqtmDVrFtra2lh4p5HYPI6jTi9a6yujhpZ0HOoXHeLRWl+JNz+KnzNqAnD/VTMk01BcWCA65zT2/VUlFpwzqUJwCHvscHDHoB8/FLi20L6R4b24CrPxJROuLVGJhM4SUmYzx+WbkNb6SpTZzMjPM0nuU1EsfQ0l1gLJ95dYC2AtyJN8niuK+bwTZZvu7m6cccZUeDyDmh/bZivC3r0fsL1GpJJcHW63mmXrZ7n20I8WTZc8ht1agHsk2t33fWM68vNM+HX7R6Jtfrm2vRJybfp0t1V07WgvWrQIf/3rX/Gd73wn6WOcd9552Lx5M6ZMmYIjR45gzZo1mDNnDvbs2YPS0tK4/X0+H3y+k78+Op3OpM9No2KHmRSYTNj5SV/cfrds2Y3fXXc+7t72Xrgw2Nh+EI8tOQd5pug5E3MaqrBk9mTc8GRH1DGKLPmYUVuBPrcfh/s9osN8Xd6g5JxVlzeIcSfWWUtkOHgi864TOS6N0jt/6jGPvs/tVzV/emK5DesWNOL2rZ1xQ63uWdAY/tV9/YJG3Cawz7oFjbJD1N2+IJa31sEE4eFcbl8Q4+wlks/zOLuVz3uWY/2Ze3p6euDxDOK85XfBPmGyZsd1HvkYb21cg56eHna0NcL8mbvcviCWttRhBPHDpZe21MEbGJKtnw8cd0m2h9y+IDYsbIrrjM85cQxPYEiyrePxDwGAZCjRyLZ5suTa3uluq6S8o/3AAw+E/19fX4877rgDf/vb39DY2AizOfrn+htuuEH2eJdddln4/01NTTjvvPMwadIk/M///A+uvfbauP3b2triFk+j5AkNM5nTUIUHFjfjhic7MHgiYwGjnZqrf/03/P7/mwVvcBgD3gBKrWaU28x4aHEzelz+8GtDIyOY/987ot5fZMkXHJYiNMw30fnRE8tteDAmDVUl8R34RI+rdJg5jdI7f+oxj15ubpTcdmB0cY+vNk6MGmp1fMAXtXCIWWQfs4LFRQa8AZhgEh3O5TpxH+SeZ6X5iDIT68/cZZ8wGWNqp6Q7GSSB+TN3OTwB3PBkh+hw6SeuOw9fGFsiWT/LtYcGfQGY80y4bNp4LI1sAzi9CA4Nw6FgPRmTCZLDy90+beZHy7VF0tlWSXlH+6c//WnU3yUlJXjttdfw2muvRb1uMpkUdbRjlZeX4/TTT0dXl/BK1qtWrcJNN90U/tvpdKKmpibh85D4sNvX9/dgeGRkNHRXzNCNHpcfwyPA1AnxX1lFPuAHjruiOtnAaCgwoeHgQsN8iy3yy/sLnV8ukyUa3kvpMHMapXf+1GMevfz8aOntSp4jAKqetXKbBff9ZZ/oKp3r5zcqfp6V5CPKTKw/iYyL+TN3FVsKMOgfEo3iE2rzStXPcu2hMpsFtwpMgwNGh33fOe8syfeXWs0oyDMJtjVCf6+f3yh5jETItUXS1VZJeUf74MGDKT2+y+XCgQMH8O///u+C2wsLC1FYWJjSNOQKqWG3O7p6sVwgNJfY/IfY4ecl1gJcMrUaUybYw8NLascUARgddhLbCd++vwfHB3zhY5TbzJhTXxkXnxs4ubx/MuTmXZdYC3DguAtObwA2Sz6m15Rj5yd9gulluKN4eudPPebRF1vyJedOFVvyJd+vZHg7AOz8pE90OJbcs+YfGpYczuUfGlY8zF6PFdwpPVh/EhkX82f2E6tfzfkm2ZBWcuTaQ27/kGQ7wZxvkm1PHR/wSYYS9Q9JRyLKBrrO0V67di1uvvlmFBUVRb3u8Xjwox/9SFF4r5tvvhlXXHEFJk2ahMOHD+Ouu+5Cfn4+Fi9enKpk0wlyw0xiic1/EBp+Pq9xPG6fdyZWb+0UHF4SOywdALo/H8S1J1YoL7Lk47El5wAw4fWunqj3h5b3rxubUPIBSM/9uGf+NNy2tTMqjrBUehnuKP30mEff7/HjjnlnRa1NAJz4BviKs+Dw+FEjEc5CyfB2tcOxBv1Byfd7/EEMycT3cvsCuqzgTkRElGuk6te+QfmQVnJtXrn20Kf9Hsl2Qt+gX7Y99VGPWzINbp/8VLpMp2tHe82aNfjOd74T19EeHBzEmjVrFHW0//nPf2Lx4sXo7e3F2LFj0drair/97W8YOzaJXhQlRG6YSe2YIrx00wWS8x/Ehp9PHluC2wSGqIT+FhqWHmnQP4RrH38Ht18+Fd//lwYcH/AltLy/FKG5HSXWgrhOtlx6Ge7IGFI9V6fIYsa/Pvom7l3YhFsuOwMu7xBKrPk47vTh3371N/y//5gl+X4lw9vz8yA5HGvd/GmSxxAbOh45nCs4LN3TLrNZUr6COxERUa6RWxF8zdfOwrce+3vSIa1CpNpD3sAQfvrih6LthHuunCbbnmLYW5072iMjIzCZ4ocz/OMf/8CYMWMUHeOpp57SOlmkkNwwk+rSQtmGtdhw1OaactGOtNCw9Jb6SnQc6o96bdA/hNVb9+CxJefge7/bFX5dSbgjObFzOw4cd8V1sqXSy3BHxpLKuTpVJRacOcEeHm0RSclzoGR4+xGnV3I4ljcoPRzLPzQsO5yrurRQMh3+oeGUr+BORESUa+SmbgWGRjCzVrjdnGibV6w95JNpJ/hODPuWak8x7K1OHe2KigqYTCaYTCacfvrpUZ3toaEhuFwuVSG/SB9aDLsVGxbrk+kYRG4XCwUmtG9rfSXWKwh3JCd2nszQyAiKLPlxw8OF0hC6PwDC87k5lzV7qc0nSt6/75hL8hhOz+hwLLH5XS6Z4VpuXxBl40px78ImvPrhZ6guLQzPzzrm9OKi08fiiNMreYzQVAnO4SYiolyjpu6TXRHcH0Tbgka0d/Wg2m49WT87PGitrwq3eVWlQWZVcbntAMPeAjp1tH/2s59hZGQEy5cvx5o1a1BWVhbeZrFYMHnyZMyaJT2ckoxB7bBbsWEkhQXSIYlqxtjwi6tnorAgDxPKrPjGI2+KdnInVxXjyW+fjxJrPty+oaiQSMlIJKRZyBeqivHM92aH78+gfwgrn+zgXNYcoTafyA/Hkl/ZXGp+l9LhXCMAntt9JGrdg7kNVbjg9LEos8kfg3O4iYgo16it++TqaLvNjPz8PDzXeTSqfp7TUIULplRrkga5Yd1Kh33nehhQXTraS5YsAQDU1dVh9uzZcfGzKbOoGXYrNoyk41C/6ErNLfWV+Mt7x8JDZFZeXI+ZteWi+z7XeSQu7nay80WlQpqNiIQ0m9tQhQll1vD5xMIkcS5rdlM7PF0yLIfNLLmyeam1QHJ+148WTZcdzhV+9ruEj7FhYZNkGmyWfM7hJiKinCI3v1pJ3WeTiV5SWJAnWD+/HlHHq01DmUw7Q+7L9qhj5XAYUF3naDc3N8Pj8cDj8US9bjKZUFhYCIslNz+EXCI2jGTfESfWL2jE7c/siXq9pb4SP/zyGehz+/GLq2fCas5H56f9WN5aB5PJFFWIhFZbjB1SLjZfVGxITeTrNku+6DyZ9q5efO/C+rhOfexwGKVhkoiU8gWGJFc2d/uDks+c2xeUHc514LhL8hhObwBLW+owgvhVT5e21GHAG+BzT0REOUWL0JgD3gCubf0Cvto4AeMihoYfdXgwocwGp1e6ju9zq293Tiy3Yd2CRty2tTOunbFuQSNHpSmka0e7vLxccDG0kFNPPRVLly7FXXfdhbw8dcN9ybikhpFEvm4uyMPQ8Ah+9uKHeHnvZ+H3t9RXoumUctx++VQU5OVhwBuApSAPz+05KjqUOza0ltCQmkumVuOOeWfitmf2hF//xdUzJa/Fas6XXWldSbgmokT0ewL49m/eEV3Z/BdXny35fpc3AJs5H5c1TsCS2ZPDK5YeH/CF95F7bp2eIG54skN01dPNy74o+X4+90RElG2UtPnkhnUPeIMYwQie6zwS1cmdU1+JZa11cMnVz17pdViU1r+TKotx3zemw+EJhNu5ZTYzO9kJ0LWjvXnzZtx2221YunQpvvjF0UbY3//+dzz++OO4/fbb8dlnn+HHP/4xCgsLsXr1aj2TRjoTG0YS+frBz1y4/Y97JEML1I0tATC6yJhU+K/IuSRiw3qmTLBjVUyIMbm542U2M06rLpHch+ENSGslhQXocfkFVzYHFMzhtpkFpzMAJ6dayM4RsxZg0D8kmu/k0sDnnoiIso1c3VlcKD2168HFzagstgiG1nq9qxfDAO6+UjqEp5b178RyGzvWKuja0X788cdx//3346qrrgq/dsUVV6CxsRG//OUv8dJLL6G2thbr1q1jRxv6rtabyLmUDLlONr3HnF70uf1weoMotRbIhiAKreJdUliAtq834u5t78f9oj23oQol1oLwvmLDwYVCjHUc6kdLfaVgOpSGJmB4A+PRI2+l8hyW/DzR57KlvhJFlnxcfMZYnDmxDM015eFhZ7u6+/D+YQe8QfnQXHLPbUWxBZdMrcaUCfa4c+w74kRFsfLnniuTExFRNpCrOy35ebL179DwiGT7NzA0LNkGKLbkS9bPrH/1o2tH+4033sAjjzwS93pzczPefPNNAEBrayu6u7v1TJYh6blabyLnEtv3nvnTsHbb+1GxpRNNb3evO+oXZblh25/2e7B888lf9OY0VGHj0nOxfPPb4c52KG23be0Mp03suEIhxja2H8QDi5sBRM9DTSQ0AcMbGIseeSvV53B6/bhTYo72524fbvnKVKzd9l7Ul0et9ZW4Y95ZsmE5BrwBnFZdIvncjrNbcce8M7Fqa2fcOUIh9ZQ891yZnIiIsoVcm+/4gHxozBGZczi9Qayb34jbnxGeP+0J+iXrZ9a/+tG1o11TU4PHHnsMGzZsiHr9scceQ01NDQCgt7cXFRUVeibLcLRYsTAV55Lad/XWTsyorYjqaCeS3mNOb8LDtkdiSqLX9/fABODPN8xB36AfpVYzSqwFUZ1sqeMKvT7oHwrPQ73j8jPhDQwlFZog18MbGIUeeUuPc9itFqzZ9h5m1FZgWcz86A1//gB3XH6m4LSL9q5erN32Hu6cd6bk8Ysso1WD1HPrGPTjtmeEz3H7M3vw4OJm2edez7KOiIhID1J1n8snPX+6uLAAeRLrWQGjQ8PXirQB1j77Hv7rirOwWqZ+BsD6Vwe6drR//OMfY9GiRfjzn/+Mc889FwDwzjvvYO/evfjDH/4AAHj77bfxr//6r3omy3D0XKU6kXNJ7dve1YtlLXVJp7fP7Y8rEKSGbbfUV6LjUL/g+YLDI5hRO/plzYHjrqhOttRxxUKMDfqHsPtQP77dWpeycE2kDz3ylh7n8A8N4+W9n0UtEhjph18Zlhx2ZpYZem7OP1nJiz23Sq9T6rnnivxERJSNxOo+ualflvw8lBeZJYefm/PzJNsAN395SLZuBcD6Vwe6drS/9rWvYe/evfjlL3+JDz/8EABw2WWX4ZlnnsHkyZMBAN/97nf1TJIh6blKtdS5iiz5GB4ZCc9tLizIw8qL67Gx/aDgyt5CQ6+VpldohUSxYdtzGqqwZPbkuDBeRZZ8LG+tgy84hI7uPthtZgyNjKDIkh+VXrHj7jviRNuCRrQf6EV1aWF4Tkuvy4eW0yrR4/Ljox4357BkMKV5S82cJT3OIfeNuNMjvb3X5Qt/MRYbmmtZSx163X7UjYVkOrUop7giPxERZSOxurPf48d1rV/A5SKhuxwePyZVFWPDwqa4X5znnBh+/s++QclzK5keJjc8nfWvNnTtaANAXV1d3NBxiqbnKtVi5yqy5OOBxc1Y++x7eD2mIf7A4mbBMFpiQ7KVpFdohcTIYdu3X34mfCeGbRfkmXDZA69HnT+U3k07DkbNR5nTUBWXXqnh4G7/EJ7bfQSvd0UXbDVjiuLmfnMOS+aRXUnbZlY9Z0lJ/k31OeRWHC2xmrFk09uiobme/t5sANLzt8ps6ssprshPRETZRqrutFvN6HX7RUN3lZyo94aGhnHZtPFYGhmC0+lFcGg4vI8Yuwb1M+tfbeje0e7v78ff//53HD9+HMPD0b+AXnPNNXonx5D0XKVa7FzLW+uwacdB0dBay1vr4hZYEBrKrTS9FcUW0WHb73b34d/Pn4RxdiuA0W8Jz5lUEZVmsfS+vr8HIyMjcekVGg4eni/a1RN3jOGYY3AOS2aSy1vFhQW4+ff/UDVnSe4cJdbUn0NuxW+7tQAza+NX2QdG87LdapadP/2jRdNVl1NckZ+IiLKJXN25YWETHmsXaK929WIEwP1XzcAxpxe3xqxbFNJaX4kNC5sE28yh7aXWAkV1K+vf1NO1o/3ss8/i6quvhsvlgt1uhylisr/JZGJH+wQ9V6kWO9fsL1SKxsfd0dWL5RHzsUMre9+97f2o/RJJ7zi7FesXNGL11vgVFEMrGEem+d6FTXj1w8/CQ7xrxxQBADq6++N+aW/v6sXNXz4jKsTBMacXF50+NiptUvNFY68Z4ByWTCSXt1zeoOo5S3LncPtSf45xdmtcHol87j2BISxtqcMI4oeOL22pgzcwBI9feo6XyxtUXU5xRX4iIsomcmuPOD0BdHT3Y+XF9XGhtza2H4TLG0RgSHydlfauXgwGgli3oBG3CbSZ1y1oxKkVRYrqVta/qadrR/v//J//g+XLl2P9+vUoKirS89QZR89VqoXO5fD4Jd9TZjPjme/NjkrXjxdNV5Xe2spi3H/VjHAcbbu1ABXFlqhOdsgIEDfEW2pYe6/Lh2sfPxkKbG5DFS44fWzUPnLzRYXmoHMOS+aRylsd3X2S71X6eaf7HAAQGBrGc7sPR039mFNfiZbTKuH0BsLTJ4SGjj9x3XmK5m+dVl2iupziivxERJQt5NqSLl9QcKpjqA3r9gXgDUrXwP3uIL5YZ8eGhU0Y8AbDdWeptQCnVoz2r5TUrax/U0/Xjvann36KG264gZ1shfRcpTr2XAeOuyT3ryiy4LTqEsljJGOc3SrYsY4kNsRbbFi7EKFhunLzRYXmoHMOS2YSe1a1nDOcznMIhcsDRoemrd7aiXvmT8Ogf0g0nyQyf0uLfM8V+YmIKBvI1fGVxRb89MUPRadmrps/DZaA8OLCJ88x2n0LdarFKKlbWf+mlnSgYo19+ctfxjvvvCO/I6VdaO6kkHTP3ZAb4t1cUx71mlQosFCIA0D6moWOke77QNrT47nX4xxC4fJC2rt64Q0Oy6bByGUAERGREcnVnX6JYeE7TtTPoXWLhLTWV6KimPVvptD1F+3LL78cP/jBD/D++++jsbERZnP0tz5f+9rX9EwOSRCbO3nJ1Gr819fOEgx1dczpPTns21aAiiLhYd9AasMnRQ7xFgsFFhI5TFfsmuc0VGHFRfVYvvnt8Gucw5Kd9JgzrPQc6vKIfPgvqTncnL9FRESUOKF1hCLr1+4+j+T7nZ4gzhhvV7RukZp2AulD1472t7/9bQDA2rVr47aZTCYMDcXHZqb0iZ27YbeZYcnPw61Pd0b9ojyvcTx+8JUzsDpmqGqoQKitLI46bqpDG32hqjg8f1woFFik2CGyYvNVAODZla2cw5ID9JizJHcO1XnEJl20220FknO4laaTiIiIogmtIxRaG0hJ/QzIr1uktp1A+tB16Pjw8LDoP3ayjansxFzsGbUVqCy2YNXWzrhh2wtmnhrXyQZGh6iu3tqJY05v+DW5sAeOQelF2AD5YTkTyqyYUVuB06pLUF5kxjmTKkT3FRr+GnnNp1WXhOevxL5G2UuPz1vsHFrkEbvVLDnsrKSwYDQvi8zhjsyzfPaJiIiUEVtHKFSHlxQWSNbPpYUnO+Lj7FacMcGOL9aNwRkT7FG/ZKttJ5A+dI+jHeL1emG1Si96RcYiNje62l4oGaqgz+2HyxuE0xuAzZKP6TXl2PlJX9yvzFqFNop8P8MHUaaRCw0SmUfEho15ZcJ3uXxByTncfW6/7KKERERE2UjNkGy5OtzlC+La1i/gq40TMM5uDbeZjzo8mFBmg8snPfVLyTkYetY4dO1oDw0NYf369XjkkUdw7NgxfPjhh/jCF76AO+64A5MnT8a1116rZ3IoQWJzowd9Q5KhCpzeAK765d/iXhcKw6VVaKNk9yVKN7k1CEJ5RGrY2IBM+K7Ny86VSYN8RU9ERJRt1A7Jlq3DPQGMYATPdR6Jmn89p74Sy1rrMKCg/lXaTqD007WjvW7dOjz++OO47777wvO1AWDatGn42c9+xo62wZUUCj8ulSUWPPDyftFQBWu+dpbg60JhuLQIbaR2X6J0EstnIcWFBbLDxu6+Ul34Lrk5ZERERNlGrm6NDAkrRja8V0khfvZSfJv59a5eDAO458ppsunUMkwopZauc7R/85vf4NFHH8XVV1+N/Pz88OvTp0/H3r17kzrmhg0bYDKZcOONN2qUSop0zOnF3iNO/P3g5yjIM2GOwLwST2BIMlSBPziCx5acg19cPRMbl56LlRfXo6O7Py4M1yVTq1FiLcCB4y50dPfhwGcuOAb9cAz6414jUkPumdLimUv2HJb8PLSIzN9qqa+EJT9PdtiYf0g6fFexJV/yHFaBmPFERETZTMmQbDly6wgFZMJ7+YekY2grOQfDbxqHrj9bfPrpp6ivr497fXh4GIFA4sMc3n77bfzyl79EU1OTFsmjGN29bqyKWOSsyJKPx5acA8AUtcjDZwM+yeMcdXpx7eMn46eHho4Hh0fCr10ytRp3zDsTN//+H+FCrsiSj41Lz8V/v9wVt3IjV1WkZMkNC9NiJU8153B6/VjWUgcgfn71spY6ODx+DJ3MOoLcvqDk2gQ9Lq/kOZweDjsjIqLcosWQ7LIiC+6ZP00wNNc986fhmFO6zez0yA8d5/pDmUPXjvaZZ56J119/HZMmTYp6/Q9/+AOam5sTOpbL5cLVV1+NX/3qV7jnnnu0TCZh9JfsVTEriQ/6h3Dt4+/g9sun4vv/0oDjAz4UFuTJDmEZGYnuFYSOec+V08JhuEqsBVGdbGB0aPmDAkPSExnCQxRJbljYjxZNVz1sTO057r5yGv710bdE51c/u7IVwyPSPe3iwgLJtQkG/UO44UnpcxAREeUSJVO35DgG/Vi77X3MqK3Aspj69e5t7+PmL0+RfH+pwqlbXH8oM+ja0b7zzjuxZMkSfPrppxgeHsbTTz+Nffv24Te/+Q22bduW0LFWrFiByy+/HP/yL/8i2dH2+Xzw+U5+e+R0OpNOfy7pc/sFh7YM+oeweusePLbkHHzvd7sAACsvrkdrfWXUN3chLfWV6DjUH/f6jq5eBIdHMKN2NPTWgeOuuI5Hc0256BxTrqqYHfTOn3LDwvrc6lfyVHsO/9AwzplUIfjsh4aE9Q8G0FJfKZhHQ8PLAfG1CapKLLLnIGL9SWRczJ/aC03dkqtbpfS4/Hjxg+N48YPjgttXfXWq5DkKFZwjhOsPGZ+uHe0rr7wSzz77LNauXYvi4mLceeedmDlzJp599llccsklio/z1FNPYdeuXXj77bdl921ra8OaNWvUJDtjqQlPILfqsC94cg7JviNOrF/QiNuf2RM1hGVOQxWWzJ6MG57sEDyGOyKEgdBwnchzCOGqiplP7/wpNyxM7rlX8sypPYfbF8S9C5vw6oefobq0MBz645jTi4tOH4uyIgs+7nXLDi8HikXPwWFnpEQu159ERsf8qb1+j/zUrVDdKtbGlmsDfO72SZ6j1+1D3dgSyXNQ5tB9adk5c+bghRdeSPr9hw4dwve//3288MILiuJwr1q1CjfddFP4b6fTiZqamqTPnynUzjO1W6UfjZoxNvzi6pkoLMjD8QEfLPl5cUNYCvJMuOyB1+NCeIVEroooNPy8UGZBJq6qmPn0zp9y0xzknnslz5wW5wgMDeO53Yfxekzoj5bTRhcwKyk0Y/Gv1A395rAzkpOr9SdRJmD+1J7SulWqjS3XBiguNOOajW+LnmPLd2fLnoNrFGWOjIvhsnPnThw/fhwzZ84MvzY0NITt27fjoYcegs/ni1rRvLCwEIWFhelIatpoEZ6gotgiORz8L+8dixp2OrehCg8ubsZp1SXh1445vZhZWy54jNb6SpREdDhCKyhG/rrWcahfdHgNh7dmB73zp9BzFjK3oQoVxdLblTxzJdYC0bzTWl8Ju80seQ6bJR8/+MM/BEN/rN7aifuvmqHZ0G8OOyMpuVh/EmUK5k/tKalb5drYGxY2SbYBSq0FmFkrPDWytb4SZTazJu14MoaUx3CpqKjAmDFjFP1T4ktf+hI6Ozvx7rvvhv+dc845uPrqq/Huu+9GdbJzlRbhCcbZrVi/oDEunNec+kpc21qHje0HZY/r9gWxtKUuLoxQS30llrbURQ0dDw1ljQxXsLH9IK6/uAFzYkIYcHgrJUvoOQNOPlPj7FbJ7aFnTip0l9xz7wsMSZ5jwBsQDf3R3tWLPrdf9jqYN4iIiBKjpG7tcfmx85M+rLy4Pi507Tuf9GHAG5BsAwSCw1i3oBGtMdtb6yuxbkEjJpbbNGnHkzGk/Bftn/3sZ5oer7S0FNOmRQdzLy4uRmVlZdzruUqL8AQAYM7Pw1cbJ452Dk4MbTnm9MIEk6LjOjwB3PBkh+jwmCeuOy9qf7GhrA9xeCtpSG7ItNx2ueFcSp77GWNLRM9x6KBHMv2hOd4c+k1ERKQtubrV5QvggcXN2LTjYNSv0qHQtQ5PUL4NUFuB+74xHQ5PIHyOMps5PCRcq3Y8pV/KO9pLlixJ+D0bNmzAd77zHZSXl2ufoBwgLF5JpgAAmg9JREFUNz9EyTxTx6AfPxQYtgKMFibLW+vihr3EHtduNWPQPyS6crhQOsSGsrLzQFqSGzIttl3JcC6lz73YOeTmcEdu59BvIiIibUnVreU2C+77y764kWehv++Yd6aiNsDEcpvoXGst2vFkDIaco71+/XpcddVVijvar776akrTk2nk5qEqmb8ZOTSmuaY8vPLxru4+bGw/iOUnVkyUOq4W6SAyErl80ePyq37updZHaK2vREUx8w0REVGqSK327R8aFp3etaOrF9aCPNVtX7afs0fK52gnY2RkJN1JyGhazN8MDY3p6O7DtY+/g+/9bheWb34bHd19eGBxM4LDJz8jseNyHillG7l84fYFVD/3ofURhOZvrV/QiHF2+WgLRERElLjD/R6sfLIDX/rJa1jwizfwpftfw/VPduBw/+i0LlfE+kJCnJ6A6rYv28/Zw5C/aJN6audvyg2NuefKaXjme7Nlj8t5pJRN5PLF+vmNANQ/97WVxbj/qhnoc/vh9AZhtxagotjCTjYREVGKKJ0eJqW40KxJ25ft5+zAjnYWUzN/U25oTHB4BDNqK1KeDiIjkcsX/qHh8N9qn/txdis71kRERDpRstq30mHdWrR92X7OfIYcOk7pJzc0xuEJCIY2IspmcvnCLbNdb1JhyIiIiOgkJat9azWsm/VzbuAv2iRIbmiMwxPAtY+/AyA6tBFRNsuklUDlwpAREentgw8+0PyYVVVVqK2t1fy4lHuU1vFqh3Wzfs4dhuxoz5kzBzYbH7R0khoa01JfiY5D/eG/I+eucIgLZbNMWQlUyTwz5lUi0ovH0QvAhG9961uaH9tmK8LevR+ws02qJVLHJzusm/Vzbkl5R9vpdCre1263AwCee+65VCUn40mFHNBSaGjMrVt2RxU4LfWVWNZShxue7Ija/51P+tA/GNAlbZTb9MoDQsTyRTIrgabyOpTMM2PeJCK9BAYHAIxgxr/dgrF1Z2h2XOeRj/HWxjXo6elhR5tUC9XxsR3hORqu9s36ObekvKNdXl4Ok8kkuc/IyAhMJhOGhoZSnZyMpvdQk9ihMZaCPDy35yhueLIDg/6Tn1WRJR8PLG7G7c904vWIhaI4DIa0ZoThVlqsBJrq61Ayz4yISG8l1bUYUzsl3ckgEjU0NIzLpo3H0tmT4QsOo7AgD8edXgQjFjtVg/Vzbkl5R/uVV15J9SlyQrqGmkQOjTlw3IWHXu6K22d5ax027TgYtxozh8GQlow03ErNSqB6XEcmzSUnIiIygmNOL27d2ikYXaS1vhL3XzVDdTQQ1s+5JeUd7QsuuCDVp8gJRhhqIjZ3pbmmXLADrmfaKPsZIQ9oQY/ryJS55EREREbR5/aLhvBs7+pFn9uvuqPN+jm3pCW81+DgIPbu3Yvdu3dH/SNxRhhqIhbSQA6HwZAWjJAHtKDHdWgVfoSIiChXOL3SITrltivB+jm36Lrq+GeffYZly5bhz3/+s+B2ztEWZ5ShJkLzU4dHRgyRNspuRskDaul1HVrMJSciIsoVdqt0t0huu1Ksn3OHrr9o33jjjejv78dbb70Fm82G559/Ho8//jgaGhrwpz/9Sc+kZJzQUBMheg81KSuy4LTqEsyorcBp1SWoLi00TNooexkpD6ih53XE5lVW4kRERMIqii1ora8U3NZaX4mKYtbPlBhdf9F++eWX8cc//hHnnHMO8vLyMGnSJFxyySWw2+1oa2vD5ZdfrmdyDC8y/E+ZzYy2BY3Y3tWD6tJC+ILDsJrzcczpxUWnj01rBtUy5BGRGD2fM7nQW2pCczG/EBFp64MPPtD8mFVVVQwZlmPG2a1oW9CI9q4eVNutJ9vaDg9a66tUz8+m3KNrR9vtdqO6uhoAUFFRgc8++wynn346GhsbsWvXLj2TYnix4X+KLPnYtPRcPLf7CF7vim6cX3D62HQlM4zDYEgPejxncqG3tAjNxfxCRKSex9ELwIRvfetbmh/bZivC3r0fsLOdY0YAPNd5JCpc7Zz6KrTUJ7Y+ERGgc0d7ypQp2LdvHyZPnozp06fjl7/8JSZPnoxHHnkEEyZM0DMphiYU/md5ax0eeHm/oUNoqQl5RKRUKp8zudBbP1o0XbPQXMwvRETqBAYHAIxgxr/dgrF1Z2h2XOeRj/HWxjXo6elhRzuHHHN6sUogvNfrXT1YvbVTk/BelFt07Wh///vfx5EjRwAAd911F77yla/gd7/7HSwWCzZv3qxnUgxNKPwPQ2gRpZ5c6K0+d3aEGCMiyiYl1bUYUzsl3cmgDKdHeC/KLbp2tCOH9px99tn45JNPsHfvXtTW1qKqikMyQoTC//iCw5LvyZTQRkRGJhd6Sy60B/MhERFRZtIjvBflFl1XHV+7di0GBwfDfxcVFWHmzJkoLi7G2rVr9UyKoQmF/ykskP6oMiW0EZGRyYXekgvtwXxIRESUmfQK70W5Q9eO9po1a+ByueJeHxwcxJo1a/RMiqEJhf/pONSPFpGQA5kU2ojIyORCb1UUZ0eIMSIiIoqmZ3gvyg26drRHRkZgMpniXv/HP/6BMWPG6JkUQwuF/4ls0G9sP4jrL27AnJhGPkMCEWlHKO8BJ/PZOLtVcjvzIRERUWYaZ7di/YLGuM52a30l1i9o5PxsSpguYyAqKipgMplgMplw+umnR3W2h4aG4HK58J3vfEePpGQMsfA/DzEkEFFKyYXeYmguIiKi7FRbWYz7r5qBPrcfTm8QdmsBKoot7GRTUnTpaP/sZz/DyMgIli9fjjVr1qCsrCy8zWKxYPLkyZg1a5aiYz388MN4+OGH8fHHHwMAzjrrLNx555247LLLUpH0tBIL/8MGPVFqyYXeYmguIiKi7DTObmXHmjShS0d7yZIlAIC6ujq0tLSgoCD505566qnYsGEDGhoaMDIygscffxxXXnklOjo6cNZZZ2mV5IzjGPSjx+WH0xuA3WZGVTE7AkTpxDxJRKnU3d2Nnh7hcIPJ+uCDDzQ9HlG2Yh1PSui6fN4FF1yAAwcOYNOmTThw4AB+/vOfo7q6Gn/+859RW1urqKN8xRVXRP29bt06PPzww/jb3/6Wsx3tw/0e3LJld1R837kNVdiwsAkTy21pTBlRbmKeJKJU6u7uxhlnTIXHMyi/cxICPn9KjkuUDVjHk1K6drRfe+01XHbZZWhpacH27duxbt06VFdX4x//+Acee+wx/OEPf0joeENDQ/j9738Pt9uteOh5tnEM+uMyOwBs39+DW7fsxoOLm/kNG5GOmCeJKNV6enrg8QzivOV3wT5hsmbHPdL5Jvb86VEEg4wXTCSEdTwlQteO9q233op77rkHN910E0pLS8OvX3zxxXjooYcUH6ezsxOzZs2C1+tFSUkJtm7dijPPPFNwX5/PB5/PF/7b6XQmfwEG1OPyx2X2kO37e9Dj8jPDk2FlY/5knqRskY35M9vYJ0zGmNopmh3PeeRjzY5FqcX8mR6s4ykRuob36uzsxIIFC+Jer66uTmie0ZQpU/Duu+/irbfewne/+10sWbIE77//vuC+bW1tKCsrC/+rqalJOv1G5PQGJLcPyGwnSqdszJ/Mk5QtsjF/EmUL5s/0YB1PidC1o11eXo4jR47Evd7R0YFTTjlF8XEsFgvq6+tx9tlno62tDdOnT8fPf/5zwX1XrVoFh8MR/nfo0KGk029EdqtZcnupzHaidMrG/Mk8SdkiG/MnUbZg/kwP1vGUCF2Hjn/zm9/ELbfcgt///vcwmUwYHh7Gjh07cPPNN+Oaa65J+rjDw8NRw2ciFRYWorCwMOljG11ViQVzG6qwXWAYy9yGKlSVcPgKGVc25k/mScoW2Zg/ibIF82d6sI6nROj6i/b69etxxhlnoKamBi6XC2eeeSbmzJmD2bNn4/bbb1d0jFWrVmH79u34+OOP0dnZiVWrVuHVV1/F1VdfneLUG1NZkQUbFjZhbkNV1OtzG6pw78ImzhMh0hnzJBERUXZiHU+J0PUXbYvFgl/96le488470dnZCbfbjebmZtTX1ys+xvHjx3HNNdfgyJEjKCsrQ1NTE/7yl7/gkksuSWHKjW1iuQ0PLm5Gj8uPAW8ApVYzqkoYz48oXZgniYiIshPreFJK1442ADz22GP46U9/iv379wMAGhoacOONN+K6665T/H6KV1bEDE5kJMyTRERE2Yl1PCmha0f7zjvvxE9+8hNcf/314bjXb775Jv7zP/8T3d3dWLt2rZ7JISIiIiIiItKcrh3thx9+GL/61a+wePHi8Gtf+9rX0NTUhOuvv54dbSIiIiIiIsp4ui6GFggEcM4558S9fvbZZyMYDOqZFCIiIiIiIqKU0LWj/e///u94+OGH415/9NFHc3bVcCIiIiIiIsouaVkM7a9//SvOP/98AMBbb72F7u5uXHPNNbjpppvC+/3kJz/RO2lEREREREREquna0d6zZw9mzpwJADhw4AAAoKqqClVVVdizZ094P5PJpGeyiIiIiIiIiDSja0f7lVde0fN0RERERERERLrTdY42ERERERERUbZjR5uIiIiIiIhIQ+xoExEREREREWmIHW0iIiIiIiIiDbGjTURERERERKQhdrSJiIiIiIiINMSONhEREREREZGG2NEmIiIiIiIi0hA72kREREREREQaYkebiIiIiIiISEPsaBMRERERERFpiB1tIiIiIiIiIg2xo01ERERERESkIXa0iYiIiIiIiDTEjjYRERERERGRhtjRJiIiIiIiItJQxnW029racO6556K0tBTV1dWYP38+9u3bl+5kEREREREREQHIwI72a6+9hhUrVuBvf/sbXnjhBQQCAVx66aVwu93pThoRERERERERCtKdgEQ9//zzUX9v3rwZ1dXV2LlzJ+bOnZumVBERERERERGNyrhftGM5HA4AwJgxY9KcEiIiIiIiIqIM/EU70vDwMG688Ua0tLRg2rRpgvv4fD74fL7w306nU6/kKeYY9KPH5YfTG4DdZkZVsQVlRRbdj0Gkt0zIn5R6Rii/jJAGo2H+JDKuVORPtkeJtJXRHe0VK1Zgz549aG9vF92nra0Na9as0TFViTnc78EtW3bj9f094dfmNlRhw8ImTCy36XYMonQwev6k1DNC+WWENBgR8yeRcWmdP9keJdJexg4dX7lyJbZt24ZXXnkFp556quh+q1atgsPhCP87dOiQjqmU5hj0xxVIALB9fw9u3bIbjkG/LscgShcj509KPSOUX0ZIg1ExfxIZl5b5k+1RotTIuF+0R0ZGcP3112Pr1q149dVXUVdXJ7l/YWEhCgsLdUpdYnpc/rgCKWT7/h70uPyyw220OAZRuhg5f1LqGaH8MkIajIr5k8i4tMyfbI8SpUbGdbRXrFiBJ554An/84x9RWlqKo0ePAgDKyspgs2XWsBSnNyC5fUBmu1bHICJKByOUX0ZIAxFROrE9SpQaGTd0/OGHH4bD4cCFF16ICRMmhP/9v//3/9KdtITZrWbJ7aUy27U6BhFROhih/DJCGoiI0ontUaLUyLiO9sjIiOC/pUuXpjtpCasqsWBuQ5XgtrkNVagqkR9io8UxiIjSwQjllxHSQESUTmyPEqVGxnW0s0lZkQUbFjbFFUxzG6pw78ImRXNZtDgGABxzerH3iBN/P/g59h514pjTq/xCTnAM+nHguAsd3X048JmLC18QkWS5oFX5pYbSNLB8I6JspUU5yLKUKF7GzdHONhPLbXhwcTN6XH4MeAMotZpRVZJYzEETgMsaJ2DJ7MnwBYdRWJCH4wM+2feFdPe6sWprJ3Z09YZfa62vxPoFjaitLFZ0DIZ0IKJYSsoFteWXFuTSwPKNiLKdFuUgy1KiaOxoG0BZUWId60iOQT9+KBBOARgtvB5c3Cx57GNOb1wnGwDau3qxemsn7r9qBsbZrbJpkArpIJcGIso+SsoFAKrKL63SKZWGHy2azvKNiLKaFuUgIF2esyylXMSOts4cg370uPxwegOw28yoKrbAGxxGn9sPpzcIu60AFUUW0c7t4X4PHJ4AnJ4AymxmFFvycczhxcqL69FcUw5fcBhWcz52dfdhY/tB2XAKfW5/XCc7pL2rF31uv2xHmyEdiDKTUHkUm1fl9hHbrqRcAICdn/TJll9K0pmsHpdfMg19bpZvRJTdelx+HHN48cJNcxEcGoHTM1rWFuSbsOK3uxSVg4B0ea60LE1leU+kN3a0dRQ7ZKbIko+NS8/Ff7+8H68rGLb9Sa8bq2N+ff7SGWPx6DXn4LZnOvHQy13h11vqK/HA4ma4fdLhFJzeoKrto/swpANRplEyhE9uH6ntLpmyZ8AbgMkEPLC4GZt2HBQsvzz+QMqHGrp8Ack0uHzSZSDLNyLKdP5gINyWjJ1G+Og158DpkZ7Oo6Q8lytL3b7Ul/dEeuNiaDoRGka5vLUOD8Z0soGTw7YjFyQ73O+J62QDwNSJZXEFIwDs6OrFph0HUWaT/hbQbpX+rkVu++g+DOlAlEnkhnU7Bv2y+xxzeiW3l8uUPaVWM8psZmzacVC0/LLbLLLpVKvcZpFMQ2Wx/HUQEWWykkKLYFuyvasXtz/TiYqiQsn3l1rNqsvSMh3KeyK9saOtE6FhlM015bLDtkMcnoDgvlLH2NHVC//QsGS6KootaK2vFNzWWl+JCpmCEWBIB6JMo2RYt9w+csMA/UPDsuWCNzgsWX65/UOKhiuq4R+STkNgaITlGxFlNZd/SLI96vIPyZaDastS/9Bwyst7Ir1x6HiKxM4xcXjiCwhfULwTXGTJBwDsPeKE0xuESWQ/qWMAQP9gAH8/+HnU3O/YtLUtaMTfPurFmJLC8JyaYw4PWuurZOdnAydDOty6ZTe2xwz30StEDxEpp2S6xwhGy6HlrXWC8+3kppW4fUHZcmHfMReqSiy4d2ETqu2FcHmHUGotCP9a7vRoMy0ldm0Lu80cHoYoN5xx0C9/HUrpMfeQ8xuJSMwxp1dwTSCnJyBZ3g94A7h3YRNe/fAzVJdGtBWdXlx0+liUFVnwUY9b8hhyZelRmbCynKZDmYgd7RQQmmPyxHXnxe1XWCA8oKDIko8HFjdj3f++Hx5W/tiScwT3FTtGyIAviOWb3wYwOp/7zivOwu3P7IlK25yGKqy48DQsf/wdDPqHRl+rr0RLvfA3j0KMEKKHiJRRMt1Dbr5dmU26+ii1mmXDF5YXFeB3152Ptdvei5sX+LvrzsfIyIjsOeQIrW3RWl+JdQsaMamyWNG90CIMox5zD3NlfuMHH3yg+TGrqqpQW1ur+XG7u7vR0yP8K50aqbgHFC+TnjU5UqFcy4vMkuW93WbGCIDndh/B613R5csFp48FAJTZ5I8hVZaG2p9iOE2HMhE72hoTm9f4xke9aK2vRHtEAddxqB8t9ZVxQ22Wt9bFzXMR27fjUH/ccUNa6yujGqpTJ5YJzvN+fX8PhkdGsLy1Llw4vp5geK90h+ghIuVC0z22i+TZqhILXL6g6Hw7E4ANC5tkjwFIhy8sshTgli27BecF3r3tPWxY2CRZvpXIrCEhtrZFe1cvbtvaifu+MR0l1gJF51AbhjHVYW1yIcyix9ELwIRvfetbmh/bZivC3r0faNoB6u7uxhlnTIXHM6jZMWMFfBxOmwqZ9qzJkQvlumFhk2x5f8uW3VGdbCC6fCksyJM8xr0LmwCIl6VK6iWiTMOOdgKUDMnrcfnxwREnHltyTtRQyM8GvDh3UgVMJlO4IbSx/SA2LzsX85omRg3FGW8vxFN/744KkVBsKcClZ47Dnk8dGGe3hvftHfDha9MnYs2z0b8ItdRXYmlLHfJNJwedN9eUR33LGGlHVy+Wt9RFvbarux+DviAOHHfJXjPD3xAZj1iZVVZkkR0GeNjhlZ6z5w3KHkMqDQAw4A1Kn8MXxNKWOowAguWb+8Swb7HhkGJrW4SO7/AEUFiQp+gcaigtI9UM+86FcjgwOABgBDP+7RaMrTtDs+M6j3yMtzauQU9Pj6adn56eHng8gzhv+V2wT5is2XEB4Ejnm9jzp0cRDKp/Pilepj1rcvrcfnR094uG3hrwBmW3y4VilJqj3d7VC6c3iFMk0shpiJSN2NFWSOmQvEF/QHQo5J1XnIW7rjgTJpgwcKIhVZBnwoMvRa88Pqe+Cr+77nzc+/wH4Y5xkSUfm5aeiz93Honet6EKY+2F+GLdGCxvqQsP2+441I8bnuzAjxdND+8rN587cnto+Pqdf9wTdT6ha2Z4LyLjkSuz/EPDeG734ZiypxKzTxtdHFFufrTLN1qGSQ0llEuD3DmcngBueLIDy1vrBMu3p759nuRwSLmyZ8AbgDc/T/IcQtN+EiVXRmoR1iaXyuGS6lqMqZ2S7mQoZp8wWfP0Oo98rOnxSFimPWtiXL6g5LBut0yYQyXbPQHpNqaSMkiLaTpERsKOtgKJDMkrt1lwq8jwnLXPvoe2BY2oOREf+5jTi5v+5934odxdPbh723uYUVuBl/d+BmB0OPkDL+8XHfbdXFuBax9/Jy7tkXO45eZzR24XGr4uds0M70VkLHJlVtvXG4WnkUQMqbbbpPPtmOJCyaGEP1o0XbbclDtHqdWMQf+Q6EicUqtZcjjk7fPOlD2+JT9P9hxqyZWRcmFtlAz7ZjlMRGIqiy346YsfCg7rBoB7rpyGn74Y38ZMZLu5QLqjrbQMUjNNh8ho2NFWQGo4+PtHnDji8OKjHjfsNjMCMkNn3P6h8FBsqzlfct9lEUO5Ex32DYx+09hxqD/8t9R87th9m2vKsbH9oOQwoVBByHk1lG0yfeVmuWHETpkh244Tq3NLzV0OyIRikQv/1ePyo9iSL3mOYks+Lps2Dt84uyZuVfI/7DwEn0x5W5ifJ3n8MpsZxZZ8ReWXmmdCroxUEtZG7lwsh4lIjFRZuaOrV5PtcnVGmcwXq0TZiB1tBcSGg8+pr8KKi07D1x9+I7xaotjq4CH9ngC++ejfAABPfvt8yX0jh3LLxcM2xcT/mlNfhe9dVI9rH387/Nr7hx24Y95ZuOd/349bdfx7F0bvm28yyQ4TCuG8Gsom2bBys+wwYgVhs6ZOsGPdgkbctrUzquEUWrH7c7f0Ikxy4b8GvAEMj4zgjnln4e5t78Wd484rzkL/oBc//MoZuP2ZPXFDw++ePw29LunIBp+7/ZLXEPo85covtc+EXBmpRVgblsNEJMbpkS6PlUzjkdt+xnjpOiNT6k8iLbGjrYDYcPDXu3owjOjVuuUUF+aH/19izZfYM3oo99iSQsl9J5bZ8Nz352DAM/pry1/eO4q/f9yLBxc3R805vPrXf8OW78xGcHgEA94AigsL8O6h/rh9J5RbsXbb+6LDhNbPb4w+P+fVUBbIlpWb5YYR24tktp/45WFSZTHu+8Z0ODyBcL4uOxGixSczH88usyJ4qXV0BNDVv/4b7l3YhFsuOwMu7xBKrPk47vTh3371N2z57mzRVcPveGYP7r5ymuQ5igsLJK8hRKr80uqZ0COsDcthIhKipDxWs73MZoZj0I/7nt+LZS11ceX5j57fi3ULGlkWUc5hR1sBt39IcshM5LBtsTBcwOi3esedJ3+BOe70SQ6ziRzKbSnIEz1uS30l/EPD+NpDOwAAKy+uR0d3n+C+cxuqUF5kDhd2B4678IM/7I7b7w/fmSV5zUK/sHNeDWW6bFm5WW4YcWG+dHlSmH/yS76J5TbBXyLM+SbJYxQpGJLtDQ7jjPGlgutLtNZXYlCi7G0/MVxRqgytKLZIXkMksfJLy2dCj7A2LIeJKFZFsUWyrCySmcZTYsmXLO8t+Xnocfnxv51H8b+dRwXT8J+XTGHZRDlHenUsAiA/BDJyiPfG9oNY1lKHOfVVUfuEhkLesuVkp/aWLbtxx7yz0FpfGbfvugWN+OCwI/zaEYcXy1rq0BKzb0t9JZa11OFz18lhnBvbD2LlRfWY0xCdBqEhhGJDTD+TGZKZSMgbx6AfB4670NHdhwOfueAYZNxPMqZsWbk5NIx4rkgZ4PQGJMsTJdfZ6/ZLHqPH5ZNMQ9mJEFzrFzQKloGjq4bLDXcMSr5/nN0qex1ylD4Taso5uc+LjVMiUkOurO0Z8Iq2R++84iz0uqTboL1uf9bUn0Ra4i/aCsgNuYkc4j3oH8INT3bguRta4Q0Mj8Z1tRag2JKPBQ+/gZ6IDnGPyx8eNnnb5Wdi4MS+FcUnGqBfbwrHhi21FmDhw2+IhqB55nsteP77c8LnG1NswUMKhhCKDTG15Et/B6N0KGM2zHel3JFNKzfLDVVe/Ku3RMuTZ1e2yh6/xFqAazb+XfQYT39vtqKhzLWVxbj/qhkn42BHlIFyQ6rt1gLJ92tByTOhRTnHYd9ElEpSZaXbPyQ5jef/XnsebnjsbfHy/ruzYdao3UiUTdjRVkBqyE3sat0AcM6kClTEDN9zDPpx5gR73NDAHpcfj7/x8eg8vwnRDapxdmu4sXjM6cXMWuGVx1vrK1FWZBZsWCa7Uq3UCuVKhzJmy3xXyh3ZtnKz1FDlcyZVCJYnSq/TbjVLlkmhDqqSocyRZV0kueGOoaHhYu/XgtwzUWItwM2//4cm5RyHfRNRKomVlaXWAslpPKXWAsnyvqLYAmtBXlbVn0Ra4NBxAbFDAK0FeYJDbubUV+H6ixuwsf1g+DWxoX5qhwa6fUEsFRm2s7SlLqGh3ErSte+IE+sXNKoayqhkbiORkeTKEF4trtMbGJIsk7wB6V+jlZAb7piqznUkuXvl9gVZzhFRRhCb4uIJBHH3/GmCZe3d8xvhC8pP08mV+pMoEfxFO4bYEMD7FjYJDrmxFuTh2ZWtiob6qRka6PAEcMOTHaLDdp647rykr1kqXWqGMnK+DmWiXBnCawJwWeMELJk9OVyeHB+QXpshUirLpEipHhquhNQz0dHdJ/lelnNEZARSU1z63EH8n/95F/999Uyszs/DgCeAUpsZwaFhXPPYW7j/qhn4Yp1dtizOlfqTSCl2tCNIDXX+4YkhgGdMsMe9L5ECJNmhgXarGYP+IdEwYmrnvoilS81Qxmya70q5JduH8DoG/fihQFkHjDa8lAx3TnWZFCmVQ8OVEnsmWM4RkdHJTeVb/dWpONTnCUeviRVaq0hJWZzt9SdRIjJu6Pj27dtxxRVXYOLEiTCZTHjmmWc0O7aWQ521Xmk7NE9QiFHnvmRimolygRZlnZHydzojGxjpPhARCZEr84tPhPcSErkeBhElJuM62m63G9OnT8d///d/a35srYY6H+73YOWTHfjST17Dgl+8gS/d/xquf7IDh/s9SactE+e+ZGKaiXKBFmWdUfJ3KsrbRBjlPhARiZEv8/1YJzIHe51O62EQZaOMGzp+2WWX4bLLLkvJsbUYApjKlbYzce5LJqaZKNtpNdw53fnbKJEN0n0fiIikyJX5xYUW3L3tfcyorcCymDU37tn2Pn68aDrLM6IkZFxHO1E+nw8+38kFfpxOp+i+WoT2UTIkU01hlYlzXzIxzaSPRPInaUfLMGbpzN+pLm8TkY3lHPMnkXFp2b71Dw3jxQ+O48UPjgu+X8+ylCibZNzQ8US1tbWhrKws/K+mpkZ0Xy2GAHKlbSLlEsmfpJ1sGe7M8ja1mD+JjEvL9q1LJkQsy1Ki5GT9L9qrVq3CTTfdFP7b6XRKFkZqhwByBVoi5RLNn6SdbBjuzPI2tZg/iYxLy/btoH9I8lwsS4mSk/Ud7cLCQhQWFib0HjVDALUckkmU7ZLJn6SdTB/uzPI2tZg/iYxLy/Yty1Ki1Mj6oeN6y5YhmURERsfylohIPZalRKmRcb9ou1wudHV1hf8+ePAg3n33XYwZMwa1tbVpTNlJ2TAkk4goE7C8JSJSj2UpkfYyrqP9zjvv4KKLLgr/HZqfsmTJEmzevDlNqYqX6UMyiYgyBctbIiL1WJYSaSvjOtoXXnghRkZG0p0MIiIiIiIiIkGco01ERERERESkIXa0iYiIiIiIiDSUcUPH1QoNO3c6nWlOCVHuKC0thclkkt2P+ZNIf1rnT5fLBQBw/PMjDAel4/MmwnX809HzH/1Y07BjA0c/AQDs2rUrnHYtfPjhhwC0vw9A6u4Fj5va44aeNZfLpaieU5o3AdafRHpTkj9NIzk24fmf//wnampq0p0MopzicDhgt9tl92P+JNIf8yeRMSnNmwDzJ5HelOTPnOtoDw8P4/Dhwwl9S2g0TqcTNTU1OHTokOICOJNk8/Xl6rUpzW9K82c230e98V5qJ1Pvpdb50ygy9fNIBd6LaJlyPxLJa8PDw9i3bx/OPPNMw19XJsiUZyRTZOP9VJI/c27oeF5eHk499dR0J0MTdrs9ax5WIdl8fbw2YYnmz2y+j3rjvdROtt7LTK0/s/XzSAbvRbRsuh95eXk45ZRTAGTXdaUb76W2cu1+cjE0IiIiIiIiIg2xo01ERERERESkIXa0M1BhYSHuuusuTVfCNJJsvj5eW+adK9vxXmqH99JY+HmcxHsRLVvvR7ZeVzrwXmorV+9nzi2GRkRERERERJRK/EWbiIiIiIiISEPsaBMRERERERFpiB1tIiIiIiIiIg2xo01ERERERESkIXa0iYiIiIiIiDTEjjYRERERERGRhtjRJiIiIiIiItIQO9pEREREREREGsq5jvbIyAicTidGRkbSnRQiisH8SWRczJ9ExsX8SWQ8OdfRHhgYQFlZGQYGBtKdFCKKwfxJZFzMn0TGxfxJZDw519EmIiIiIiIiSiV2tImIiIiIiIg0xI42ERERERERkYbY0SYiIiIiIiLSUFo72m1tbTj33HNRWlqK6upqzJ8/H/v27ZN8z+bNm2EymaL+Wa1WnVJMREREREREJK0gnSd/7bXXsGLFCpx77rkIBoNYvXo1Lr30Urz//vsoLi4WfZ/dbo/qkJtMJj2SSxnAMehHj8sPpzcAu82MqmILyooshj2uUc5HlCrHnF70uf1weoOw2wpQUWTBOLu2X44yvxCR0nIgtJ/LF0B5kQX+4DBcviDLDiLSXFo72s8//3zU35s3b0Z1dTV27tyJuXPnir7PZDJh/PjxqU4eZZjD/R7csmU3Xt/fE35tbkMVNixswsRym+GOa5TzEaVKd68bq7Z2YkdXb/i11vpKrF/QiNpK8S9TE8H8QkRKy4HQfjs/6cMDi5tx31/2RZVPLDuISEuGmqPtcDgAAGPGjJHcz+VyYdKkSaipqcGVV16J9957T4/kkYE5Bv1xlSwAbN/fg1u37IZj0G+o4xrlfESpcszpjetkA0B7Vy9Wb+3EMadX9TmYX4hIaTkQud/y1jps2nEwrnxi2UFEWjJMR3t4eBg33ngjWlpaMG3aNNH9pkyZgo0bN+KPf/wjfvvb32J4eBizZ8/GP//5T8H9fT4fnE5n1D/KPj0uf1wlG7J9fw96XMlVmqk6rlHOl27Mn9mrz+2Pa8SGtHf1os+t/lnOtfyiN+ZPygRKy4HI/ZprykXLp0wpO5g/iYzPMB3tFStWYM+ePXjqqack95s1axauueYazJgxAxdccAGefvppjB07Fr/85S8F929ra0NZWVn4X01NTSqST2nm9AYktw/IbNf7uEY5X7oxf2Yvpzeoaruyc+RWftEb8ydlAqXlQOR+vuCwovcYGfMnkfEZoqO9cuVKbNu2Da+88gpOPfXUhN5rNpvR3NyMrq4uwe2rVq2Cw+EI/zt06JAWSSaDsVvNkttLZbbrfVyjnC/dmD+zl90qvQSI3HZl58it/KI35k/KBErLgcj9Cgukm7+ZUHYwfxIZX1o72iMjI1i5ciW2bt2Kl19+GXV1dQkfY2hoCJ2dnZgwYYLg9sLCQtjt9qh/lH2qSiyY21AluG1uQxWqSpJbRTRVxzXK+dKN+TN7VRRb0FpfKbittb4SFcXqn+Vcyy96Y/6kTKC0HIjcr+NQP1pEyqdMKTuYP4mML60d7RUrVuC3v/0tnnjiCZSWluLo0aM4evQoPB5PeJ9rrrkGq1atCv+9du1a/PWvf8VHH32EXbt24Vvf+hY++eQTXHfddem4BDKIsiILNixsiqts5zZU4d6FTUmH60jVcY1yPqJUGWe3Yv2CxrjOdmjVcS1CfDG/EJHSciByv43tB7GspS6us82yg4i0ZBoZGRlJ28lF4l9v2rQJS5cuBQBceOGFmDx5MjZv3gwA+M///E88/fTTOHr0KCoqKnD22WfjnnvuQXNzs6JzOp1OlJWVweFw8Ns/negZ4zZVMXv1iAUcKXTPBrwBlFrNqCrJjdiezJ+J0SNvqT1HVN6xFqCiOD7vqD1HruYXvTF/kpa0LFvKigpQWmiGxz8kWw6Ezuv2BVBms8A/NAy3L5jxZQfzJ5HxpLWjnQ4siPSlZ4zbbImjncuYP5XT47nMlnOQNpg/SStq8313rzsufGBotExtZXFK0mx0zJ9ExmOIxdAoO+kZ4zZb4mgTKaHHc5kt5yAiY1Gb7485vXGdbGA0bODqrZ045vRqnmYiomSwo00po2eM22yJo02khB7PZbacg4iMRW2+73P7RWNgt3f1os/NcoOIjIEdbUoZPWPcZkscbSIl9Hgus+UcRGQsavO90xtUtZ2ISC/saFPK6BnjNlviaBMpocdzmS3nICJjUZvv7dYCVduJiPTCjjaljJ4xbrMljjaREno8l9lyDiIyFrX5vqLYEhc2MKS1vhIVxSw3iMgY2NGmlNEzxm22xNEmUkKP5zJbzkFExqI234+zW7F+QWNcZzu06ngqQ28SESWC4b0o5VIV41YoBicAwXNpGgs4Io620HF9wWF8rmPMbS3oHSdcTC7lTy1iYKvNW0o+d7l9Dvd74PAE4PQEUGYzw24zJxyWyyjPH0nLpfxJqRfK9y5fEJXFFgSGRuD2B1FSWABLfh76PX6UWs0oLiyAyxuMKyujyg1rAew2M3yBIfR74stUsfJWi3JYqVSfi/mTyHg4kYVSrqxI+4pLKgbnadUlivdV0iEQe/8986dh7bb38eIHx8Ovz2mowvcuPA3XPv4OBv1DAIwf25PxSPWnVexoNXlLyecul85Pet1YLXCMdQsaMUnhs8M42kS5J5Tvd37ShwcWN+OnL34YVY601FfiutYvoNftx2PtB6O2RZYPoS/kxMqRexc2YQRQXIenquxhOUeUm/iLNmUcx6AfK5/sEAwPMrehCg8ubo76Flvpvomeq7W+EjNqK/DQy11Rr7fUV6I55vXW+krcf9UMw/1Kd8zpxU3/865gqJR0pDkX8qfaZ1ILSj53a0GeZDrbvt6IH27ZLXqM+74xXbYBaYR7QcrlQv6k1IvM9ysvrkdHd59gObJ+wTQ813kE7QLbIssHqXKk7euNeG73EbzepbwO17rs0aucSyR/dnd3o6dHOMSaGlVVVaitrdX8uESZir9oU8ZREoMzVGklsm+i52rv6sWylrq413d09WJ5zOuh2J5G62griUdqtDRnOrXPpBaUfO7m/DzJdDq9QcljODwB2Y62Ee4FEekrMt8315THdXRDxtmtgp1sILp8kCpHqksLBTvZgHgdrnXZY7Ryrru7G2ecMRUez6Dmx7bZirB37wfsbBOdwI42ZZxEYnCqj9cpvd0XHFb8uhFjezIeqf6MEDtayeduzjdJ7+NRfx1GuBdEpK/IfC9Wh8ptA06WD1LliNwxxLZrWfYYrZzr6emBxzOI85bfBfuEyZod13nkY7y1cQ16enrY0SY6gR1tyjiJxOBUH69TenthgfDC/UKvGzG2J+OR6s8IsaOVfO7mfOmgFHab+uswwr0gIn1F5nuxOlRuG3CyfJAqR+SOIbZdy7LHqOWcfcJkjKmdkpZzE+UKhveijJNIDE618Tql3t9aX4mOQ/1xr7cIvG7U2J6MR6o/I8SOVvK5y6XTbi2QPEaZTEccMMa9ICJ9Reb7jkP9aBEpR445vZgjsi2yfJAqR44P+BKuw7Uue1jOEeUudrQp4yQSg1NtvE6p969f0Ih9R5xRr89pqMLKixqwsf1g+DUjx/ZkPFL9GSF2tJLPXS6dp1QUYZ3IMdYtaFS0kq4R7gUR6Ssy329sP4hlLXVxne2W+kpMKLNhWWtdXBkTWz5IlSMXnT42oTo8FWUPyzmi3MVVxyljJRJDWG28YbH3C70eFUfbWoCKYuPHBI6NR5quNOdS/kxVfPlEKPnc5dIZiqMd2l6WRBxtI9wLkpdL+ZNSL5Tv3b4AymwW+IeG4fYFUXwijrbD40dJRBxtufJBqhxJpA5PdRztVJ1Laf7ctWsXzj77bFxy2yZNh45/3r0PL6xbhp07d2LmzJmaHZcok3ECJmWsZGIIjwDAiTWeQpWe0xuA3WZGVbH48cTOJfZ6tcE71rGsBXkw5+fBnG+CuSAPVpl5baSeFvHlE3mGhSj53OXSObHcpjoOrBb3Qi2195KIEiOf74vD/xsn0G8UyrOnVZdEbfuoxx23LbE0JE6sLDFCOUdE+mJHm7Le4X4PbtmyOyq8xpyGKqy4qB7LN7+NQf8QgNFhXBsWNqnuNGQaofuTq/cik6j93Pi5n8R7QZRZpPKsCcAP05SfWZYQUST+bEVZzTHoj6v0AOD1/T148OX9WN56Mobm9v09uHXLbjgG/XonM23E7k8u3otMovZz4+d+Eu8FUWaRy7OvfvhZWvIzyxIiisWONmW1Hpc/rtIL2dHVi+aa8qjXtu/vQY8rdypDqfuTa/cik6j93Pi5n8R7QZRZ5PJsdWmh6LZU5meWJUQUix1tympOb0Byuy84HPfagMx7sonc/cmle5FJ1H5u/NxP4r0gyizJ1OshqczPLEuIKBY72pTV7FbpWL6FAos/lcq8J5vI3Z9cuheZRO3nxs/9JN4LosySTL0eksr8zLKEiGKxo01ZrarEEhe7MqSlvhIdh/qjXpvbUIWqktxZFVTq/uTavcgkaj83fu4n8V4QZRa5PHt8wCe6LZX5mWUJEcViR5uyWlmRBRsWNsVVfnMaqnD9xQ3Y2H4w/Nrchircu7App8JviN2fXLwXmUTt58bP/STeC6LMIpdnLzx9bFryM8sSIoplGhkZGUl3IvTkdDpRVlYGh8MBu10gMCNlpWNOL/rcfji9QdhtBagossBakIcelx8D3gBKrWZUlYjHuBSLiyn0OoCE4vHqGb9X7jqU3ItUYv5MjNBzPS6BGO6f9g3C6Q3C6QmgzGZGqbUAp1QURe2j9vnMlPjURskDRsb8SekQWYaUFBbAkp8Hl88Pu9UCt38oXP7ZrWb4AkPo95zcz+Hxo7jQjBJrAdy+IBwe7cuhyPSV2cwoLiyAyxvUvSxRmj937dqFs88+G5fctgljaqdodv7Pu/fhhXXLsHPnTsycOVOz4xJlMsbRpqwnFdfytOqSpN9/z/xpWLvtfbz4wXEAQJElHxuXnov/frkLr3cpi6GpZ8xNuXOxU5FZ1D47n/S6sXprJ3Z09YZfa62vxLoFjZhUWazJOTIppmxZETvWREYjVIa01Ffiznln4a5n38PLez8Lv95aX4mlLXW44ckODPqHouJq3/z7f6SkHFLbviCi7Mah45TVUhlvePXWTpwx4eS3xstb6/Dgy/ujOtlS59Iz5ibje2YXtZ/n4X5PXCcbANq7enHb1k4c7vcwVjcRpZVYGbKjqxd3b3sPZ04si3q9vasXm3YcxPLWOgCpj6vNMo6I5LCjTVktlfGG22PicDfXlMd1XKTOpWfMTcb3zC5qP0+HJyD6rLZ39cLhCTBWNxGlVSL1b8iOmNdTGVebZRwRyeHQccpqqY43HBmvUyp2p9C59Iy5yfie2UX1c+2Rf785X/p7WMbqJqJUSjZeduzrqYqrzTKOiOSwo01ZLdXxhiPjdUrF7hQ6l54xNxnfM7uofq5t8u+3yHS0GaubiFIp2XjZsa+nKq42yzgiksOh45TVUhlvuDUmDnfHoX601FcqPpeeMTcZ3zO7qP08y2xmtIo8q631lSizmRmrm4jSKpH6N6Ql5vVUxtVmGUdEctjRpqyWynjD6xc0Yt8RZ/i1je0Hcf3FDZij8Fx6xtxkfM/sovbznFhuw7oFjXGd7dCq46FV6Bmrm4jSRawMaamvxJ1XnIX3DzuiXm+tr8SyljpsbD8IIPVxtVnGEZGctMbRbmtrw9NPP429e/fCZrNh9uzZuPfeezFlinRcv9///ve444478PHHH6OhoQH33nsvvvrVryo6J+OAqpdITGmjVDRCMXK9wWHFMYjFYuwKvQ4goXi8esbvlbsOJZ9dKj/nbMqfeuSHw/0eODyB8OdZZjMnFK4mMo623WaGXSKOttjzKXedmRKf2sjll1FkU/4kfQjFwO73+FFiNaOkcDS29YA3gPIiC/zBYbh8wbj8F1mGFJ84xoDXj1KrBf6hYbh9QZRaT8bKdnriyxq15ZBU+RB5bHtEHG29yxLG0SYynrTO0X7ttdewYsUKnHvuuQgGg1i9ejUuvfRSvP/++yguLhZ8zxtvvIHFixejra0N8+bNwxNPPIH58+dj165dmDZtms5XkHuUxpQOvW6UeLmxMXK7e91YJRBDeP2CRtRWxj97YjF2pV5PNm2pJHSuRGIdZ1Jc5HTS4z4l+gwLpfHWpztl0yj1fCq5zkyIT83nmkh7YjGwl7XUYfGv3sLM2nJc2/oFjGAE9/1lX1RZFpn/hMsQ+TIukppySK58iDz24X5PymJ2E1HmSevQ8eeffx5Lly7FWWedhenTp2Pz5s3o7u7Gzp07Rd/z85//HF/5ylfwgx/8AFOnTsXdd9+NmTNn4qGHHtIx5bkpkZjSodeNGEvymNMb10EBRsOFrN7aiWNOb5pSpr9E4oAyZqgyetwntc+wFmnMluchW66DyEikYmCHYl23d/XiiMODje0H48oyo+Q/1pFEpIah5mg7HKPzbcaMGSO6z5tvvol/+Zd/iXrty1/+Mt58803B/X0+H5xOZ9Q/Sk4yMS2NGEuyz+2XjCHc5zZWelMpkTigqYgZmo35U4/YqmqfYS3SmC0xZLPlOlIhG/Mn6UMqX0XGuh5nt6JdpCwzQv5Ldx0phfmTyPgM09EeHh7GjTfeiJaWFskh4EePHsW4ceOiXhs3bhyOHj0quH9bWxvKysrC/2pqajRNdy5JNqal0WJJOr1BVduzSSJxQFMRMzQb86cesVXVPsNapDFbYshmy3WkQjbmT9KH0vaCVIxrIP35L911pBTmTyLjM0xHe8WKFdizZw+eeuopTY+7atUqOByO8L9Dhw5pevxckmxMS6PFkrRbpZcmkNueTRKJA5qKmKHZmD/1iK2q9hnWIo3ZEkM2W64jFbIxf5I+lLYXpGJcA+nPf+muI6UwfxIZnyE62itXrsS2bdvwyiuv4NRTT5Xcd/z48Th27FjUa8eOHcP48eMF9y8sLITdbo/6R8lJJqalEWNJVhRbJGMIVxQbK72plEgc0FTEDM3G/KlHbFW1z7AWacyWGLLZch2pkI35k/Qhla8iY10fc3oxR6QsM0L+S3cdKYX5k8j40trRHhkZwcqVK7F161a8/PLLqKurk33PrFmz8NJLL0W99sILL2DWrFmpSiadkEhM6dDrRowlOc5uxXqRGMLrFzSKhvjKRonEAWXMUGX0uE9qn2Et0pgtz0O2XAeRkUjFwA7Fum6tr8SEMhuWtdahJaYsM0r+Yx1JRGqkNY729773PTzxxBP44x//GBU7u6ysDDbbaBiEa665Bqeccgra2toAjIb3uuCCC7BhwwZcfvnleOqpp7B+/XrF4b0YB1S9RGJKG7liOeb0noyjbS1ARbF4HO1sl8hnl8rPOZvypx75Qe0zrEUaMy3fi8mW60ilbMqfpA+hGNgOjx/FhSfjXru8AZTZomNiGy3/GaWOlMI42kTGk9bJqA8//DAA4MILL4x6fdOmTVi6dCkAoLu7G3l5J394nz17Np544gncfvvtWL16NRoaGvDMM88whraOEo0pHdUZsBWgoih1HdpQBef0BmC3mVFVHP0lQOTr4+zWrOhYi11zIhKJMZoJcZGNZAQATIm/73C/Bw5PAE5PAGU2M+w2c1wcVmtBHsz5eTDnm2AuyINVZr5jLC0+y2x5HrLlOoiMJDJfheqqoREAJmBoeASBoWF4gyOwBIdQUWRBw7jS8H4f9biTrtOUUlp/so4komSktaOt5Mf0V199Ne61RYsWYdGiRSlIEWmtu9cdF+83NLy1trJY03Md7vfExbCc21CFe+ZPw9pt7+PFD45Hvb5hYVNcxyXTiF1zNlxbJlP7uXzS68ZqgXyzbkEjJp3IN/zsiShTCJVXrfWVWNpShxue7MCgfyhcxt2tU33NMpSIUs0Qi6FRdjrm9MZ1soHROL+rt3bimNOr2bkcg/64ChMYjV25emsnzphgj3v91i274RjM3Bi5Utec6deWydR+Lof7PXGdbGA039y2tXP0l25+9kSUIcTKq/auXmzacRDLW+vCf9+mU33NMpSI9MCONqVMn9sf11kIae/qRZ9bu4qsx+WPqzAjz9VcUx73+vb9PehxZW5lKnXNmX5tmUzt5+LwBCTzjcMT4GdPRBlDqrzaEVM/61VfswwlIj3kTsBg0p3TG1S1PbFzBSS3+4LDgq8PyLzPyOSuOZOvLZOp/VycHvn3m/OlvyPlZ09ERpFo/axHfc36k4j0wI42pYzdKv14yW1P7Fxmye2FIotElcq8z8jkrjmTry2Tqf1c7Db591tkOtr87InIKBKtn/Wor1l/EpEeOHScUqai2BIX5zektb4SFcXarcpZVWKJi10Zea6OQ/1xr89tqEJVSeauDCp1zZl+bZlM7edSZjNL5psym5mfPRFlDKnyqiWmftarvmYZSkR6YEebUmac3Yr1CxrjOg2hVce1DK1VVmTBhoVNcRXn3IYqrF/QiH1HnHGv37uwKaNDcEhdc6ZfWyZT+7lMLLdhnUi+WbegERPLbfzsiShjiJVXrfWVWNZSh43tB8N/r9OpvmYZSkR6MI0oibGVRZxOJ8rKyuBwOGC32+XfQKpFxdG2FmBMsQUjgGBsbaGYlgAUx8Z2+4fg8AQw4A2g1GpG2YnYw0KxvK0FeYrjT2sRqzoRicQDD92f0DVXlWRuDM9syp9q48d/2jcIpzeIAU8ApTYz7NYCnFJRlNA55LaHzhGK1V0qcA65Z1/tdVLmyKb8SalxuN8DhycwWqYUmVFSWAC3P4gBTxCVxRYEhkYw6A/CbjOjsCAvqvyxn6ivQ2WOUJ0WW94Um/PR7/GjqDC6bJIqt0LbXL4Ayoss8AeH4fYF486ld72vltL8uWvXLpx99tm45LZNGFM7RbPzf969Dy+sW4adO3di5syZmh2XKJNxjjal3Di7NarhLRZbWyh+5pyGKqy4qB7LN7+NQf8QAPHY2HMaqvC9C0/DtY+/E973S2eMxZ1XnIXbn9kTtcKo2HGF4mfqHWszmXjgp1WXaJ4OSp7aZ+Zwvwe3Pt0p+X65c8jFsNciVrfcOYgod4iVKbGxstsWNCI/P0+ybBHq0IqVN3fMOwv/+ss3ceYEO+5d2IQRQPDYUttiy2bG2CYiLXDoOOlKKra2UPzM1/f34MGX94fjbALisbFf39+Dh17pitp36sQyrN7aGRfGQ+y4sfEz9Y61mYvxwLON2mdGyfvl9jnc75GMYf/PvkHJWN2f9g2qPscxp1fyOokoexzu94iWKbGxstu7enDLHxIrI6XaDndvew/3LmzC9v09ePXDz0SPLbUt8ryMsU1EWmFHm3QlF1tbKH5mbJzNRPZtrikXPZ/QcWPjZ+odazMX44FnG7XPjJL3y+0jF4t7wBuU3O70BlWfo8/NZ5IoV0iVB7F1bbXdite7Eisj5doO1fbC0WOXFooeW2pb5HkZY5uItMKh46QrudjZYvEzhV5Xsq/YPlLbI+Nn6h1rMxfjgWcb1XG0FbxfbmENI8TqlsvrRJQ95MqUROplobJFrjxxeYdkj630vIyxTURaYUebdCUXO1ssfqbQ60r2FdtHantk/Ey9Y23mYjzwbKM6jrYGz5wRYnXL5XUiyh5yZUoi9bJQ2SJXnpRY82WPrfS8jLFNRFrh0HHSlVxsbaH4mbFxNhPZt+NQv+j5hI4bGz9T71ibuRgPPNuofWaUvF9uH7lY3KXWAsntdmuB6nNUFPOZJMoVUuVBbF173OnFnATLSLm2w3Gnb/TYAz7RcktqW+R5GWObiLTCjjbpSiq2tlD8zDkNVbj+4oZwnE1APDb2nIYqrLwoet8PDjuwbkFjXKUpdtzY+Jl6x9rMxXjg2UbtM6Pk/XL7TCy3ScawP7WiSDJW9ykVRarPwRBfRLljYrlNtEyJjZXdWj9ahiRSRkq1He684izcsmU35jZU4aLTx4qWW1LbIs/LGNtEpBXG0TawTIvhmIjY2NoVxdFxtCPjZwLCcaKF9vUFh/G5yuPKpleHWMFicUSl4otmg0zKn3LUPjNKPmu5fcTyWcg/+wYx4A2G319qLcCpInG0kz0HZY9syp+UGKXtkVAc7cgyxe0PwjE4Wj4UW0bjXhcXmlFcWABXRPmjpD6LLW+KLflwePywWYRjYAsdW2k9mmn1LeNoExlP0pPoXnrpJbz00ks4fvw4hoejF5jYuHGj6oTlumyP4RgbWzsk9Gud0OtK961WedxY6fgspNJr5IqeRmnxzCj5rOX2EctnoTSukonVrfYcRJT5EinPJpbbBMs4qWOcVl2iOC1C5U0NiuP2kyq3lNajrG+JSK2kho6vWbMGl156KV566SX09PSgr68v6h+pwxiOxsHPghKVCc9MJqSRiNJPi7KC5Q0R5aqkftF+5JFHsHnzZvz7v/+71ukhKIvhyG9Z9cHPghKVCc9MJqSRiNJPi7KC5Q0R5aqkftH2+/2YPXu21mmhExjD0Tj4WVCiMuGZyYQ0ElH6aVFWsLwholyVVEf7uuuuwxNPPKF1WugExnA0Dn4WlKhMeGYyIY1ElH5alBUsb4goVykeOn7TTTeF/z88PIxHH30UL774IpqammA2RxeSP/nJT7RLYQ4KxXDcLjDUijEc9cXPghKVCc9MJqSRiNJPi7KC5Q0R5SrFv2h3dHSE//3jH//AjBkzkJeXhz179kRt6+joSGV6cwJjOBoHPwtKVCY8M5mQRiJKPy3KCpY3RJSrFP+i/corr6QyHRRjYrkNDy5uzqgYjlrQKvawlrHH0/FZZHMM9VygxTOT6mdgYrkNP1o0PeXx4ZVcB593IuOSKyuU5N/YMtFuOxlHu6O7T/N8zzKFiIwgqVXHly9fjp///OcoLS2Net3tduP6669nHG2N5FoMx+5eN1Zt7cSOrt7wa631lVi/oBG1lfFxMmOlMt61np9FtsdQzxVqnhk9ngGjnIPPO5GxSeVRE4AfKsy/kWXi4X4Pbv79P1KS71mmEJFRJLUY2uOPPw6PxxP3usfjwW9+8xvViaLcc8zpjetkA0B7Vy9Wb+3EMadX8v3ZEqczW66DkqfHM2CUc/B5JzI2uTz66oefJZx/U5nvWaYQkZEk1NF2Op1wOBwYGRnBwMAAnE5n+F9fXx+ee+45VFdXpyqtlMX63P64TnZIe1cv+tzSlaOSOJ2ZIFuug5KnxzNglHPweScyNrk8Wl1aKLpNLP+mMt+zTCEiI0lo6Hh5eTlMJhNMJhNOP/30uO0mkwlr1qzRLHGUO5zeoMrt2RGnM1uug5KnxzNglHOMyByDzztResnlY19wWHSbWP5NZfnDOpSIjCShjvYrr7yCkZERXHzxxdiyZQvGjBkT3maxWDBp0iRMnDhR80RS9rNbpR9F+e3ZEaczW66DkqfHM5Ap5+DzTpRecvm4sEB8YKRY/k1l+cM6lIiMJKGO9gUXXAAAOHjwIGpra2EymVKSKMo9FcUWtNZXol1g+HhrfSUqiqUXlcqWOJ3Zch2UPD2eASOdg887kXHJ5ePjAz7B90nl31SWP6xDichIFM/R3r17d/ifw+FAZ2dn1GuR/4gSNc5uxfoFjWitr4x6PbTquFzIoWyJ05kt10HJ0+MZMMo5+LwTGZtcHr3w9LEJ599U5nuWKURkJKaRkRG5aXIAgLy8PJhMJoyMjMj+kj00NKTo5Nu3b8ePfvQj7Ny5E0eOHMHWrVsxf/580f1fffVVXHTRRXGvHzlyBOPHj1d0TqfTibKyMjgcDtjtdkXvIf1ExdG2FqCiOLk42pkeezxbriNRzJ8n6fEMGOUcufq8Zxrmz9wllUeTzb+pzPe5WKYozZ+7du3C2WefjUtu24QxtVM0O//n3fvwwrpl2LlzJ2bOnKnZcYkymeKh4wcPHgz/v6OjAzfffDN+8IMfYNasWQCAN998E/fffz/uu+8+xSd3u92YPn06li9fjq9//euK37dv376oQoQrnasXqpSc3gDsNjOqisUrpUT2VXU+mZkJQsfwBocRGBqGf2gEgeFheIPDKBPZF0BKrlmL+5NrMdT1FvWFjq0AFUWJfaGjhNrnQMkzIHcdcmlw+4fgHxqGLzgM69Aw3P4hlBVpew4l18HnnSg9lJZTA75gVFkx4Aui3+1HvzeA8iILhkdGRhc3jKm3Q+WHyxdEZbEFgaERuP1BlNnMKC4cbYIKvU8tlilEZASKO9qTJk0K/3/RokV44IEH8NWvfjX8WlNTE2pqanDHHXdI/iod6bLLLsNll12mPLUnVFdXo7y8POH3kbDD/Z64uJNzG6qwYWETJpbbkt43kfPNaxyPH3zlDKyOiaUdGjpeW1kseYyqEgue+o9ZuOtPe+Lev25BI+57fi/+t/MoAKDIko+NS8/Ff7/chde7tL1mLe4PpVZ3rzsuZrvYc5YsPZ4DueuQS8MnvW7B/LZuQSMmnbgPas9BRMalNP+KlhXzG+H0BnHfX/ZFbQsdY2hoGLdu7URHdz8eWNyMn774IXZ09aLIko8HFjdj046Dgu9j2UFE2SKhONohnZ2dqKuri3u9rq4O77//vupEyZkxYwYmTJiASy65BDt27Ej5+bKZY9AfV9ECo/Emb92yG45Bf1L7Jnq+BTNPjavIgdEY2qu3duKY0yt5jHsXNsV1skPvv21rJ74+89Twa8tb6/Dgy/ujOtlaXLMW94dS65jTG9dxBISfs2Tp8RzIXYdQAzoyDZ/2DYrmt9tOvF/tOfi8ExmX0nLqnxJlxRsHevDoawfitm3f3zN67K4e7OjqxfLWuqhOdezfYucmIsp0SXW0p06dira2Nvj9JwtDv9+PtrY2TJ06VbPExZowYQIeeeQRbNmyBVu2bEFNTQ0uvPBC7Nq1S/Q9Pp8PTqcz6h+d1OPyx1W0Idv396DH5U9q30TPV20vjKt0Q9q7etHnlk6H3Pur7YXhv5trykX3VXPNWtyfXKN3/uxz+xU/Z8nS4zmQuw6HJyCZBqc3KPt+tefg8575WH9mL6Xl1IBEWVFtt+J1kW2v7+8JTzGJrXMTqYNJHPMnkfElFN4r5JFHHsEVV1yBU089FU1NTQBGVyU3mUx49tlnNU1gpClTpmDKlJMLN8yePRsHDhzAT3/6U/zf//t/Bd/T1taGNWvWpCxNmc7pDUhuH4jYnsi+iZ7P5ZVeQM/pDUoeQ+79kdt9wWHJfZO9Zi3uT67RO39GPkfJbFd2jtQ/B3LplDuH06MkjdKTJuXOwec987H+zF5KyympskKuLg1tj90vkTqYxDF/EhlfUr9of/GLX8RHH32Ee+65B01NTWhqasK6devw0Ucf4Ytf/KLWaZRNS1dXl+j2VatWweFwhP8dOnRIx9QZn91qltxeGrE9kX0TPV+JNV/mfQUR/48/htz7I7cXFkg/9slesxb3J9fonT8jn6Nktis7R+qfA7l0yp3DbpNPo9pz8HnPfKw/s5fSckqqrJCrS0PbY/dLpA4mccyfRMaXdKuyuLgY//Ef/6FlWpLy7rvvYsKECaLbCwsLUVhYKLo911WVWDC3oQrbBYaQzW2oQlWJJal9Ez3fcacPrfWVaBcYTtZaX4mKYul0yL3/uNMX/rvjUD9a6isFh66puWYt7k+u0Tt/VhRbFD9nydLjOZC7jjKbWTINdmuB7Pvz80yqzsHnPfOx/sxeSsupUomy4rjTizkNVYJD0Oc0VOH4iTUvYuvcROpgEsf8aVzd3d3o6RGemqFGVVUVamtrNT8upY7ijvaf/vQnXHbZZTCbzfjTn/4kue/XvvY1Rcd0uVxRv0YfPHgQ7777LsaMGYPa2lqsWrUKn376KX7zm98AAH72s5+hrq4OZ511FrxeL37961/j5Zdfxl//+lell0Exyoos2LCwCbdu2R1V4c5tqMK9C5viwvQo3TfR823d9U+sW9CI27Z2RlXooRWOI8MJCR3jli278dR/zMJ//WlP3PvXLWjEj57fG35tY/tBbFx6LvJMprjVVtVcsxb3h1JrnN2K9QsasVrBc5YsPZ4DueuYWG6TTMOEcptoflt34v0AVJ2DzzuRcSktp06tKBItK2bXV+HUMUUYHhmJWz383oVNCA4No7W+EhvbD+KBxc0AgB1dveG/TUDUMVl2UDbo7u7GGWdMhcczqPmxbbYi7N37ATvbGcQ0MjIyomTHvLw8HD16FNXV1cjLEx/2YzKZMDQkPV825NVXX8VFF10U9/qSJUuwefNmLF26FB9//DFeffVVAMB9992HRx99FJ9++imKiorQ1NSEO++8U/AYYpxOJ8rKyuBwOKJicWejZGI/D3gDKLWaUVWizb5yaYs9RlTMXmsBxhRbEBwegcMTgNMTQJnNDLvNjInlNsFjeIPDUe+vKB6N+Su0LwDBNIjF5xaKJSwVn1vJcdmgiKZX/ox9zkLPiZbk8onc86DkeTnc74HDEwifo+xE3hC8ToEY2P/sG8SANwinZ/QcpdYCnFpRpOk5KHvkUv2Z6ZTWN1LlVChvD/qDqCophNs/hIETxyspLIDLF4TTE0SZrQDm/Dx87vahxGpGYX4enN4ASqxm2Mz5GPAGMOA9GUd70B+E/UQcbZc3mHRbgnVqNKX5c9euXTj77LNxyW2bMKZ2iuh+ifq8ex9eWLcMO3fuxMyZMzU7bqYJ3d/zlt8F+4TJmh3XeeRjvLVxTc7f30yj+Bft4eFhwf+rceGFF0Kqn7958+aov3/4wx/ihz/8oSbnznaJxrctK1JeQSWyb6LHGGe3RjXS5WL9xh6j7MQxlJ5PqOMSe9/mNFRhxUX1WL75bQz6R79EumRqNe6YdyZue2aP4D0+rbpE9riMGZo+sc9ZKkjlE7nnQcnzovYYSuKJa5FOItJXIvlSrJwSKx/aFjQiPz8v7vgt9ZW4c95ZuPf5D/Dy3s/izjtlvHDHb1yS39ew7CGjs0+YrOkXGZSZkloMzetVH2uWUidb4jkf7vfIxvrVkth9e31/Dx58eT+Wt56MHT9lgh2rtnYyvjYlTO55OOb0yj4vao9xuN8jG09ci3QSkb60qG+OOb2i5UN7Vw9u+UP88Xd09eLube/hzIllSZ9XKdapRJQpkupol5eXY+7cubjjjjvw0ksvwePRtsND6mRLPGeHJyAbx1dLUvdtR1cvmmvKw3+nKhY3ZT+556HPLf+8qD2GXN7qc6s/B59rIv1pUd/0uf0ysbOFj98eU08mel6lWKcSUaZIqqP94osv4itf+QreeustXHnllaioqEBraytuu+02vPDCC1qnkRKULfGclcX61fB8MseLjP2ZqljclP3kngclMbLVHkMubzm9QU3SSUT60qK+kcrbSmNnJ3NepVinElGmSKqj3draitWrV+Ovf/0r+vv78corr6C+vh733XcfvvKVr2idRkpQtsRzVhLrV9PzyRwvMvZnqmJxU/aTex6UxK9Wewy5vGW3FmiSTiLSlxb1jVTeVho7O5nzKsU6lYgyRVIdbQD48MMP8eijj+Kaa67BwoUL8eyzz2LevHn4yU9+omX6KAmh+JhCMilGZZnNjNb6SsFtoTi+WpK6by31leg41B/+u+NQv2jaxOJrK9mXsp/c81BRLP+8qD2GXN6qKFZ/Dj7XRPrTor6pKLaIlg+h2NlCWmPqyUTPqxTrVCLKFEl1tE855RScf/75eP7553H++efjz3/+M3p6erB161Z8//vf1zqNlKBQfMzYiijTYlROPBHrN7bCj431qxWx+zanoQrXX9yAje0Hw6/tO+LE+gWNiu5xtnwepA2552Gc3Sr7vKg9xsRyG9aL5K1QPHEt0klE+tKivhlnt4qWD631o8eJPX5LfSXuvOIsvH/YkfR5lWKdSkSZQnEc7UgzZszA3r17MXPmTFx44YW48MIL0draiqKiIvk3p1kuxQHVIt51bIzcMUXica1D8XZjX1fr075BOCNibdqtBTilokgyhnVsXM1E4m0KxQW2FuRJxsbWK/54tjNK/tQiNrTSONliz4OSNPz/7d15eBRVuj/wb2fppLN0EhIS1oQoEYIk7GSSsI7MZbhuIIMOypVFvT8dUBjGGVZZZRtGRJERQQFnFJcri7gvKGAQMbJo2ALIEpSwhEnS2dfz+yN0051eqtJdne7qfD/Pw/OQqupTb3XXeU+dpLpeY98w1sE29g0j8zrZEbpAhDWqky1VI1tOnDyvWw5v6Z8tWVPrY1dU10Cv06Ksug6GihpEhgYiVGtZA1vr74fC8mpEhWhRXVeP4hvLQ2/Uyi4ub8gfoVp/GCqrEaINRFCgPwwVNab8FGTWhrFWtrvzAXOPJdbR9g58f8mc7Dra5o4cOYKioiLs3bsXe/bswezZs3H8+HH07NkTQ4cOxZIlS5SOk5zgar3rxnU0Q7T+2DihH9Z+dRrfmD2R9L+7x2HGiGSH9a6ddamoAjO3WZbRslfD2la960FJMXh2ZHcs+vA4vjxx1bStvXqbjmpzNq6NDTR//XFyPzn1paXIqfHqSp1tQLrGvNR6uXVopc5bntdEzcOZ+tgXzPJZiNYfL47thU37zlnkBWMN7MUfHbeogT2gczQmZCbiqbcOo7y6Dpmdo/HIgERoUINXs85atOGJGtbMPUTk7Zz+jnZkZCTuuecezJ49G7NmzcIf/vAHZGdnY/ny5UrGRx5iq47mpAGJWNNokg0Ao/t0dEu9a3u1Mu3VsLZV73rv6QLM3p6Drm0tf7vLetdki6P6scb60lJcPY/kvF6qxvwvheWS63muE6mHM3mlcZ6YNCDRapIN2K+BnXXmOjbtO2caU/eduY5NWeeQX1xh1QZzBxGRNacm2tu2bcNTTz2F1NRUxMXF4YknnkBpaSmee+45HDp0SOkYyQNs1dG0Vzs6Vh/klnrX9mplOqph3bjetTEGObU9WZuTHNWPNdaXluLqeSTn9VJ1sEsqayXX81wnUg9n8krjPOFo7LQ3TjYeU785c93u12iYO4iILDl16/jjjz+OQYMG4X//938xePBgpKSkKB0XeZitOpr26mOWVtY5bMvZmpb2amU6U8dTTm1P1uYkyfrTEusbtnHtPJLzesk67lI16Ju5Rj0RucaZvGJo1M+drYHdeLmjdpg7iIhucmqiffXqVemNACxfvhyPP/44IiMjndkNeZCtOpr26mOGBfs7bMvZmpb2amU6U8dTTm1P1uYkyfrTEusbtnHtPJLz+qA6xxfM4VI16Ju5Rj0RucaZvKJv1M+drYHdeLmjdpg7iIhucvo72nIsXboU//nPf9y5C3ITW3U0D18sQqaN2ppXDVVuqXdtr1amoxrWjetdG2OQU9uTtTnJUf1YY31pKa6eR3JeL1UHOzw4QHI9z3Ui9XAmrzTOE/bGcMD+ONl4TB3YOdrusyqYO4iILLl1ou1E5TDyErbqaG7MOocnf5uEgZ0tB/utBy+6pd61vVqZ9mpY26p3PSgpBktHpSA332CxLetdky2O6sca60tLcfU8kvN6qRrzHaJCJNfzXCdSD2