diff --git a/xinda/Lesson06/Lesson6_pandas2.ipynb b/xinda/Lesson06/Lesson6_pandas2.ipynb index f131914..a9fa5ab 100644 --- a/xinda/Lesson06/Lesson6_pandas2.ipynb +++ b/xinda/Lesson06/Lesson6_pandas2.ipynb @@ -44,7 +44,9 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -145,7 +147,9 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -191,7 +195,9 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -273,7 +279,9 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -328,7 +336,9 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -411,7 +421,9 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -549,7 +561,9 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -658,7 +672,9 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "ename": "ValueError", @@ -718,7 +734,9 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -964,7 +982,9 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -1054,7 +1074,9 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "name": "stdout", @@ -1080,7 +1102,9 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -1170,7 +1194,9 @@ { "cell_type": "code", "execution_count": 16, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -1274,7 +1300,9 @@ { "cell_type": "code", "execution_count": 17, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -1428,7 +1456,9 @@ { "cell_type": "code", "execution_count": 20, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -2095,7 +2125,9 @@ { "cell_type": "code", "execution_count": 21, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -2140,7 +2172,9 @@ { "cell_type": "code", "execution_count": 22, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -2807,7 +2841,9 @@ { "cell_type": "code", "execution_count": 23, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -2872,7 +2908,9 @@ { "cell_type": "code", "execution_count": 25, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -2956,7 +2994,9 @@ { "cell_type": "code", "execution_count": 26, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -3005,7 +3045,9 @@ { "cell_type": "code", "execution_count": 27, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -3069,7 +3111,9 @@ { "cell_type": "code", "execution_count": 28, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -3240,7 +3284,9 @@ { "cell_type": "code", "execution_count": 30, - "metadata": {}, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { @@ -3355,7 +3401,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python [default]", "language": "python", "name": "python3" }, @@ -3369,7 +3415,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.5.2" } }, "nbformat": 4, diff --git a/xinda/lesson05/Homework.ipynb b/xinda/lesson05/Homework.ipynb new file mode 100644 index 0000000..37e7c96 --- /dev/null +++ b/xinda/lesson05/Homework.ipynb @@ -0,0 +1,628 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 作业1：\n", + "\n", + "使用如下代码创建DataFrame，然后\n", + "1. 选出亚洲或者北美洲的国家记录 (提示：使用 isin 方法)\n", + "2. 选出gdp大于4兆亿美元的国家\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "gdp = {\"country\":[\"United States\", \"China\", \"Japan\", \"Germany\", \"United Kingdom\"],\n", + " \"capital\":[\"Washington, D.C.\", \"Beijing\", \"Tokyo\", \"Berlin\", \"London\"],\n", + " \"population\":[323, 1389, 127, 83, 66],\n", + " \"gdp\":[19.42, 11.8, 4.84, 3.42, 2.5],\n", + " \"continent\":[\"North America\", \"Asia\", \"Asia\", \"Europe\", \"Europe\"]}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 创建dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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countrycapitalpopulationgdpcontinent
USUnited StatesWashington, D.C.32319.42North America
CNChinaBeijing138911.80Asia
JPJapanTokyo1274.84Asia
DEGermanyBerlin833.42Europe
UKUnited KingdomLondon662.50Europe
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" + ], + "text/plain": [ + " country capital population gdp continent\n", + "US United States Washington, D.C. 323 19.42 North America\n", + "CN China Beijing 1389 11.80 Asia\n", + "JP Japan Tokyo 127 4.84 Asia\n", + "DE Germany Berlin 83 3.42 Europe\n", + "UK United Kingdom London 66 2.50 Europe" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdp_df = pd.DataFrame(gdp, columns=['country', 'capital', 'population', 'gdp', 'continent'], \n", + " index=['US', 'CN', 'JP', 'DE', 'UK'])\n", + "gdp_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 问题1" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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countrycapitalpopulationgdpcontinent
USUnited StatesWashington, D.C.32319.42North America
CNChinaBeijing138911.80Asia
JPJapanTokyo1274.84Asia
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" + ], + "text/plain": [ + " country capital population gdp continent\n", + "US United States Washington, D.C. 323 19.42 North America\n", + "CN China Beijing 1389 11.80 Asia\n", + "JP Japan Tokyo 127 4.84 Asia" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 是亚洲或者北美洲的布尔索引\n", + "\n", + "# 方法1\n", + "mask = (gdp_df['continent'] == 'Asia') | (gdp_df['continent'] == 'North America')\n", + "gdp_df[mask]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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countrycapitalpopulationgdpcontinent
USUnited StatesWashington, D.C.32319.42North America
CNChinaBeijing138911.80Asia
JPJapanTokyo1274.84Asia
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" + ], + "text/plain": [ + " country capital population gdp continent\n", + "US United States Washington, D.C. 323 19.42 North America\n", + "CN China Beijing 1389 11.80 Asia\n", + "JP Japan Tokyo 127 4.84 Asia" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 方法2\n", + "mask = gdp_df['continent'].isin(['Asia', 'North America'])\n", + "gdp_df[mask]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 问题2" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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countrycapitalpopulationgdpcontinent
USUnited StatesWashington, D.C.32319.42North America
CNChinaBeijing138911.80Asia
JPJapanTokyo1274.84Asia
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" + ], + "text/plain": [ + " country capital population gdp continent\n", + "US United States Washington, D.C. 323 19.42 North America\n", + "CN China Beijing 1389 11.80 Asia\n", + "JP Japan Tokyo 127 4.84 Asia" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdp_df[gdp_df.gdp > 4]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 作业2：使用鸢尾花数据集，模仿老师课上的例子，完成如下作业，\n", + "\n", + "1. 画出花萼宽度和长度的散点图，使用品种划分数据\n", + "2. 画出花萼长度的箱图，使用品种划分数据" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 首先读取文件" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2Iris-setosa
14.93.01.40.2Iris-setosa
24.73.21.30.2Iris-setosa
34.63.11.50.2Iris-setosa
45.03.61.40.2Iris-setosa
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" + ], + "text/plain": [ + " sepal_length sepal_width petal_length petal_width species\n", + "0 5.1 3.5 1.4 0.2 Iris-setosa\n", + "1 4.9 3.0 1.4 0.2 Iris-setosa\n", + "2 4.7 3.2 1.3 0.2 Iris-setosa\n", + "3 4.6 3.1 1.5 0.2 Iris-setosa\n", + "4 5.0 3.6 1.4 0.2 Iris-setosa" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "col_names = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width', 'species']\n", + "iris = pd.read_csv('iris.txt', names=col_names)\n", + "iris.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 问题1" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Iris-setosa', 'Iris-versicolor', 'Iris-virginica'], dtype=object)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris['species'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ERAwAACAQEjEAAIBASMQAAAACIREDMiLt4tZxt1eIItwAFo7PnySKfgOZkHZx\n67jbK0QRbgALx+fveTxHDOhyaRe3jru9QhThBrBwBfn88RwxICfSLm4dd3uFKMINYOH4/M1CIgZ0\nubSLW8fdXiGKcANYOD5/s5CIAV0u7eLWcbdXiCLcABaOz98s3CMGZETaxa3jbq8QRbgBLFzOP38U\n/QYAAAiEm/UBAAC6HIkYAABAICRiAAAAgZCIAQAABJJIImaRnWZ2r5ndaGYvKqVkZueZ2RNmdk/t\n61VJxIKAUq4jlqkahzGkXvuROnAdt29/RbsrO7VvfyV0KMngPQO0Lalak5skLXH3N5vZXZKGJN3S\noN9fu/sfJhQDQkq5jlimahzGkHrtR+rAddzY3dv0hj07tF5Sj6SxvmFtesvVocPqHN4zQCyJPL7C\nzE6T9FJ3HzezWyVtd/db6vqcJ+nTkp6T9CNJv+xzBMPjKzIk5TpimapxGEPqtR8LUgcuTfv2V3Ti\nLRt04ow5iIPHpIPn79ba1f3hAusU3jPAiwR9fIW7f6+WhL1H0lJJX23Q7TFJv+fuA5JOkfTW+g5m\ndpmZ7TKzXdUql7ozI+U6YpmqcRhD6rUfqQPXcU/tHdd0Xdt0rT0XeM8AsSV2s76ZvUvSb0i6yN2P\nNuiyX9JttdeTktbVd3D3a9x9o7tvLJX4X1VmpFxHLFM1DmNIvfYjdeA6bt1JA+qpa+uptecC7xkg\ntqRu1j9Z0ickXeDu/9Gk28clvc/MFkl6jaRHkogFAaRcRyxTNQ5jSL32I3XgOm7t6n7d3zesg8ek\nA8eiacn7+4bzMS0p8Z4BFiCpe8R+W9J/l/TjWtO1kvrd/fIZfU6RNCppuaRb3P2KuX4n94hlUMp1\nxDJV4zCG1Gs/5rwOXAj79lf01N5xrTtpID9J2Ey8Z4DnUWsSAAAgEGpNAgAAdDkSMQAAgEBIxAAA\nAAIhEQMAAAiERAyJyXvtx7RVqhXtfGCnKtWc1ikEgAJKqtYkCi7vtR/Ttu2WbdoxseP574cHhnX1\nO3NUpxAACoorYui46lRVW2/cqkPPHdKBZw/o0HOHtPWGrVwZi6lSrcxKwiRpx/gOrowBQA6QiKHj\n8l77MW3jTzauR9isHQCQHSRi6Li8135M28D6xvUIm7UDALKDRAwdl/faj2nrL/VreGB4VtvwwLD6\nSzkskQMABUOJIyQm77Uf01apVjT+5LgG1g+QhAFAl2u1xBF/NYnElJaXSMA6qL/UTwIGADnD1CQA\nAEAgJGLmLyOgAAAK+UlEQVQAAACBkIgBAAAEQiIGAAAQCIlYSNWqNDERLfE8alQ2xrhkH8cQQD0S\nsVBGR6W+PmlwMFqOjoaOqCuMPjyqvu19GrxuUH3b+zT6COMiMS55wDEE0AjPEQuhWo2Sr0OHXmjr\n7ZX27JFKxX3cQ3Wqqr7tfTr03Avj0rukV3s+uqfQj8FgXLKPYwgUT6vPEeOKWAiTk9LS2bUY1dMT\ntRcYNSobY1yyj2MIoBkSsRDKZenI7FqMmp6O2guMGpWNMS7ZxzEE0AyJWAilkjQyEk1HrlgRLUdG\nCj0tKVGjshnGJfs4hgCa4R6xkKrVaDqyXC58EjYTNSobY1yyj2MIFAe1JrOgVCIBa4AalY0xLtnH\nMQRQj6lJAACAQEjEAAAAAiERAwAACIREDAAAIBASMQAAgEBIxABk2r79Fe2u7NS+/ZXUtknxbgCd\nwuMrAGTW2N3b9IY9O7ReUo+ksb5hbXrL1Yluc/ThUW29cauWLl6qI0ePaGTLiC5+zcWJbhNAfnFF\nDEAm7dtf0Rv27NCJi6SVi6QTF0lv2LMj0Stj1amqtt64VYeeO6QDzx7QoecOaesNW7kyBiA2EjEA\nmfTU3nFN17VN19qTQvFuAJ1GIgYgk9adNKCeuraeWntSKN4NoNNIxABk0trV/bq/b1gHj0kHjkkH\nj0n39w1r7er+xLZJ8W4AnUbRbwCZtm9/RU/tHde6kwYSTcJmong3gPlQ9BtAIaxd3Z9aAnYcxbsB\ndApTkwAAAIGQiAEAAARCIgYAABAIiRgAAEAgJGIAAACBkIgBAAAEQiIGAAAQCIkYAABAICRiAAAA\ngZCIAQAABEIiBgAAEAiJGAAAQCAkYgAAAIGQiAEAAARCIgYAABAIiRgAAEAgJGLoOtWpqiaenFB1\nqho6FAAAEpVIImaRnWZ2r5ndaGZLGvRZZmY3mdmDZnadmVkSsSBbRh8eVd/2Pg1eN6i+7X0afWQ0\ndEgAACQmqStimyQtcfc3S1ohaahBn/dLesLdXyfppZIGE4oFGVGdqmrrjVt16LlDOvDsAR167pC2\n3rCVK2MAgNxKKhHbK+mq2usjTfqcI+lrtdd3SDq7voOZXWZmu8xsV7XKP8Z5N/nMpJYuXjqrrWdx\njyafmQwTEAAACUskEXP377n7uJm9R9JSSV9t0G2NpAO11z+RtLrB77nG3Te6+8ZSqZREqOgi5VVl\nHTk6O2+fPjqt8qpymIAAAEhYYjfrm9m7JP2GpIvc/WiDLvskray9Xln7HgVWWl7SyJYR9S7p1YoT\nVqh3Sa9GtoyotJwkHACQTy+6ib4TzOxkSZ+QdJ67TzXpdruie8e+qGia8s+TiAXZcvFrLta5p56r\nyWcmVV5VJgkDAORaIomYpF+TdIqkr9b+GPJaSf3ufvmMPp+T9J/N7CFJDypKzACVlpdIwAAAhZBI\nIubufyzpj+fp86ykC5PYPgAAQBbwQFcAAIBASMQAAAACIREDAAAIhEQMAAAgEBIxAACAQEjEAAAA\nAiERAwAACIREDAAAIBASMQAAgEBIxAAAAAIhEQMAAAjE3D10DC0xs6qkPaHjSMBaSftCB9GFGJfG\nGJfGGJfmGJvGGJfGGJfG4oxLn7uX5uuUmUQsr8xsl7tvDB1Ht2FcGmNcGmNcmmNsGmNcGmNcGkty\nXJiaBAAACIREDAAAIBASsfCuCR1Al2JcGmNcGmNcmmNsGmNcGmNcGktsXLhHDAAAIBCuiAEAAARC\nIgYAABAIiViKzOxjZnZbk599yMy+b2b31L5Wph1f2szsPDN7YsY+v6pBn2VmdpOZPWhm15mZhYg1\nTS2Oy7x98srMfsvM7jazr5jZ0gY/X1v7+cNm9pkQMYbQwrgU8Rzzthn7+yMz+7UGfYp4jmllXAp3\njjGz5WZ2g5mNmdmfNOnT8fMLiVhKzKxP0qXzdLvC3TfXvg6kEFY3+OsZ+/zdBj9/v6Qn3P11kl4q\naTDd8IKZb1xa7ZMrZvZzkl7t7m+R9BVJL2/Q7aOSbpb0OknvNLPTUwwxiBbHRSrYOcbd7zq+v5Ie\nknR/g26FO8e0OC5S8c4xvyLpXnffJOnVZtbfoE/Hzy8kYum5StIn5+kzbGb3m9lVaQTUJf6LmY2b\n2Reb/E/0HElfq72+Q9LZ6YUW1Hzj0mqfvHm7pJea2TckvUXS4w36nCPpa+5+TNLXVYz3TCvjIhXz\nHCMzO1HSz7v7Qw1+XNRzzHzjIhXvHPOspBNr+7pM0pEGfTp+fiERS4GZXSLpQUm75+h2n6TLJW2U\n9B4zKycfWXCPSfo9dx+QdIqktzbos0bS8f+5/0TS6pRiC6mVcWmlTx6VJFXd/ZcUXfXZ3KBPEd8z\nrYxLEc8xxw1Kur3Jz4r4fjlurnEp4jnmeknvlFSR9K/u/liDPh1/v5CIpeNCRf9j/bykM8xsuEGf\nHyq6JHpU0hOS1qUYXyj7JR2/Z25Sjfd5n6Tj97KsVDFqoLUyLq30yaOfSDo+RfIDSesb9Cnie6aV\ncSniOea4iyTd1ORnRXy/HDfXuBTxHPNJSX/j7v9J0mozO6tBn46/X0jEUuDul9Tm4t8n6T5339Gg\n259J2mxmvZJeIel7acYYyMclvc/MFkl6jaRHGvS5XdJQ7fU5ku5MKbaQWhmXVvrk0X2S3lR7/fOK\nko56t0saqo3NW1WM90wr41LEc4xq00xnK5p2bKSI55hWxqWI55ifkXS49vpZSS9p0Kfj5xcSsQDM\n7Cwzu7yu+dOSPiPpHklXuvu/px9Z6nZI+nVJ35b0T5IOmdmf1vX5nKT1ZvaQov+hNbuMnietjMus\nPu4+17R3brj7tyTtM7MJRVeAljT4LP2FpPMV3YR8s7t/P+UwU9fiuBTxHCNFCeq/uPthMzuVc8zz\n5huXIp5j/lLSh83sW5J6JU2lcX7hyfoAAACBcEUMAAAgEBIxAACAQEjEAAAAAiERAwAACIREDAAA\nIBASMQC5ZWZlM/tsp/q1sd13m9mqGd9/tmBPsgfQIhIxAOi8d0taNW8vAIVHIgaga5jZMjP7spl9\n08z+wcxW1JZjZvaXtT6fNbN/NLNvHy9ebWanmNmdZnaPmf1hB+I43czuMrNdZvartba7zOwTtSLI\nN9ba+mvf31uLa4uZ3aqoXt0XzOzPZ/za/2Zm36rt27KFxgggH0jEAHSTV0tydz9L0t9K+oCkR9x9\nk6RTzOwXav3+0d3PlHS6mb1R0s9KukJRAvSuDsTxJ5I+JeksSb9dKwcjSYdrRZB7zOxlks6TdJWk\n35T0H+5+g7sPSfqKpPe6+8dm/M5V7v6Lkh6U9MYOxAggB5aEDgAAZviOpIfN7MuK6iUulXSWmb1N\n0VTf8WLWE7XlA5JOlfR9Sb8raUqN68O163RJ/1OSS1qsF6YZr60t99Zie0xRoeDDkj6mudWvCwBc\nEQPQVV4v6V53v0jSWkUJ1nZ3f5uiK14/qvU7s7Z8o6Jk6HJFV7EuU5Q8LdSjki6tbfdvJB2RJHf/\naV2/d0s6393PdvcHZrQfkrS8rm/9ugBAIgagqzwuaZuZjUt6maLpyfPN7JuKkqwf1vpdYGbflrS7\nlgB9WdL/UVQkfao2bbgQvyNpxMx2SfpZd59q0u8+Sd+u3Z92jZn9TK39/9bWnzCz3gXGAiDHKPoN\nIFNqj5n4lLtPBg5FZnaNpNMkPatoevJD7v7jsFEByBISMQCFYGZvkHR1XfO97n55iHgAQCIRAwAA\nCIZ7xAAAAAIhEQMAAAiERAwAACAQEjEAAIBA/j+MdItkY3Qm0AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "setosa = iris[iris['species'] == 'Iris-setosa']\n", + "versicolor = iris[iris['species'] == 'Iris-versicolor']\n", + "virginica = iris[iris['species'] == 'Iris-virginica']\n", + "\n", + "ax = setosa.plot(kind='scatter', x='sepal_length', y='sepal_width', color='red', figsize=(10, 6))\n", + "versicolor.plot(kind='scatter', x='sepal_length', y='sepal_width', color='green', ax=ax)\n", + "virginica.plot(kind='scatter', x='sepal_length', y='sepal_width', color='orange', ax=ax)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 问题2" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ],\n", + " [,\n", + " ]], dtype=object)" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# iris[['species', 'sepal_length']].boxplot(by='species', grid=False, figsize=(10, 6))\n", + "iris.boxplot(by='species', grid=False, figsize=(10, 6))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "## 作业3：\n", + "\n", + "根据今天课程学习内容，对提供的 WordIndex.csv 数据进行简单的查看和可视化分析。