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@TakehikoShimojima
Created March 10, 2017 04:55
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# AmbientデーターをPythonで読み込んで、グラフ化する"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"AmbientのデーターをPythonで読み込み、pandasのDataFrameに変換してグラフ化などをおこなう事例を紹介します。事例として扱うデーターはESP8266 Arduinoで測定した気温、湿度、気圧などのデーターで、[「ベランダ環境モニター@世田谷桜丘」](https://ambidata.io/ch/channel.html?id=102)として公開しているものです。\n",
"\n",
"Pythonを実行した環境は\n",
"* Mac OS X 10.11.6\n",
"* Python 3.5.2 :: Anaconda 4.2.0\n",
"* jupyter 4.2.0\n",
"\n",
"です。\n",
"\n",
"## AmbientのPythonライブラリーのインストール\n",
"\n",
"AmbientのPythonライブラリーにはAmbientにデーターを送信する機能と、Ambientに蓄積されたデーターを読み込む機能があります。\n",
"\n",
"ライブラリーはGithubから次のようにライブラリーをインストールできます。\n",
"\n",
"```\n",
"$ pip install git+https://github.com/TakehikoShimojima/ambient-python-lib.git\n",
"```\n",
"\n",
"ライブラリーの詳細は[「Pythonライブラリー」](https://ambidata.io/refs/python/)をご覧ください。\n",
"\n",
"## Ambientライブラリーを読み込む"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import ambient"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Ambientからデーターを読み込む\n",
"\n",
"データーを読み込むためには、まずチャネル、ライトキー、リードキーを指定してインスタンスを作ります。\n",
"読み込むだけならライトキーは何でもよく、’’でもよいです。公開チャネルならリードキーは省略可能です。\n",
"今回事例として扱うデーターは[「ベランダ環境モニター@世田谷桜丘」](https://ambidata.io/ch/channel.html?id=102)として公開しているもので、チャネルIdは102ですので、下記のようにインスタンスを作ることができます。"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"am = ambient.Ambient(102, '')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"データーの読み込みにはデーター件数を指定する方法、日付を指定する方法、期間を指定する方法があります。\n",
"日付を指定して読み込んでみます。"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"d = am.read(date='2017-03-03')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"読み込んだデーターは辞書形式の配列になります。データーの生成時刻('created')は協定世界時(UTC)の文字列です。データーは昇順(古いものから新しいものへ)に並びます。"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[{'created': '2017-03-02T15:03:56.000Z',\n",
" 'd1': 7.5,\n",
" 'd2': 82.7,\n",
" 'd3': 997.4,\n",
" 'd5': 0},\n",
" {'created': '2017-03-02T15:08:55.000Z',\n",
" 'd1': 7.4,\n",
" 'd2': 82.6,\n",
" 'd3': 997.4,\n",
" 'd5': 0},\n",
" {'created': '2017-03-02T15:13:54.000Z',\n",
" 'd1': 7.4,\n",
" 'd2': 82.4,\n",
" 'd3': 997.3,\n",
" 'd5': 0}]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d[:3]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## pandas DataFrameに変換する\n",
"\n",
"まずこの先で必要になるモジュールを読み込みます。"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from datetime import datetime as dt\n",
"import pytz"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"次にデーターをpandasのDataFrameに変換します。"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>created</th>\n",
" <th>d1</th>\n",
" <th>d2</th>\n",
" <th>d3</th>\n",
" <th>d4</th>\n",
" <th>d5</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2017-03-02T15:03:56.000Z</td>\n",
" <td>7.5</td>\n",
" <td>82.7</td>\n",
" <td>997.4</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2017-03-02T15:08:55.000Z</td>\n",
" <td>7.4</td>\n",
" <td>82.6</td>\n",
" <td>997.4</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2017-03-02T15:13:54.000Z</td>\n",
" <td>7.4</td>\n",
" <td>82.4</td>\n",
" <td>997.3</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" created d1 d2 d3 d4 d5\n",
"0 2017-03-02T15:03:56.000Z 7.5 82.7 997.4 NaN 0.0\n",
"1 2017-03-02T15:08:55.000Z 7.4 82.6 997.4 NaN 0.0\n",
"2 2017-03-02T15:13:54.000Z 7.4 82.4 997.3 NaN 0.0"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.DataFrame(d)\n",
"df.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"str"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(df['created'][0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"データーの生成時刻df[‘created’]が文字列で、後の処理が不便なので、これをpandasのTimestampに変換しておきます。"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"pandas.tslib.Timestamp"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def parse_date(x):\n",
" t = dt.strptime(x, '%Y-%m-%dT%H:%M:%S.%fZ')\n",
" return pytz.utc.localize(t).astimezone(pytz.timezone('Asia/Tokyo'))\n",
"\n",
"df['created'] = df['created'].apply(parse_date)\n",
"\n",
"type(df['created'][0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"strptime()で文字列をDatetimeに変換し、タイムゾーンとして日本(‘Asia/Tokyo’)を設定しています。\n",
"\n",
"pandasのread_csvだと文字列形式の時刻をパースしてTimestampに変換する機能があります。辞書形式の配列からDataFrameを作る時も同じような機能があるように思いますが、見つけられなかったため、上記のように自力で変換しました。\n",
"\n",
"df['created'] = df['created'].apply(lambda x: pytz.utc.localize(dt.strptime(x, '%Y-%m-%dT%H:%M:%S.%fZ')).astimezone(pytz.timezone('Asia/Tokyo')))\n",
"\n",