fySuM8sTHrHCZmJlrlBXs1sAd0jsbEzETTmJrZORoTBySibYTOqg3mDiIia07V0ZYrPDwcP/74I2655RZ37aLJWAe0aSxq+QYHoFXozTrajWvvyqnJ6wx7tTJtLQfAetcq5i39s/F5HxXqfB1tZ88jOa+X6nPGOtrG9eGN6mjzXKem8Jb+2ZI502fN84ReF4iwG/WxSyoaamA3rqNtqKhFuC4A+uBAVNY01N8ODWrYrriiGmHBgQ01ts1yC3OH57GOtnfg+0vmnPqONrUcwQF+CPT3Q6C/BoEBfggK8EPsjb+oNRaq9UdFdR0C/f2gDfBDqLbhu9sWkxZdAKJCmj5pAQABAJqbP9uroWlvGetdk1xx+mCnzlFzUueR3H7R+Lw3Z6/PGZlPqh1xtA8i8h5yxyfjhLy0qgaRIVoE+GlujOV+CA+6+Qs343YajQb1ANrog9Gljda0rqK6DgKAn58GkSGBSIgJNe0jTm+5r7MFZdDrAhETyjGUiAjgRJscuFRUYVW3c1BSDJaPTrWaaNvbdvHI7lj4wTF8dfKaabnxNtz46FBIaUoMRGqRd73Mql63eb+Qc9672jfYt4h8k7FvH7xQiBfH9sLfP8u1yDXG27wFYDcHaAD8TUZ+YB4hIrLPrd/RJvUqLq+2GjyBhjqZM7f+hOLyalnbztmeg27tIiyWZ525jtnbc+w+UMWZGIjU4oqh0mqSDdzsF7YuXAHL897VvsG+ReSbzPv2pAGJ2LTvnFWu2Xu6ALtPXcOM9+zngN2nrknmB+YRIiLH3DrRHjhwIHQ6/kZTjQpKq60GT6O9pwtQUFota9usM9fRq2OkzeWFZY4H4abEQKQWhWXVVhe+RllnrqO4okbyvHe1b7BvEfkm877dq2Ok3VwTGx6Eb87YzwGx4UF21xnzA/MIEZFjsm8dNxgM0hvdYHwIw8cff9z0iMgrGCprHK4vMVsvtW1Vre2av4bKWsViIFILqfNe6rwuqayB1BMspdpg3yLyTeZ9297YK7VOar0xPzCPEBE5JnuiHRkZCY3G8dNyhBDQaDSoq6tzOTDyLH2w49rX4WbrpbYNCrB944Q+2PHp15QYiNRC6ryXOq/lnPdS27BvEfkm875tb+yVWie13pgfmEeIiByTPdH++uuv3RkHeZmYMC0GJcVgr43bwgYlxZhKaUltO6BzNA5fLLK5PCrU8VNJmxIDkVpEhWoxoHM0smzc0jmgczQidIGyzntX+gb7FpFvMu/bhy8WIbNztM3bx6+WVDnMAVdLqmy2b54fmEeIiByT/R3twYMHy/5H6hcRosXy0akYlBRjsdz4tFLz0h2Otl0yKgUnLhVbLDc+XVmqfFJTYiBSizh9MJaOSsGAztEWy439ol2kTvK8d7VvsG8R+Sbzvr0x6xwmZiYis1GuGZQUg6G3tXaYA4bc1loyPzCPEBE55lJ5r/LycuTl5aG62vKBF6mpqS4FRU1nrGNpqKxRrI5lu0gdVo7pYVXrNzjADz9fLbXYV7tIHdaM7YWC0mqUVNYgPDgQMWENMSy9L/VmG8EBiAqVX0fbUbtEniKnvzmqkx0fHYrn7u9pt1/IOe9d7RvsW0Tu546xWWpfpVU1WHTv7aisrUdpZS2evbc7auoEyqtrrfq5oxwgJz8wjxAR2efURPvatWuYOHEiPvnkE5vr+R3t5uWuOpa22h2YFIPJQztj0uZslFfXWe3L1uAapw+WPbG2xfgXPCJvIKe/SdXJBqT7hZzz3tW+wb5F5D7NWWPa1r4yO0djYmYiHt74PfomRNncr6McIDc/MI8QEdnmVHmvadOmoaioCAcOHIBOp8Onn36K119/HUlJSdi5c6fSMZID7qpjaa/db04XYM1XpzFpQKJi+yJSCzn9TapOtlT9eCJSv+asMW1vX/vOXMemfecwaUAix2kiIg9waqL91VdfYdWqVejbty/8/PyQkJCAcePG4e9//zuWLVumdIzkgLvqWDpqd5+N2tismUktgZz+JlUnW6p+PBGpX3PWmJY7XnOcJiJqXk5NtMvKyhAbGwsAiIqKwrVr1wAAKSkpOHTokHLRkSR31bF0pjY2a2aSr5PT36TrwzteT0Tq15w1ppsyXnOcJiJqPk5NtLt06YLc3FwAQI8ePfDKK6/g119/xbp169C2bVtFAyTH3FXH0pna2KyZSb5OTn+Trg/v0jMoiUgFmrPGdFPGa47TRETNx6mJ9tSpU5Gfnw8AmD9/Pj755BPEx8fjxRdfxNKlSxUNkBwz1rG0xZU6lo7azbRRG5s1M6klkNPfjHWybZFTP56I1M9dY3NT92U+XnOcJiJqXk5NtMeNG4cJEyYAAPr06YMLFy4gOzsbFy9exAMPPKBkfCTBXXUs7bU7MCkGT/42CRuzzim2LyK1kNPfpOpku/IEfiJSh+asMW1vX8anjm/MOsdxmojIA5y6h3HRokV4+umnERISAgAICQlB7969UVFRgUWLFmHevHmy2tm7dy9WrlyJgwcPIj8/H9u3b8fIkSMdvmb37t2YPn06jh07ho4dO2Lu3LmmSb+vsVV/s7K23qo2r7vqWDqqo/3BlAFW+7JXL7QpdUSbs+YoqZMS54hUG47Wt4vUYfnoVBRX1MBQUYMIXSD0ukC0NSubI1Un29UYiMj7NWVsvmKotBpr4/TBdpcD1jli5ZgeKKuqhaGiBqFBAdD6+6G4ohrvT86E1t8PV0sqUVFTh9CgAJRW1jK3EBG5mVMT7YULF+Lxxx83TbSNysvLsXDhQtkT7bKyMvTo0QOTJk3CfffdJ7n9uXPncOedd+Lxxx/Hm2++iV27duHRRx9F27ZtMXz4cGcOxWs1rokZE6bF2/+bjvk7j9qtzav0QOmoBuitsWGytn12ZHcs+vA4vjxx1aqNxvU8m7PmKKmTEueIVBtS6+XUyAYc18l2NQYiUgc5Nabt5ZQlo1Kw8INj+OrkNYvly0alwN/fz26OuKX1zfH5UtHN7UK0/nhxbC9s2nfOYl/MLURE7uHURFsIAY1GY7X8xx9/RKtWrWS3M2LECIwYMUL29uvWrUNiYiKee+45AEBycjKysrLw/PPP+9RE21ZNzBWjU60m2cDN2rzP3d9T0VtSpWqArhnby3Tx4Gjb2dtz0DM+ymKi3dQ2Gm9LLZMS54hUGyvH9HC4fvnoVIc1suX0Q1djYF8g8h1XDJV2c8qcG+On+UQ768x1ZJ0pwMc5l/HNGcc5onGumTQg0WqSbet1ROS9Tpw44ZZ2Y2JiEB8f75a2W7ImTbSjoqKg0Wig0Whw2223WUy26+rqUFpaiscff1zxII3279+PYcOGWSwbPnw4pk2bZvc1VVVVqKqqMv1sMBjcFZ5ibNXEjNUHSdbmVXKiLacGqHFAdrRt1pnrmJiZ6FIbjbcl39GU/qnEOSLVRmGZ4/XFFTUu90NXY2BfoOaixvFTbQrLqh3mFFvjZ6w+2GqSbWSeIxrnml4dI/HSV2ckX0fqwP7ZslQUXwegwbhx49zSvk4XgpMnT3CyrbAmTbRXr14NIQQmTZqEhQsXIiIiwrROq9WiU6dOSE9PVzxIo8uXLyMuLs5iWVxcHAwGAyoqKqDTWd/2tGzZMixcuNBtMbmDrZqYpZV1Eq9RtjZvU2qAOlNzu6ltsPanb2pK/1TiHJFqQ6ofSe1DTj90dwxESlHj+Kk2Uv3d1vhpb0w1MuaIxrlG7utIHdg/W5aa8hIAAj0fnIHWiV0VbduQfx4HNi5EQUEBJ9oKa9JEe/z48QCAxMREZGZmIiDA++vBzpo1C9OnTzf9bDAY0LFjRw9GJM1WTcywYH+J1yj7WTSlBqgzNbeb2gZrf/qmpvRPJc4RqTak+pHUPuT0Q3fHQKQUNY6faiPV322Nn/bGVCNjjmica+S+jtSB/bNlCouNR6v4Lp4Og2RyqrzX4MGDceHCBcydOxdjx47F1asN37/95JNPcOzYMUUDNNemTRtcuXLFYtmVK1eg1+tt/jUbAIKCgqDX6y3+eTtbNTGvGqqatTZvU2qAOtp2gI2a201tg7U/fVdT+qcS54hUG1GhjtdH6AJd7oeuxsC+QM1FjeOn2kSFah3mFFvj51VDJQbKyBGNc83hi0XItLMv5hb1Yf8k8n5OTbT37NmDlJQUHDhwANu2bUNpaSmAhoehzZ8/X9EAzaWnp2PXrl0Wy7744gu33q7uCbZqYs7Y+hMW3NO92WrzNqUGqKNtl45KQW6+waU2WPuTAGXOEak24vTBDte3i9S5XCPb1RjYF4h8R5w+2G5OWTIqBScuFVstH9C5IRdI5YjGuWZj1jlMzEy02hdzCxEBDQ9aO3TokKL/8vLyPH1YHqURQoimvig9PR1jxozB9OnTER4ejh9//BG33HILvv/+e9x333345ZdfZLVTWlqKM2caHszRq1cvrFq1CkOHDkWrVq0QHx+PWbNm4ddff8W//vUvAA3lvbp3747Jkydj0qRJ+Oqrr/DUU0/ho48+kv3UcYPBgIiICBQXF3v9b/+MNTLN629a1NG2UZu3OWKQqoFtr762K21QyyCnfypxjki1IbXeoratk/3Q1RiImpuaxk+1sZdTHOUauTnCfDu9LtBUR5u5xbfI7Z+HDh1Cnz598Ls5mxS9Bfk/ebn4YslEHDx4EL1791asXbVx1/t7/sBnOLBxIQZMW4v2yb0UaxcAfs35Flkv/RVAk6eEklr6Q9ac+mJvTk4OtmzZYrU8NjYWBQW2n4Rpyw8//IChQ4eafjZ+12T8+PHYvHkz8vPzLX4TkpiYiI8++gh//vOf8cILL6BDhw549dVXfaq0lzlb9TcjALdOrOXE0NRtlWiDyEiJc0SqDan1jmpkN1cMROQ77OUUR7lGbo6wtV0cf09CRDe460FrfMiakxPtyMhI5OfnIzHRsuzE4cOH0b59e9ntDBkyBI7+oL5582abrzl8+LDsfRAREREREZF9fNCa8pz6jvYf//hHzJgxA5cvX4ZGo0F9fT327duHp59+Gg8//LDSMRIRERERERGphlMT7aVLl6Jr167o2LEjSktL0a1bNwwcOBAZGRmYO3eu0jESERERERERqYZTt45rtVps2LAB8+bNQ05ODsrKytCrVy907txZ6fiIiIiIiIiIVMWpiTYAvPbaa3j++edx+vRpAEBSUhKmTZuGRx99VLHgiIiIiIiIiNTGqYn2vHnzsGrVKjz55JOmGtb79+/Hn//8Z+Tl5WHRokWKBklERERERESkFk5NtF9++WVs2LABY8eONS275557kJqaiieffJITbSIiIiIiImqxnJpo19TUoG/fvlbL+/Tpg9raWpeDIiIiIiIiInU7ceKE4m3GxMSooja3UxPt//mf/8HLL7+MVatWWSxfv349HnroIUUCIyIiIiIiIvWpKL4OQINx48Yp3rZOF4KTJ094/WTbpYehff755/jNb34DADhw4ADy8vLw8MMPY/r06abtGk/GiYiIiIiIyHfVlJcAEOj54Ay0TuyqWLuG/PM4sHEhCgoKfHOiffToUfTu3RsA8PPPPwNo+BN+TEwMjh49atpOo9EoECIRERERERGpTVhsPFrFd/F0GB7h1ET766+/VjoOIiIiIiIiIklq+O6307eOExERERERETUXNX33mxNtIiIiIiIi8npq+u43J9pERERERESkGmr47refpwMgIiIiIiIi8iWcaBMREREREREpiBNtIiIiIiIiIgVxok1ERERERESkIE60iYiIiIiIiBTEiTYRERERERGRgjjRJiIiIiIiIlIQJ9pERERERERECgrwdADUNMXl1SgorYahsgZ6XSBiQrWICNF6OiwiIrdh3mu5+NkTEZFacaKtIpeKKjBj60/45nSBadmgpBgsH52KdpE6D0ZGROQezHstFz97IiJSM946rhLF5dVWFxwAsPd0AWZu/QnF5dUeioyIyD2Y91oufvZERKR2nGirREFptdUFh9He0wUoKOVFBxH5Fua9loufPRERqR0n2iphqKxxuL5EYj0Rkdow77Vc/OyJiEjtONFWCX1woMP14RLriYjUhnmv5eJnT0REaseJtkrEhGkxKCnG5rpBSTGICeNTWInItzDvtVz87ImISO341HGViAjRYvnoVMzc+hP2NnoC64rRqSx3QkQ+h3mv5eJnT0TulpeXh4IC28+CcNaJEycUbY/UzSsm2mvXrsXKlStx+fJl9OjRA2vWrEH//v1tbrt582ZMnDjRYllQUBAqKyubI1SPahepw5qxvVBQWo2SyhqEBwciJow1RYnIdzHvtVz87InIXfLy8tC1azIqKsrd0n5NFR/YSF4w0X7nnXcwffp0rFu3DmlpaVi9ejWGDx+O3NxcxMbG2nyNXq9Hbm6u6WeNRtNc4XpcRIjti4zi8moUlFbDUFkDvS4QMaG8GCEiz1MiN9nLe+T7Gn/2xeXV+PlqKcc6InJJQUEBKirKkTZpPvRtOynWbn7OfhzduR61tbWKtUnq5fGJ9qpVq/DYY4+Z/kq9bt06fPTRR9i4cSNmzpxp8zUajQZt2rRpzjC92qWiCqt6o4OSYrB8dCraReo8GBkRtWTMTaQknk9EpDR9205oFd9FsfYM+ecVa4vUz6MPQ6uursbBgwcxbNgw0zI/Pz8MGzYM+/fvt/u60tJSJCQkoGPHjrj33ntx7Nix5gjXKxWXV1tdeAANdUZnbv0JxeW8dYWImh9zEymJ5xMREamNR/+iXVBQgLq6OsTFxVksj4uLw8mTJ22+pkuXLti4cSNSU1NRXFyMf/zjH8jIyMCxY8fQoUMHq+2rqqpQVVVl+tlgMCh7EB5WUFptdeFhtPd0AQpKq3lbHXktX++fLRlzk/p5U//k+URkyZv6pzl3PAwsJiYG8fHxirdL5G4ev3W8qdLT05Genm76OSMjA8nJyXjllVewePFiq+2XLVuGhQsXNmeIzcpQWeNwfYnEeiJP8vX+2ZIxN6mfN/VPnk9ElrypfwJARfF1ABqMGzdO8bZ1uhCcPHmCk21SHY9OtGNiYuDv748rV65YLL9y5Yrs72AHBgaiV69eOHPmjM31s2bNwvTp000/GwwGdOzY0fmgvYw+ONDh+nCJ9USe5Ov9syVjblI/b+qfPJ+ILHlT/wSAmvISAAI9H5yB1oldFWvXkH8eBzYuREFBASfapDoenWhrtVr06dMHu3btwsiRIwEA9fX12LVrF6ZMmSKrjbq6OuTk5OC///u/ba4PCgpCUFCQUiF7nZgwLQYlxVjUGTUalBSDmDDeSkfey9f7Z0vG3KR+3tQ/eT4RWfKm/mkuLDZe0YeLEamZRx+GBgDTp0/Hhg0b8Prrr+PEiRN44oknUFZWZnoK+cMPP4xZs2aZtl+0aBE+//xznD17FocOHcK4ceNw4cIFPProo546BI+KCNFi+ehUDEqKsVg+KCkGK0an8jtrROQRzE2kJJ5PRESkNh7/jvYDDzyAa9euYd68ebh8+TJ69uyJTz/91PSAtLy8PPj53fx9QGFhIR577DFcvnwZUVFR6NOnD7799lt069bNU4fQrGzVpG0XqcPy0akorqiBoaIGEbpA6HWBaNuEcieXiiqsXt/Ucims5U1E5tpF6rBmbC8UlFajpLIG4cGBiAmzzgtXDJUoLKuGobIWel0AokK0iNMHKxaHnNwktY27Y1SKWvKwoziN41FJZcN4pPX3g6GyBmHBgVg+OhUllTUorrD8HNRy3ERE1HJ4fKINAFOmTLF7q/ju3bstfn7++efx/PPPN0NU3sdWDdHfJcdi7l3dMGd7DrLOXDctH9A5GktHpSA+OlSy3QvXyzB7ew72NXr9klEpSJDxenuxsb4pEUWEOJ7w5F0vwywb+Udu/pIiJzdJbePuGJWiljxsL86/j05FVV291XiU2TkaEzMTMXbDAfSOj8SEzEQ89dZhlFfX4XfJsXjmrm6Ys+Oo1x83ERG1LB6/dZzksVdDtEtbPWY3mmQDQNaZ65i9PQdXDJUO271UVGF1UWN8/ZztObhUVOF0bKxvSkSOXDFUWk1gAfn5S4qc3CS1zaWiCrfGqBS15GFHcZ7/T7nN8WjfmevYtO8cJg1IRJbZ/4GGMXDW9hyvP24iImp5ONFWCXs1RHt1jLS6KDHKOnMdhWWOLzKKK2ocvr64Qrpkipz6pkREjRWWVbuUv6TIyU1S20jlSFdjVIpa8rCjOEOD/O2+1/vOXEevjpFW/3c0BnrTcRMRUcvjFbeOkzR7NUSrauslXlfreL3ERFpObVLWNyUiZ0jmJ4n10u1L5yYh0YZU/nI1RqWoJQ87irO0ss7ha83HO+P/pcZAbzluIiJqeTjRVgl7NUSDAhzflKAPdvwR63Wu1yZlfVMicoZkfpJYL92+67lJahtXY1SKWvKwozjDgv0dvtZ8vDP+X2oM9JbjJiKiloe3jquEsYZoY4cvFmFA52ibrxnQORpRoY6fuhqhC3T4+giJibij2ADWNyUi+6JCtS7lLylycpPUNlI50tUYlaKWPOwozrKqOrvvdWbnaBy+WGT1f0djoDcdNxERtTycaKuEvRqiufkGLBmVYnWhYXwirlT5mXaROruvXzIqRdYTW1nflIicEacPxlIX8pcUOblJapt2kTq3xqgUteRhR3EmtgqxOR4Znzq+MescBpj9H2gYA5eOSvH64yYiopbHO+55UzF7tTubUtNT7rbtInVYOaaHzVquK0anwlBZa6pVqw8OQPuoEFnHkBAdir//oYepbml4cCAimlhH21FsRGrTUmryesNxxsvIP67UsJZTy7tdpA7LR6daxdD2Rgzx0aF47v6eN2MIDkBUqPflN7l1yz3N/P0uraxBTFgQquvqcaGwHHpdQ63s0qpaGCoazssgfz+UVNbggykDoNP6o6SyBpsn9rc4F9Rw3ERE1LJwou0Ce7VAnx3ZHYs+PI4vT1y1WG6rpmdT6p7a23bxyO5Y+MExfHXymml5U2u8tovUuVRvVC31W4mktJRz2VuOszlqWCtRyztOH+x1E2tbpI7VGxjf78N5RXhxbC+s3nXa6r03r5VtPB80AP7m4Fzx9uMmIqKWhbeOO8lRLdDZ23PQta3eannjmp5NqXvqaNs523PQrV2ExfLmrPGqlvqtRFJayrnsLcfpDTWs3V3LmyyZv9+TBiRi075zNt9781rZxvNh96lrHj9niYiI5OJE20mOaoFmmdX4NNe4pmdT6p46s7/mqvGqlvqtRFJayrnsLcfpDTWs3V3LmyyZv9+OamDvazSu7T1dgNjwIJvb+lLfJCIi38GJtpOkapbaq+1pXtOzKXVPnd1fc9R4VUv9ViIpLeVc9pbjlIrDUOH+GtburuVNlszfT6ka2I3XO9reV/omERH5Dk60nSRVs9RebU/zmp5NqXvq7P6ao8arWuq3EklpKeeytxynVBx6ifKCSuQ3d9fyJkvm76dUDezG6x1t7yt9k4iIfAcn2k5yVAt0gFmNT3ONa3o2pe6pM/trrhqvaqnfSiSlpZzL3nKc3lDD2t21vMmS+ft9+GIRMmXUzQYazoerJVU2t/WlvklERL6DE20nOaoFunRUCnLzDVbLG9f0bErdU0fbLhmVghOXii2WN2eNV7XUbyWS0lLOZW85Tm+oYe3uWt5kyfz93ph1DhMzE60m241rZRvPhyG3tfb4OUtERCQX74lrgktFFSiuqIGhogYRukDodYF2a3cuuOd2TP+vLqZtw4MD0DZSZ1UPNjpEi2X3pTTUwK6oQbiuoQa2vW2X3peCksqb9UXDgwPQISoEC+/tjqeH31yuDw6A1t8PJ/MNVrVnbdXOraqtx39s1KmVW7/WUf1Wb6jVSySXWmoRy+Go77WL1NnNPeZs5T3z8l+/FJabclKELhBhN3KSnBiMcZjnNWMb5jWsl49ORYlZnOGN9iGVp6TWm9fytnecrrzXzdmGpzk6BuPnUFtXi2WjUlBaXYfK6hosv/F/88+/tKoWmyf0Q0RIILT+fvi1qBxhQYFYel8KKmtr8Z9S6XFNbe8dERH5Fk60ZbpwvQyzbdRZXTIqBbfGhsnedtEHx7DrRr3rEK0/Nk7oh7VfncY3Ztve0bU15t19O+Zsz0HWjeUxYVq8/b/pmL/zqM12bdXRXnDP7Rj32gHT01iN7c7dcdTiSb8Dk2LwpyG34pHXf0B5dR0A4L+7x2HGiGSbx2Gvfq2t+q3eUquXqCnUUItYilTfc5SnEm70b6ltpNbL6f+u7kOqBracGtmu5ikl8pwv5Ep7x7BidCpq6uoxa3sO8q6X41+P9MfM7TnIvVyCNx/9DWba+HzM62hn3vgL98Mbs9E7PhLPjkzB3O2HcepqKX6XHItn7uqGOY3GNbW9d0RE5Ht467gMl4oqrC70gIbSL3O25+BSUYXsbZPN6l1PGpCINY0m2QCQ3C4Cs80m2QCwYnSq1STbvF1bdbQX7DyGFaNTrdptXE7nm9MFeOnrM6aapQAwuk9Hu8cht7ast9TqJWpppPrer4XlkjlNKpf9ItHGL4Xlkv1fThtS6x3VwP5VYv0VQ6XLeUqJPOcLudLRMew+dQ1zbnwOax/qjbk7GsayFaNTsejDY5J1tPeZ/Zx15jrm7sjB2nG9AQBd2uoxy8a4pqb3joiIfBMn2jJI1XItNitBI7WteV1QezVEbS2P1QfJbtd8eaz+Zt3RptQsldqfnNqy3lKrl6ilkep7hspayZwmlctKJNooqayV7P9y2nBlvdRxFpZVu5ynlMhzvpArHR1DbHiQ6RfKAf5+ps/E0TjTeEwy/znrzHXU1gkAjsc1tbx3RETkm3jruAxStVwt6l1LbGteB9ReTVBby0sr62S3a+91TalZKrU/ObVlvaVWL1FL42p96pLKGgghsQ+pGtcy9iGVk0qk2nAxBkNlLQL9NY73IfVeKpDnfCFXOjoG88/Z/DNr6rhmqx3Jc0gF7x0REfkmTrRlkKrlalHvWmJb8zqg9mqC2loeFuwvu117r2tKzVKp/cmpLesttXqJWhpX61PL6ZuSNa5l7COozvEkKVyqDRdj0AcHINDfcV6Uei+UyHO+kCsdHYP52GL+mTV1XLPVjtS4pob3joiIfBNvHZdBqpZrhNmFg9S25nVB7dUQPXyxyKqNq4Yq2e2aL79quFl31Fa7Ro1rlkrtT05tWW+p1UvU0kj1PX1wgGROk8pl4RJthAcHSPZ/OW24sl7qOKNCtS7nKSXynC/kSkfHcLWkCgNvfA61dfWmz8TRONN4TDL/eUDnaATcuBPB0bimlveOiIh8EyfaMrSL1GGJnTqrS0alWDzVVGpb83rXG7PO4cnfJmFgZ8uLkxOXiq3amLH1Jyy4p7usdo3LF9zTHTO2/mTVbuOLoYFJMZgyNMlUsxQAth68aPc45NaW9ZZavUQtjVTfax8VIpnTpHJZB4k2OkSFSPZ/OW1IrXdUA7u9xPo4fbDLeUqJPOcLudLRMQy9rbXpc5z85iEsHtkwls3Y+hOeuet2m5+PeR3tTLOfB3SOxrOjUjD5jUMAgNx8A5baGNfU9N4REZFv4q3jMiWY1Vk11taNsFNn1dG2S+9LvVnPNTgArUK1WPGHVJvbPnd/T4ttI4IDbtaTvbGtsZ7s4pEpeLpRG4F+GrzxSJrp9VGhDfVGbdUIrqqtx7YnMqy2bRyDcblcvlSTmEhNpPqenJwmtU2CeY3rRjlJTgxy2pCKIT461GGeklovN05X3uvmasPTpI7B+DkUl1eb6miXVVVjyagUlFfXWXz+pVW12DyxH/S6QAT5++F6WRW2PpGB8OAA1NXW4+9/SLVoX+3vHRER+R5OtG0oLm94Eq2hsgZ6XSBiQhsGbONfeeSwt22cPthqolpcXo2K6joE+vtBG+CHUK2N761pgHrAdPEpZ3/F5dUI9PdDoL8GgQF+CL7xXTZ7NYJjbUygbcXbVL5Qk5hIjaT6nr+fBg034Gqg0TT83Fio1t9hfrKXk+TGIKcNqdwbHOBnM9cZycljruYpOa+3N7YoFYM3MD8G4/GeLSgzHW/Xtnqr11wxVKKiug6ABn4aQANAowFw4+wMCQpAYuswi9ckONgvERGRN+BEu5FLRRVWtUAHJcVg+ehU2ZNsV/f3u+RYzL2rG+Y0qqVtvN0xPjrUqXbdeRxEpC5518usakw3zjFqyCNqiBFQT5xKkXu89s7DCZmJeOqtwyivrmvS2EdEROQt+B1tM8Xl1VYXBkBDLc6ZW39Ccbmy9Tjt7a9LWz1mN5pkAw21Q2dvz8EVQ6VT7brrOIhIXa4YKq0mN4BljlFDHlFDjIB64lSK3ON1dB5u2ncOkwYkmn6WM/YRERF5E060zRSUVltdGBjtPV2AglJlL4bs7a9Xx0irCw+jrDPXUVjmOI7mPg4iUpfCsmrJHKOGPKKGGAH1xKkUucfr6Dzcd+Y6enWMNP0sZ+wjIiLyJrx13Iyhssbh+hKJ9Urtr6rWcW1ZQ2WtU+0aKX0cRKQu0jmkFoH+1t/XNucNeUQtuU4tcSpF7vFKnYeNx0Kp7YmIiLwJJ9pm9MGBDteHS6xXan9BAY5vNNAHO/7Ymvs4iEhdpHNIAAL9Hechb8gjasl1aolTKXKPV+o8bDwWSm1PRETkTXjruJmYMK1VLU6jQUkxiAlT9omm9vZ3+GKRVV1RowGdoxEV6jiO5j4OIlKXqFCtZI5RQx5RQ4yAeuJUitzjdXQeZnaOxuGLRaaf5Yx9RERE3sQrJtpr165Fp06dEBwcjLS0NHz//fcOt/+///s/dO3aFcHBwUhJScHHH3+sSBwRIVosH51qdYEwKCkGK0anKl46xN7+cvMNWDIqxeoCxPjkVTllaprzOIhIXeL0wVgqkWPUkEfUECOgnjiVIvd4HZ2HEzMTsTHrnOlnOWMfERGRN/H4fVjvvPMOpk+fjnXr1iEtLQ2rV6/G8OHDkZubi9jYWKvtv/32W4wdOxbLli3DXXfdhS1btmDkyJE4dOgQunfv7nI87SJ1WDO2FwpKq1FSWYPw4EDEhLmvPqej/T13f08UllXDUFkLfXAAokK1si80mvs4iEhd4qNDJXOMGvKIGmIE1BOnUuQer9V5qAtAeFAASqtrsXli/yaPfURERN7C4xPtVatW4bHHHsPEiRMBAOvWrcNHH32EjRs3YubMmVbbv/DCC/j973+Pv/71rwCAxYsX44svvsBLL72EdevWKRJTREjzXvzY21+cPtili4vmPg4iUhc5OUYNeUQNMQLqiVMpco/X1bGOiIjIG3n01vHq6mocPHgQw4YNMy3z8/PDsGHDsH//fpuv2b9/v8X2ADB8+HC72xMRERERERE1J4/+RbugoAB1dXWIi4uzWB4XF4eTJ0/afM3ly5dtbn/58mWb21dVVaGqqsr0s8FgcDFqIlIK+yeR92L/JPJe7J9E3s8rHobmTsuWLUNERITpX8eOHT0dEhHdwP5J5L3YP4m8F/snkffz6F+0Y2Ji4O/vjytXrlgsv3LlCtq0aWPzNW3atGnS9rNmzcL06dNNPxcXFyM+Pp6/+SNqRuHh4dBoNFbL2T+JPI/9k8g72eubgPP9s7S0tGH7X86ivrZOsVhLr/4KADBcPo+goCDF2i25fAEAcOjQIVPsSjh16hQA9bwP7mrXnW2rrV3juVZaWiprnHPUP400QgihSHROSktLQ//+/bFmzRoAQH19PeLj4zFlyhSbD0N74IEHUF5ejg8++MC0LCMjA6mpqbIehvbLL7/wt35Ezay4uBh6vV5yO/ZPoubH/knkneT2TYD9k6i5yemfHp9ov/POOxg/fjxeeeUV9O/fH6tXr8a7776LkydPIi4uDg8//DDat2+PZcuWAWgo7zV48GAsX74cd955J95++20sXbpUdnmv+vp6XLp0SdZvIbyVwWBAx44dcfHiRdkJWE18+fha6rHJ7W9y+6cvv4/Nje+lctT6XirdP72FWj8Pd+B7YUkt70dT+lp9fT1yc3PRrVs3rz8uNVDLOaIWvvh+yumfHi/v9cADD+DatWuYN28eLl++jJ49e+LTTz81PfAsLy8Pfn43v0qekZGBLVu2YO7cuZg9ezaSkpKwY8cO2TW0/fz80KFDB7ccS3PT6/U+c7La4svHx2Ozran905ffx+bG91I5vvpeqnX89NXPwxl8Lyz50vvh5+eH9u3bA/Ct4/I0vpfKamnvp8cn2gAwZcoUTJkyxea63bt3Wy0bM2YMxowZ4+aoiIiIiIiIiJrO5586TkRERERERNScONFWoaCgIMyfP1/xpw56C18+Ph6b+vbl6/heKofvpXfh53ET3wtLvvp++OpxeQLfS2W11PfT4w9DIyIiIiIiIvIl/Is2ERERERERkYI40SYiIiIiIiJSECfaRERERERERAriRFtFFixYAI1GY/Gva9eung5LMb/++ivGjRuH6Oho6HQ6pKSk4IcffvB0WIro1KmT1Wen0WgwefJkT4fmsrq6OjzzzDNITEyETqfDrbfeisWLF8Mdj39YtmwZ+vXrh/DwcMTGxmLkyJHIzc1VfD8twcsvv4zU1FRTTcv09HR88sknng7LJyxfvhwajQbTpk3zdCgtDnOEYzw3fftaY+3atejUqROCg4ORlpaG77//3tMhqdLevXtx9913o127dtBoNNixY4enQ1Il5mNOtFXn9ttvR35+vulfVlaWp0NSRGFhITIzMxEYGIhPPvkEx48fx3PPPYeoqChPh6aI7Oxsi8/tiy++AACfqAe/YsUKvPzyy3jppZdw4sQJrFixAn//+9+xZs0axfe1Z88eTJ48Gd999x2++OIL1NTU4L/+679QVlam+L58XYcOHbB8+XIcPHgQP/zwA37729/i3nvvxbFjxzwdmqplZ2fjlVdeQWpqqqdDaZGYI+zjuenb1xrvvPMOpk+fjvnz5+PQoUPo0aMHhg8fjqtXr3o6NNUpKytDjx49sHbtWk+HomrMx3zquKosWLAAO3bswJEjRzwdiuJmzpyJffv24ZtvvvF0KM1i2rRp+PDDD3H69GloNBpPh+OSu+66C3FxcXjttddMy0aPHg2dToc33njDrfu+du0aYmNjsWfPHgwaNMit+2oJWrVqhZUrV+KRRx7xdCiqVFpait69e+Of//wnnn32WfTs2ROrV6/2dFgtGnNEA56bDXz5WiMtLQ39+vXDSy+9BACor69Hx44d8eSTT2LmzJkejk69NBoNtm/fjpEjR3o6FNVrifmYf9FWmdOnT6Ndu3a45ZZb8NBDDyEvL8/TISli586d6Nu3L8aMGYPY2Fj06tULGzZs8HRYblFdXY033ngDkyZNUv0kGwAyMjKwa9cunDp1CgDw448/IisrCyNGjHD7vouLiwE0TBDJeXV1dXj77bdRVlaG9PR0T4ejWpMnT8add96JYcOGeToUuoE5ogHPzQa+eq1RXV2NgwcPWny+fn5+GDZsGPbv3+/ByIhuaon5OMDTAZB8aWlp2Lx5M7p06YL8/HwsXLgQAwcOxNGjRxEeHu7p8Fxy9uxZvPzyy5g+fTpmz56N7OxsPPXUU9BqtRg/frynw1PUjh07UFRUhAkTJng6FEXMnDkTBoMBXbt2hb+/P+rq6rBkyRI89NBDbt1vfX09pk2bhszMTHTv3t2t+/JVOTk5SE9PR2VlJcLCwrB9+3Z069bN02Gp0ttvv41Dhw4hOzvb06HQDcwRDXhu3uSr1xoFBQWoq6tDXFycxfK4uDicPHnSQ1ER3dRS8zEn2ipi/hfC1NRUpKWlISEhAe+++67qb/Wsr69H3759sXTpUgBAr169cPToUaxbt07Vg58tr732GkaMGIF27dp5OhRFvPvuu3jzzTexZcsW3H777Thy5AimTZuGdu3aufWzmzx5Mo4ePeozzynwhC5duuDIkSMoLi7Ge++9h/Hjx2PPnj2cbDfRxYsXMXXqVHzxxRcIDg72dDh0A3MEz83GWtK1BpE3aan5mBNtFYuMjMRtt92GM2fOeDoUl7Vt29bq4j45ORlbt271UETuceHCBXz55ZfYtm2bp0NRzF//+lfMnDkTf/zjHwEAKSkpuHDhApYtW+a2C5cpU6bgww8/xN69e9GhQwe37KMl0Gq16Ny5MwCgT58+yM7OxgsvvIBXXnnFw5Gpy8GDB3H16lX07t3btKyurg579+7FSy+9hKqqKvj7+3swwpaHOaIBz01LvnqtERMTA39/f1y5csVi+ZUrV9CmTRsPRUXUoCXnY35HW8VKS0vx888/o23btp4OxWWZmZlWj/w/deoUEhISPBSRe2zatAmxsbG48847PR2KYsrLy+HnZ5lK/P39UV9fr/i+hBCYMmUKtm/fjq+++gqJiYmK76Mlq6+vR1VVlafDUJ077rgDOTk5OHLkiOlf37598dBDD+HIkSMtaiLjacwRlnhuWvLVaw2tVos+ffpg165dpmX19fXYtWsXn7tBHsN8zL9oq8rTTz+Nu+++GwkJCbh06RLmz58Pf39/jB071tOhuezPf/4zMjIysHTpUtx///34/vvvsX79eqxfv97ToSmmvr4emzZtwvjx4xEQ4Dtd7+6778aSJUsQHx+P22+/HYcPH8aqVaswadIkxfc1efJkbNmyBe+//z7Cw8Nx+fJlAEBERAR0Op3i+/Nls2bNwogRIxAfH4+SkhJs2bIFu3fvxmeffebp0FQnPDzc6jtnoaGhiI6OblHfRfMGzBGWeG5a8uVrjenTp2P8+PHo27cv+vfvj9WrV6OsrAwTJ070dGiqU1paanG36Llz53DkyBG0atUK8fHxHoxMXZiPAQhSjQceeEC0bdtWaLVa0b59e/HAAw+IM2fOeDosxXzwwQeie/fuIigoSHTt2lWsX7/e0yEp6rPPPhMARG5urqdDUZTBYBBTp04V8fHxIjg4WNxyyy1izpw5oqqqSvF9AbD5b9OmTYrvy9dNmjRJJCQkCK1WK1q3bi3uuOMO8fnnn3s6LJ8xePBgMXXqVE+H0eIwR0hr6eemL19rrFmzRsTHxwutViv69+8vvvvuO0+HpEpff/21zTwyfvx4T4emKszHQrCONhEREREREZGC+B1tIiIiIiIiIgVxok1ERERERESkIE60iYiIiIiIiBTEiTYRERERERGRgjjRJiIiIiIiIlIQJ9pERERERERECuJEm4iIiIiIiEhBnGgTERERERERKYgTbfK4CRMmYOTIkbK2HTJkCKZNm+bWeOTavXs3NBoNioqKPB0Kkds1pZ82xebNmxEZGelwmwULFqBnz54Otzl//jw0Gg2OHDmiWGxE3qop44+cPtacOnXqhNWrV3s6DCK3c+d1okajwY4dO+yulzsmetN1tS/iRJtIBiYiIvd44IEHcOrUqSa9xl2TfqLm5m2TYCX58rFRy+KN53J+fj5GjBghe3v+ccgzAjwdABERtVw6nQ46nc7TYRAREalGmzZtPB0CycC/aBPee+89pKSkQKfTITo6GsOGDUNZWRkA4NVXX0VycjKCg4PRtWtX/POf/zS9znhbyttvv42MjAwEBweje/fu2LNnj2mburo6PPLII0hMTIROp0OXLl3wwgsvKBZ7VVUVnn76abRv3x6hoaFIS0vD7t27TeuNv4X87LPPkJycjLCwMPz+979Hfn6+aZva2lo89dRTiIyMRHR0NGbMmIHx48eb/mI2YcIE7NmzBy+88AI0Gg00Gg3Onz9vev3BgwfRt29fhISEICMjA7m5uYodH5GRWvrphx9+iMjISNTV1QEAjhw5Ao1Gg5kzZ5q2efTRRzFu3DgAtv9SsHz5csTFxSE8PByPPPIIKisrTesWLFiA119/He+//76pP5r3+bNnz2Lo0KEICQlBjx49sH//fqeOg0iOIUOGYMqUKZgyZQoiIiIQExODZ555BkIIAI7HqN27d2PixIkoLi42ncsLFiwAAPz73/9G3759ER4ejjZt2uDBBx/E1atXFYv7/fffR+/evREcHIxbbrkFCxcuRG1trWm9RqPBq6++ilGjRiEkJARJSUnYuXOnRRs7d+5EUlISgoODMXToULz++uumv5g5OjYAKC8vx6RJkxAeHo74+HisX79esWMjaszb+6kQAq1bt8Z7771nWtazZ0+0bdvW9HNWVhaCgoJQXl4OwPrW8e+//x69evVCcHAw+vbti8OHD5vWnT9/HkOHDgUAREVFQaPRYMKECab19fX1+Nvf/oZWrVqhTZs2Fn2VXCSoRbt06ZIICAgQq1atEufOnRM//fSTWLt2rSgpKRFvvPGGaNu2rdi6das4e/as2Lp1q2jVqpXYvHmzEEKIc+fOCQCiQ4cO4r333hPHjx8Xjz76qAgPDxcFBQVCCCGqq6vFvHnzRHZ2tjh79qx44403REhIiHjnnXdMMYwfP17ce++9suIdPHiwmDp1qunnRx99VGRkZIi9e/eKM2fOiJUrV4qgoCBx6tQpIYQQmzZtEoGBgWLYsGEiOztbHDx4UCQnJ4sHH3zQ1Mazzz4rWrVqJbZt2yZOnDghHn/8caHX600xFRUVifT0dPHYY4+J/Px8kZ+fL2pra8XXX38tAIi0tDSxe/ducezYMTFw4ECRkZHhwidCZE1N/bSoqEj4+fmJ7OxsIYQQq1evFjExMSItLc20TefOncWGDRuEEA19NCIiwrTunXfeEUFBQeLVV18VJ0+eFHPmzBHh4eGiR48eQgghSkpKxP333y9+//vfm/pjVVWV6Ti7du0qPvzwQ5Gbmyv+8Ic/iISEBFFTU+PK209k1+DBg0VYWJiYOnWqOHnypKnvrF+/XgjheIyqqqoSq1evFnq93nQul5SUCCGEeO2118THH38sfv75Z7F//36Rnp4uRowYYdqvcfwpLCyUjLFxH9u7d6/Q6/Vi8+bN4ueffxaff/656NSpk1iwYIFpG2PO2LJlizh9+rR46qmnRFhYmLh+/boQQoizZ8+KwMBA8fTTT4uTJ0+Kt956S7Rv394Uk6NjS0hIEK1atRJr164Vp0+fFsuWLRN+fn7i5MmTrn4cRDapoZ/ed999YvLkyUIIIf7zn/8IrVYrIiIixIkTJ4QQDdeqmZmZpu0BiO3btwshGsbF1q1biwcffFAcPXpUfPDBB+KWW24RAMThw4dFbW2t2Lp1qwAgcnNzRX5+vigqKjK9N3q9XixYsECcOnVKvP7660Kj0YjPP//c5fedhOBEu4U7ePCgACDOnz9vte7WW28VW7ZssVi2ePFikZ6eLoS4eQG/fPly0/qamhrRoUMHsWLFCrv7nDx5shg9erTpZ2cn2hcuXBD+/v7i119/tdjmjjvuELNmzRJCNFxgABBnzpwxrV+7dq2Ii4sz/RwXFydWrlxp+rm2tlbEx8dbxNR4gi/EzQT65ZdfmpZ99NFHAoCoqKiQdTxEcqitn/bu3dvUp0aOHCmWLFkitFqtKCkpEb/88osAYPHLMPNJQHp6uvjTn/5k0V5aWpppom0vFuNxvvrqq6Zlx44dEwBMFypEShs8eLBITk4W9fX1pmUzZswQycnJssco8/PfnuzsbAHAdIHvykT7jjvuEEuXLrXY5t///rdo27at6WcAYu7cuaafS0tLBQDxySefmI6xe/fuFm3MmTPHIiZ7x5aQkCDGjRtn+rm+vl7ExsaKl19+WfJYiJyhhn764osvittvv10IIcSOHTtEWlqauPfee039YtiwYWL27Nmm7c0n2q+88oqIjo62uPZ8+eWXTRNtR7EMHjxYDBgwwGJZv379xIwZMyRjJmm8dbyF69GjB+644w6kpKRgzJgx2LBhAwoLC1FWVoaff/4ZjzzyCMLCwkz/nn32Wfz8888WbaSnp5v+HxAQgL59++LEiROmZWvXrkWfPn3QunVrhIWFYf369cjLy3M59pycHNTV1eG2226ziHHPnj0WMYaEhODWW281/dy2bVvTrT3FxcW4cuUK+vfvb1rv7++PPn36yI4jNTXVom0Ait7iR6S2fjp48GDs3r0bQgh88803uO+++5CcnIysrCzs2bMH7dq1Q1JSks3XnjhxAmlpaXZjl8L+SM3tN7/5DTQajenn9PR0nD59WvYYZcvBgwdx9913Iz4+HuHh4Rg8eDAAKDJ2/vjjj1i0aJFFTI899hjy8/NNt6UCln0pNDQUer3e1Jdyc3PRr18/i3bNx1Ep5m1rNBq0adOG/ZTcytv76eDBg3H8+HFcu3YNe/bswZAhQzBkyBDs3r0bNTU1+PbbbzFkyBCbrz1x4gRSU1MRHBxscXxymfdHwPI6mVzDh6G1cP7+/vjiiy/w7bff4vPPP8eaNWswZ84cfPDBBwCADRs2WF30+vv7y27/7bffxtNPP43nnnsO6enpCA8Px8qVK3HgwAGXYy8tLYW/vz8OHjxoFVNYWJjp/4GBgRbrNBqN6Xs5SjBv35jE6+vrFWufSG39dMiQIdi4cSN+/PFHBAYGomvXrqYLhsLCQtPFiDuwP5K3kDtGNVZWVobhw4dj+PDhePPNN9G6dWvk5eVh+PDhqK6uViSuhQsX4r777rNaZ36hbmvsVKovubNtoqbwln6akpKCVq1aYc+ePdizZw+WLFmCNm3aYMWKFcjOzkZNTQ0yMjKa3K4c7I/uw4k2QaPRIDMzE5mZmZg3bx4SEhKwb98+tGvXDmfPnsVDDz3k8PXfffcdBg0aBKDhwWIHDx7ElClTAAD79u1DRkYG/vSnP5m2l/oNoVy9evVCXV0drl69ioEDBzrVRkREBOLi4pCdnW06hrq6Ohw6dMiibq9WqzU93InIE9TUTwcOHIiSkhI8//zzpkn1kCFDsHz5chQWFuIvf/mL3dcmJyfjwIEDePjhhy1iN8f+SN6k8S+kvvvuOyQlJckao2ydyydPnsT169exfPlydOzYEQDwww8/KBZv7969kZubi86dOzvdRpcuXfDxxx9bLMvOzrb4mf2UvIm391ONRoOBAwfi/fffx7FjxzBgwACEhISgqqoKr7zyCvr27YvQ0FCbr01OTsa///1vVFZWmn5ZZmvcBMA+2cx463gLd+DAASxduhQ//PAD8vLysG3bNly7dg3JyclYuHAhli1bhhdffBGnTp1CTk4ONm3ahFWrVlm0sXbtWmzfvh0nT57E5MmTUVhYiEmTJgEAkpKS8MMPP+Czzz7DqVOn8Mwzz1gNxs667bbb8NBDD+Hhhx/Gtm3bcO7cOXz//fdYtmwZPvroI9ntPPnkk1i2bBnef/995ObmYurUqSgsLLS4xahTp044cOAAzp8/j4KCAv6mj5qV2vppVFQUUlNT8eabb5pudRs0aBAOHTqEU6dOOfyL9tSpU7Fx40Zs2rQJp06dwvz583Hs2DGLbTp16oSffvoJubm5KCgoQE1NjdOxErkqLy8P06dPR25uLt566y2sWbMGU6dOlTVGderUCaWlpdi1axcKCgpQXl6O+Ph4aLVarFmzBmfPnsXOnTuxePFixeKdN28e/vWvf2HhwoU4duwYTpw4gbfffhtz586V3cb/+3//DydPnsSMGTNw6tQpvPvuu9i8eTOAm3eS2Do2Ik9RQz8dMmQI3nrrLfTs2RNhYWHw8/PDoEGD8OabbzocNx988EFoNBo89thjOH78OD7++GP84x//sNgmISEBGo0GH374Ia5du4bS0lKXYiWZPP0lcfKs48ePi+HDh4vWrVuLoKAgcdttt4k1a9aY1r/55puiZ8+eQqvViqioKDFo0CCxbds2IcTNhw9t2bJF9O/fX2i1WtGtWzfx1VdfmV5fWVkpJkyYICIiIkRkZKR44oknxMyZMyUfbGRP44eSGZ+W3KlTJxEYGCjatm0rRo0aJX766SchhO0HWGzfvl2Yn/o1NTViypQpQq/Xi6ioKDFjxgwxZswY8cc//tG0TW5urvjNb34jdDqdACDOnTtn88EShw8fNq0nUora+qkQQkydOtXqQWQ9evQQbdq0sdjOVh9dsmSJiImJEWFhYWL8+PHib3/7m0UsV69eFb/73e9EWFiYACC+/vpr03EaH/wihBCFhYWm9UTuMHjwYPGnP/3JVK0iKipKzJ492/TQJakxSgghHn/8cREdHS0AiPnz5wshhNiyZYvo1KmTCAoKEunp6WLnzp2yHmxki60+9umnn4qMjAyh0+mEXq8X/fv3Nz2BWQjLBy0ZRUREiE2bNpl+fv/990Xnzp1FUFCQGDJkiOnhS+YPZLJ1bAkJCeL555+3aLtHjx6m9URKU0M/FeLmNaT5g8ief/55AUB8+umnFts27qP79+8XPXr0EFqtVvTs2dP0lHHzMXHRokWiTZs2QqPRiPHjx5vem8YP+7333ntN68k1GiEU/LIqtSjnz59HYmIiDh8+bHGbtdrV19cjOTkZ999/v6J/RSDyBF/tp0TeYMiQIejZsydWr17t6VA8bsmSJVi3bh0uXrzo6VCILLCfkqfwO9rU4l24cAGff/45Bg8ejKqqKrz00ks4d+4cHnzwQU+HRkRE5JX++c9/ol+/foiOjsa+ffuwcuVK03MfiIiI39EmL5KXl2dRWqHxPyXKmtji5+eHzZs3o1+/fsjMzEROTg6+/PJLJCcnu2V/RGrmqX5KRLaNGDHCbn9cunSp2/Z7+vRp3HvvvejWrRsWL16Mv/zlL1iwYIHb9kekZp7qp+RZvHWcvEZtbS3Onz9vd32nTp0QEMCbMIg8if2UyLv8+uuvqKiosLmuVatWaNWqVTNHRESNsZ+2TJxoExERERERESmIt44TERERERERKYgTbSIiIiIiIiIFcaJNREREREREpCBOtImIiIiIiIgUxIk2ERERERERkYI40SYiIiIiIiJSECfaRERERERERAriRJuIiIiIiIhIQf8fQK4e06B/d+YAAAAASUVORK5CYII=\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Plotly\n",
"Plotlyは、2次元や3次元のインタラクティブなグラフを作成できるパッケージです。\n",
"\n",
"例を見てみましょう。作成したグラフは、マウスドラッグで回転させたり、マウスホイールで拡大・縮小ができたりします。"
],
"metadata": {
"id": "p0bedvVhsJLw"
}
},
{
"cell_type": "code",
"source": [
"import plotly.graph_objs as go\n",
"import numpy as np\n",
"\n",
"# プロットデータの作成\n",
"t = np.linspace(0, 10*np.pi, 1000)\n",
"x = np.cos(t)\n",
"y = np.sin(t)\n",
"z = t\n",
"\n",
"# グラフを作成\n",
"fig = go.Figure(data=go.Scatter3d(x=x, y=y, z=z, mode='lines'))\n",
"fig.show()"
],
"metadata": {
"id": "berGCXR0sQ1H",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"outputId": "bbcb8a44-b66b-4ce8-d90b-45a44d196539"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
"\n",
"\n",
" \n",
"\n",
""
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"## PyQtGraph\n",
"PyQtGraphは、PythonでGUIプログラムを作成するのによく使われるパッケージであるPyQt(またはPySide)と連携して、グラフを作成できるパッケージです。\n",
"\n",
"PyQtによるGUIプログラムの一部として利用しやすいことに加え、Matplotlibと比較してグラフの作成が高速であると言われています。\n",
"\n",
"こちらはGoogle Colaboratoryでの動作が難しいためソースコードのご紹介はできませんが、しっかりとしたGUIプログラムを作成したい場合などは、調べてみてください。"
],
"metadata": {
"id": "6s02FOpx1NZz"
}
},
{
"cell_type": "markdown",
"source": [
"今回の講義は以上となります。\n",
"\n",
"Matplotlibも、「データ構造化の代表的なデータ操作方法」の講義でご紹介したpandasと同様に、限られた講義時間ではお伝えしきれないほどたくさんの機能があります。\n",
"\n",
"特に各関数およびメソッドの引数で設定できる装飾などは、ほんのごく一部しかご紹介できておりません。\n",
"\n",
"ぜひ、ご自身で調べて使いこなしてみてください。"
],
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"id": "oVzzwRqMsVhS"
}
}
]
}