\n", + "\n", + "注：数据已经在第五课预习资料中提供，本题非常开放，大家可以从数据分析的角度，以文章的形式完成这项作业。提交文章链接即可。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[宋化雨同学的文章](http://www.jianshu.com/p/db1464121bf6) \n", + "[张轶群同学的文章](http://www.jianshu.com/p/c444d49a59d4) \n", + "[牛小静同学的文章](http://www.jianshu.com/p/8dab1b87365f) \n", + "[孙艳同学的文章](https://github.com/sunny946/PythonData/blob/master/WorldIndex.ipynb)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "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 +} diff --git a/xinda/lesson06/Homework.ipynb b/xinda/lesson06/Homework.ipynb new file mode 100644 index 0000000..034b1c6 --- /dev/null +++ b/xinda/lesson06/Homework.ipynb @@ -0,0 +1,1427 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 准备数据" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + 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" + ], + "text/plain": [ + " sepal_length sepal_width petal_length petal_width species\n", + "0 5.1 3.5 1.4 0.2 Iris-setosa\n", + "1 4.9 3.0 1.4 0.2 Iris-setosa\n", + "2 4.7 3.2 1.3 0.2 Iris-setosa\n", + "3 4.6 3.1 1.5 0.2 Iris-setosa\n", + "4 5.0 3.6 1.4 0.2 Iris-setosa" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris = pd.read_csv('iris.txt')\n", + "iris.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 作业1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- 计算每个品种鸢尾花各个属性（花萼、花瓣的长度和宽度）的最小值、平均值又是分别是多少？ （提示：使用min、mean 方法。）\n", + "- 计算鸢尾花每个品种的花萼长度（sepal_length) 大于6cm的数据个数。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 问题1" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Iris-versicolor4.95.9362.02.7703.04.2601.01.326
Iris-virginica4.96.5882.22.9744.55.5521.42.026
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" + ], + "text/plain": [ + " sepal_length sepal_width petal_length \\\n", + " min mean min mean min mean \n", + "species \n", + "Iris-setosa 4.3 5.006 2.3 3.418 1.0 1.464 \n", + "Iris-versicolor 4.9 5.936 2.0 2.770 3.0 4.260 \n", + "Iris-virginica 4.9 6.588 2.2 2.974 4.5 5.552 \n", + "\n", + " petal_width \n", + " min mean \n", + "species \n", + "Iris-setosa 0.1 0.244 \n", + "Iris-versicolor 1.0 1.326 \n", + "Iris-virginica 1.4 2.026 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris.groupby(['species']).agg(['min', 'mean'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 问题2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 方法1" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "species\n", + "Iris-versicolor 20\n", + "Iris-virginica 41\n", + "dtype: int64" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris[iris['sepal_length'] > 6].groupby('species').size()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 方法2" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "species\n", + "Iris-setosa 0\n", + "Iris-versicolor 20\n", + "Iris-virginica 41\n", + "dtype: int64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def more_len(group, length=6):\n", + " return len(group[group['sepal_length'] > length])\n", + "\n", + "iris.groupby(['species']).apply(more_len, 6)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 作业2：\n", + "分别找出2015, 2016年最流行的前10个男孩和女孩名字, 想给自己起一个流行的英文名字的可以行动起来了。\n", + "提示：使用groupby().apply()\n", + "- 思路一，使用ranked这一列， 取其值小于等于10的数据\n", + "- 思路二，使用pct这一列，用sort_values方法对其排列大小，取最大的10行数据" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 1. 读取数据" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# 读取数据，其中我们使用上节课讲到的read_csv函数，以及第二节课讲到的循环\n", + "\n", + "years = range(1880, 2017) # 从1880年到2016年\n", + "pieces = [] # 初始化一个列表来储存每一年的数据\n", + "columns = ['name', 'gender', 'frequency'] # 设置每一列的名称\n", + "\n", + "# 文件名的规律是yob + 年份，所以可以使用循环读取每一年的数据\n", + "for year in years: \n", + " path = 'names/yob%d.txt' % year \n", + " frame = pd.read_csv(path, names=columns) \n", + " frame['year'] = year \n", + " pieces.append(frame)\n", + " \n", + "# 最后使用concat方法将pieces列表中所有的DataFrame整合在一起\n", + "baby_names = pd.concat(pieces, ignore_index=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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namegenderfrequencyyear
0MaryF70651880
1AnnaF26041880
2EmmaF20031880
3ElizabethF19391880
4MinnieF17461880
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" + ], + "text/plain": [ + " name gender frequency year\n", + "0 Mary F 7065 1880\n", + "1 Anna F 2604 1880\n", + "2 Emma F 2003 1880\n", + "3 Elizabeth F 1939 1880\n", + "4 Minnie F 1746 1880" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "baby_names.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 2. 选取2015与2016年数据" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "baby_names = baby_names[baby_names['year'].isin(['2015', '2016'])]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3. 下面开始处理数据" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- 方式1. 使用ranked排名，取值小于等于10的数据" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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namegenderfrequencyyearranked
1825963EmmaF2041520151.0
1825964OliviaF1963820152.0
1825965SophiaF1738120153.0
1825966AvaF1634020154.0
1825967IsabellaF1557420155.0
1825968MiaF1487120156.0
1825969AbigailF1237120157.0
1825970EmilyF1176620158.0
1825971CharlotteF1138120159.0
1825972HarperF10283201510.0
1845017NoahM1959420151.0
1845018LiamM1833020152.0
1845019MasonM1659120153.0
1845020JacobM1591420154.0
1845021WilliamM1586320155.0
1845022EthanM1504920156.0
1845023JamesM1477320157.0
1845024AlexanderM1450720158.0
1845025MichaelM1439620159.0
1845026BenjaminM13670201510.0
1859026EmmaF1941420161.0
1859027OliviaF1924620162.0
1859028AvaF1623720163.0
1859029SophiaF1607020164.0
1859030IsabellaF1472220165.0
1859031MiaF1436620166.0
1859032CharlotteF1303020167.0
1859033AbigailF1169920168.0
1859034EmilyF1092620169.0
1859035HarperF10733201610.0
1877783NoahM1901520161.0
1877784LiamM1813820162.0
1877785WilliamM1566820163.0
1877786MasonM1519220164.0
1877787JamesM1477620165.0
1877788BenjaminM1456920166.0
1877789JacobM1441620167.0
1877790MichaelM1399820168.0
1877791ElijahM1376420169.0
1877792EthanM13758201610.0
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" + ], + "text/plain": [ + " name gender frequency year ranked\n", + "1825963 Emma F 20415 2015 1.0\n", + "1825964 Olivia F 19638 2015 2.0\n", + "1825965 Sophia F 17381 2015 3.0\n", + "1825966 Ava F 16340 2015 4.0\n", + "1825967 Isabella F 15574 2015 5.0\n", + "1825968 Mia F 14871 2015 6.0\n", + "1825969 Abigail F 12371 2015 7.0\n", + "1825970 Emily F 11766 2015 8.0\n", + "1825971 Charlotte F 11381 2015 9.0\n", + "1825972 Harper F 10283 2015 10.0\n", + "1845017 Noah M 19594 2015 1.0\n", + "1845018 Liam M 18330 2015 2.0\n", + "1845019 Mason M 16591 2015 3.0\n", + "1845020 Jacob M 15914 2015 4.0\n", + "1845021 William M 15863 2015 5.0\n", + "1845022 Ethan M 15049 2015 6.0\n", + "1845023 James M 14773 2015 7.0\n", + "1845024 Alexander M 14507 2015 8.0\n", + "1845025 Michael M 14396 2015 9.0\n", + "1845026 Benjamin M 13670 2015 10.0\n", + "1859026 Emma F 19414 2016 1.0\n", + "1859027 Olivia F 19246 2016 2.0\n", + "1859028 Ava F 16237 2016 3.0\n", + "1859029 Sophia F 16070 2016 4.0\n", + "1859030 Isabella F 14722 2016 5.0\n", + "1859031 Mia F 14366 2016 6.0\n", + "1859032 Charlotte F 13030 2016 7.0\n", + "1859033 Abigail F 11699 2016 8.0\n", + "1859034 Emily F 10926 2016 9.0\n", + "1859035 Harper F 10733 2016 10.0\n", + "1877783 Noah M 19015 2016 1.0\n", + "1877784 Liam M 18138 2016 2.0\n", + "1877785 William M 15668 2016 3.0\n", + "1877786 Mason M 15192 2016 4.0\n", + "1877787 James M 14776 2016 5.0\n", + "1877788 Benjamin M 14569 2016 6.0\n", + "1877789 Jacob M 14416 2016 7.0\n", + "1877790 Michael M 13998 2016 8.0\n", + "1877791 Elijah M 13764 2016 9.0\n", + "1877792 Ethan M 13758 2016 10.0" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "baby_names['ranked'] = baby_names.groupby(['year', 'gender'])['frequency'].rank(ascending=False)\n", + "baby_names[baby_names['ranked'] <= 10]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- 方式2. 计算pct列，使用sort_values对其排列，选取排名前10行数据" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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namegenderfrequencyyearrankedpct
yeargender
2015F1825963EmmaF2041520151.00.011491
1825964OliviaF1963820152.00.011054
1825965SophiaF1738120153.00.009784
1825966AvaF1634020154.00.009198
1825967IsabellaF1557420155.00.008766
1825968MiaF1487120156.00.008371
1825969AbigailF1237120157.00.006964
1825970EmilyF1176620158.00.006623
1825971CharlotteF1138120159.00.006406
1825972HarperF10283201510.00.005788
M1845017NoahM1959420151.00.010274
1845018LiamM1833020152.00.009611
1845019MasonM1659120153.00.008699
1845020JacobM1591420154.00.008344
1845021WilliamM1586320155.00.008317
1845022EthanM1504920156.00.007891
1845023JamesM1477320157.00.007746
1845024AlexanderM1450720158.00.007606
1845025MichaelM1439620159.00.007548
1845026BenjaminM13670201510.00.007168
2016F1859026EmmaF1941420161.00.011052
1859027OliviaF1924620162.00.010956
1859028AvaF1623720163.00.009243
1859029SophiaF1607020164.00.009148
1859030IsabellaF1472220165.00.008381
1859031MiaF1436620166.00.008178
1859032CharlotteF1303020167.00.007418
1859033AbigailF1169920168.00.006660
1859034EmilyF1092620169.00.006220
1859035HarperF10733201610.00.006110
M1877783NoahM1901520161.00.010111
1877784LiamM1813820162.00.009644
1877785WilliamM1566820163.00.008331
1877786MasonM1519220164.00.008078
1877787JamesM1477620165.00.007857
1877788BenjaminM1456920166.00.007747
1877789JacobM1441620167.00.007665
1877790MichaelM1399820168.00.007443
1877791ElijahM1376420169.00.007319
1877792EthanM13758201610.00.007315
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" + ], + "text/plain": [ + " name gender frequency year ranked pct\n", + "year gender \n", + "2015 F 1825963 Emma F 20415 2015 1.0 0.011491\n", + " 1825964 Olivia F 19638 2015 2.0 0.011054\n", + " 1825965 Sophia F 17381 2015 3.0 0.009784\n", + " 1825966 Ava F 16340 2015 4.0 0.009198\n", + " 1825967 Isabella F 15574 2015 5.0 0.008766\n", + " 1825968 Mia F 14871 2015 6.0 0.008371\n", + " 1825969 Abigail F 12371 2015 7.0 0.006964\n", + " 1825970 Emily F 11766 2015 8.0 0.006623\n", + " 1825971 Charlotte F 11381 2015 9.0 0.006406\n", + " 1825972 Harper F 10283 2015 10.0 0.005788\n", + " M 1845017 Noah M 19594 2015 1.0 0.010274\n", + " 1845018 Liam M 18330 2015 2.0 0.009611\n", + " 1845019 Mason M 16591 2015 3.0 0.008699\n", + " 1845020 Jacob M 15914 2015 4.0 0.008344\n", + " 1845021 William M 15863 2015 5.0 0.008317\n", + " 1845022 Ethan M 15049 2015 6.0 0.007891\n", + " 1845023 James M 14773 2015 7.0 0.007746\n", + " 1845024 Alexander M 14507 2015 8.0 0.007606\n", + " 1845025 Michael M 14396 2015 9.0 0.007548\n", + " 1845026 Benjamin M 13670 2015 10.0 0.007168\n", + "2016 F 1859026 Emma F 19414 2016 1.0 0.011052\n", + " 1859027 Olivia F 19246 2016 2.0 0.010956\n", + " 1859028 Ava F 16237 2016 3.0 0.009243\n", + " 1859029 Sophia F 16070 2016 4.0 0.009148\n", + " 1859030 Isabella F 14722 2016 5.0 0.008381\n", + " 1859031 Mia F 14366 2016 6.0 0.008178\n", + " 1859032 Charlotte F 13030 2016 7.0 0.007418\n", + " 1859033 Abigail F 11699 2016 8.0 0.006660\n", + " 1859034 Emily F 10926 2016 9.0 0.006220\n", + " 1859035 Harper F 10733 2016 10.0 0.006110\n", + " M 1877783 Noah M 19015 2016 1.0 0.010111\n", + " 1877784 Liam M 18138 2016 2.0 0.009644\n", + " 1877785 William M 15668 2016 3.0 0.008331\n", + " 1877786 Mason M 15192 2016 4.0 0.008078\n", + " 1877787 James M 14776 2016 5.0 0.007857\n", + " 1877788 Benjamin M 14569 2016 6.0 0.007747\n", + " 1877789 Jacob M 14416 2016 7.0 0.007665\n", + " 1877790 Michael M 13998 2016 8.0 0.007443\n", + " 1877791 Elijah M 13764 2016 9.0 0.007319\n", + " 1877792 Ethan M 13758 2016 10.0 0.007315" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def add_pct(group):\n", + " group['pct'] = group['frequency'] / group['frequency'].sum()\n", + " return group.sort_values(by='pct', ascending=False)[:10]\n", + "\n", + "baby_names.groupby(['year', 'gender']).apply(add_pct)" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "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 +} diff --git a/xinda/lesson07/Homework.ipynb b/xinda/lesson07/Homework.ipynb new file mode 100644 index 0000000..55ec453 --- /dev/null +++ b/xinda/lesson07/Homework.ipynb @@ -0,0 +1,555 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 准备工作" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "%config InlineBackend.figure_format='retina'\n", + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 作业1\n", + "\n", + "模仿上面的例子，画出交易总数最高的10个公司的条形图 \n", + "提示：可以使用sort_values(by= quantity) 来实现。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 导入数据" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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account numbernameskuquantityunit priceext pricedate