"というlambdaを使った方法もありますが、かえって分かりにくいと思います。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## データーをmatplotlibでグラフ化する"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"読み込んだ3月3日の温度を折れ線グラフにしてみます。"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1150e7dd8>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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HmTOhd2/o3n3Dx9q395p+usmLfeJfeAEOOaTqc7/5BpYv9932AIYOha239mmGSvgirqJK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\nFi1gxgzYbjv45z9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Lgzfe8Lmf48Z5s/+cOVFHJeV98QX85z8+hUcrKopIRbp39/FZ4An/\nwANLv99HjYJDDvELgGymhF+Nnj292efuu71ff9w4HyEq6ePOO30Q5tlnRx2JiKSr7t29hv/LL75x\nz3bbwQ47+Pf79Om+ENsBB/i6LdlKg/ZqqGlTb9IfOdJHiB5xRHKmeBx8sFb8q68XXoDBgzWjQkQq\nt/XW8NtvUFTkM3p69Ch9rHlzeOQR2Htvn+p32GGw+ea+vHv5Rdniy7Tvs0/Dxp8MSvi10KoVzJoF\nxxyTnKafkhIfKTp3LgwZUv/Xy0Xr1/uaCmecEXUkIpLOunf3n7Nn+8/ttiv7eHzJ9aOP9ql+ixf7\n4l3Tp5cu7nP//X4x0Lix9/mPGtVg4SeFEn4ttW/vV3jJ8Ouv/gczciRss40PFLzxRm3sUxtLlvhC\nHLpgEpGqbL21/5w92xdV69x5w3M6dPDt1cErdwcd5C0B8anZS5b4Qm0//QQTJvj0vkzanEsJP0It\nWvjFw+WXw3ffwW23+eI/99zjTUxxjRqpuboyRUX+7zNoUNSRiEg6a9XKZ1y9/TYMHFh9l2x8Gd8H\nHig9dthhvoXv2rXe9L/ffr5Da3yV1kRm/r2dTqv7KeFHbKONfFtI8D+m0aOha9cNzzvhBLjpJk9u\nUqqoyDdI0jLIIlKd7t3hyy83bM6vzNChFY+xatrUm/T32qvqysbBB/vGcE3SJNOmSRgC/oe1cGHZ\nnf3Ad3477zxvVpo6NZrY0lVRkV9pi4hUp3t3H/NT04RflXbtvK//mWd8LFF5n3/uW/see6zPBEjU\npo2v5NrQFTgl/DTTvXvp4JJETZv6iNFjj4U+fRo8rLT07bd+MTR4cNSRiEgmiPfjJyPhgyf9qpb3\nbd/eV/68554NHzv1VF8/pCGb/NVAnCFOPdWbrWfMiDqS9LFwof9soF2VRSTDxStTyUr41TnqKN+V\n9dtvy95uuAGuu86X/K2vTz6p+bmq4WeI5s19RP/MmXDBBVFHkx4WLvQZDYnzaUVEKvP73/vmOTvu\n2HDv2br1htt0/+EPfiFw3nk+M+DMM+v22p9+6pXBmlINP4OMGeM7+X3+edSRpIeFC30v7MaNo45E\nRDJBt27eSpoOU5//8hcf8f/nP3s37YgRsHx56eMvveSzAMrX4NesgRNPhL59a9+6mZKEb2Zdzewu\nM1thZqvMbKGZqeG1nkaPLl3wQXxwY//+UUchIlI3kyfDVVd5y8OSJb5637Jl8NprnuyfeMIvBD76\nyKduf/stHHecLyeel+eLBN1wQ83fL+lN+mbWHigC5gEjgRVAD+D7ZL9Xrtl4Y58GcvXVvuhDp05R\nRxSd1avhnXfgpJOijkREpG7MSlcJPfVUX0CsWze/P2AA3Hqrd+Vus03Z50yf7pv9QO3W/k9FH/55\nwLIQwokJx2oxrECqcs01MGyYJ/6nnqp4zn4uWLzYm7b69Ys6EhGR+tt+e0/e//ufT9cbNszXaZk/\nv+yGbVttVfeByqlI+AcAs83sfmBP4HPguhDCLSl4r5zTqxc8/7z/MYwY4b936BB1VA0vPkK/b99o\n4xARSZYtt/Rboq5dN5zHX1epSPjdgT8CU4F/ArsCV5vZbyGEu1LwfjmnRw+v3Q8Z4v08zz1Xdile\n8OUgX3hhw+eOGeMLPmS6hQt9is1GG0UdiYhIZrAQQnJf0Ow34LUQwtCEY1cBO4cQ8io4fwAwf489\n9qBdfIeCmPz8fPLz85MaXzZ5/XVf1vHGG8v2Zd92my/2sN12ZS8EfvrJR/jPmuUb9mSqNWu8T2v4\ncPjvf6OORkSkYRQUFFBQUFDmWElJCc8//zzAwBBClT36qUj4S4E5IYSTE46dAvw1hPC7Cs4fAMyf\nP38+A7SCSq0ddBAsWuR92o0b+5STCRN87f0bbyy7itOaNTBuHMyb560EvXv7oJB0mKJSG3ff7Qta\nLFqkVQdFJLcVFxczcOBAqEHCT0WTfhHQs9yxnmjgXkqcey7stpuP2uzY0TfgGT8err9+wyUbmzb1\n/ZynTIEVK7wl4Kef/Gfz5pmxAU0IHv/o0Ur2IiK1kYqEPw0oMrPzgfuBQcCJgCZQpcCgQbDnnnDk\nkX5/+HCvAVe2GE2rVnDRRf77/vv7FpCbbuoXB1On+mYP6ezaa+HNN322goiI1FzSE34I4X9mNg74\nN3AB8DFwZghherLfS1xBAbz8stfghw/fcABfZfbd16eBvP++7/h01lmwapXPBEjUu3fDrT1dlenT\nfc7qGWf4RY6IiNRcStbSDyE8DjyeiteWDW22Wd2nbfTp47dx43yLx7/9bcNzttgCPvwQmjWrX5z1\nMXu299sfcQRMmxZdHCIimUpr6QvgTfrXXgvff192V6dXX4XPPvPadVSKinwg4r77+qj8ht5DWkQk\nG+irU8po3x422aT0tuuuPtd/yhQfMNfQnn3WpxDusosPOGzatOFjEBHJBkr4Uq1Jk+Dtt71ZPVWW\nLIGhQ33lvOOO87Xyn3nG15HefXd4/PHMmz4oIpJOlPClWkOH+sC9O+9MzesvW+bLBH/zja8eeO+9\nviLgmDGwxx6+O2CrVql5bxGRXJGSQXuSXcwgPx/++U/4+Wdo3Tq5r3/UUdCkiS8ItPnmPtPg4IO9\nO+Hhh6FFi+S+n4hILlINX2rk0EN9yt6jjyb3db/4wjcAuvhiT/bgMw4WLIC5c5N/cSEikquU8KVG\nttnGa9zJHq0/a5YvErTffmWP9+kDbdok971ERHKZEr7U2GGH+eC5FSuS95qFhd5vn4tb/IqINCQl\nfKmx/HyvdR94oDfv19fKld5vP3Zs/V9LRESqpoQvNdali9fwFyyAY4+t/+vNmQO//eaj8UVEJLWU\n8KVWBg2C666DBx6AhQvr91r33Qf9+vn4ABERSS0lfKm1/Hzo1g0uv7zur7FypQ/Yy89PXlwiIlI5\nJXyptaZNfWe96dNh6dK6vcasWfDLLz7dT0REUk8JX+rkhBN8ZP2RR9ZtAN/06bDbbrDVVkkPTURE\nKqCEL3XSurUvebtgga+Md8YZ8OSTNXvuN9/AE0/4ND8REWkYSvhSZ4MG+Tz6NWt8Bb799/dR/FX5\n+WefhrfRRkr4IiINSQlf6mXvveH11+G99zzhH3SQ73JXkdWr/fFFi7yG37lzw8YqIpLLlPAlKZo0\ngYIC31lv9OgNm/fXrYNjjoGnn4YZM3x/exERaThK+JI0LVp4E//w4b6Yzrx5fjwEOP10uP9+3/p2\n+PBo4xQRyUXaHleSqkULeOghT/gHHghXX+0D+66/Hm6+GSZMiDpCEZHcpIQvSdesmSf9UaPg+OPB\nDCZPhhNPjDoyEZHcpYQvKdG6NTz7LPzwgy/U07Zt1BGJiOQ2JXxJmUaNYJNNoo5CRERAg/YaTEFB\nQdQhNJhcKWuulBNyp6wqZ/bJpbJWJ+UJ38zOM7P1Zvb/Uv1e6SyX/uhypay5Uk7InbKqnNknl8pa\nnZQmfDPbBTgZqOdGqiIiIlIfKUv4ZtYGuBs4EfghVe8jIiIi1UtlDf9aYFYI4ekUvoeIiIjUQEpG\n6ZvZYUB/YOcanN4CYPHixakIJW2UlJRQXFwcdRgNIlfKmivlhNwpq8qZfbK9rAm5s0V151oIIalv\nbmZbAP8DhocQ3oodewZ4I4RwVgXnHw7ck9QgREREcssRIYR7qzohFQl/LPAwsA6w2OHGQIgdax4S\n3tTMOgAjgaXAr0kNRkREJLu1ALYCngwhfFvVialI+K2BbuUO3w4sBv4dQsjutnsREZE0lPQ+/BDC\nz8A7icfM7GfgWyV7ERGRaDTUSnvJbUYQERGRWkl6k76IiIikH62lLyIikgOU8EVERHKAEr6IYGZW\n/VmZT+WUXKY+/Hoys2OBTYFXgddCCFm5loDKmZ3MrFsI4ZOo40g1lTO75NrnNFmU8OvIzHoADwBt\nga+ArYEiID+EsCbK2JJJ5cyucsaZ2QhgGj6DZhkwPYRwV7RRJZ/KmV1y7XOabGrSr7txwEqgF7Av\nMB7YH7gstnpgtlA5s6ucmNmewK34ktYXAV8Dd5jZwWbWLMrYkknlzK5yxuTM5zQVUrJ5TrYyMwsh\nhNiHaDRQHEJYbWZrQwgvm9kfgcuA14D7Iw22HlTO7CpnXLy8wB7A58C0WFPoQ2a2Ci/rN8Cz0UVZ\nfypndpYzVz6nqaQafg2YWU8zaxTfAyCEsBr4Cfhd7JTGseO3Ae8CR5hZp0iCrQeVM7vKWV7CHhZ9\ngOUhhF/NrGns2OnAWiA/02tKKieQBeXM1c9pKinhV8HMdjOzRcBjwCtmdknC6NeHgCFm1jOEsMbM\nmseO/w04ANgkgpDrROUEsqiccWaWZ2bTzOwYM+uf8NBcYG8zaxUra7MQwnq8lnQIsEUkAdeRypl1\n5cypz2mDCiHoVsEN7yN6G//QDAHOB9YAF+MDRnoCzwN3xc43SgdBfghMjLoMKmdOltOApsAVwM9A\nIb63xQ/AiNjj/WP/Fv+IPadJwvO/BM6Kv1bU5VE5c6OcCfHmxOc0sn/fqANI1xtwMD7adYuEY2fg\nTUcnxu7/CVgOTEg4Zyt8q99Doi6Dypl75UyI+V1gn9j9FkABsCCWJBrFvlA/BHrGzmkcSyxPA/+J\nugwqZ+6VMxZ3znxOo7ipSb9y2wPfAp+bWSOAEMLVwFvABDPrjo+KfRi4zcxOMLMdgMOBX4A3ogm7\n1lTO7ConwCCgOfAxQPCBXH8AVgHHARsDd+BfrLebWYsQwjqgHbAZMC+KoOtA5cyuckJufU4bXtRX\nHOl0w6+UG8V+3wVYD2wXu9889nNP/IN3ROy+ATcBbwIf4VeZI6Iui8qZO+WsoNx74gO2usTuN4v9\nPBpvDj4sdr83niQW4wnjPXxO8xZRxK1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JX0REJAco4YuIiOQAJXwREZEcoIQvIiKSA5Tw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\n/IiIiA5I4EdERHTAX4RwXm27RGotAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1150cf7b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(x='created', y='d1')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"温度と湿度の相関をグラフ化してみます。"