0740150Barton LLCB1-200003986.693380.912014-01-01 07:21:51
1714466Trantow-BarrowsS2-77896-163.16-63.162014-01-01 10:00:47
2218895Kulas IncB1-699242390.702086.102014-01-01 13:24:58
3307599Kassulke, Ondricka and MetzS1-654814121.05863.052014-01-01 15:05:22
4412290Jerde-HilpertS2-34077683.21499.262014-01-01 23:26:55
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" + ], + "text/plain": [ + " account number name sku quantity \\\n", + "0 740150 Barton LLC B1-20000 39 \n", + "1 714466 Trantow-Barrows S2-77896 -1 \n", + "2 218895 Kulas Inc B1-69924 23 \n", + "3 307599 Kassulke, Ondricka and Metz S1-65481 41 \n", + "4 412290 Jerde-Hilpert S2-34077 6 \n", + "\n", + " unit price ext price date \n", + "0 86.69 3380.91 2014-01-01 07:21:51 \n", + "1 63.16 -63.16 2014-01-01 10:00:47 \n", + "2 90.70 2086.10 2014-01-01 13:24:58 \n", + "3 21.05 863.05 2014-01-01 15:05:22 \n", + "4 83.21 499.26 2014-01-01 23:26:55 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_excel('sample-salesv3.xlsx')\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 按公司分组求交易总数" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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NameQuantity
17Trantow-Barrows2271
12Kulas Inc2265
18White-Trantow2258
3Fritsch, Russel and Anderson2112
0Barton LLC2041
6Jerde-Hilpert1999
2Frami, Hills and Schmidt1903
19Will LLC1828
8Keeling LLC1806
10Koepp Ltd1790
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" + ], + "text/plain": [ + " Name Quantity\n", + "17 Trantow-Barrows 2271\n", + "12 Kulas Inc 2265\n", + "18 White-Trantow 2258\n", + "3 Fritsch, Russel and Anderson 2112\n", + "0 Barton LLC 2041\n", + "6 Jerde-Hilpert 1999\n", + "2 Frami, Hills and Schmidt 1903\n", + "19 Will LLC 1828\n", + "8 Keeling LLC 1806\n", + "10 Koepp Ltd 1790" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "top10 = df.groupby('name')['quantity'].agg(['sum']).reset_index().sort_values(by='sum', ascending=False)[:10]\n", + "top10.rename(columns={'name': 'Name', 'sum': 'Quantity'}, inplace=True)\n", + "top10" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 绘制条形图" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Jx8dHly5d0uHDh7Vo0SJ5enqWq/GY3+0yNgEAAIDyjOTB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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 281, + "width": 519 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.barh(np.arange(10), top10.Quantity, tick_label=top10.Name, height=0.5)\n", + "plt.title('Top10 Quantity Company')\n", + "plt.ylabel('Customer')\n", + "plt.xlabel('Quantity')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 作业2\n", + "\n", + "- 模仿上述例子，画出花萼宽度和长度的散点图，使用品种划分数据\n", + "- 模仿上述例子，画出花萼的长度的箱线图，使用品种划分数据" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 导入seaborn" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import seaborn as sns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 导入数据" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + 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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2Iris-setosa
14.93.01.40.2Iris-setosa
24.73.21.30.2Iris-setosa
34.63.11.50.2Iris-setosa
45.03.61.40.2Iris-setosa
\n", + "
" + ], + "text/plain": [ + " sepal_length sepal_width petal_length petal_width species\n", + "0 5.1 3.5 1.4 0.2 Iris-setosa\n", + "1 4.9 3.0 1.4 0.2 Iris-setosa\n", + "2 4.7 3.2 1.3 0.2 Iris-setosa\n", + "3 4.6 3.1 1.5 0.2 Iris-setosa\n", + "4 5.0 3.6 1.4 0.2 Iris-setosa" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris = pd.read_csv('iris.txt')\n", + "iris.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 绘制散点图" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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fHXYfv9+vd955R6+88opef/11lZSUNIUfoF3vvd1xoG509Ij0z79G1q+8tDng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\nYDHCOAAAAAAAFiOMAwAAAABgM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GKEcQAR4YsvvtCWLVsUFxen2267TePGjVNsbKw8Ho/K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\nAAAAfIwwDgAAAACAj/0DgYem/WL5TBEAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 350, + "width": 497 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.FacetGrid(data=iris, size=5, hue='species').map(plt.scatter, 'sepal_length', 'sepal_width').add_legend(fontsize=16)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 绘制箱线图" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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yyy9r69ateu211xQbG6tTp07pN7/5Tad1amtrJUlWq7XD7S3jNTU1JnUOAAAA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\nli20tLQQHR1NRkYGmZmZXsMbxo4dS1tbGyUlJZS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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 266, + "width": 390 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(data=iris, x='species', y='sepal_length')\n", + "plt.show()" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "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 +} diff --git a/xinda/lesson07/Lesson7_DataVisualization.ipynb b/xinda/lesson07/Lesson7_DataVisualization.ipynb new file mode 100644 index 0000000..e2858c8 --- /dev/null +++ b/xinda/lesson07/Lesson7_DataVisualization.ipynb @@ -0,0 +1,2254 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 第七课 - 数据可视化\n", + "\n", + "本课内容：\n", + "* matplotlib 绘图基础\n", + " * 函数曲线的绘制\n", + " * 图形细节的设置\n", + "* 案例分析：销售记录可视化\n", + " * 条形图\n", + " * 绘制多图\n", + " * 饼图\n", + " * 散点图\n", + " * 直方图\n", + "* seaborn 数据可视化包\n", + " * 分类数据的散点图\n", + " * 分类数据的箱线图\n", + " * 多变量图" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 回顾：在之前课程中， 我们已经接触到了数据可视化\n", + "* 在第五节课中，我们通过pandas的plot函数对莺尾花数据进行了可视化。我们绘制了根据品种分类的散点图和箱线图。\n", + "* 在第六节课中，我们使用matplotlib绘制了姓名变化趋势图，并通过plt的各种选项对图形进行了美化。\n", + "\n", + "\n", + "上述例子中可视化都是基于matplotlib来展开的，在本次课程中我们将详细演示如何使用matplotlib\n", + "* matplotlib 是Python编程语言的一个绘图库，最初由John D. Hunter撰写。\n", + "* 与Python的深度集成\n", + "* 风格与Matlab接近\n", + "\n", + "![](plots.jpg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## matplotlib 绘图基础" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# 导入Matplotlib做图工具\n", + "import matplotlib.pyplot as plt \n", + "# 导入numpy和pandas包\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "# 设置在notebook中直接展示图形输出\n", + "%matplotlib inline \n", + "# 设置图片清晰度\n", + "%config InlineBackend.figure_format = 'retina' " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**例1：绘制正弦函数曲线**" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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d/flLSnI63gPqn5XwMDv+sfrtHYL89UfiTcgI8HpZr0Vkb1k5eVz00s8sXL8D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\n3z46idNvf4ny5StzrEwtnYFEkiRJRbFe367cfcoodhncr2rf38bO4Kh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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 277, + "width": 402 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 设置横坐标x的取值范围\n", + "x = np.arange(0, 5, 0.1);\n", + "# 根据x的值，通过sin()函数，获取y的值\n", + "y = np.sin(x)\n", + "# 使用matplotlib中的plot绘图函数\n", + "plt.plot(x, y) \n", + "# 添加标题、x轴和y轴的名称\n", + "plt.title(\"sine function\") # 标题\n", + "plt.xlabel(\"x value\") # x坐标\n", + "plt.ylabel(\"y value\") # y坐标\n", + "# 显示图像\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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SVMpKJSQ8XdhuGULI9BRCWIi0oNk04F+NOEfFzEhVv+w/VdhuXcN7NibNqjQm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\nx7jdaDTwMeDauoAAkFJaCHy38vRrrTzHEcCawB9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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 250, + "width": 388 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 我们可以控制图形的每一个细节\n", + "# \"b\"代表blue，指定蓝色，\"-\"指定线的种类\n", + "# linewidth指定线的粗细\n", + "plt.plot(x, y, \"b-\", linewidth=2.0) " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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IxJe1a0uv10KPIiJV45cWht7B5/nW2sKiFdbaXGPMElxC0RV4txznSzXGXA4c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\n0SI4//wneeGFeg48cBiHHAKTJ8NNpW9LP/0pvPIKzJ4Nm25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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 250, + "width": 390 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 我们可以加上更多的常用选项\n", + "# marker加上书记点标记 选项包括 [ '+' | ',' | '.' | '1' | '2' | '3' | '4' ]\n", + "plt.plot(x,y, color = \"blue\", marker = \".\")\n", + "# 设定x轴和y轴区间，等价于plt.xlim(0,5) 加上 plt.ylim(-1.1, 1.1)\n", + "plt.axis([0, 5, -1.1, 1.1]) \n", + "# 加上网格\n", + "plt.grid(True)\n", + "# 加上文字描述\n", + "plt.text(3.1, 0.3, 'sin functoin')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**例2：绘制 $y=x, y=x^2, y=x^3$ 三个函数的曲线**" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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K4VLK1aWUT5dSnllKOaaNsQMAQFtabeRLKS9P8twkX03yv5N8I8mtkpya5KwkFy7Y9+FJ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\nWuvOWuvJtdZX1lq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4412290Jerde-HilpertS2-34077683.21499.262014-01-01 23:26:55
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" + ], + "text/plain": [ + " account number name sku quantity \\\n", + "0 740150 Barton LLC B1-20000 39 \n", + "1 714466 Trantow-Barrows S2-77896 -1 \n", + "2 218895 Kulas Inc B1-69924 23 \n", + "3 307599 Kassulke, Ondricka and Metz S1-65481 41 \n", + "4 412290 Jerde-Hilpert S2-34077 6 \n", + "\n", + " unit price ext price date \n", + "0 86.69 3380.91 2014-01-01 07:21:51 \n", + "1 63.16 -63.16 2014-01-01 10:00:47 \n", + "2 90.70 2086.10 2014-01-01 13:24:58 \n", + "3 21.05 863.05 2014-01-01 15:05:22 \n", + "4 83.21 499.26 2014-01-01 23:26:55 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 读取excel数据文件\n", + "df = pd.read_excel(\"sample-salesv3.xlsx\") \n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* account number: 账号\n", + "* name: 公司名字，与账号有一一对应关系\n", + "* sku: 商品货号\n", + "* quantity: 购货量\n", + "* unit price: 单位价格\n", + "* ext price: 总价 = 购货量\\*单位价格\n", + "* date: 日期\n", + "* 这组数据记录了某公司2014年的交易情况\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1500 entries, 0 to 1499\n", + "Data columns (total 7 columns):\n", + "account number 1500 non-null int64\n", + "name 1500 non-null object\n", + "sku 1500 non-null object\n", + "quantity 1500 non-null int64\n", + "unit price 1500 non-null float64\n", + "ext price 1500 non-null float64\n", + "date 1500 non-null object\n", + "dtypes: float64(2), int64(2), object(3)\n", + "memory usage: 82.1+ KB\n" + ] + } + ], + "source": [ + "# 查看数据总体信息\n", + "# 总共1500行数据\n", + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "20" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 查看与之交易的公司数量， 共20个公司\n", + "len(df.name.unique())" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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account numbernameskuquantityunit priceext pricedate
0740150Barton LLCB1-200003986.693380.912014-01-01 07:21:51
85740150Barton LLCB1-50809819.60156.802014-01-20 01:48:47
91740150Barton LLCB1-53102168.0668.062014-01-20 13:27:52
96740150Barton LLCS2-16558290.91181.822014-01-21 21:21:01
99740150Barton LLCB1-864812030.41608.202014-01-22 16:33:51
105740150Barton LLCS1-065321065.87658.702014-01-24 00:00:35
117740150Barton LLCS1-474122736.12975.242014-01-27 05:48:37
125740150Barton LLCB1-33364624.64147.842014-01-28 16:28:29
158740150Barton LLCS1-936832110.34217.142014-02-07 08:34:50
182740150Barton LLCS2-103424796.684543.962014-02-12 03:36:52
183740150Barton LLCB1-38851379.49238.472014-02-12 05:09:16
195740150Barton LLCB1-200002881.392278.922014-02-15 07:45:16
202740150Barton LLCB1-388511781.221380.742014-02-17 17:12:16
226740150Barton LLCB1-330873593.253263.752014-02-25 02:55:39
237740150Barton LLCS1-302482114.05295.052014-02-28 02:29:03
268740150Barton LLCS1-828012960.811763.492014-03-07 10:24:54
306740150Barton LLCB1-200002073.931478.602014-03-15 18:21:23
310740150Barton LLCS2-838811222.62271.442014-03-17 02:39:33
397740150Barton LLCS1-065324931.861561.142014-04-04 06:15:16
420740150Barton LLCS2-824233390.512986.832014-04-09 09:33:56
423740150Barton LLCB1-508093827.601048.802014-04-10 00:40:23
427740150Barton LLCB1-388511044.06440.602014-04-11 07:25:41
430740150Barton LLCB1-65551732.34226.382014-04-11 17:26:55
456740150Barton LLCB1-388513228.19902.082014-04-16 19:11:53
459740150Barton LLCB1-69924-165.45-65.452014-04-17 08:46:36
482740150Barton LLCS2-83881655.13330.782014-04-23 20:11:54
505740150Barton LLCB1-508093759.732210.012014-04-28 16:39:54
516740150Barton LLCB1-536363159.131833.032014-04-30 12:04:08
524740150Barton LLCB1-655513840.221528.362014-05-02 22:13:40
530740150Barton LLCS2-824231074.86748.602014-05-04 14:41:38
........................
930740150Barton LLCB1-38851184.1884.182014-08-05 15:48:44
963740150Barton LLCB1-333644683.853857.102014-08-15 01:51:17
985740150Barton LLCS2-778964740.741914.782014-08-22 10:46:21
989740150Barton LLCB1-388511759.481011.162014-08-23 13:39:08
1008740150Barton LLCB1-20000173.6873.682014-08-29 01:14:06
1015740150Barton LLCS1-509613842.121600.562014-08-29 19:35:15
1017740150Barton LLCB1-388514549.972248.652014-08-29 23:20:40
1019740150Barton LLCS1-277221572.971094.552014-08-31 03:14:43
1031740150Barton LLCS2-340774628.681319.282014-09-03 07:48:46
1071740150Barton LLCB1-655513086.952608.502014-09-12 23:28:24
1077740150Barton LLCB1-042023569.522433.202014-09-16 08:31:02
1078740150Barton LLCS2-103422518.13453.252014-09-16 10:02:58
1081740150Barton LLCS1-654812671.871868.622014-09-16 15:32:02
1094740150Barton LLCS2-786763574.762616.602014-09-20 21:41:29
1108740150Barton LLCB1-536362868.021904.562014-09-23 12:06:27
1132740150Barton LLCB1-864812435.40849.602014-09-28 22:48:05
1147740150Barton LLCS1-47412-148.18-48.182014-10-02 10:32:41
1149740150Barton LLCB1-65551568.06340.302014-10-03 15:24:07
1158740150Barton LLCS1-474123866.362521.682014-10-06 11:38:52
1175740150Barton LLCS1-654812853.001484.002014-10-10 15:08:53
1208740150Barton LLCS1-509611321.75282.752014-10-17 02:18:13
1218740150Barton LLCB1-333643111.75364.252014-10-19 15:04:39
1257740150Barton LLCS2-340774891.814406.882014-10-28 18:11:24
1321740150Barton LLCS1-828012870.001960.002014-11-15 12:29:22
1330740150Barton LLCS1-936832171.341498.142014-11-18 15:14:20
1346740150Barton LLCS2-778963041.401242.002014-11-22 05:10:19
1350740150Barton LLCB1-53102633.50201.002014-11-23 00:20:34
1414740150Barton LLCS2-103422877.482169.442014-12-09 22:48:58
1422740150Barton LLCS2-165582517.65441.252014-12-12 01:41:48
1473740150Barton LLCB1-53102354.07162.212014-12-24 07:16:26
\n", + "

82 rows × 7 columns

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" + ], + "text/plain": [ + " account number name sku quantity unit price ext price \\\n", + "0 740150 Barton LLC B1-20000 39 86.69 3380.91 \n", + "85 740150 Barton LLC B1-50809 8 19.60 156.80 \n", + "91 740150 Barton LLC B1-53102 1 68.06 68.06 \n", + "96 740150 Barton LLC S2-16558 2 90.91 181.82 \n", + "99 740150 Barton LLC B1-86481 20 30.41 608.20 \n", + "105 740150 Barton LLC S1-06532 10 65.87 658.70 \n", + "117 740150 Barton LLC S1-47412 27 36.12 975.24 \n", + "125 740150 Barton LLC B1-33364 6 24.64 147.84 \n", + "158 740150 Barton LLC S1-93683 21 10.34 217.14 \n", + "182 740150 Barton LLC S2-10342 47 96.68 4543.96 \n", + "183 740150 Barton LLC B1-38851 3 79.49 238.47 \n", + "195 740150 Barton LLC B1-20000 28 81.39 2278.92 \n", + "202 740150 Barton LLC B1-38851 17 81.22 1380.74 \n", + "226 740150 Barton LLC B1-33087 35 93.25 3263.75 \n", + "237 740150 Barton LLC S1-30248 21 14.05 295.05 \n", + "268 740150 Barton LLC S1-82801 29 60.81 1763.49 \n", + "306 740150 Barton LLC B1-20000 20 73.93 1478.60 \n", + "310 740150 Barton LLC S2-83881 12 22.62 271.44 \n", + "397 740150 Barton LLC S1-06532 49 31.86 1561.14 \n", + "420 740150 Barton LLC S2-82423 33 90.51 2986.83 \n", + "423 740150 Barton LLC B1-50809 38 27.60 1048.80 \n", + "427 740150 Barton LLC B1-38851 10 44.06 440.60 \n", + "430 740150 Barton LLC B1-65551 7 32.34 226.38 \n", + "456 740150 Barton LLC B1-38851 32 28.19 902.08 \n", + "459 740150 Barton LLC B1-69924 -1 65.45 -65.45 \n", + "482 740150 Barton LLC S2-83881 6 55.13 330.78 \n", + "505 740150 Barton LLC B1-50809 37 59.73 2210.01 \n", + "516 740150 Barton LLC B1-53636 31 59.13 1833.03 \n", + "524 740150 Barton LLC B1-65551 38 40.22 1528.36 \n", + "530 740150 Barton LLC S2-82423 10 74.86 748.60 \n", + "... ... ... ... ... ... ... \n", + "930 740150 Barton LLC B1-38851 1 84.18 84.18 \n", + "963 740150 Barton LLC B1-33364 46 83.85 3857.10 \n", + "985 740150 Barton LLC S2-77896 47 40.74 1914.78 \n", + "989 740150 Barton LLC B1-38851 17 59.48 1011.16 \n", + "1008 740150 Barton LLC B1-20000 1 73.68 73.68 \n", + "1015 740150 Barton LLC S1-50961 38 42.12 1600.56 \n", + "1017 740150 Barton LLC B1-38851 45 49.97 2248.65 \n", + "1019 740150 Barton LLC S1-27722 15 72.97 1094.55 \n", + "1031 740150 Barton LLC S2-34077 46 28.68 1319.28 \n", + "1071 740150 Barton LLC B1-65551 30 86.95 2608.50 \n", + "1077 740150 Barton LLC B1-04202 35 69.52 2433.20 \n", + "1078 740150 Barton LLC S2-10342 25 18.13 453.25 \n", + "1081 740150 Barton LLC S1-65481 26 71.87 1868.62 \n", + "1094 740150 Barton LLC S2-78676 35 74.76 2616.60 \n", + "1108 740150 Barton LLC B1-53636 28 68.02 1904.56 \n", + "1132 740150 Barton LLC B1-86481 24 35.40 849.60 \n", + "1147 740150 Barton LLC S1-47412 -1 48.18 -48.18 \n", + "1149 740150 Barton LLC B1-65551 5 68.06 340.30 \n", + "1158 740150 Barton LLC S1-47412 38 66.36 2521.68 \n", + "1175 740150 Barton LLC S1-65481 28 53.00 1484.00 \n", + "1208 740150 Barton LLC S1-50961 13 21.75 282.75 \n", + "1218 740150 Barton LLC B1-33364 31 11.75 364.25 \n", + "1257 740150 Barton LLC S2-34077 48 91.81 4406.88 \n", + "1321 740150 Barton LLC S1-82801 28 70.00 1960.00 \n", + "1330 740150 Barton LLC S1-93683 21 71.34 1498.14 \n", + "1346 740150 Barton LLC S2-77896 30 41.40 1242.00 \n", + "1350 740150 Barton LLC B1-53102 6 33.50 201.00 \n", + "1414 740150 Barton LLC S2-10342 28 77.48 2169.44 \n", + "1422 740150 Barton LLC S2-16558 25 17.65 441.25 \n", + "1473 740150 Barton LLC B1-53102 3 54.07 162.21 \n", + "\n", + " date \n", + "0 2014-01-01 07:21:51 \n", + "85 2014-01-20 01:48:47 \n", + "91 2014-01-20 13:27:52 \n", + "96 2014-01-21 21:21:01 \n", + "99 2014-01-22 16:33:51 \n", + "105 2014-01-24 00:00:35 \n", + "117 2014-01-27 05:48:37 \n", + "125 2014-01-28 16:28:29 \n", + "158 2014-02-07 08:34:50 \n", + "182 2014-02-12 03:36:52 \n", + "183 2014-02-12 05:09:16 \n", + "195 2014-02-15 07:45:16 \n", + "202 2014-02-17 17:12:16 \n", + "226 2014-02-25 02:55:39 \n", + "237 2014-02-28 02:29:03 \n", + "268 2014-03-07 10:24:54 \n", + "306 2014-03-15 18:21:23 \n", + "310 2014-03-17 02:39:33 \n", + "397 2014-04-04 06:15:16 \n", + "420 2014-04-09 09:33:56 \n", + "423 2014-04-10 00:40:23 \n", + "427 2014-04-11 07:25:41 \n", + "430 2014-04-11 17:26:55 \n", + "456 2014-04-16 19:11:53 \n", + "459 2014-04-17 08:46:36 \n", + "482 2014-04-23 20:11:54 \n", + "505 2014-04-28 16:39:54 \n", + "516 2014-04-30 12:04:08 \n", + "524 2014-05-02 22:13:40 \n", + "530 2014-05-04 14:41:38 \n", + "... ... \n", + "930 2014-08-05 15:48:44 \n", + "963 2014-08-15 01:51:17 \n", + "985 2014-08-22 10:46:21 \n", + "989 2014-08-23 13:39:08 \n", + "1008 2014-08-29 01:14:06 \n", + "1015 2014-08-29 19:35:15 \n", + "1017 2014-08-29 23:20:40 \n", + "1019 2014-08-31 03:14:43 \n", + "1031 2014-09-03 07:48:46 \n", + "1071 2014-09-12 23:28:24 \n", + "1077 2014-09-16 08:31:02 \n", + "1078 2014-09-16 10:02:58 \n", + "1081 2014-09-16 15:32:02 \n", + "1094 2014-09-20 21:41:29 \n", + "1108 2014-09-23 12:06:27 \n", + "1132 2014-09-28 22:48:05 \n", + "1147 2014-10-02 10:32:41 \n", + "1149 2014-10-03 15:24:07 \n", + "1158 2014-10-06 11:38:52 \n", + "1175 2014-10-10 15:08:53 \n", + "1208 2014-10-17 02:18:13 \n", + "1218 2014-10-19 15:04:39 \n", + "1257 2014-10-28 18:11:24 \n", + "1321 2014-11-15 12:29:22 \n", + "1330 2014-11-18 15:14:20 \n", + "1346 2014-11-22 05:10:19 \n", + "1350 2014-11-23 00:20:34 \n", + "1414 2014-12-09 22:48:58 \n", + "1422 2014-12-12 01:41:48 \n", + "1473 2014-12-24 07:16:26 \n", + "\n", + "[82 rows x 7 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 以Barton LLC这个公司为例子，该公司在2014年一共有82笔交易。\n", + "df[df.name == \"Barton LLC\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ** 销售额最高的10个公司**" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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NameSalesPurchases
12Kulas Inc137351.9694
18White-Trantow135841.9986
17Trantow-Barrows123381.3894
6Jerde-Hilpert112591.4389
3Fritsch, Russel and Anderson112214.7181
0Barton LLC109438.5082
19Will LLC104437.6074
10Koepp Ltd103660.5482
2Frami, Hills and Schmidt103569.5972
8Keeling LLC100934.3074
\n", + "
" + ], + "text/plain": [ + " Name Sales Purchases\n", + "12 Kulas Inc 137351.96 94\n", + "18 White-Trantow 135841.99 86\n", + "17 Trantow-Barrows 123381.38 94\n", + "6 Jerde-Hilpert 112591.43 89\n", + "3 Fritsch, Russel and Anderson 112214.71 81\n", + "0 Barton LLC 109438.50 82\n", + "19 Will LLC 104437.60 74\n", + "10 Koepp Ltd 103660.54 82\n", + "2 Frami, Hills and Schmidt 103569.59 72\n", + "8 Keeling LLC 100934.30 74" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# groupby分组，并使用agg进行聚合运算，sum求交易总额，count计算交易次数\n", + "# reset_index 重置索引，在这里取消了name作为索引\n", + "# sort_values 进行排序，参数by设置按哪一列进行排序，ascending=False 表示按降序排列\n", + "top10 = df.groupby('name')['ext price'].agg(['sum', 'count']).reset_index().sort_values(by='sum', ascending=False)[:10]\n", + "\n", + "# 使用rename对变量重新命名 \n", + "top10.rename(columns={'name': 'Name', 'sum': 'Sales', 'count': 'Purchases'}, inplace=True)\n", + "\n", + "top1azdSx0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**条形图**\n", + "\n", + "top10公司销售总额的条形图" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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55ikbc93f/9R4HESkiDMXiIiIiIiIiEgtTC4QERERERERkVqYXCAiIiIiIiIi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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 281, + "width": 523 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 使用ggplot风格的作图\n", + "plt.style.use('ggplot')\n", + "\n", + "# barh绘制水平方向的条形图， bar绘制垂直的直方图\n", + "plt.barh(np.arange(10), top10.Sales, height=0.5)\n", + "\n", + "# 添加标题\n", + "plt.title('Top 10 Sales Company')\n", + "plt.xlabel('Total Revenue')\n", + "plt.ylabel('Customer')\n", + "\n", + "# 修改纵坐标和横坐标的刻度\n", + "plt.yticks(np.arange(10), top10.Name)\n", + "plt.xticks([0, 20000, 40000, 60000, 80000, 100000, 120000, 140000], \n", + " ['$0k', '$20k', '$40k', '$60k', '$80k', '$100k', '$120k', '$140k'])\n", + "\n", + "# 显示图像\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['_classic_test',\n", + " 'bmh',\n", + " 'classic',\n", + " 'dark_background',\n", + " 'fivethirtyeight',\n", + " 'ggplot',\n", + " 'grayscale',\n", + " 'seaborn-bright',\n", + " 'seaborn-colorblind',\n", + " 'seaborn-dark-palette',\n", + " 'seaborn-dark',\n", + " 'seaborn-darkgrid',\n", + " 'seaborn-deep',\n", + " 'seaborn-muted',\n", + " 'seaborn-notebook',\n", + " 'seaborn-paper',\n", + " 'seaborn-pastel',\n", + " 'seaborn-poster',\n", + " 'seaborn-talk',\n", + " 'seaborn-ticks',\n", + " 'seaborn-white',\n", + " 'seaborn-whitegrid',\n", + " 'seaborn']" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 可以使用plt.style.available查看可选作图风格，建议大家可以尝试不同的风格\n", + "plt.style.available" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 绘制多图\n", + "\n", + "在同一幅图中，分别绘制top10公司的销售总额和交易次数的条形图" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 338, + "width": 838 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#设置画布大小\n", + "fig = plt.figure(figsize=(12,5))\n", + "# 加上图像标题, fontsize=14 字体大小, fontweight='bold' 加粗\n", + "fig.suptitle('Sales Analysis', fontsize=14, fontweight='bold')\n", + "\n", + "# 添加第一个子图\n", + "ax1 = fig.add_subplot(121) \n", + "plt.barh(np.arange(10), top10.Sales, height=0.5, tick_label=top10.Name)\n", + "plt.title('Revenue')\n", + "\n", + "# 加入平均销售额，用一条垂直的虚线表示\n", + "revenue_average = top10.Sales.mean()\n", + "plt.axvline(x=revenue_average, color='b', linestyle='--', linewidth=1)\n", + "\n", + "# 添加第二个子图\n", + "ax2 = fig.add_subplot(122)\n", + "plt.barh(np.arange(10), top10.Purchases, height=0.5)\n", + "plt.title('Units')\n", + "# 不显示y轴刻度\n", + "plt.yticks(visible=False)\n", + "\n", + "# 加入平均交易个数，用一条垂直的虚线表示\n", + "purchases_average = top10.Purchases.mean()\n", + "plt.axvline(x=purchases_average, color='b', linestyle='--', linewidth=1)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 其他图形" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**饼图**\n", + "\n", + "销售额 top10 公司中，销售总额占比的饼图" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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JrxeRnFCEq5dUSE4o4jrNOuLop8SS1MabdFaSCwL6BrpjQo8ADGnrxem3RES3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00cPPwz+w/9xC03vMig/le7fJ6Vq19nw6Yl9Ol1JUEBEezc+z2vvX0rTz/8PwL8w8rHlVjMfPbl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\na7StuLi4RtJ55coVfPbZZ0b7hoeHVyedSqUSH374IcaMGYOlS5ciMzMT3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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 236, + "width": 462 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# pie绘制饼图，labels设置每个区域的标签名，autopct 显示所占比例\n", + "plt.pie(top10.Sales, labels=top10.Name, autopct='%1.1f%%')\n", + "# 调整坐标轴的比例\n", + "plt.axis('equal')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** 散点图**\n", + "\n", + "销售额 top10 公司中，总的销售额和交易数量的关系" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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np2pqamSxWEIOHQy0D1yvr+rqarndbt15552Kioq6rvcGAAAAjBcjHjy8Xq82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\nZJozZ46Ki4v13nvvKTc3V/Hx8ZI8c/eLiop89drb2yUxpkS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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 250, + "width": 399 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# scatter 绘制散点图，x,y设置x轴和y轴对应的数据，s设置点的大小\n", + "plt.scatter(x=top10.Purchases, y=top10.Sales, s=50)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** 直方图 **\n", + "\n", + "对于所有的交易，单笔交易总价的分布情况" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 388 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# hist绘制直方图，bins设置区间个数\n", + "plt.hist(df['ext price'], bins=20, rwidth=0.9)\n", + "# 设置x轴区间范围\n", + "plt.xlim(-200, 5000)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 小结\n", + "* 通过上述例子我们可以看到matplotlib几乎可以控制一切想控制的细节\n", + "* 最好的学习方法是通过阅读不同的作图代码来丰富自己的工具箱\n", + "* 我们需要贯彻用以致学的思想来提高自己的画图技能，即需要什么样的图时去学习什么样的方法，因为画图选项纷繁复杂，没有必要记住所有选项。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Python数据可视化模块—Seaborn\n", + "* matplotlib是python的主要绘图工具，但其自身的语法比较复杂\n", + "* Seaborn是基于matplotlib产生的一个模块，专攻于统计可视化\n", + "* 可以和pandas进行无缝链接，初学者使用Seaborn更容易上手\n", + "* Seaborn和matplotlib的关系类似于pandas和numpy的关系。" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# 导入seaborn包， 简写成sns\n", + "import seaborn as sn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 回顾鸢尾花的案例" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2Iris-setosa
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34.63.11.50.2Iris-setosa
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\n", + "
" + ], + "text/plain": [ + " sepal_length sepal_width petal_length petal_width species\n", + "0 5.1 3.5 1.4 0.2 Iris-setosa\n", + "1 4.9 3.0 1.4 0.2 Iris-setosa\n", + "2 4.7 3.2 1.3 0.2 Iris-setosa\n", + "3 4.6 3.1 1.5 0.2 Iris-setosa\n", + "4 5.0 3.6 1.4 0.2 Iris-setosa" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris = pd.read_csv('iris.txt')\n", + "iris.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**绘制花瓣长度和宽度关系的散点图，并用品种划分数据**" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+O7vo8c72FsVjEW0f7FO4OSRJyk1b2rX3oNJ5S0u9iwwEpGhrWA9t3aS21ZUP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\ngRF6BEboERhJhB6J6s5wT0+PJMnlcg24v3d7V1eX6fGhxgIAAAAAYFZ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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 329, + "width": 481 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 使用 matplotlib 中 scatter 函数做图\n", + "plt.scatter(iris.petal_length, iris.petal_width)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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amSMFc8dami2+C7GZvTpPKetbtbI2vWU73Ofa/ectpTz3vpZunDnv5oT25OoZ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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 564, + "width": 660 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 使用seaborn做图， 用品种划分数据\n", + "# FacetGrid对象是用来连接pandas DataFrame到一个有着特别结构的matplotlib图像\n", + "# 具体来说，FacetGrid是用来画一组固定的关系给定某个变量的某个值\n", + "# FacetGrid中的hue参数指明划分数据的变量，这里是species（品种）\n", + "\n", + "sns.FacetGrid(iris, hue=\"species\", size=8) \\\n", + " .map(plt.scatter, \"petal_length\", \"petal_width\").add_legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**根据品种划分的花萼宽度的箱线图**" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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2eTxu3NgqTkNR+vUbkBEjzq/2GFtFfAMAsMN6/vl5aWqaU+0xKNiaNav9PFN1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\ne/fumjNnjo4cOSLDMOTq6qp33nlHHh4eNuPbtWsnOzvbP/l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70jmPiNSrFGLidGCcJSKlqX6w5Je//CX6+/uxevVqnHbaaYVuDhERUckLGaxo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wECNn25Q9E+AuN+RVMV9Br50ytHrA/C1JOCowXf/L/fISkzE9YlPwWn00ESRTAcB6GlBdqMDDgT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\nMe+aHJyrb8G2D4Jj5OKCXGSbTUhQt/s+pz/E1e5As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s6b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\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I3nm40y+zfyMiIiIics6VuYTwZxtFKN26zRym3BFHY/c6rQ6KpESnOVfMdalUUKhU9Ysl\nRNRqcLGEyMdsJVC3xZSQva621u4+wRERAIxOBxMmpvif2pJil/MW6GShLrXbWSJ5ImpevsrNIRaL\nUZ2XJ7yfKiqG7sIFhMTH291HoVIhbvRIFK3PFtwOR+fhar/M/o2IiIiIyDmhcwmXn20UFUMUJPm9\nnG3Oxu5imRTqoiLEjR4lKEl93OiRUBeXQOxm3hQi8k8Mw0XkhEQihkxThdqqP2JtSv6fvTuPj6o6\n/wf+uXNnSWYymbAGssxMwppqUdmR2moAWRQEBLQotspWsQooaNX22/X7tVpFdmVTEUUFBISfigu0\ntkWRSKGICWII2UlYM1kmmeXO/f0RZpjM3G1uJsmEPO/Xq69XyZx7z5mJ8+Tcc+59ngQzXPGJ8Pn4\nsGLoMCXAq4uHV9OAEkc5vD4veIaBiTWC5QyCdzA0xJnR68mlaDhTgLJt25sWQbPbkDp9Gox2Ozi3\nBwznQ5/HF6K+uASVn+2Hx+EItE0eMwqVn+2P6P2Vbd+B7rf+LOJjMp/uExi3q7QE7ooKaI3xigvJ\nE0LaWEhtDp3FguTbRyMuufvV+kcVlU3ijNFugyYxEfFeJ3w1wfmHE+EyJMDn88l2a3DVoHjn7sC/\nlfRbtnsP+j6xCI7j34bFGUOPZHA1NYofu/e/D7kaI0riclxGJsU3QgghhBASsxiGEVyz8GjjmqxN\nMAwDjnWhjnOC83FgNazkGobafhmzWdE1iEavj3hto+KTz9DvN0tR8Op6VXN3jd6Ayk8+Q0NFZeAp\nlcrP94cVqU8ePQoAkL9qDeJ69kDiwEHQcy7Zz5gQ0j7E7GaJ1+tFcXExampqwEncST9w4MBWHBXp\naIz1VajNP42iXbub5NU09cpExpyHwF24iILt4UXGkqdPQVkXFsvztsHDeQAA6ZYUTM2agIzEdOi8\n8WF9ufQmaPoPQOYzfZv8kWXjDKgvKcEPz78Q1k/atCkAo0HRm2/B53YjrkeyqhoE2oTIFvtC8/3z\nbg/Ofb5fcSF5Qkjb89fmKFi5GrYH7gd4Hyo/C/8e++NM6fs70WfRo6g78S3KdwoXZDf17oP6uETJ\nfn21NY13YOn1ivotevMtOIuK4XO5hOPMPTMQl5YW0XtXWmNELC7DZIJHGw8XXfwQQgghhJAYZXDX\nob7gNEq2bQ+fu8+YjvjMXnDpTfBo63GmugQ78z5CiaM80E5uDUNNv6kzZiDzkYdx8s//i/R77xG9\nFsiY/SCKt74b0ft1FhYBcfHIfOZZVXN3rr4+MI4zm15v3MgZMwopE+8IbOTUn61A6Y6dgZu6nEXF\n4C5fQsGr6yQ/Y0JI+xGTmyUvvfQS3n77bdTX10u2YxgGubm5rTQq0tEY6y/j1Isvhz32qdHrkTr5\nrrC7FfycxSU489JKxNmt+M38mfhr7lZ4OA9KHOVYcWgjbElpWDhsDgweY9ixPM/DzRqARAOAxqLr\nP7zwomjR9TOb3oDRZg0UM1N714Ka43ivV7YovFAheUJIbPDX5ui7ZDGK335HPJ5diTPX/eF/8MOq\nNajLPy