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1153968d0>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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YufNnwXfZC7ftzrPd11vMnp176Zqurk5aWxfgJwn78+Dz8cCZhHNewIUccgg0NEwjuuBb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\nEZGKUaAhIiIiFaNAQ0RERCrm/wPyARQboVN43gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x115414080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot.scatter(x='d1', y='d2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"一日の温度と湿度の変化を温度を左軸、湿度を右軸にしてグラフにしてみます。"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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PvLvvDtsp8r2aNeGSS7S48mRWrcq4ZXuRItCpk05/BOPYMd1g7ODB4MdqTKyx\nYMKYnDRurGsL1wfdxyUghw/DiBFw441QsmRYTlFgDBwI332X/ZTFgQOweXPGzATotNE338CGDYGf\na/FiGDzYtj83JhAWTBiTE18lZJjqJj7+WOf0BwwIy8sXKFdcAdWrw2uv6e116+DFF7V4FfyLbjIH\nE9deqzUUb78d+LmWLdPrYDMaxsQiCyaMyUmFCnDGGWGrm5g/XzcsrVMnLC9foMTFwUMPwejRGlBc\ndhk88ADMnav3+4KJevUyPq94ca1Fef/9wBtY+YIJWwliTM4smDAmEI0b61xE9erw2Wchfen163UF\nqglM//4aGNx1F/zxB5x9tr+OwreSI6vpottug337oHNn6Nkz511Ily3Txld79sCSJaH/OYwpSCyY\nMCYQPXvCWWdpf+avvgrpS69fry9tAiMCw4drseqMGXDPPTB9OmzZosFE5ikOn7POgiefhDJldBO1\nf/xDG1xl5dgxrbm99VY49VRbCWJMTiyYMCYQ//ynbvjQvDn88kvIXvavv2D7dv12bQJXtKiutGjd\nGvr00UxE586wYEHGlRyZPfqoBiALFmhjqx49/PUW6a1dq4WxLVvqShALJow5OQsmjAlGzZqwcWPI\nXs4Xl1hmIvdOPVWnOVq0gKuugr59c35O1arw4YcaH3755Yn3++olGjXSplfffKNTKsaYrFkwYUww\natUKaWbCt1TRMhN5c/31MGYMjBqV/TRHZpdcolmMrPpWLFsGNWroCpCEBC3A9BV5GmNOFHQwISId\nRWS6iGwXkVQR6XqSx76d9ph/5W2YxkSJmjVh716tnQiB9euhRAnbHdQLIroZ2NSpsG1bxvuWLYMm\nTfTPNWvqShub6jAme7nJTJQElgG3A1nMNioR6Q60BrbnbmjGRKGaNfU6RFMdvuJLkZC8nAnS9dfr\nstGmTXVKY9ky+P133ba8cWP/4xISNJjIqr7CGJOLYMI5N9M595hzbhqQ5VugiFQBXgN6AcfyNkRj\nokitWnodoqmODRusXsJLpUvDuHG63FQEunTRugvw7zoKGkxs3qyFmcaYE4W8ZkJEBBgFvOicWxPq\n1zfGUxUq6LxE+szEhAnB9WlOZ/16q5fwWpcu8MwzuoHY8eO68nfSJH/cCHDBBbqC5MMPITVV+1yU\nLau/DvPnezZ0Y6JGOAowHwSOOOfeDMNrG+MtEZ3q8GUmfv9d1yb6+jsH4ehR/bZrwUR0qFJFA4M5\nc+CiizI/q5A+AAAgAElEQVTeV7IkPPig7ux65ZUwcqTWW1SqpL0rjIl1hUP5YiLSHPgX0DSUr2tM\nVKlVy5+ZSErSr7PZ7Tx1Ehs36lNtmiN61K6tl6w8/rg2xZo8GV54Qdt4N2sG11yjTbB8W6QbE4tC\nGkwAHYAKwFbxV5TFAS+LyF3OuVrZPXHo0KFMnDgxw7HExEQSExNDPERj8qhmTd2wAfyttZcu1baJ\nhQP/L+Vr0exbNWCiW6FCuidI//5w8cV6rHt3DT6GDLHdRU1sC3UwMQqYnenYrLTjH5zsiYMHD6Z3\n794hHo4xYeBrXHX0KPzf/0H79tr9aM0aOPfcgF9m8WI480woXz58QzWhVby49qfwiYuD++7TAMPq\nX0wsy02fiZIi0lhEfN+naqXdruac2+ecW53+AhwFdjrn1oV05MZ4pWNH+PtvuO462L1bezSL6HpC\n0Aq9hx6CHTtO+jLJydCqVQTGa8KqTx9tbjV8uNcjMcY7uSnAbAEsBX5A+0wMBZYA2ZUh2cpsU7A0\nbw4PPwyffAKnnaY573r1/MHEtm06qf5//5ftSxw7ptMcNs+e/xUvDjfdpNubHzrk9WiM8UZu+kzM\nd84Vcs7FZbr0y+bxtZxzr+d9qMZEkccfh0sv1Y0g4uI0wPAFE1u26PVJMhOrV+sHjwUTBcNtt+ne\nHePHez0SY7xhe3MYkxuFC2vm4eWX9XaLFrB8ORw5Alu36rHt2Td/TU7Wgr7mzSMwVhN2tWppY6tR\no7weiTHesGDCmLzwrVpq0kTrKNavDziYqF8fSpWKwBhNRHTqpMmpY9bz18QgCyaMCYU6dfR63Tp/\nMHGSaY7Fi634sqBp2VKnrlav9nokxkSeBRPGhEJ8vKYZ0gcT2WQm/voLfvzR6iUKmubNdeoqOdnr\nkRgTeRZMGBMKItq9aO1aLcA85RT47TftRZHJsmWaCrdgomApVUqnriyYMLHIggljQqV2bX9mokUL\n3a/6119PeFhysm4a1aiRB2M0YdWqlU5hGRNrLJgwJlRq19b5i927oU0bPZZF3URystZrFi0a4fGZ\nsGvZUn8FDh/2eiTG+IlIZREZLSK7ReSQiCwXkWaZHvOUiOxIu3+2iATVz9WCCWNCpU4d2LNH/9y6\ntV5nUTdhxZcFV8uWOoW1bJnXIzFGiUhZYCHwN5AA1AcGA/vSPeYBYBBwK9AKOAgkiUjAX3ksmDAm\nVNJvN9m4MRQrdkIw8fvvWlZh9RIFU6NGULo0TJ/u9UiM+Z8HgS3OuZudcz845zY75+Y45zame8yd\nwNPOuRnOuZVAX6Ay0C3Qk1gwYUyo+JaHAlSrBpUrnzDN4dup3IKJgqloUbjhBhgxQtuOGBMFugDf\ni8hHIpIiIktE5GbfnSJSE4gH5vqOOef2A98BbQM9iQUTxoTK6afrjk8VK+pqjipVTshMLFigD6lb\n16MxmrC7/XbYtcu2JDdRoxYwAPgZ6AwMB14XkevT7o9H99BKyfS8lLT7AhLqLciNiW116vhbIGYR\nTMycqVtYF7IwvsCqV0+7YQ4bBr17ez0aU5CMHz+e8Zk2gNm2bVtOTysELHbOPZp2e7mInAPcBowO\n1dgsmDAmlK691l/KX7lyhkq8PXt0JUf//h6NzUTMwIFw1VWwdCk0ber1aExBkZiYSGJiYoZjY8eO\npU+fPid72q/AmkzH1gBXpf15JyBAJTJmJyqhO4QHxL4fGRNK99wD//63/rlaNe05kZoKwJw52nqi\nc2cPx2cioksX/ecfNszrkRjDQiDzxGpdYDNAWiHmTqCT704RKQ20BhYFehILJowJl3PO0c0a1q8H\ndIrjnHOgalWPx2XCrnBhzUCNGwf79uX8eGPC6BWgjYg8JCJniUgv4GbgzXSPeRV4RES6iMi5wChg\nGzAt0JNYMGFMuPjy20uW4P4+wt1jmzOgwXxvx2Qi5uabtXxm5EivR2JimXPue6A7kAj8CDwM3Omc\nm5DuMS8CbwDvoKs4igOXOeeOBHoeq5kwJlzKl9dc99KlrNtbnkZHl1D89CXA+V6PzERApUrQowe8\n9RbceacV3RrvOOc+Bz7P4TFPAE/k9hz2621MODVtCkuXsvvDzwCoVWaPxwMykTRwoM5yzZ7t9UiM\nCS8LJowJp7RgovIyDSbi9u32eEAmktq102aob73l9UiMCS8LJowJp6ZNYfduzjyyjuNFivn37jAx\nQUSzE59+qpu7deliBZmmYLKaCWPCKa0I82+KEtc5QXcUNTGlTx/YsAEOHNDVHddeC59/DkWKeD0y\nY0LHggljwqlaNf4ofBobyrWgWa0a8OWXXo/IRFjx4vDCC/rnq6/WPiPVq+s+cKAZiwkTtAO7MfmV\nBRPGhNHRY8Ld8ioJvc6mWblZlpmIcRdeqFmJ+WkrhI8dg9deg5tugjFjdFrEmPzIggljwmjlSvjg\n6PXcdA2w9AetmXDOPjVi2CWX6MWnWTPo2RPOO89arZv8ywowjQmjxYshLi6tdKJ8eThyRCfPjUlz\n7bUaTLz88v86rxuT71gwYUwYJSdrC+0SJdAtysFWdJgTDBwIa9fC3Llej8SY3LFgwpgwWrwYWrZM\nu1G+vF5bMGEy6dABzj3XNgYz+ZcFE8aEycGDsGoVtGqVdsCXmbAiTJNJ+n4Uc+Z4PRpjghd0MCEi\nHUVkuohsF5FUEema7r7CIjJERFaIyIG0x3woImeEdtjGRL+lS3UO/H+ZieymOf76C1JSIjo2E31u\nvFGXjXbrBt9+6/VojAlObjITJYFlwO2Ay3RfCaAJ8CTQFN2prC5BbGNqTEHx/ffaO6Bhw7QDJUro\ngcyZiX//Gy69NOLjM9GlaFGYPFmLdbt1g7//9npExgQu6KWhzrmZwEwAkYzr25xz+4GE9MdEZBDw\nnYhUdc5ty8NYjclXVq6E+vXTdToU0exE+syEczBtmq3wMIDGmyNGQL168PHH2j3TmPwgEjUTZdEM\nxu8ROJcxUWPVqnRZCZ/y5TNmJtavh40b4Y8/NLAwMa9uXejUyYoxTf4S1mBCRIoBLwDjnHP21cvE\nDOdg9eosgonMmYmZM/X6yBE4fDhi4zPRbeBArZtYssTrkRgTmLB1wBSRwsDHaFbi9pweP3ToUCZO\nnJjhWGJiIomJieEZoDFhtH077N+fTTCRPjORlKTzIEePanaiePGIjtNEpy5doFo13bp8xAivR2NM\nzsISTKQLJKoBFwWSlRg8eDC9e/cOx3CMibjVq/W6QYNMd5QvD+vW6Z///hvmzdPiy08/hd9/h/j4\niI7TRKfChbW19rPPwksvQblyXo/ImJML+TRHukCiFtDJObcv1OcwJtqtWqVJhpo1M92RPjPx6adw\n6JC/yu6PPyI6RhPdbr5ZNwIbOdLrkRiTs9z0mSgpIo1FpEnaoVppt6ulBRKTgWZAH6CIiFRKuxTJ\n9kWNKWBWrdKVHIUy/w/zFWAeOQJvv62tD9u00ft+txpl41epEvTooVMd6ffs2L8fRo/WIGP5cs+G\nZ0wGuclMtACWAj+g9RBDgSVob4kqQBegKtqLYgfwa9p12xCM15h8IcviS9A9qI8dg759dSOG226D\nsmX1PstMmEzuvFMX/Dz5pP/Yc8/pr8+NN2ocmpzs3fiM8Qk6mHDOzXfOFXLOxWW69HPObc7iPt/t\nBeH4AYyJNs5pZuKEegmARo3002DiRJ3yuPpqKFVKUxiWmTCZtG6tvy5PPQUTJuiCnxEjNMj4809o\n3BiuvBJ27PB6pCbWhW01hzGxavNmTUWfe242Dxg8GH76CZo00Y6YAKVLWzBhsvTgg5rpuvFGXS66\nZw/cfrvGoFOn6nTasGFarGmMV2yjL2NCzJd2btEimwcUKgTvvQd33OE/VrasTXOYLInAu+9qm+3X\nXoNLLoE6dfS++HhdDJSU5O0YjbFgwpgQS06G6tW1gC5gZcpYZsJk65RTYMoUuOgiePTRjPclJGhz\nq127vBmbMWDBhDEht3hxum3HA2WZCZODSpW0Zrdjx4zHExK0Tmf2bG/GZQxYMGFMSB0/Dj/8kG7b\n8UBZZsLk0hlnaF2vTXUYL1kwYUwI/fSTbgBqmQkTSQkJGkyk70dhTCRZMGFMCCUna8Fc8+ZBPrFs\nWctMmFxLSICUFFixwuuRmFhlwYQxQdq0SVd3Hj9+4n3ffadL9U49NcgXLVPGMhMm1zp0gBIlbKrD\neMeCCWOC9N578PLLJ24P/fffMHkyXHxxLl7UMhMmD4oV0+aqFkwYr1gwYUyQfG/Ymd+4P/5Yl+cN\nGJCLFy1TRlsaZpXuMCYACQnw9ddas2NMpFkwYUwQdu+G77/XlPLMmRnve+st6NQJ6tXLxQv79ufY\nvz/PYzSxKSEBjh6FL7/0eiQmFlkwYUwQZs/WNf333qutjX1lDkuXwjffwMCBuXzhMmX02qY6TC7V\nrg1nnmlTHSYjEXlcRFIzXVZnesxTIrJDRA6JyGwROTvY81gwYUwQkpJ0z40bb9QZiblz9fiwYVC1\nKnTpkssXtp1DTR6JwPnnw6JFXo/ERKGVQCUgPu3SwXeHiDwADAJuBVoBB4EkESkazAksmDAmQMeP\nazCRkKDfAOvUgVGjYO9eGDcO+veHwrndOs8XTFhmwuRBq1a6PPTwYa9HYqLMMefcLufcb2mXvenu\nuxN42jk3wzm3EugLVAa6BXMCCyaMCdCMGbBzJ/TsqbefegqmT9f2xseOwS235OHFfdMclpkwedCy\npf4uLl/u9UhMlKktIttFZIOIjBGRagAiUhPNVMz1PdA5tx/4DmgbzAksmDAmQG+9pd/8fLuB9uwJ\nb76p20P36BHkxl6ZZVczcfSoFmkYE4BGjaBoUd0fxpg03wL/BBKA24CawAIRKYkGEg5IyfSclLT7\nApbbpKwxMWXtWpg1Cz78MOPx22+Hs87S7aHzpGhRKF48YzDhnLbSvOEG7ZJlTA6KFYPGjbUTqzEA\nzrn0JbkrRWQxsBm4FvgpVOexYMKYAIwYAaefDtdee+J9CQkhOkn58rBnj//22rXw4496MSZArVr5\nC4NNwTJ+/HjGjx+f4di2bduCeg3n3B8ishY4G/gSELQ4M312ohKwNJjXtWDCmAB89hlceSWcckoY\nTxIfr0UZPr5GFtu3h/GkpqBp2VJXF/3xh3/2zBQMiYmJJCYmZjg2duxY+vTpE/BriEgpNJD40Dm3\nUUR2Ap2AFWn3lwZaA8OCGZvVTBiTg61btS7i0kvDfKLsgokgv3mY2NaypV7/8IO34zDRQUReEpHz\nRKSGiLQDpgBHgQlpD3kVeEREuojIucAoYBswLZjzWDBhTA5mzYJChXK550Yw0gcTf/0F8+dD5coW\nTJig1K2rG81Z3YRJUxUYh9ZHTAB2AW2cc3sAnHMvAm8A76CrOIoDlznnjgRzEgsmjMlBUpLOQ5cr\nF+YTpQ8mvvpKA4obb9TNFqzNtglQXJzW7dqKDgPgnEt0zlV1zhV3zlV3zvVyzm3M9JgnnHOVnXMl\nnHMJzrn1wZ7HggljTuL4cZgzJ4RFlifjCyacg4ULoUIF/4ktO2GC0KqVZSZMZFkwYcxJLFgA+/ZF\noF4CNJg4elRPuGUL1KqlPbrBijBNUFq21Fqf9CU4xoSTBRPGnMRbb0H9+tC6dQROFp/WI2bnTv0k\nqFZNaybAMhMmKK1a6bVlJ0ykWDBhTDa2b4cpU7QxlUgETphVMFGsmE53WGbCBKFaNahY0YIJEzkW\nTBiTjf/+V/tK9O0boRP6+nH/+qtOc1SvrrerVrXMhAmKiGYnrAjTRIoFE8ZkwTkYORJ694bSpSN0\n0pIldU3fqlW67WO1anq8ShXLTJigtWsHX3+tJTjGhFvQwYSIdBSR6Wk7kKWKSNcsHvOUiOwQkUMi\nMltEzg7NcI2JjKVLNTmQVfvssIqP9+emfcGEZSZMLvTrpzuIDh/u9UhMLMhNZqIksAy4Hd1tLAMR\neQAYBNwKtAIOAkkiUjQP4zQmoqZM0b4S550X4RPHx8P33+uffdMclpkwuVCpkrYpee01bVliTDgF\nHUw452Y65x5zzk1DNwjJ7E7gaefcDOfcSqAvUBnolrehGhM5U6fCFVdAkSIRPnF8vO4cWqSIVtCB\nZiZ27YJ//MN2DzVBufde2L37xN1ujQm1kNZMiEhNdA/0/+1Z55zbj7bobBvKcxkTLuvXw8qV0M2L\n8Ne3oqNqVe3hDVCzpl4nJenFmACddRZcfTW8+qrWARkTLqEuwIxHpz5SMh1PSbvPmKg3daqu4ohI\n18vMfMGEr14CdK7lq6/g8cetC5EJ2qBB8PPPti25Ca+o2YJ86NChTJw4McOxrLZbNSbcZszQTb1K\nlvTg5L5gwlcvAbrOr0MHWLsW9uyBI0egqJUgmcB07AjnnKMN2MK+WZ2JWaEOJnaidRSVyJidqAQs\nPdkTBw8eTO/evUM8HGOC8+efui3Gq696NICsMhOZ7/vtN3+bbWNyIKKN1wYNgk2b4MwzvR6RKYhC\nOs2RthPZTqCT75iIlAZaA4tCeS5jwmHePF1O58kUBwQWTNhUhwnS9dfDGWfoUmdb2WHCITd9JkqK\nSGMRaZJ2qFbabd+736vAIyLSRUTOBUYB24BpoRmyMeGTlKT7a53tVWeU6tV1JUf9+ifeZ8GEyaVS\npWD6dC0svvVWr0djCqLcZCZaoFMWP6DFlkOBJcCTAM65F4E3gHfQVRzFgcucc0dCMWBjwikpKUI7\nhGanfHnYvBnOP//E+ypU0Jy1BRMmF5o1g9dfhzFjYPVqr0djCprc9JmY75wr5JyLy3Tpl+4xTzjn\nKjvnSjjnEpxz60M7bGNCb/162LDBwykOnzPOyHpnsSJFNNiwYMLk0vXXa/sS64ppQs325jAmTVIS\nFC4MF17o9UhOIj7eggmTa8WKwS23aBOrP//0ejSmILFgwpg0SUnQvr3utRW1LJgwedS/Pxw8qNMd\nxoSKBRPGoK0b5s2LgimOnFgwYfKoWjXo2hWGDbOumCZ0LJgwBli0CA4c8Lj4MhAWTJgQGDhQd7pf\nsMDrkZiCwoIJY9ApjooVoXFjr0eSg/h4SMncrd6Y4HTqBHXranbCmFCwYMIYYOZM6NzZv7dW1IqP\n1xTKgQNej8TkY76umFOmWGxqQiPa3zqNCbuUFFi2LB/US4C/cZV9Apg8SkzUbq8zZ3o9ElMQWDBh\nYt6sWXrdubO34wiIdcE0IVKhAjRvbrvam9CwYMLEvKQk7Q5YsaLXIwmAL5j49Vdvx2EKhIQEmD0b\nUlO9HonJ7yyYMDEtNVUzE/liigOgXDndftyXmdi9W9t2GpMLCQn6K7RkidcjMdnasAHWrj3x+O7d\n8NlnnPrtt5EfUxZCvQW5MfnKsmWwa1c+CiZEtN32jh16+8kn4csv4ccfPR2WyZ/attUmbdOnn7i5\nXalS2hHWBOjwYX0jef310CwL+/VXeOIJGDFCG4Jcc422LV2xAo4f/98Xiqp5P1NIWGbCxLSZM/VN\ns21br0cShMqV/cHE5s3w009aSWdMkIoUgYsvhqef1qRX+kv79tbUKihLl2rjjilTcv8af/2l8073\n3qvR3aRJMHSoruFdtkz/n//zn3DbbdoT/Zdf+Pndd0P2I+SFxZ0mpiUlwUUX6cxBvlG5sr9mYudO\nfYPZuBFq1/Z2XCZfGjYMevXKeGz9enjoIW3m1r69N+PKd77/Xq8XLszd81ev1takGzbohn6DBuk/\nQtmyev+AAVk+LbV48dydL8QsmDAxa/9+fbN8/XWvRxKkM86An3/WP/uCip9/tmDC5MoZZ0CPHhmP\npabCe+9poGHBRIB8wcS33+o0RFzcyR+/aROMGwdffAF//KEZxjPP1AKWJk2y3jk4ilkwYWLWvHn6\npT7f1Ev4+KY5UlP9/SZ+/hmuuMLbcZkCo1Ah/SL84IPwyitQqZLXI8oHvv8eGjbUPuU//ggvvKB/\ncf/5DyxeDF9/7X/s5s0arRUtChdcAGedpWvTH3wwyncazJ4FEyZmJSXptGStWl6PJEiVK8PevZqV\nOHpUj/kyFcaEyI03wqOPwn336fR8PvuiHFkHDsCaNZrmvPtuePhh+PxzjcqmTIGtW6F0aX9F6ymn\nwCOPwD33QMmS3o49RKwA08SspKR8mJUAzUuDFnwBVK+eMZjYu1fTpsbkQbly8O67MHo0vPSS16OJ\nEr//rhHWe+9lPL50qVarduyoTWs+/xzOPx/mz4c6dXQ6Y98+2LNHL9u36+t4EEiIyIMikioiL2c6\n/pSI7BCRQyIyW0TOzu41smKZCROTNm2CX37JJ10vM6tcWa99zQEuuCBjG8N//hNOPx0++CDSIzMF\nTK9e+oX7wQehXj2tD4xZCxfqX8D+/To/GhcH556rGcLvv9dsQ4MGWmSyeDE8+6z+ec4cr0f+PyLS\nErgVWJ7p+APAIKAvsAl4BkgSkfrOuSOBvLYFEyYmLV6s123aeDuOXPEFEz/8oNfnnw+jRmk2okwZ\nXdnx11/ejc8UKE8+qQFFr15asNyokdcj8sCePXDddRpRTZoEjz+u80DptWmja21vv12zEVFWuSoi\npYAxwM3Ao5nuvhN42jk3I+2xfYEUoBvwUSCvb9McJiYlJ0ONGvmkhXZm5cpBsWKamShTxt8gxzfV\nkZKi6VhjQqBQIa2ZOPtsuOWWGOw9ceSIZvsOHYKJE3Wa8a23dOpiwQJNcY4e7d/P/eyztQ9E9BkG\nfOqc+yL9QRGpCcQDc33HnHP7ge+AgDvwWGbCxKTFi6FlS69HkUu+LpibNuk3pTp19PjPP+t87e7d\nWuxlTIiULKmLEy67TMsALrjA6xGF2V9/6RLPo0fhqaf028cnn0DVtH6ThQvrtqs+NWt6M84Aich1\nQBOgRRZ3xwMOzUSkl5J2X0AsM2FizvHjOkPQqpXXI8kD31THGWfoUrKKFTW42L1bvzpaZsKEWEKC\nJsGGDPF6JGF0/DiMHKkB+kUX6Q+9fr22rL/8cq9HlysiUhV4FejtnDsarvNYZsLEnDVr4ODBfJyZ\nAP+KDt8uotWqwbZt/r4Tv/+uQYWt5zMhIgL33w+9e2v77bPP1jKCqPwVO35cpyWKFNHCyJw4pzv+\n3X+/7n1xzTXafbJcOQ3US5QI/5gDMH78eMaPH5/h2LZt23J6WnOgArBE5H//WnHAeSIyCKgHCFCJ\njNmJSsDSQMdmwYSJOcnJ+gbYvLnXI8mD9JkJ0PTr1q3w2296+/hxXfueTxvgmOh07bXaxGrIEA3I\n167VWsSo4RyMHat9HrZs0aZQEydCt24ZH3fsmGYcjh7V2qPRo2HuXOjQQac3Wrf2Zvw5SExMJDH9\n9AowduxY+vTpc7KnzQHOzXRsJLAGeME594uI7AQ6ASsARKQ00BqtswiIBRMm5ixeDPXr5/PPWV8w\n4ctMVK2qxWAp6b5Y/P57Pv8hTbQpXFiDcYBnntFWCfXra5ARFT74AG66Cbp31yKPMWN01UWjRroi\nIz5eA4jERP+SLhFNU06bBl26RGmqJfeccweB1emPichBYI9zbk3aoVeBR0RkPbo09GlgGzAt0PNY\nMGFiyuHD2pDu6qu9Hkke+TIS6TMT6ac5QJvkVKsW+bGZmPDww7o31Q03aBfZFlmV9kXau+9qlegn\nn+jthATd5+Lss/3LUIoU0f8X06frhlq1a+t1bMmwJsc596KIlADeAcoCXwGXBdpjAiyYMDFm1Cid\nCbjzTq9HkkeZpzmqVdPg4ZdftJnO8eNWhGnCSkQbQf7yC1x5pX7Rr1LFwwGtXatTFBMm+I+ddhp8\n+ql2pDzvPG0wtXEj3HqrLquOUc65i7I49gTwRG5f04IJEzOOH4cXX9SshG81Zb7VpIm27vV1EPIt\nWfvhB12mtn69BhfGhFHx4jB1qs4SXHmlzrRFtFYxNVX7O1Stqr/7ZcroQNJr3Njfi8WETciDCREp\nBDwJ9EbXqO4ARjrnngn1uYwJxiefwIYNGb+45FsVKug7t48vmFi+HDp10mDCMhMmAuLjdcagQwft\n7TRhgja6CruDB3WOZfJkvV2iBPTpE9jqDRNy4fgnfxDoD9yOLjm5H7g/bQmKMZ759FPt6RQVc7uh\n5ssvHz6sgUWJEtEZTPz0k2ZUXntNOwuaAqFpU611/Phj7fEUdps3a7vqmTO1CGrIEK2JuOWWCJzc\nZCUc0xxtgWnOuZlpt7eISC8gP7cIMgXA4sVw8cVejyJMTjlFsxW7dkGlSlC2bPRNc2zbpjurHT2q\nWy9/+mlUbYJk8qZ7d93b6uGHdRqxV68Qn2DzZt3QbtYsvZx+OnzzjW62Bfo7Vdhm7r0SjszEIqCT\niNQGEJHGQHvg8zCcy5iA/PGHdpvO142qcuKb6vAFE77MhK/3RCjt26dBQaAOH4YrrtD89/ff694G\nc+dGZ/bE5NpDD+nMww03aM1jSPz9N9x1F5x5pm6itXMn3HuvrlE9N137BAskPBWOv/0XgNLATyJy\nHA1YHnbOFYSZapNP+TbYzNcttHNStSosXarBRLly+oE/e7Z+iO/Yod/kQuHYMS38/Ne/4L77AnvO\nfffpFIev5P+itGLyb7+FSy8NzbiM50R0dea+fdCjx4n/30qX1hmugLey2LwZrroKVq6EoUOhXz8N\nlE3UCUdmoifQC7gOaArcANwnItef7ElDhw6la9euGS6Z24Yak1uLF2v/prp1vR5JGPl6SqTPTHzz\njdYm/PJL3l77xx+1sPOPP7Twc9s2rWb1OXQILrnE39HIZ/9+/br65pv6YeBbfXL22bq2f9GivI3L\nRJ0iRbTp5KBBGt+mvyxbBl27wp9/5vAi+/fDRx9pKnHvXv09vuceCySiWDgyEy8CzzvnPk67vUpE\nzgQeAkZn96TBgwfTu3fvMAzHGP2Ma9EiQlXmXkk/zVGunLYT/vFHPbZlS97meD75BL74Al59VdPM\nkLFB1siRWv9Qu7b/PDt36l/6nj3ac/n22/2PF4F27U4eTBw7ZqnrfOqUU3QZdmarV0PbtnDzzRpw\nnOJsJsYAACAASURBVCAlBZ54AkaM0H//Tp10eUjsNZXKd8Lx1loCOJ7pWGqYzmVMQJKTC3i9BOi3\n/SJFdK2erwDTF0xs3Zq31160SAOAl1+GSZP0mC+YOH5cj8fF6RpB53T9//XX6wfCTz/pB0TmNsXt\n2sF33+ljMvvmmxOXv5p8r0ED/VX56CNdvZzB3Lnam3vCBO3VvWGDBqgWSOQL4fiA/xTt8f0PEakh\nIt2Bu4FPwnAuY3K0bZt+lhb4YOKqqzSPfOqpGkz8+iusW6f35SWYOH5cP9zvvFP/vHs3XHCBv7Bz\n6lR943/uOdi+Xes2XnhBPwhGj4YaNbJ+3XbtdDOylStPvO/DD3WapndvzWyYAqNXL21MOXx42gHn\n4I03tPV1q1YaZTzwgPboNvlGOIKJQcAkdLex1ei0x3DgsTCcy5gcffCBtl0osMtCfeLi9Ksf6DTH\n7t2aIShbNm/BxKpVOsndrZsWUtavr0WdvszEhAm6y+Ldd2sHwvvug0ce0TWCl1yS/eu2aKHTGBMm\naJ9z3+sdO6bTKomJWotx9dXhWZFiImfAAE1JAMW3r+e5S+bx/vtwaO9hbW39r39psDpjRugKhU1E\nhXxCMm2HsnvSLsZ46tgxeOcd/YIbU7Vbvh9WRHs7bNmS+9dauFA/9Fu21P0NHn0Uxo3TrMKhQ1rc\n2ayZTrFcdpkGB1265Ny9qHhx3Qd+yBC9XaqUBiHNm2u/jLvugv79dUvKxo11CqXAp5cKoHnz4O23\n9Xfx1FPh0Ufpn5LCIe5mXYV51EtdzS/3f0D9If/0eqQmD6yOwRRo06Zp5j197V9M8AUTZ52lS1jS\nZyaOHs1YPJnZ5s3w4IMaKIDWSzRtqukdEa1irVRJ70tJ0cefeabevuMOzSSMGRNYtevIkdqIaNs2\n7V740EO6prBGDQ0czj9fW4SfdlqEWiuakHJOM1QtWuhyYN8GW489xl3yKtVOP8SApt/R/t1//m9G\nzuRPURtM7NwJ9erpe1egl7JlrV7LZPTuuzo136SJ1yOJsHLl9LpRI10y+uuv/iZT77yjzX5SU098\n3qJF+iE+ZIh/meeiRfqXmJ4vmNi4UWsafHUR7dppgWbp0oGNs149zZxUqaJp8OnTdVx9+vgLNuPj\ntb/AnDm6H4PJHw4f1gDwm2+0Nebo0XDTTRo8PvkksnIlp21cwtC5TahYUZNZ1sMs/4rKdVeHD+v0\n7P79+r4X6HK+0aO1Bm3+fP9WBcWLQ7Fi4RuriV4HD2qGNaslagWeLzPhCyZSU7VxVY0auj5v1y4N\nBIoV02mEqVOhYkWdVqhUSe/ft0+/WW7efOI2q75gwhdwZFdkGSxfg63MmzV17apdD+fM0V0hndNg\nY+9e/QZx5ZUnrhYx3lm3TpuRbd6s/26XXKL/PiNG+B+TVt9TrqR2Vm/dWn8V028UVrp0AV/OXYBE\nTTCxY4deO6drkJcv1/eIYKZIr7pKfyHPOcd/7LTT4MsvM3ZdNbHhyy+1X1NMNlisUEGvmzTxN7Pa\nulU/9Ddv1tsrVvgbAs2dqx/Iq1frls4DBmgwceCAruA47bSMr1++vH44LF6st0MVTIDWTmRWu7Zm\nMaZM0d2kVq3SKZKbb9b23O+/DzfeGLoxmNz76Sed0ihTRv+dAugUV7u2JrQSEjLWX3bsqNtw2Eag\n0S9qgomXXoLLL9f3ibFjNToNttbqtNM0Izt/vv/YM8/ol5oZM6BkST1Wpow/C2wKrqQk/YzL/KU6\nJlStqmmZjh39UwO+uglfMLF8uT+KX7RIexynpup/vFKlNOe8d6/en/k/TFycBhTffad/rlw5/D9T\n166aZipUSH++Jk30q+vll2u7xbZtNeAw4bdzpzYwe+wxraXxWbBAa2YqVdIA1ZfBCsBFF2lc6Kud\n+OMP/We9+WZ9Hz/1VFvoEc2iJpj46y9o2FD//Pjj0LNn7l6nQgWt3/Jp1UrfG9NnK4oV02j3vPNy\nP14T/ZKS9JtOzGa/L7hAr0uX1gh661b/tAVoMOFrs71okaadCxfW/yy+ple+nUezir4rVdIeETVq\nRKZT5TXXwCuvaIOCq67SlR+9emlQ0bSpFo1Onao7uj3+uM57FikS/nHFonff1bqafftg8GBd2rl7\nt/5Odeyo3wpz8cnfuLFefEqW1BXCY8fqr9iUKToTZqJP1AQTzz+vXypKldKpilCpXl1/v9P3xXn2\nWX0vmjxZa7sK9H4NMWrTJli7Vn+vDDrVsXWrf+qiRg3NKqSkaKX90qXw9dcaUBQr5t8ozBdMZJ7m\nAH8w4VvJEW4tWuh4fCnGYcP8991yi35LPngQ3ntPezU/+GAMVt6Gka9OBbRQ9owz4L//1U/6KlU0\neO3RQ4OLEAVx112nXzJTUuD11zWwmDRJf53r14/hLwpRKGqCiXLlwtdUKD5eLz5Nm0KbNv4vbo8/\nrt1+TcExZAgULaqt/Q0aVW/c6M9KdOmim2+BbqDUq5dG14mJeqxcuZNPc4A/hR3Keomc+AKJzLp1\ng/vv15Tj9Ol6bMUKCyZCqVcvDRKef17nI0aPhq++0t+RESM0+xUG556rlzZtNOnhq4G64w4NMEx0\niJpgIpJOPx2WLNFs6NSp8OST+sXLt6Fh2bL2HpSfDRumPXL++9+wvb/lP82a6V/Ipk16u2tXDSZK\nltRvkwMG6CR106Z6f+Zpjqw6fnkRTGSndm39Cvuf/+h/bNCUpAnc1q3aFv3000+sWF++XAvZQOts\n4uLgH//QJbwRUqqUzsatWqV7zj3wgH5JzLxqOStnneWvQzbhEZPBBGgxT4sW2mxv61bt5Jreiy9q\nV2CTv8yerf+Wd92lmW+Tpl07rWL74gstjT/vPJ2EbtFCv222bQszZ/qDiXLltBJu3z6NyOLiTnzN\nihX1OhqCCYDu3fVnPOUUf7MrE5jUVP0727hRb0+bpgGnz3/+o5/GHTrA+PGa1s1q6ivMihfXX9kW\nLTSmefjhwJ5XsqQGIr4vjCb0Yn4Fr4iuMNuwQd87163Tqdb779caI5N/rF2r69Q7d9bVQSadNm30\n+qOP9MO/WDGdV+zSRY+3a6f/GXzVb+mnObJb+hRNmQnQqQ7Qn6tNGw0mnPN2TPnF/PkaSEyeDBde\nqJ/Sx47pnilPPaVZiXvu0bRf7doRzUhk55VXNNHme9/O7rJmjQ65Sxd/49c//9QMhwmdmM1MpCeS\ncYO6557Thlm33abBeEz2KciHbr9dvyyPHx+ZxQX5SrlyWly5erV/Du///s9//8CBmpXwda5MP82R\nXTDhyxufdVb4xh2MZs30P+stt/h3N/3118gsW83vRo3Sf8fu3fXvq21b/fq/fLn+p2rQQLtXnnqq\nTiNFQeWjSOBx7PTpukjp7be1Ru7NN7Ved9YsjZ1M3sV8ZiIrIlrYc9llukT1nXd0SdLx416PzGQn\nOVmXtT/7rNVJZKt9e73O6h34tNMyrrnzZSb27cs+nX3RRf7+FNFARAOkrl39GZYVK0583LFj2pVx\n6dLIji9aHTyoSyT69tW/wzZttIHZ+vX6xpeSokHFqafq46MgkAhWtWpaUuObxfn5Z/016NFDM9DT\npmXdXd4EzoKJbMTF6caIdetqhuKqq7Tgx0SnIUM0ldm9u9cjiWK+SrVAvs6VK6fNX379NfvMRKFC\n+g02Gp15pn74vfOOtnL2tf0G7WA3dKjOh61d69kQo8KRI/p1/cABDSZ8xo7VuV/f1FEBUL26fzHT\nhg1aP1qtmu491q2bZixM7lkwcRKlS+tS/KNH4bXX9P3nvfe8HpXJ7Oef4ZNPtGA2qzpBk8aXmQgk\nk+BbvbFxY/5sF1uokFbbTZ2qgUTPnrpaBbTpVePG2uHu0kv1m/mqVZoH377d23FH0qxZ+ndw770a\nhafvF1KyZFDdK/ODGjVgyxb98y+/aPH90qX6/v7CC1q7O26ct2PMzyyYyIGIzr/fcYfugTRgQMZ2\n3cZ7H32kgV/6L1YmC7Vra9o6kPSNL4DYvt2Tqv2QGD5cN2hZulR3Nu3XT/eNmDVLl/t8+qlmXp56\nStOPq1bBwoVejzoyvv1W061t2+o6+UmTvB5R2FWvriv3Dh7UlSC1avnf3++/X98/+vXTvxoTPCtT\nC5AIvPGGVgdffbXWq4Vi6rB794ztY03wFi/Wrqm2O2wAAk1b+4IJ5/JnZgIy9koYOVKX+sydqz9P\nz566zvDf/9ZKPNBfoB9/1McVVPPmaevrlSs1kPjkk4x7axRgNWpoFuKbb/R2+qJ7EW3D4pvZ6d9f\ng49+/U58n1+wQH9VQtmp+f/bO/d4q8b0gX8fdKcbKiQnmpIaIlMuc6oRUj+6mIYyIjSRy7gMU4YM\nMTKITGFGxrUkGU4imlLuUaJCci0kRUqao4s6z++PZ+32Ortz2eecvc++Pd/PZ31O+13vWu/7tNde\n61nP+1yyAVcmKkCNGpZyvl+/xCx3FBaagvLWW9CqVdXPl4uomhV7yJBUzyTLCCsQmapMhOnXzxSJ\n/v1tkbxOHWv/85/NtHXkkWaFCefdzzZWrTJFqXVrC3nq3TtnFAkw5QDMWAU7ByHVqmW6VeT+/vXX\nFlZ6221RhWLePHPBqVHD81bE4spEBWncOHHLHOvXm+N0z55W+LBjRxg0KDHnzhVWrjRn806dUj2T\nLCOc8TIblAmwRF1ff13csaZWLTPz77ab1ZSIpOLONrZvt9wQNWta6MJee6V6RtVOxO947lz72vfZ\nZ+c+TZpEV7rGjTMjzldfRftOnmz3msJCy1sxf37WuZZUGveZSCGNGtmybdOmlnzwrLPM0dOJn/nz\n7W9Fy9U75VCnjj14IHN9JkqiRg1zzoxtE7Flkc8/j5ZszyZuucVeySdOzElFAixkvH59u2e0bLnz\nZRDLJZfAHXeYK83s2bYddphZL6ZNgy1bzO1ky5bqmX+645aJFNO6tRVrVLXQ08suM/NZxAoLdtFf\ncIG/fZfEggVWsLCktwynCoiYtrtmTfZYJsqjfXv7IS5dml3a6RtvWNzjNdfkfIamAw4wt5h486xd\nfrltJTFtmmUg79695GVqERg82PrkAq5MpAkiliuhdm0rnxBm1Sq7cN23YmcWLHAlK2k0bJhbykS7\ndvZDfP/97FImhg+3NVRPpLBDmQg7X1aWzp2t0v2YMZbfK5ZvvzUfu1zxrXBlIo0QsSi1UaOKt0d8\nK045BRYt8qiFCEVFVgl5xIhUzyRLiSgR2bTMURZ169or63vvpXomiWPNGnMCeOABzzFP1AkzEcoE\nWKLQPn1K3ldYaHXRTjpp5xeePfawSu7NmydmHmUhIhcAw4C8oOkDYJSqvhDqMwoYAjQEXgeGqWoJ\nKlLpuM9EBtCokSWkW7bMwpIc44svrIZKpNClk2AaNbI1tkga5VygffvsUiamT7e3lHCq9Bwm4oRZ\nHeVk6tUzf96uXS11d3ibNcuUkGpyz/kKGA4cAXQE5gDTRKQtgIgMBy4GhgKdgEJgpojUrMggrqpm\nCB07mm/ACy9YaJITrfrXrl1q55G1NGxoW3meatnEEUeY3Xr79uxIp1pQAPn5Oet0GUuiLRPlsf/+\nFgESy6JFlpB28GBbKqnKT2zp0rL3q+pzMU3Xisgw4CjgQ+BS4EZVfRZARM4C1gB9gSfinUcO3SUy\nGxErJTBzZqpnkj588IF5Z1eHqTAnadw4d5Y4InTpYmm3syHfxMaNFoKQRfU1qkqPHpaj7OCDUzuP\nDh3M2vzkk3D99ZU/z6efwtix8fcXkV1EZABQF3hDRFoCzYAXI31U9UfgLaBChXdcmcggTjrJHqAr\nV6Z6JunBBx9YZeQMLGKYGfzxj3D33ameRfXSubOFxEbWEzdtKrnflVdaXop05plnLG6xtEX9HKRR\nI7jhhvQwOvXtCzffDDfeaA6aJ51kTpsRFiywry62XMz27VbWoUMHS2Jav375Y4lIexHZCGwB7gH6\nqepHmCKhmCUizJpgX9wkZZlDRPYF/g70xDSgT4BzVPWdZIyXKxx/vJnDZs6E885L9WxSz9Klnoo8\nqbRubVsuUbu2KRQvv2xez8cea7bxCy+EK66wPj//bCkS46m+Wt08/riVC997b0sV3qNH+pSId3Zi\nxAjzrfj4Y7NS9Otn0XzffmsJSlevNmXilVfMP3jy5MmMHDmZzz6zy7J+fahTZyWrV5c71DLgMKAB\n0B94RES6JFKWhCsTIhLxBn0R6AGsBX4BrE/0WLlG48YWsTZxIpx9dm47ZxcVWarbM85I9UycrKNL\nFyvUsHKlFUdr394sESefHE0M88MPlpMizJo1VtJ7//1TM++iIkuKsHatefmddZaVYHfSFhEzAIIl\nKO3WzZSELVssydYLL1hirLw8UyZUB/LllwO5667ocZMmTeLMM88scxxV3QZ8Hnx8V0Q6Yb4StwIC\nNKW4daIp8G5FZEnG42gE8KWqhqslfJGEcXKS664zjXXoULj//tzyjQuzYgX89JM7XzpJoEsX+Nvf\n4LvvLGtkxFJx551WiTSScnvDBlMqIqnHhw2DdeuixR9imT8fRo6E555LzpvA22/bq+zcudCmDTRr\n5muAGcRRR5nVedYsu68PGmS67OzZdslEaNXKXiaryC5ALVVdLiKrge7AEgARqQ90Biq0xpkMZeIU\n4AUReQLoCnwN3KOq9ydhrJyjVy8rgDhokOWRv+WWVM8oNUQ8mF2ZcBLOMcfYw/63v42mL7zkErjp\nJltwnzbNoj7eece02g4dzErx6quWmrs0pk+38ucff2zOPvGydWs0tXlZTJ9u5stf/zq3zZYZTNeu\nO2fMPPpo2yqLiNwMPA98CewB/B57Np8YdBmLRXh8CqwAbgRWAtMqMk4y3msPxBJkfIRN9l7gHyLi\nJawSxJlnwu23W8bMhx9O9WxSQySSY7/9Uj0TJ+vYfXerMPrPf0bbhg2zB3Tr1rB8OVx6qbWvWGF/\nP/nElhe++aZ0p81Fi+zvuyHr8ebNlLngPXeueQ3+5z/lz/uZZ6xioCsSTnGaAA9jfhOzsVwTJ6rq\nHABVvRUYB/wLi+KoA/RU1a0VGSQZysQuwEJVHamqi1V1AjABuCAJY+UsV1xhTphDh8JnnxXft2mT\npeAX2XkbONC8gTOdhQs9ksNJIl26FK+c2rgxvPmmKRHnnAOnn24FdJYvt/2RUpMQVTBiWbzY/oaV\niXPOsSQy27ZF2376KRqaevPNtoB+xhmmWIAtZ/TqZVaS114zy8XChbBkia2BOk4IVR2iqgeqah1V\nbaaqOxSJUJ/rVXVfVa2rqj0qmv0SkrPM8Q2WCCPMh8CpZR00ZswYpkyZUqxt4MCBDBw4MLGzyxJE\nrETu00/bMu7tt1u7Kpx7rtXxuOsuc9qJ8N13cO215h/2l7+YF3FZVtl05bvvzNJ8002pnomTU7Rr\nZw/wCHl5UcXhjTcsMdTatVZ5tG3b4seuW2e1rGvXjioTs2ZZ9AXY8kevXvbvP/0JJkywsWbPhkce\nsXTYQ4faEsm4cTbevHmWpKBGDYswadrUktE4TipQ1YRuwCTg5Zi2O4HXSul/BqATJ05Up+JceaVq\no0aqhYX2edQoVVCdOrXk/nfcYftBtWVL1VWrqm+uiWL0aNVatVTXrk31TJycpmdP1d697d+HHKI6\nZIhqzZqq48apFhVFf5SqqnPm2I9u4ED7wW7erNq6tWrXrqrt2qkOGGD9NmxQrVdPde+9rX9enurP\nP6u++KJ9fukl1QYNVK+7TnXbNtW331YdO1a1oMCOdXKOiRMnKpYr4gxN8PO8IlsyljnuBI4SkatF\n5CAROQMrIDI+CWPlPBdcYA7l991n/hPXXWeFwvr3L7n/ZZeZtfTxx8062revLZPEEaecFmzfbkvZ\nAwbAnnumejZOTtOypVkm1q0zj+D8fMs9sXy5eUnvt18049DixWaVOP10q9x3zTWWvnD8ePOmLiiw\nQjOTJpkfxbx5lmv5jjvMB6JbN0v1ev75FkXSv79lXurY0ZZe+vSJL3uR4ySJhC9zqOrbItIPuAUY\nCSwHLlXVxxM9lmMFa3r1svBysIfstdeW3l/E7ktgIUb5+dGy5rfeClddldTpVpnx463A10UXpXom\nTs6Tl2dJX6ZOtc/5+aZgfP65KRk//GDOTVOmmPNl+/bR0uZjxlh8X/v25ptx9dWWwejVV6088EEH\nwYMPRsfaZRf4/e/N67pNGzvOcdKIpLj9quoMYEYyzu3szCOPWJRajRqWsC9ep8SOHS0q4rPP4Nln\nYfhwS5zXoUPxfi1apEeJhv/+1+7Nl18evSc7TsrIyzNrwogRZl1o2dIqSL32mlkkOnSAJ54wpWHx\nYjjySNhnH4vpXr8e/vpXO0/z5uZoef315mw5ZkzJ4w0aZMrE737nnsdO2uExRFlA48aWarsytGxp\n23HHWcK/c87ZuU/79uYonsr717JlcNpplr/+tttSNw/H2UFenv39+edowpeWLaMhpQUFMHq0pTDc\nts3CryIhVQ0aFE9zPWKERWy8/HLpP+Z27czKUdkfu+MkEVcmHMCsqFOmmNIQDh19/31TMF56ycJN\nU8G6dWb53W8/K+ebDkV6HIeDDjJ/hpEjYd99rS2iINStaykNCwrMsemhhyyTJpRe5rFFC7M+lMVp\npyVk6o6TaFyZcHaw665w+OHF2zp2NMvq3XenRpkoLLSSCOvXWzZi9zFz0obGja1AzIEHRtsi/87P\nj2atfOAB84z2gltOFpOjlR2ceBGxgokFBTuXwk0kqmb9KCiwUHqw5eN+/eC992DGjOL3bMdJC1q1\nKl4gJ3KRdu8ebRNxRcLJelyZcMrl7LPtJWvixOSNcfPNZvno18+sI+++azl6XnnFsgR36pS8sR0n\nYTRqBE89ZUsbjpNDuDLhlEv9+tCjh2WdTAZPP23hrCNHmvWjbVurVRRJ/JcqXw3HqRT9+sEee6R6\nFo5Trbgy4cRF375WmuCbbxJ/7quuMgfLG24wP7Zp0yxabtQoc3B3HMdx0ht3wHTi4uSTbel3+nRb\nfkgUn35qeS7uvDMaerrffhYK6qH0juM4mYFbJpy42HNPK6RYUJDY886cacm2YpcyXJFwHMfJHFyZ\ncOKmTx948UUrDZAoZs60rJ277564czqO4zjViysTTtz07285eoYMgaKiqp9v61aYM8ecOx3HcZzM\nxZUJJ26aN7eihk8+CTfdVPXzvf66JaVyZcJxHCezcWXCqRB9+1qBw9Gj4fvvq3au556DZs3gsMMS\nMzfHcRwnNbgy4VSYyy6zZY6HHqr8OVTNmbNPn+IJBB3HcZzMw2/jToVp0sSqIN97b+V9JyKlz/v2\nTezcHMdxnOrHlQmnUlx0kSkDzzxTueMLCixJoGe3dBzHyXxcmXAqxVFHwYknwnnnmVJRUQoKoGdP\nqFUr8XNzHMdxqhdXJpxKIQKTJ1syq/x86NYNxo+P79hly2DhQl/icBzHyRZcmXAqTePGVhq8Z0+o\nUwcuuQQee6zsYzZsgFNPtcrNp5xSPfN0HMdxkovX5nCqRKtW8O9/W3TG4MFw7rnQooVV/Yxl2zYY\nMABWrbKiYZ710nEcJztwy4STEETgvvvg6KOtKNiiRTv3ueoqmDULpk6Fgw+u/jk6juM4ycGVCSdh\n1Kpl5cNbtbKslitWRPdNmABjx9p2wgkpm6LjOI6TBFyZcBJK/frw/PO2hHHKKbBxI7z0Elx4IQwb\nZiGljuM4TnbhPhNOwtl7b5g+3ZY8mjWzgl5du8Jdd3lpccdxnGzElQknKRxyCLz8MsyeDbVrw6BB\nUKNGqmflOI7jJANXJpyk0aGDbY7jOE524z4TjuM4juNUCVcmqonJkyenegrVRq7ImityQu7I6nJm\nH7kkaypJujIhIiNEpEhE7kj2WOlMLl3QuSJrrsgJuSOry5l95JKsJSEiV4vIfBH5UUTWiMjTItK6\nhH6jRGSViPwkIrNEpFVFxkmqMiEivwKGAouTOY7jOI7jOCWSD4wDOgPHAzWA/4pInUgHERkOXIw9\nrzsBhcBMEakZ7yBJUyZEZHdgIjAE+CFZ4ziO4ziOUzKq2ktVH1XVD1X1PWAw0ALoGOp2KXCjqj6r\nqu8DZwH7AnGXY0ymZeJuYLqqzkniGI7jOI7jxE9DQIF1ACLSEmgGvBjpoKo/Am8BR8d70qSEhorI\nAKADcGQc3XcHeP3115MxlbRh5cqVTJo0KdXTqBZyRdZckRNyR1aXM/vIdllDz85ySyeKiABjgddU\ndWnQ3AxTLtbEdF8T7IsLUdV4+8Z3QpHmwNvA8YG5BBGZC7yrqleU0H884EmWHcdxHKfy3K2qF5fV\nQUTuBXoAx6rqN0Hb0cBrwL6quibUdwpQpKoD4xk8GZaJjsDewDuBFgSwK9BFRC4GamlxDWZs8HcJ\n8L8kzMdxHMdxspXdgUOJPktLJHhx7wXkRxSJgNWAAE0pbp1oCrwb7ySSYZmoBxwQ0/wQ8CFwi6p+\nmNABHcdxHMcplUCR6AN0VdXPS9i/CrhNVe8MPtfHFIuzVHVqPGMk3DKhqoXA0nCbiBQC37si4TiO\n4zjVh4jcAwwEegOFItI02LVBVTcH/x4LXCsinwIrgBuBlcC0eMeprtociTV/OI7jOI4TDxdgz+CX\nYtrPAR4BUNVbRaQu8C8s2uNVoKeqbo13kIQvcziO4ziOk1t4bQ7HcRzHcaqEKxOO4ziO41SJnFUm\nROQiEVkuIptE5M2gjkhk319F5EMR+Z+IrAuKnnSK45yHisgrwTm/EJGrSujTTUQWishmEflYRM6O\n47y1RORuEVkrIhtF5EkRaRLTp5GITBKRDSKyXkTuF5F6ZckZHNdWRKaJyA+BvG8FuUIySs5gX1nf\naRMReUhEvhaRQhGZEU8hmzSU9QQReSaQo0hEeof67yYifxeRJcF3+bWIPCwi+2STnMExDwbt4W1G\nBspZT0Tyy5G1noiMF5GvxIowfSAi52eYrAtE5G0po9iUiPQTkZnBeYtE5NDy5pKGcu64H+UcdPkQ\n1AAABzhJREFUqppzG3A6sBnLP34w5nSyDtgr2D8AOA7IA9oCE7D6InuWcc49gG+Ah4NjTsOKpQwJ\n9cnDcmncCrTBknX9DJxQznzvxTxsuwKHA28Ar8b0eR54B8s6egzwMeZEU5acBwFrgdFYnHJL4OTI\n/gySc2Ic3+k8zAHpCOAXwD+DsepkmKwvAqOwMK/tQO9Q//rATOC3gYydgDeB+eXMJaPkDI55EHgO\ny2nTJNgaZKCcE4GTypH1vqBvPlZTYUgwp5MzSNZC4PVgLr8EniXm9wecCVwLnBv8Pxxa1jzSVM6P\ngYnlzTsbt5RPICVC2w32rtBnwcJg/lxK/z2AIuA3ZZxzGPZg3i3UNhpYGvr8d2BJzHGTgRllnLc+\nsAXoF2prE8ynU/C5bfD58FCfHpgH74TS5AQeBx6u4P9dOsq5DVhY2neKPViLgINj9q8Bzs1AWZsF\nn4uIefCUMNaR2I25eTbJiSkTT2XJtdss1FaSrO8B18S0vQ2MylRZgb2CPr8uYYwDgn3xKBNpLWcu\nbTm3zCEiNbAsneGiJgrMpoSiJkH/8zHLxOJQ+4NiacIjHAW8oqrbQm0zgTYi0iDUZ3bMEDPD44pI\n18DE1yJo6oiF8Ibn+xHwZei4o4D1qhrOVvZS8HdN6LgdcoqIYNnQPhGRFwLT45si0idG/nSXczam\nNB1G6d9praB5S8z+LcCvM1DWzsRPpKjPjsq9WSRnt+C6XSYi94hI4/DOLJLzDaC3iOwbjP8bTEGe\nmcGyFis2FS8ZKGfOkHPKBKYR70o5RU1E5P9EZCNmOr8UM4mFL/xvgC9Cn5uVcs7IvrL61BeRyAPv\nJ2AZZoaLHLNVrYpbafNtBnwbsz9yY921lOOaYGlYhwMzgBOAp4GnRCQ/1D+t5VTV7diDcpdSxmyG\nZV/9EhgtIg1FpKaIDAeaA2F/gkyQdR1xFt8Jxr8FeExVw6nqs0HO57ElreMw61NXYEagJEfIBjkB\nLsGu4ZUishX7vV6kquHqiBkja/AdxRabipeMkTMeYbKJ6kpalYnMwd529wL+AEwVkU6quhZAVf8S\n53mk/C5RVHUBcEhFjqkkEUWyQFX/Efx7iYgcgyU5eTWYT6bLiapuF5FTgfuxH/o27A1iBqF5Z4Os\nEURkN2Aq9pZ0Ycx8Ml5OVX0i9PEDEXkP+AzoBswN+mS8nAF/xN50T8aU4i7APSKySlXnBHPKJFnv\nCc55bEUPzDA5c4pctEysxdaQm8a0N8UKngCgqptU9XNVna+qf8AeQOeVcd7VpZxTQ+ctrc+PqrqF\nklkN1BTLlV7afFdjloYwESvK9lKOW4vJFJvi/EPMyas00kpOEdkVM5kWlTLmagBVfUdVjwAaAPuo\nai9MUdwpT33MnNJN1sahPiUSUiT2B06MsUqUNp+MkzOMqi7HrumyInQyTk4RqQ38DbhCVWeo6vuq\neg8wBbiytOPKkCPVsvbGlle7afFiU5UlXeWM+9rNFnJOmVDVnzFnve6RtsDs1h1bmyyNXYiuvZfE\nPKwyanhZ4UTgI1XdEOrTPea4E4P20liIPfTD822DPfAjx80DGorI4aHjugZ/m4aO2yFn8P+wAHMq\nCtOa4mbEWNJNzu7YW8hi4vhOVXWjqn4vIr/AnBMLyphTusr6VmknDikSBwLdVXV9GfOIkHFyxiIW\nzrwnZgYvjUyUs0awxb4UbKfs+3c6yror0AFzZP+yjDEg/hIM6Shnha7drCFVnp+p3LDwoZ8oHkb4\nPRZmVhd7E+iMXThHAA8E/duGznEzoUgIzPt3FRaidAgWqvg/4LxQnzxgI+Zd3AYzP28Fjg/1+RVm\nHdgn1HYPsBwz4XbEQqxiQ5RmYB7ev8LMhx8Br5QmZ3BMX8wnZAgWJnpxMJ+jM0zOR8v6ToPj+mMK\nVkssBG858ETMuTNB1sew5bcOmDXmsuDz/tiy5TRMGfwlpkhGthpZJGc9LMyvM+b53z04/sMMlPPR\nQJ4SZQ2Omwsswa7fPGAwdq0PzSBZ12MOz/kUvy5rh45pFMjdK/h/OC343DSD5PwIeDSVz7dUbSmf\nQMoEtwtqBbAJ0zCPDNprAf8Bvgr2rcQcE4+IOf5BYE5MW3vg5eCH/iVwZQnjdsG03k3AJ8CgmP1d\nsbeOFqG2WsA4zIy7EXvzbBJzXEMsZn1D8MOdgClGJcoZOm4wFhtdiMVLn5yJcpb1nQb7Lgnmujm4\nQVxPKJwsg2Q9EbvRbo/ZHiAaUhduj3zukkVy1gZewEzJm7GlqnsJFMcMk7NucL4SZQ2OawL8G7sn\nRaoyX5phsmoJ8m3HSlxHjjm7lP+H6zJIzh33o1zbvNCX4ziO4zhVIud8JhzHcRzHSSyuTDiO4ziO\nUyVcmXAcx3Ecp0q4MuE4juM4TpVwZcJxHMdxnCrhyoTjOI7jOFXClQnHcRzHcaqEKxOO4ziO41QJ\nVyYcx3Ecx6kSrkw4juM4jlMlXJlwHMdxHKdK/D/FdWGtUBqbeAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1156c2048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots()\n",
"ax1.plot(df['created'], df['d1'])\n",
"ax2 = ax1.twinx()\n",
"ax2.plot(df['created'], df['d2'], 'r')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"上記と同じ温度と湿度の移動平均を計算してグラフ化してみます。データーとしてdf[‘d1’]の代わりにdf[‘d1’].rolling(window=7, min_period=1).mean()とすることで幅7の移動平均を計算できます。"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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qg1V1ErDfhVcicizwKNAZ2BVeiM4lgPbt4bffrO9EmObOtT0jPJmIL6VLQ+/e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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1186ca6a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots()\n",
"ax1.plot(df['created'], df['d1'].rolling(window=7, min_periods=1).mean())\n",
"ax2 = ax1.twinx()\n",
"ax2.plot(df['created'], df['d2'].rolling(window=7, min_periods=1).mean(), 'r')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"気温、湿度、気圧、電源電圧、照度の散布図行列を作ってみます。"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x1156c6f28>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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P31JVlU2btnD6dADjxi1ByncZM6aUJUuaT27tTrrK4TgMhEspm+wdLIQIoeno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qvDSU5eRkDAVuLjX6K2Nrz7uR4eHktZWQ7t7SakvBCwodcXYjCU4HBEceJEK+3tX9LSspQdO3Zw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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1186cefd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"from pandas.tools.plotting import scatter_matrix\n",
"scatter_matrix(df)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Ambientのチャネル情報を取得し、グラフの凡例や軸名に使う"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"getprop()でチャネル情報を取得します。'd1'に設定したデーター名はprop['d1']['name']で参照できます。"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"'温度(℃)'"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prop = am.getprop()\n",
"prop['d1']['name']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"matplotlibのグラフの凡例、グラフ軸名に反映させます。まず、日本語が使えるようにします。"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from matplotlib import font_manager\n",
"fontprop = font_manager.FontProperties(fname=\"/Library/Fonts/Osaka.ttf\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"d1が温度ですが、これをグラフの凡例とy軸名として表示します。"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x119549390>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x11973db00>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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LFsGCBZVLIgDmzKmxkEQkAZREiEiNe/55rz558MHxXb/99tCypZIIkWSnJEJEalx+vi/t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\nIAiCoCHCiQiCIAiCoCH+HzoLgKrNVezNAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11991ff98>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"df.plot(x='created', y='d1')\n",
"plt.legend([prop['d1']['name']], prop = fontprop)\n",
"plt.ylabel(prop['d1']['name'], fontproperties=fontprop)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"d1(温度)とd2(湿度)を左右のy軸でグラフ化し、凡例とy軸名を表示します。"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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v1ahRI+z3BMtTtGnT5rjHZTbAuGvXrvzwww/06tWL8dksoTN//nzGjh2brsRF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\nWN2fssBETwJQp078prc2blQc6CmnqLhp27ZlWuA0JfjxR8Xatm8ftiU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hGEbyYKLHSGgq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\nvQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11997db38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots()\n",
"ax1.plot(df['created'], df['d1'])\n",
"ax1.set_ylabel(prop['d1']['name'], fontproperties=fontprop)\n",
"ax2 = ax1.twinx()\n",
"ax2.plot(df['created'], df['d2'], 'r')\n",
"ax2.set_ylabel(prop['d2']['name'], fontproperties=fontprop)\n",
"lines, labels = ax1.get_legend_handles_labels()\n",
"lines2, labels2 = ax2.get_legend_handles_labels()\n",
"l = list(map((lambda x: prop[x]['name']), labels))\n",
"l2 = list(map((lambda x: prop[x]['name']), labels2))\n",
"ax2.legend(lines + lines2, l + l2, prop=fontprop)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda root]",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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