3Yzl+Qve+Sx+GMTxLv1+tVVKwxNL4FX7wEt/vhb41xpu+SxTj14suyT5f48xQr3egIjctB\nLyg6nhBCCCGEkNYmd62e/+IyGO129Fq6GMuOvY3Tl8LbKVnDiLRf/xrBj/74e5x+ZZ3otUXDuXNK\n3mYY3uOFR+XcPbSeisfhQOmOnbLH1ZeVCl6n+D9jWg8hpH2JuZolb775JjZs2ACn04mePXvipptu\nwuDBgwX/N2jQoLYeLrlGGeurBDdKAOVFxhoKi+Fe9x7m95rY5OdFVaVY8fVGeLTSm4GKi64XFQeK\nmTEMI9lWjJrjNCwTUVF4g7tO1dgIIS1H4/OgeOu7igqtn1q2HN1/9lP5di8uQ3yDQ7QNo9UqL9YY\nHN9YVrxdYSGKt76LzPlzJc9ntNlg/fk9km0IIYQQQghpzxSvJRQW4oe/vYTxXaUztkR9DaOwEPkr\nV0teW6he22hGfUXVNR0lxkrrIYS0PzH3ZMn27duh0Wjw8ssvY+zYsS3Wz/Lly/HKK68I8EwwuAAA\nIABJREFUvjZhwgS8/PLLLdY3iT3B+TQZDYPaM2cEF/EiLTLWUFiMPtU6/E/WLPzgqsRHZV/B4apB\nUVUpCqtL0NfUT/CpDoZhUF9wOjDJkMvp7x+P+9LlJvk/lTDabfDWRvaH22i3wed2R1wUXtN/AOXs\nJNccpXmAo02j0cDgrlVdO4RlNajLP934uLoC/jijs1ia1EoSaufMPw12wGDBcbCJSQCribhYIyfz\nxIizsAjQMOi1YD7OfvixaG7hUy++jF4LH6V4RAghhBBCrjmhawlyGgqLkXzRA4vBDIerRrSdfw2j\nX0J/eDUNYbVNtL64iPr1z9Xj09PRZfjQsLUOVWsbNisYk/onOJiEBFV9ui9dlmxD6yGEtC8xt1lS\nXFyMQYMGtehGCQCcPHkSer0e8+bNC3utT58+Ldo3iS2h+TT7P/0kynftFmyrpoB6xfsfoNPgQbDn\nfIMld92OSrse6/L3YGfex1gyzA7Wqw87RuepR8m27RHl9K/cfwB9H18IQ49k/LBsheLx9Rg3FtpO\n4ilzhKRNvxslW96O6Bh/UXg3GxfRcYTEMqV5gKMtvsGBuvx8FO/crbp2iK6hGkU7hWOdmMrP96P7\n6GyUvb9Lsl3Zrt3o068f6nXh751jGFTu+zSifiv2fYput/5Mtl357j3oOvJmdB4yWDK3MMUjQggh\nhBByLfKvJUSibs9nGH//LXj3zGeS7XbmfYzZAy3YmPNOWG2Tx667B5ci7Lfy8/3IeOgXKHx9c9g1\nTc87xyNl8iTkr1yj+Hw9xt0OaJq3GZE87nacWb8poj49tbWy7ej6g5D2I+Y2SxISEpCYKL3AEw2n\nTp1C79698eijj7Z4XyR2CeXTZI1G0TsJVBVQLypGysQ7UFZcAueqTTAF1TJxck6YEb5ZAmcdGioq\nI8/p73LDW10Do82q6K5to80G3uNBfI+eMNrtiu4CMWbYEZ+WjurcPAXvPmi8IUXhCWnvlOYBjnaO\n2sY0gctE44LS2iH+QuuR8MczJe18tTVAp/DNEr62VlW/OnOConb6iXcgf7Xwk6OBdhSPCCGEEELI\ntchZF/Fcu76oGJnaLrLtih1lKK+tbLJRAjTWNrl8/qyqOb774kXBeh+n165H78cegdFuU/QkvNFu\nB+/jwdfUhtcrUYivrQV8fGTrKV4Ohk6dZNvS9Qch7UfM1Sz56U9/isOHD6NWwc6sWrW1tSgrK0O/\nfv1arA8S+8TyafIcJ3pMNAqoB9cy4XjhvnivV1VOf97rRdGbbyFt2t0w2qySxxltNqRNm4qiLW/D\n43HBtOA+xNmlj4mz22B6+D54PC7JdmJCC6YR0l5FlI83ijlq4xscohslTfpVUDtE7fdRaRwUO3+L\n99vM8RFCCCGEENJeqZ3jMj6Fax0ic23Fx4edTvy4glc3wDrzXhjtNslzGG02WGc21iVszhxf7XoK\nXX8Qcm2Juc2ShQsXwmAw4OGHH0ahwlyHkTp58iQA0GZJB8QwDPScC/rqi+AunEPKneORNm3qlVok\nV9pIFBGORgF1ncWCrkOG4DptMrpcbhyLnnM1aaMx6BFJbRR/O43BAJ/bjfxVa5A8ehQyZj8Y9kfe\naLMiY/aDSB6djfxVa+Bzu+GGF3/89g3U/XICuj46O+yYeJsVXR+djbpfjscfv30DbqicgDWj2Boh\nsSLSPMD+HLVq44efRqNBXX5+RHHBmX8aGo3wn/qWKGCo5Pwt3m8zx0cIIYQQQkh7pXaOq1F6nMhc\nm9c0f60klM/txqkXX0bG7AfRZ9Fjwmsbcx9C8uhsnHrxZcDnu7KWog6j1apaT6HrD0KuLW3+TRWq\nTeLxePDNN99g/PjxSExMRGJiouhizyeffBJxn99//z0A4NKlS3jwwQdx4sQJAMCIESOwaNEiZGZm\nRnxOEvukagsE1/7gnE7Rol4NFZWqCn7Vn60Iqz9Suv39JmMIrm+g0Rsiro1S+fl+WAYPCozvzKbX\nGwvDjxklmbvfaLfhW2cxPJwHq0/thMVgxoRZP0UG2xmMjwevYVDgvYiPy/8Bx8XGgm8nnKXorKKQ\nPEzyaXQIiXVq8gBHI0etwVWD4ghrjEjVDtGYzarjmZJ2GrNwSk3eHN+i/SpqR/GIEEIIIYRcg9j4\nOFVzbTY+XrZduiUFlbXnBV87w12CvQXm+D63G2c2voY+ix5D9+zboDUZA2sb3to6aHRa+NyNN3NW\nfr4fiYMHK+4/jCkh8vUUuv4g5JrT5pslRUXSuQcdDgccDuE0Imrv0vVvlrz22mvIzs7G9OnT8f33\n3+OTTz7Bl19+iS1btiArK0vVuQGgW7fo5aYn0dFQUYm8F/4mWlsguPZH8XvbRQuJVX62H2nTpuDM\npjcU9508ehTKPtgrW3/EX98g6+knwXlcqvJ9wutF+s/vwffPvwgA8DgcKN2xU/K4lBl3Y82ZDwL/\ndrhq8E6BdPHld898hr/cMw35f3tZ8fjS75kBS4+uittf6yhOqBftzy7S89UVXY78+1lYBK27ARZr\nt4iOC1bzQ6WquMDX1aJbnx4Cr5qRMnUy8pevUny+5NGjULrjfdl2qVOnIKFnMoQuB8qq62C863Y4\nVykvnKi0X6XtKB4pR7Gq42lvv/NojLe9vedY1BKf4amon7GpWPy9x+KYSHRF8jum/x5iS3v5fdSV\nOJA8ZlTEaxaXXPKptrMzR2JX7j7B1z4q+wpL7xoL56qNEfWrZO7uLCpGXWEhCl/fLPh6cB1XxutB\ntxS1vytzxOspdP1ByLWnzTdL9u+P7O75aGBZFqmpqXjuuecwbNiwwM/37NmDpUuX4plnnsGuXbta\nfVykZbjOX0Decy/I1xa4UvsjefQoGLp3Fyzq5XE4AEYTUcEvAEi9a6Ky+iOFhch77gX0XjBf9txC\neK8H5r59IirWrstIR3VpTUT9OFw10GZaEWe3oqFQ/nOIs9ugz5TO+UlIe8FzKmtueD3N61fl8VK5\ncRN694o4nnkc1bLtTL3En9B0c24k2O1wtkC/itpl2GHu01u2X0IIIYQQQtob3uNWtWbBud2S7ayW\nVABAtUt47cDhqkH3G/ujLspzfD+pa5qmdVybd80V0XoKXX8Qck1q882S1NRU1cdWVysLqqF+//vf\nC/580qRJ2LZtG3JyclBQUKA6Hdf585EtPJOWwzAMuJPfK68tcOWP+um169D38YXIX7Um7A990Ztv\nST4l4ucv+FW4eQtS77pTeZ2BwkL4POr+wHPQoJ43oPeSJ2SLTxsz7Oi95Alc0PtU9XVO64Z+3j3A\n+vckN0zi7Dbo589ArrsCvS8kKi5+dq3y35GkJk60l7uZWlq0Yqza34WeV1fui+M1zRq7gVX5J5tl\nBftlGAZccSnSpt2tKJ71fnQBTq/bINmVP+7VlZSiPj5J8Puu0bCoKy6Oar9xdhtsix5B8Zr10uPL\naIx71TAA9LdaUnNiVXtFMbZRe/udN2e8HfG/82hrz59hLI25PX+OSlGMbaTkd9wR/ntoT9rb70PP\nayJes8hftQbxT/9KtJ3VkoopWWOxNmeLaJu0xJ5oKCxSPMf396uUXGYZf38+jbaZvyvl6yl9H1+E\nH1auljxba11/UIwlJHrafLMk1KhRo3D77bfjqaeekmy3ZMkSHDp0CP/+97+j2v+PfvQj5OTkoLS0\nlGqXXAPU1Bao/Hw/uowYhtw//An9nloK14ULKN+95+ofX7cbZR/sQa9fzYPr4iWUbt/RZCJgtFmR\nfPtoxKWkwHP5Mnr9ai68TifSpk1F5Wf7A7ktpdSeLlCVZ1QTbwAANMSZ0evJpWg4U4Cybdubjs9u\nQ+r0aYjLyESD3gQj60a6JQUljnLFfVktKeDB44KRR/pjD8FcWIa6Dz5p0k+8zQrTpDGo7KLDstyt\n6JnQHUuG2cB61RdcIyQmBOWyVSoaOWoZs4p+bVYwZuF+dZ56lLz7HhoqKmGbdR+AxvgXFs9GjwIA\n5P7hT7A/+Etg/FiUf7BXMO7BxyN/1RrEpfRE5tO9BGu0WLxanNm1Dxf9/WoYVH76uej5cv/wJ9ge\n/CX4SXegYscu0Tjz+NG1eOSXU9DHoUHZe9JxjxBCCCGEkPaMYRhwrAt1nBOcjwOrYWFijeAT4xHX\nIxn5q9YomuPnr1oDQ0oPJHXvifRzTdcFrJZUTM0ahwbOjbU5W+DhxG/qnJt5B86u3nL12kJkjp8y\naSIAPlAcXQmldUGaXbPkCqXrKU69CZmLFytadyGEtB8xt1lSVlaGixcvSrapra1Ffn6+qidLvF4v\ncnNzwfM8brjhhrDXGxoaAAAGgyHic5MY5KxTleM/ZeId8NbW4bvf/QHx6emw3f9z6JKSwHMcGK0W\nbIIZTrMeZ8xuVM8ej2TeiJ4wgbtwCfouXeA6V4mi1zdLFpKXmhiUvb8Ltl/OQv4K6bsUgiWPHgWv\nqwHQNi6MuvQmaPoPQOYzfYG6WvBeLxitFjCZ4NHGw3Xljm+WM2Bq1gSsOKQ8t+htmSOx7MsNqHbV\nIN2SgnG9b4Xt8dnQXL4EcD7BovDFjjI4OSfMoM0S0r55tHFImTEd+S8uU3xM6vRp8GjjgGY8WVVl\nAHpOmYTTK5TfgdVz8iRcNgDxnMCLQfFRSQFDjV4Prr4euiSLbHFFZ2ERUFcHJIZvljC19XAWl0Cj\n1wMMA41OK3k+n9uD06vWoPP/PonCWT9FBtsZjI8PizM6Vofzejd81k6omT0eXTlDoN0FtgGeziak\nGTXQqcuiRgghhBBCSEzwaOtxproEO/M+arK5kW5JwYzr7kTqtLtQtGy14iLlpoljAKMRTw5b0Lj5\nwnNgGRZG1gidLw4na09KbpQAQFefAacUzPEZlgHvg+KNEiCy2iZcQwOga/7mhNL1FKXtCCHtR5tv\nlsyYMQPffvtt4N8Mw2Dv3r3Yu3ev7LFqirD7fD7MnDkTRqMRX331FViWDbzG8zyOHj0KrVbbrALv\nJHZI5bWUPC7oD1p9SQmK392GXkuXwn3ljgCX1okVX72KoqrSQLvH+k9Hf7MZha9vFi3iHlxIXupO\nCo/Dgbjk5IjzjPpcLiBoXsDzPNysAUgM2fwLen88zyMjMR22pLQm70dMaK7SEkc5NhzZinRLCqZm\njZO844TjhVZsCWlfeJ5HfGaviGoDxWVkNnui3OB1QWPtEVFc8FqT4eJciBcotR4aH6UKGGr0eoWP\n8l+Nb2Lxl/d6VZ3P3VCPdwo+FWynY3VYMGQWdubtk3xKzpaUhoXD5sDgMYq2IYQQQgghJFa5tE6s\nOLxR8Nq9xFGOl75cj6XX3wej3QZnYZFskfI4uw2VXXToxjXABMvVmxt5AF7AB5+y9QIvp3iO3/ux\nRwLjkxNxbRNP9O6MUrKeEkk7Qkj7oC7xehT97ne/A8uy0Gg00GiuDsf/79D/sSyL+Ph4ZGVl4Y9/\n/GPE/en1etx2221wOBxYv75pbvPXXnsNp06dwp133onExMRmvzfS9hituv3A4HyY/hyTrisbJR5t\nveDkhOd5lGx9V76Ie1DxMSkNFRVIm3Y3jDbpwuj+fJ9FW94Go1P3fnXeeCwcOge2pDTJdv5cpVuP\n7w57rcRRjp15+zBzwGTR41mGFX2NkPbEpTeh95InYLTbJduFxo/mYDUsnj2+CbbFjyiKC7bFj+C3\nxzeJfu8iiY+2WffJXvQATeOb2PkZrVbV+XiNeJ7imQMmy26UAEBRVSlWfL0RHm29ZDtCCCGEEEJi\njdhaRKjledtgXHA/4u02yXb++qLrTu+FlhG/NlC0XqBlFc/xC17dAOvMextTFUsIXutQSu0aECGE\n+LV5FPnxj3+MEydOBP7dv39/TJo0CS+88EKL9fnUU0/h6NGjWL58OQ4fPoz+/fvjxIkTOHz4MHr3\n7o3f/OY3LdY3aWVqagtcyYcplGOSYRicqS4Jm5xYDGZ0v+DCBQV3RgBXi4/pLBbBGiZGmxX1ZeU4\nu/dD5XlGe/aAJsEMtc9uGLxGLB46F2W1Z1HpvIB43ZWUQQwDp7secToD3JxH8skR/0KlxWCGw9W0\neJnVkgKW1aCGq4KJNYLlDB2+2Dtp3yKpDRQNJtaILsYkPH70FfzlsbnQFlfibFA9JaAxLvScPAle\nazIeP7oWXY2dYGRNgNANVgrjo85iAcArepoFaIxvjJaFJjERPq07LI+yJtEMsJqIz3eedWFK1jh0\nT+gaiE3nai8gp+y/AM8rrrtUVFWKwuoS9EvoD6+mIWx8FJsIIUSZU3N+iVNtPQhCCGknxGqMKJ17\niq1FCPFwHvzp2zfwf4t+Bc+ZEtTs3te07p/dioRJY1HRmcWy3K3okdANZl0CfL7wubt/fP71gsLq\nErwfkv7LakmFNikJHoVzfJ/bjVMvvowf/c+zcDscKN22I+xaKm363fA1NERW2yQKdSIJIaTNN0tC\nPffcc0hPT2/RPtLS0vD+++9jxYoV+Oc//4mcnBx0794dDz30EBYsWACz2dyi/ZPWo6a2QNq0u2Gw\nWtHp9rFhOSa9rAs78z4KO+aOlBFwbhFODyOm8vP96D46G2Xv7wp7zZ+T0+d2h+UZZXQ6aM1mVH+X\n2yTPaI/pU8CxCYDPF9E4Qnl8Xvz9zJdhuU9HZY6E+H3dVx0oOIjbMm/G7rxPmvz8tsyR+PMXKwJ1\nTqZmTUBGYjp03vhmjZeQttSaOWqD6ws9fmQV0hJ7Yu6v70caFwd4vYBWi/OaBrxQ8CFKj5wFAEzN\nmgktpweP8HEojY/JY0ah8rP9EY21Yt+nSBl4PV448kZYLFl0/c9xYV9k8bJi36fIeGIu9uW9H3a+\nO/uNAsMw0LE62VzKfjvzPsbsgRZszHkn7HwUmwghhBBCSDRJ1RhROvcUW4uQUoAqaHt1gkugnt9F\nkxEeX+PceUrWOJRUl+Hd7/ZIjk/njUdfUz88OcweXtukwYPCCOb4PrcbBRs2oe9vf4PMZ54Nu5by\n6ozw5R6LqLZJNOpEEkJIzG2WTJkypVX6SU5Oxv/93/+1Sl+k7aipLWDo1ftqypyQP7JOzil497Jd\n2xl1KgvJh41BICdnaJ7R3r9+uMkmS5zdBmOvXvA0Y6NELvfpG0e3I92SggVDZsk+XTKhb3aTnwnV\nOVlxaCPVDyDXhNbKURtaX6i0+ix+f3SjaHt7UhrsiengvcLjUBof43okR/R0HtAY33zV1WHxssRR\njovnylSdj7l4XvB8r+a8pSg2BSt2lKG8tlLwfBSbCCGEEEJItMhdZyude4qtRQhRWs8v3ZKCRcNn\nw+mpx98OvapofDzPQ+PVh9U24Wouqprje6sccHfqGX4t5fO1SZ1IQgiJuc2SBx54QLYNwzDQarUw\nm82wWq0YPXo0BgwY0AqjI+2Rv7ZA/osvSf6R9dcWkEqZw/mEk1wxPnV/kEMft/Xn5MxftUbxcXF2\nG2xPPApnvA46lbXMlOY+Da5LsvnodqkBBv6vv87J2pwtYc389QMWD51Ld3ETooA/X7Dc99WelIbH\nhs2BziP9vVISH9WmpOK56MZLqeMUx6ZgEu+LYhMhhBBCCGkupdfZSuaeYmsRQpTW8ytxlOO9E3sx\nKnNks8fHe9UtRkgdF821HEIIUSrmNku++eYbAI2LM2ILNAzDNHltw4YNmDdvHhYvXtwqYyTtT7Rq\nC7Aa4ULJUoWHpfgLyYfWH5F71JRhGMTbrOg+7S5w6d2x5JvVmDdoJvqa+jX5bojlRdX64gK5+sHz\nKK+uVJT7FJCuSxLUMdItKci+MumSutvbXz8gdOyEEGFy+YKnZo2HPTFddqPETy4+xqWkqBonwwpP\nMdTGS7njFMWmYIz0+Sg2EUIIIYQQtSKpMQLI19XT+pquRVgMZmRnjmx2Pb9iRxl84GXn0HJzY7WF\n1eWOa+06kYQQEnObJTk5OfjFL36B06dPY968eRg3bhxSUxtT+Jw9exYHDhzAK6+8gk6dOuH555/H\n+fPnsXr1aqxfvx433ngjbrvttjZ+ByRWRaO2gIk1It2SEjbxOMNdgl1FIXldpg19Hl8IZ1Fxk/oj\nksfZrdD3yYT2sfux7IcPUXq4sTbBzryPsWSYHay38XFYobyoOlaHOYPuhQYa7Pn+M5Q4yjElaxy+\nKT+ueNyAeF0SoLGQe8+E7hiU8mPszt2naNEydOyEEGlS+YK1nEE09ZYYqfjIsz5FheCDxdus8JqE\nv89q4mW8zYoC70XZdlKxKVi6JQWVtedlz0exiRBCCCGEqKGmxohUXb1Hh/0S6ZYUVNSex30DJoPn\neRwQqDWqpp6f0jm01NxYYzZHfM1gtFmhUVAzOPhaReuuB+/1gOM1LVInkhBCNG09gFArV65EXl4e\n1q9fj4cffhgZGRnQ6/XQ6/Ww2Wx48MEH8frrr6OsrAz79+/HmDFj8PrrryMuLg5bt25t6+GTGOev\nLeBO7AJP52S4E7vAzcYpvmvYX2A51EdlX8F41+0RjcU4aQz+8v1WXPbUouz9XYo2SgDAOHEMlh57\nFX85shGl1WcDPy92lMHJOQE05kV9+fAGrDi0sclGyYIhs/D/vt+PNYc3B37ePaGr4rtO/Eoc5UhO\n6Cb42pSs8Vj25QbszvtE2d3dIWMnhCgTyBfMJyEJXWDmk8B69erTZonExxrWh67T7oroXN2n3YVS\nrlrwNTXx0nTX7fio/JBsO6nYFCw7cyQOFHwp245iEyGEEEIIUSOSGiN+UnX1SqrPYnTmT7BgyCzs\nLziIzcd2iNbz+3/f78eCIbOgY3WK+lU6h5aaG3sMiUiZOllRf34pUybDY0hU1NZ/rWKypiMhMzPi\ntRxCCFEq5p4s+fjjjzFo0CAMGTJEtM11112HoUOHYs+ePXjiiSfQuXNnDBw4ELm5ua04UtIRhRZY\n9nO4alBp18Nkt6KhsFjiDI3i7DZUdtGh9FQFKvtFflz1ReFNCI7nRPOiiuYtVTu5EDjOnpSGNHOP\nQCH3SHC88hyshJDW0+B1QW/tgbgI4hSX3h1OzyXB1x2uGsTdkBHR+eIybag+rDCuyMQ0q6XxaVWl\ncYpiEyGECFsxs3uLnn/h1nMten5CCGlJkdQYaUJkLuv2upFuScHrR7cpqkUSzXp+wcTmxhzng6l3\nLxht1iapssQYbTaYemeinvMpGx8hhLSSmHuypLq6GhaLRbad0WjE5cuXA/82m82ora1tyaERAuBq\ngWVbUlqTn6/L3wP9vHsQZ7dKHh9nt0E/fwbWnd7brOOEsAwrmBfVYjCL5y2VydsvKuQ4f0Fpn8q5\nDssI14MhhLQtVsPi90c3wvr4rxXFKesTj+D3RzeJxhaLwYxcT0VEcS/Xe64xjikhEdOsllRMyRqL\nrcd3KzsXKDYRQgghhJDIidU7lSUyl9Vr9SiqKlX8tEpwPb/m9BtKam5cH5eEPksWw2iTnuMbbTb0\nXbIY9XFJysZGCCGtKOaeLLFarfj6669RVVWFpCThwOlwOHD48OFALROgsZ5J165dW2uYHRrDMNB5\nG0Ly2ifAo229RyDFCpeznEFyDEoKnis5n1CBZQ/nwV/ztmLR3BnIvMyjYvvOJndUxNusME0ag8ou\nOizL3RrIH+o/bv4vJyL5ogfOPZ81Pc5uRcKksajozDY5LpTVkgK9ViuYFzU7cyQOnBFOOXOu9oJg\nHRYpwfn+QwtK67TuiM9ntaTCyJoAr+JDCIkZauNRNPptjVgcr4tDF2MSlh5Ziz8umgu25BzO7/gg\nLL51n3YXuPTuWPrNWnQxJsHRUI0pWePCik7qWR0+L/g3KmrPi8e9kHjZI6Gb4lokXeM7hcWgdEsK\n7uw7CjyAtTlbFOdvtlpSkaBNgI93t/rvlxBCCCGEtF9i9U6lSNXVM7B60Wt6MZHU87vsdAjO3Q8U\nHAyk1/bPjfUNLtFrkPr4Tuiz9HHU5RegfNfupgXZbVakTJkMU+9MOGmjhBASo2Jus+Tuu+/Gc889\nh4ceegjPPfcc+vXr1+T1U6dO4be//S1qamowe/ZsAMA///lPHD9+HOPHj2+LIXcoBncd6gtOo2Tb\n9iaFu4zWdKTMmI74zF5w6U0tOgahwuVA4x/4qVkTkJGYDp03PqLjJvUbAx982Hjk3cAimtz5hAos\n6xgttFoWZ8zlcM4ej66cAd3jO+Nc/SUUeC/i4/J/wCGQQsvDebD61E5YDGZMmPVTZLCdkRzfGZX1\nl3CBbcBFkxEen/Ti3m2ZI1FQVSI4GZOqS3Kg4CAmZ43F5mM7JM8fbGrWePQ0dcfwlEFhBaX9dV1W\nHNoY0fm0nB48aOGRtC9q41FztWYsdnvdyM64GZuP7cDSw6uQltgTDz42C5k+A3iOA8OyOK9pwLIf\nPkTp4bPQsTo8eNMMFDvKcLD4m7DP5Rc3TsN7JxqfkAuNe4yPB69hwuJliaMcE/pmy451Yr/RuNxQ\njVvtI2DUxwcu9JzuemgYDXieV7xRomN1mDd4JvIdBYFN8eD30ZK/X0IIIYQQ0r6puS7OzhyJXbn7\nBF9zeupV1RpVOof2cB7sy/8ibM47OWssGIbBthMf4vEf3Qt8m4eCbdskr0Hq45Kgu2EwevfvC19N\nTWBTRWM2w2NIpNRbhJCYFnObJffffz8OHz6M/fv3Y/LkyUhNTUXPnj3B8zzKy8tx9uxZ8DyPkSNH\n4qGHHsK5c+cwb948aDQaPPDAA209/GtaXEMN8l98Cc7CwrDXnMUlyH9xGYx2O3ovfQINSh/1jJBL\n6xSsxwE0TgRWHNoIW1IaFg6bA4PHqPi4NYc3I92SggVDZgXuOpY6n1+gwDL0AIAGbS1eDiqqDgDz\nB9+HdcffVfT+HK4avFPwqeBxoeML5s/B7+HcwieWuPvZ4aoBwzCK73qxJ6UhI9F6dYHQiyabHGJ1\nXaTOZ09MD2y2ENJeqI1HzdXasdjNeaDRaGC1pKLYUYbS6rP485ENgm11rA6Lhs/GG0e3o9hRFvZ6\niaMc5+suNvlZcNyTJPMUh82SBh/P49WcN0XbPDx0VuB9SPG/jw1H3mn13y8hhBB3kq3nAAAgAElE\nQVRCCGn/Ir0ulqurF+0aKH72pMY59IYj74S9VuIox+ZjO5DRyYoXB/8aJS+tVnwNwnE+cNoEoFNC\n6BtR9z4IIaSVxFzNEpZlsXr1avz5z39Gnz59UFpaipycHHzzzTcoLy+H1WrF7373O2zYsAE6nQ6X\nLl3CDTfcgGXLluHGG29s6+FfswzuOtHFuWDOwkLk/+0lGNx1UR+DWOHyUEVVpVjx9UZ4tPURHRdc\nBE3qfGJculosD9koARC1miBi42uSg1+sL5kxvH18N6ZmjUO6JUWynb8uidyd1GJ1XdSej5BYozYe\nNVdbxOLGfMsMZlw/UTZGzBl4L7Z9t1d6MyJKMTGYPSkNM66/E5v+I70xvfHIu7jn+omyscn/Plr7\n90sIIYQQQq4dSq+LFdXVa4E5tM2ShunXyc+h7+g2GEUvrWzT9SBCCGktMfdkCdCYh3369OmYPn06\nLl26hLNnz8Lr9aJHjx5ITk5u0rZ///5477332mikHQPDMKgvOC37h9HPWViIhjMF0PQfELV87gzD\nCBYuF2IxmDGw5/Wo8lRBxzjh8bgb/13vCOTaFBNcBC24bVFVKQqrS9DX1E/wPWk0Gpy+XCT4ZEZz\na4L4x5OdORLdE7qic3wSFgx9ADWuOsTpDHBznsDTJmJ9hf48+Hz+NDVl1RUY2/tn4HwcPi/4d5Nz\nhNYlUUKorktzzkdIrIgkHgFX40e/hP4R1UYS6ldNLGazbmhWv2atCQyAFYc2BTZrDxQcFHhEfxx8\nPg5FVdJPbVTVO1TUNUpBWkKPsOMaY8kEdDEm4U9fLJdNseXhPFh+aBN+/7NFuOC8LBib7rluItw+\nj+z78JP7+0AIIYQQQjou/3VxWe1ZVDovIF4XF7gGr3fXI9nUDTWeusA1vdC1+rnaC6rm0OmWFHQR\nqec3OvMnSLek4Ll/rZGcQ1sMZiRf9OBCYbFom2AtsR5ECCGtKSY3S4J17twZnTt3buthdGg6Tz1K\ntm2P6Jiy7TuQ+XQfuNm4qIzBy7oEC5cH07E63DdgMniex4EzX2JX3tVcn8G5Nt8+vltyMiBWBG1n\n3sdYMswO1qsPO8atdWLP95+Jni/SmiD+XKWh7yl0gjMqcySC7xMR68v/863ffiB5vol9RyPZkoLs\njJGI0xma5PvXaiIPF0J1XViGDatzQkh7oiQeBdOxOrh8bpyszcPOvI9V175QG4s7LemGVd+9q7pf\nHw98dvpf8HAebD66PXABN6FvdiBGVNaeR1W9A/8o/Ep2TBpGgzG9bsFr/1F+o8PoXrfAaDAK1iLR\najQor61QfC4P58H6I1vx5PAFeHLYgrDYxIDBC1+vUXw+QPrvAyGEEEIIIR6fF38XuAafmjUePRK6\nQqeRvvYf1/tWTOw7GmslUs6Gys4ciTePbseQtBvD5u4NXhdeP7pN9majO1JGwLlFQcrcINFeDyKE\nkNYUk5slPM/j4MGDyM/Ph9PphM8nnNOQYRg88sgjrTy6DshZ16R4l6JDCouAujogMTp/HJ2cU/IO\nCh2rw4Ihs7Azb59gO3+uTam6H8FthYqgFTvK4OScgfokwWo9daLji7QmiD9Xab23QfY9vXF0e5P3\nJNaXw1UDVsNi4fDZeO/EHtHzrc1588qEbZzgZ6QmP39oXRfwCKtzQkh7IhePgimJTYprX6iMxcz5\n8rC+I+m3jqsLiyfBm9F+84fcr+hzSYwzw+V1RRQTOd4HR0M1tvz3fcE2SmJ7sGJHGWq9dTDzSWGx\nqYapirh4ptTfB0IIIYQQ0nHJ1zncBKslFf9z62NY981WnLkc/gRHiaMcG45sxcNDZ8GWlKroCWj/\nukJpTQVKmzF3t2s7o66N14MIIaQ1xVzNksuXL+Puu+/G3Llz8fzzz2PlypVYvXp1k/+tWbMm8P9J\ny+O93lY9TohcMbOZAyaLLkYGE6v7EUbkcVGOFx6H1yf9XpXWBAnOVar2PYn1xfM8tp3Y26zPiPLz\nExJZcUWl32Ml3y21MZXxiW9MKulX8ftV+pg9z6uKiZzIjRNABLE9iFg8V1s8U+x8hBBCCCGkY1Ja\n57DYUYY1h9/ET+3DJNttPPIupl83MbARIkZRDRSFc3epawkp0VwPIoSQ1hRzT5asWrUKubm56NKl\nC0aPHo1u3bqBZdm2HlaHxmjV/Wei9jghjQWGhVkMZoDnFd8JLFaXpAmRImgsw0LogQi5FFWeK3VF\npPL9Z2eOhJ7VobS6AnMH/RyWuERM6JuNc7UXcKDgoGS9lRJHORL0Rjw67Jdw+7wora7AuD63ws15\ncKDgIKobauDjfdJFl0POBwh/RpSfn3R0UvEoWKSxSe67pTam8hrpYpBy/Sp9v6FxUyzfsl6rVxwT\nAQSeFtHKzAUUxfbg9yUSzxW/X4XnI4QQQgghHU+kdQ79c9m0xJ4YknpD2Bzavyaw4tAmPH3LIyhx\nlIfVGk23pGBK1lg4XLXyT1wrLBgvdy0hevoorgcRQkhrirno9fnnn8NsNmP37t3o1q1bWw+HAIAp\nAUZrekTpX4x2G2BKiN4QWKNoypbszJE4cObLiM4nVpcECC+u7me1pMLImgCBGyQSdCbZlDKh+f4n\nZ41FsqkrKusuoLy6AnqNFm6vG4fLjgkUTpavt7Ln5GcYlPJj7M77pHGhMeNm6FkdhqXeiB/36I+N\nR95V8MlcJfUZUX5+0pFJxaNgamKT5HdLRSyOt1lR4L3YrH6Vvt9ztReQbklBRe15yXzLyQld8fDQ\nWdh45F3JGii7c/cFNj3SLSmK6iZJxa1gUvFc6ftVej5CCCGEENLxqKlzaNTF4Y5+o/DRqQOSawKv\nH92GkdbBGJwyIGwObdQZsSvvE9nUtP65u9yc9wx3CfY2Xg8ihJDWFHNpuKqqqjB8+HDaKIkhHm0c\nUmZMj+iY1OnT4NFGLz8lyxkwNWuC4GvdE7pGnF++xFGO5ATh/8ayM0fiQEH4AufUrPHQcsKbA3qv\nEZP6jVHUtz/fP8/z6KpJhpbRIi2xJ/blf4HNx3YI1hbYfGwH9hccxIIhs6BjdbLvyX/MvvwvkJrY\nAzyPqH5G/vz8hHREUvEomJrYJPXdUhOLTZPG4KPyQ83qV+n7PVBwEKMzf4IFQ2Zhf8FB0Xj2as5b\n+PD7A4F45o+J63Lewrpv3sa6nLewO++TJk+HZGeOxIU6+U0fqbgVTCqeK32/Ss9HCCGEEEI6HjV1\nDv/f9/uxLuct2TWBitrzsMQlCs6h3/rvTtzZd5RsnwcKDiI742bZdh+VfQXjXbcreh9+0V4PIoSQ\n1hRzmyVpaWm4dOlSWw+DBOF5HvGZvWC02xW1N2bYEZeRGdUUTTzPIyMxHbakNKEX1Z407Ef+3J/V\nISlc7ElpsCemi74nn8+HXp3ssvn3g/vJTLKC43xIT+wZvXorIePzH8MyKr/qEp8t5ecnHZVkPGra\nUNX5xb5bkcbiOLsNlV10YfFMTb9K3q/DVYN+XXspimfFjjLFNUb8cbnB65Jte2XAki/LxXPFv1+F\n5yOEEEIIIR1PS9Q5bLImIDL3LK0+i+6mLrJrEw5XDRiGUdSusqsecXar9Ju4oiXWgwghpDXF3GbJ\n1KlTcezYMXz77bdtPRQSxKU3ofeSJ2QX6YwZdvRe8gRcelPUx6DzxmPh0DnhC1gKc22GCTlOrAia\nPSkNjw2bA503XvJ0Bo8Ji4bPUVSweOGI2TB4EsAwDIoc5arqrQgS+CxKHOXqNzYkPluWoVpCpOMS\njUfBVMYmqe+W0lgcZ7dBP38G1p3eG5V+lbzftMSeKHaURRTPWEYjHs8QEpeVfp4S7ZTGc0W/3wjO\nRwghhBBCOpaWqnPob6fXij/V/LeD6/HwkFmyaxP/LDyMRSNmy855950/gj5L23Y9iBBCWkvM1Sy5\n9957cezYMcyePRv3338/BgwYALPZDEZk8WPgwIGtPMKOqyHOjF5PLkXDmQKUbdsOZ1Fx4DWj3YbU\n6dMQl5GJhhb8w2jwGrF46FwUVpfg/byPUOIoV5xrE7hacDjN0hNGXRzmD7kf9e56pCX2hCXOjDpP\nPZ4c+SuwGhZezgueB5KN3aDzCC+EMQwDjnWhjnOC83HQebVYPHwOCqqK8cHJT8PyjN7V/3ZkJllh\ncDfm74w0jykgnpNfrNYKABRcKo44B7/U+Sg/PyHC8cjPaklFqjm5RWpfyMbiGXejyOLDX3O3yuYq\nDu43QZsAH+8OxDNWw8LEGsFyBvA8L/t+fz3sF1j19RuK3ysAfHb6X3hsxEMoqipDvC4ukG/Z6a5H\nnM4A95VC8D0SuonGo9D3kZrQI+xzt1pSMTVrPOyJ6aLxPJTc+430fIQQQgghpOMIrYPnX4sILdyu\nZ3WqarDOuH6i6OtOjxN/+WIVnrrlYZyvu4APTn4msDYxBhlJVsS5zYrmvC5vfJuvBxFCSGuIuc2S\nwYMHg2EY8DyPV155RbItwzDIzc1tpZERoPGuZk3/Ach8pi9QVwve6wWj1QImEzzaeLha4VFLnTce\nfU398OQwO+o4JwAe6ZYUrDz0mvgxrK5JweFdefsAAEadEU/d8jDO1V7AluM7wyYQk/qNQTdTF8Fz\nerT1OFNdgp0hE4p0Swru+/FUPDFiPpycExzHQcOwSNAZofea4PP4Am0jyWPqV+IobyziFiI7cyR2\n5e4TPOaDk5/iFzdNl/yMIjmfPz8/D3q0lnRsofGI4zmwDAsja4TOF4epWROw4tBGxedT+t2SisVe\nnRHu2pOKN0p0rA7zBs9EvqMg7AIp3ZKCqVkTkJGYDp03XvL91nA1quIZwOPvAoXgR2WOhP82Cal4\nFGxq1nh0Y3vgyWELwsan5QzgvZHFLKn3q+Z8hBBCCCGkY/DXwVubs7nJWkTonPcXN07DeyeUPw0O\nNM6h6z31km2cHifO111ESkJPLBz+EBq8bnh9Xmg1Whi0ejhdTrB845Kg0jlvLKwHEUJIS4u5zZIh\nQ4a09RCIDJ7n4WYNQKIh9IVWHYPGq4cZjY+eZibGwZaUhqKq0rC2/mJpoTlAjTojfvuzR/FKzhbB\nBb4SRznWHN6MdEsKFo2Yg7grT4MAgEvrxIrDGwX7K3GU46//Xg1bUhqWjJyP5ISuOH++BnADPvia\ntI0kj2nIB9Dkn2K1VvwcrhqkJ/YU/YxCSZ0vkJ+fFgkJARAej8AD8DZ+3/21L5R87yL9bonGYp/y\nfnWsDouGz8aGI++IxrMVhzbClpSGhcPmwOAxir5fL6/uUbNztRcFi1i+cXR7Y/wdPhsX6i/L1l7x\nf34+rw8aX/j41G7uir1f2iwmhBBCCCFi/HXwFg2fjXdP7BFdczhfd1HV+eXWEqyWVHQzdcEz+/8q\n2kbJHD90zhsL60GEENKSYm6zZMuWLW09BNIO+fPLC21giBVLWzJynuhGSbASRzmWf7URi4fPgcGT\nAI+2XnSjJFhRVSlePLgOT/3kYQA6wTZK85iGCUpL58/pvzZH+rvj4yD6GQWTOl8gPz+lnSFEEanY\nFCza3y2l/c4ZeC+2fbcXRVVlkucrqirFiq83YvHQuaL1ObQalVMKiRojJY5ybPtuL+7sO1ryFBSb\nCCGEEEJILNr23V7pNYco1WANZrWkYsHQWfjTP1ZKnkLJHJ8QQjqamNssIUQtofzyYsXS0hJ74nzd\nRdn8oQcKDsLhakwtU1BVDJs5FXUeJwb2vB5V9Q44ZO50LqoqxenLRegV1we8wJ0WoXlMlfDXEkm3\npCA7cyQAYG3OFsmUO1ZLKuJZI1ivTiYf6Th0NXbGpqPvNTkf5ecnRL22qn0h1+89102E2+eR3Sjx\nK6oqRWF1Cfol9IdX0xBW2ySJTVAVzy47HTL9loHVsFh686/w7nd7Wu3zI4QQQgghHZe/PmmJoxxe\nnxc8wzSp56fk+DPVJbJz7ap6h6LaJv61CaBxDm21pITNvf11Uq2WVPzh7y/D6XHKjtM/x+9r6qfo\nfRFCyLUuZjdLLl26hB07diAnJwcVFRX4yU9+gqeeegqvvPIK+vXrh+zs8JoNhITm2mRZDVZ+HV6n\n494fT8J7J/aG1TIJnWhMzhoLhmHw9vHd+ODkp5hx/US8dHBd2GtSGxXbT3yIJcMeBuvVh73mz2Ma\nWU2DcehqbKyjsjt3n+yGTeMxV+sgyOUjBYDHh8yj/PyERFFb1b6Q6pcBgxe+XqP8XKwOLp8bJ2vz\nsDPvY4HaJuMxe+A9+N9/rlZcL2VMr1tQ55a/iNuVtw9LR/wqarVICCGEEEIIESNVnzS4np8UL+vC\nzryPZPvSMBqM6XULtvx3p+K1iTG9bkGizowlI36FWk8dvLwXWkaLBJ0RWujw169WK9oo8duZ9zGW\nDLMLrlkQQkhHE5ObJV988QWWLl2Kmpoa8DwPhmGQlZUFAPjoo4+wcuVKPPDAA3j66afbeKQkFgXn\n2qzhqgTvcjbq4lFRe16wlolfiaMcm4/tQLolBQuGzMLanC0w6eJFXxNbHCx2lMHJOa/m/gwZa6Q1\nDTISbQCAo2e/U7RRIlQHQS4fKeXnJyT62qr2hVi/NYxwfBQiVvvJr7G2ySZYLalYNHw2lh/aJLth\nYrWkguN9SIq3yPZf4ihHjacOSXwXik2EEEIIIaTFyNUnDa3nJ8bJORXNtRPjzPBwHiwcPhvvSdQ2\n8a8/BOr5uWuRxHdBEuIaG/EA3JHN8f2k1iwIIaSj0bT1AEKdPHkSjz76KFwuFx588EG89tprTR4F\nvO+++5CYmIg333wTn3/+eRuOlLQHYkXPOB8nWsskVImjHDvz9mHmgMngfD7R1yTHwYsXX/PXFrAl\npUmeI5CT3xuv6hhCCAkmVxQymNJ4Wewow3sn9mL2wHsl2/lrI209vltxMUi1BeQJIYQQQghRIpL6\npCu+3giPtl60jeK5Ns+D53lsOyFT2wSN6w/vndgL8Lzo3DiSOX6T4yTWLAghpCOJuSdL1q5dC6/X\ni02bNmHEiBFhr997770YMGAApk2bhi1btmD0aOmir0o8//zzeO211/Dmm29i2LBhzT4faVsajQYe\nrRM1njrwjE+wjV6rF6xlIsbfzqQ3Yv6Q+8PqmQCNuUX9T3qE5xkFfKwb7JU0VxzraprvH0YsHjoP\nhdXFimsatFUdBEJIU/58xqE1PELzGStt13r9sor6Eav9JKbYUQYNw2Du4JnY98M/wlIIhNVaUljU\nUsdoQQ+REEIIIYSQlnC1xoh8xgdAvtYHq1E219Zr9WjwulDsUFZHsNhRBh94GDR6QGC5Q2m/Yccx\nLM21CSEEMbhZkpOTgxtuuEFwo8TvRz/6EQYNGoTTp083u7/jx49j8+bNzT4PiQ0uXS1OXy7Cnu8/\nQ4mjHFOyxgkWHNYwGhw482VE5z5QcBB9OtmxLuetsJyhBwoO4rbMm/HhqQOieUYzOlnx0MB7cKHu\nkki+/wnoZbFGlJO/reogEEIaKc1nHI28x9Hud+6gnysqyJ6dOTLieLn3+88xIm0QBqcMwIS+2YHi\nlJW155vUWkq3pKCy9rzs+dItKTDpjYAromEQQgghhBCiiNIaI8Gkan2YWKOiubaB1atam7ipx3WC\nc2Ol/QazWlJhZE0APchNCCGxt1lSV1eHrl27yrYzm82oqZGv1yDF7XbjmWeeAcfR44bXggZdLZYf\n2thkUnCg4CAmZ43F5mM7mrQ9V3sh4jyeJY5yVNZdCPz/0JolPRK6ieb017E6TOo3Guu/eVsi3//V\n3KdmPqnxBQU5+duqDgIhHZ3SfMaPDXsIa3PexOlLhZLt5PIeR9Jvr852LBj6AFYeek203UsH1+Pu\n6ybgtf+8J9lf94SuquLlhL7ZWJfzlmS77MyR2JW7T/Z82Zkj4fJ4oAU9KUcIIYQQQqJPaY2RYFK1\nPljOgKlZE7Di0Ebpfj31qubaTk8DLAi/dlDab7CpWeOh5fS0hkAIIYjBmiU9e/ZEbm6uZEoSjuOQ\nm5uLHj16NKuvV199FYWFhbj55pubdR7S9lwCGyUA4HDVgGEYpFtSmvzczblV9RN6XHDNks7xSaI5\n/ZXm+1eS+5QQ0vYiyWe8/NBG/MQ2RLadku++0n5/YhuC5V9Jt3O4auDjfWHxMYyKFGFKjrNaUgEA\n1S7pGx/87Tw+6YLxhBBCCCGEqBXtWh88z8NmSZWda6vtV2xuzPM8MhLTZeub+tmT0mBPTFeVFpgQ\nQq5FMbdZMnr0aJSXl2P58uWibVauXInKykpkZ2er7ufkyZNYv3495s+fj969e6s+D2l7Go0Gpy8X\niW5EvH18N6ZeSccVoDBHfhiB4/z96lmd4Bgizffvz33KqB0jIaRFRZrPOLiukRS5777SfiOJOf74\n6N+QEOlY9jyRHme1pOJXQ+7HPwu/ljxFcCF4llGXf5kQQgghhBA5zar1IYBhGJRUl4evRYQ3VNWv\njhFPFKPzxmPh0DmyGyb2pDQ8NmxOROmACSHkWhdzmyXz589Hamoq1q9fj2nTpuH5558HABQXF+PV\nV1/FzJkzsX79enTr1g1z585V1QfHcXj22Wdhs9kwf/78aA6fqMAwDHxaN2qYKlTxF1HDVMGndSve\nLHBrndjz/Weir3s4D9bmbEF25kj84qbpSLek4FztBfm7qUNI5dY/UHAQLq/wnR1q8v3vzPsYXpaS\n8xMSi9TkM/bXNZIj9d1X2m8kMccfHyf0zcbDQ2aFxcV0Swp6mLqqipepCclhx1ktqVg0fDYm9M3G\nX75YhZ/ahwXicujxv7hpOm7LvBlrc7agZ0L3xjzKhBBCCCGEtIB4XZyqOa9JHy+4nsGxbuzI/TBs\nLSL0+C7xnVT1axTp17+OYvAasXjoXCwaPkdkTj4Hi4bOVZQGmBBCOpKYq1mSmJiILVu24IknnsB/\n/vMfnDhxAgBw7NgxHDt2DADQv39/LFu2DJ07d1bVx6ZNm5Cbm4utW7dCrw/PLdlc3bpJ3z1Mrrrg\nvIT8i4XY/t2HYcWHp193B3p3yUBXYyfJc+RfvCh7B7WH82Dz0e2wGMzIzhyJNEtPpCX2wKqv31A8\nVqnc+iWOcjhc1YKvqcn3X+wog0fjQo9uXSI6jrQfFCfUi/ZnF+n5Shzlqmt4yJH67ivtN9KY4+E8\neDVnC/5w22Lcah8Boz4+UJDd6a5HnbsBE/uOxtqcNxWfMztzJCzxifj9rYvgcNXA6+Og1bCwGMxI\njDPjUMl/4PQ4m8RlqULw06+/Az06qfubT5qHYlXH095+59EYb3t7zyQ6YvH3HotjItEVye+Y/nto\nXWXVdcjOuDms3qkYHavDgzfNQH5VIXbmfhy2njF74L2Bn0nNed88tgOjMkcq7hdonGvXe+qxNmeL\nzDqKGSmduuP65L6Cc/L2jL4fhJCWEnObJUBj3ZKtW7fiv//9L77++mucPXsWHMehe/fuGDx4MIYP\nH6763GfOnMHq1asxc+ZM3HTTTVEcNYlUZe15vHhwvWjx4WVfboAtKQ1LRs5HckJX0fN4fV7FfTpc\nNdiV17jh8cfbHke6JUXRoqKS3PqiuUZV5v70qsxdSghpWZHEnCYUxgKx777iflXGnLM157Dlv+8L\nvvbw0FmwWlJR7CiTPY8/XjZ4Xehp7i54Ida7SwZsSWkoqiptEpeF2JPS0KuTTeG7IIQQQgghJHJu\nzh2odyq3RqBjdVg0fDbeOLpdcH5c4ijH2ZrKJj+TmvMq7Re4OteudYcXhhdbR0mMa/+bI4QQ0lpi\ncrPE74YbbsANN9wQtfPxPI9nn30WXbp0weOPPx6184Y6f166WC1pLFL88uENioojv3hwHRYPnSua\nR5OVyNUppaLuAqZmjZMtvO7Pmb82Z4v0CcXShqnMQcpz9N/Stch/B4ya3y3dPdMoWt8Ltb8LvgVq\neDQ5v8h3X3G/LTC+jUfexcLhs7HtxF7JDZPgePnnW5dKfLZaLBw6R7ZYvT+PMu/U4byT4mFrak6s\naq8oxjZqb7/z5oy3I/53Tq6Kpd97R/hvkWJsIyW/447w30Ms4hkGbx/fjQVDZsmuEcwZeC/ek5kX\nRzInV9pv8Fz76VseEW2nZB2lvaLvhzCKsYRET5tvllRWVso3kpCcnKy47dtvv40jR45g/fr1MJko\n93lbibQ4sr/ocV9TP/ACd0wn6EyK78LwS7ek4GxNJT48dQCzB94LDcNg7/efhz3Cmp05EgCwNmcL\nPJxwTRJ/W7HX/fVRIhmf1ZLamJ9f5Q3shJCWY2KNqmKOWM2jYFZLKhK0CfDxbtRxTnA+DqyGhYk1\nwsQoi3VqYo7c+DycBysObcLTtzyCEkc5Pi/4t2S8DNQYkYhh/jzKhdUleD/voybns1pSMTVrPOyJ\n6dB5rq0LPEIIIYQQEntMrBE9Erphbc4WzBwwGUBj3cHQOe+4PrcCYAIbJf70Wt0TugbSa52rvQCn\nu17xnNxfR3D2wHsB8Pjw1AHJuXaPhG5weuolzym3jkIIIURYm2+W/OxnP1NcyDsUwzDIzc1V3P6T\nTz4BAMybN0/w9QceeAAAsH//fqSlpakaE5GnpjjyzryPsWSYHaw3vMaM3mvEpH5jsObwZsXnm9R/\nDBgweGjgPaioPYdvyo5jSOoNmNA3G13jO0Gj0eDbypNNcuZLGdPrp8hMsgq+dqDgICZnjY0oB+nU\nrPHQcnrwoEkNIbGG5QyYmjUBKw5tVHyMVM0jPx2rw7zBM5HvKAjbPEi3pOCe6yYqinVqYo6S8Xk4\nD14/ug0jrYMxOGWAZI0RpTFM541HX1M/PDnMDrfGBa+PA88BRtYILWcA76UYSAghhBBCWl7wHF+q\nxkh1Qw2+LDkCHavDfQMmg+d5HDjzZdjc/cGbpkPH3oLX/vOeov49nAf13gbsP/3vwNqE2Fx7Yr/R\neOf4B7LnlFpHIYQQIqzNN0tSUlJara8pU6Zg6NChYT//17/+hf/+97+YMmUKUlNTkZiY2Gpj6oic\nnFNVwXMn54QZ4X/kfT4fenWyK86nb7Okwemux+tHtzX5eWn1WQDA/CH3w6pfzDwAACAASURBVOV1\n4Uj5t4o2SqyWVHA8B1ajCeTgD+Zw1USUg9SelAZ7YjotEhISo3ieR0ZiuuD3XYiSmkf+vMcbjrwj\nWsfpxS/XKaodEmnMUTK+4HFY4hKxLuct0TaRxjCe56Hx6pF+paj9+fM1gBe0WUwIIYQQQlpN6Bxf\nrMbI/CH3o6L2vGTarBJHOSrrLsLH+yKek5dWnw2sTYi162rsjLKaCtlzSq2jEEIIEdbmmyUHDhxo\ntb6mTp0q+PPq6urAZsmwYcNabTwdlWghdLnjePHjNLwG91w/Ee+e2COb43PG9XfiQv1l8Y54XlXO\n0D/87HHRHPxKz+fPz09pZwiJbTpvvOKaG48Oewhrc96UPN+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9M3emaXa9pCTaZtwf4BBLu6YTz/wpL9vQ+DwYBAV5eiG1mgPMZElUlLXMkW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\nY95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uXYtf//rXWmapKavVCgBwOBxBlzscDiQkJPRklfoEi2hGpjUt6DKnpyXkslAyrWlI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\nR48KSZKEq6urVq5NRF2PvsRc+Xf1Z599prQ1NjYKDw8PJcYdP35c2VZUVCQ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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 705, + "width": 805 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 一行命令画出四个变量的配对关系\n", + "sns.pairplot(iris, hue=\"species\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 作业7-2：\n", + "* 模仿上述例子，画出花萼宽度和长度的散点图，使用品种划分数据\n", + "* 模仿上述例子，画出花萼的长度的箱线图，使用品种划分数据" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 选做作业：波士顿房价数据的可视化\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from sklearn import datasets\n", + "boston_dataset = datasets.load_boston()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "X_full = boston_dataset.data #导入特征\n", + "Y = boston_dataset.target #导入目标： 房屋中间价 1000美元计价。" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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CRIMZNINDUSCHASNOXRMAGEDISRADTAXPTRATIOBLSTATPRICE
00.0063218.02.310.00.5386.57565.24.09001.0296.015.3396.904.9824.0
10.027310.07.070.00.4696.42178.94.96712.0242.017.8396.909.1421.6
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30.032370.02.180.00.4586.99845.86.06223.0222.018.7394.632.9433.4
40.069050.02.180.00.4587.14754.26.06223.0222.018.7396.905.3336.2
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" + ], + "text/plain": [ + " CRIM ZN INDUS CHAS NOX RM AGE DIS RAD TAX \\\n", + "0 0.00632 18.0 2.31 0.0 0.538 6.575 65.2 4.0900 1.0 296.0 \n", + "1 0.02731 0.0 7.07 0.0 0.469 6.421 78.9 4.9671 2.0 242.0 \n", + "2 0.02729 0.0 7.07 0.0 0.469 7.185 61.1 4.9671 2.0 242.0 \n", + "3 0.03237 0.0 2.18 0.0 0.458 6.998 45.8 6.0622 3.0 222.0 \n", + "4 0.06905 0.0 2.18 0.0 0.458 7.147 54.2 6.0622 3.0 222.0 \n", + "\n", + " PTRATIO B LSTAT PRICE \n", + "0 15.3 396.90 4.98 24.0 \n", + "1 17.8 396.90 9.14 21.6 \n", + "2 17.8 392.83 4.03 34.7 \n", + "3 18.7 394.63 2.94 33.4 \n", + "4 18.7 396.90 5.33 36.2 " + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 将数据转化为dataframe\n", + "boston = pd.DataFrame(X_full)\n", + "boston.columns = boston_dataset.feature_names\n", + "boston[\"PRICE\"] = Y \n", + "boston.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "更多信息请查看 http://archive.ics.uci.edu/ml/datasets/Housing\n", + "\n", + "** 变量名字解释:**\n", + "1. CRIM: per capita crime rate by town 犯罪率\n", + "2. ZN: proportion of residential land zoned for lots over 25,000 sq.ft. 后院面积大于25000平方英尺的比例\n", + "3. INDUS: proportion of non-retail business acres per town \n", + "4. CHAS: Charles River dummy variable (= 1 if tract bounds river; 0 otherwise) 是否靠近查尔斯河\n", + "5. NOX: nitric oxides concentration (parts per 10 million) nitric oxides浓度\n", + "6. RM: average number of rooms per dwelling \n", + "7. AGE: proportion of owner-occupied units built prior to 1940 \n", + "8. DIS: weighted distances to five Boston employment centres \n", + "9. RAD: index of accessibility to radial highways \n", + "10. TAX: full-value property-tax rate per \\$10,000 \n", + "11. PTRATIO: pupil-teacher ratio by town \n", + "12. B: 1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town \n", + "13. LSTAT: % lower status of the population 下层经济阶层百分比\n", + "14. MEDV: Median value of owner-occupied homes in $1000's" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python [default]", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/xinda/lesson07/iris.txt b/xinda/lesson07/iris.txt new file mode 100644 index 0000000..a395342 --- /dev/null +++ b/xinda/lesson07/iris.txt @@ -0,0 +1,152 @@ +sepal_length,sepal_width,petal_length,petal_width,species +5.1,3.5,1.4,0.2,Iris-setosa +4.9,3.0,1.4,0.2,Iris-setosa +4.7,3.2,1.3,0.2,Iris-setosa +4.6,3.1,1.5,0.2,Iris-setosa +5.0,3.6,1.4,0.2,Iris-setosa +5.4,3.9,1.7,0.4,Iris-setosa +4.6,3.4,1.4,0.3,Iris-setosa +5.0,3.4,1.5,0.2,Iris-setosa +4.4,2.9,1.4,0.2,Iris-setosa +4.9,3.1,1.5,0.1,Iris-setosa +5.4,3.7,1.5,0.2,Iris-setosa +4.8,3.4,1.6,0.2,Iris-setosa +4.8,3.0,1.4,0.1,Iris-setosa +4.3,3.0,1.1,0.1,Iris-setosa +5.8,4.0,1.2,0.2,Iris-setosa +5.7,4.4,1.5,0.4,Iris-setosa +5.4,3.9,1.3,0.4,Iris-setosa +5.1,3.5,1.4,0.3,Iris-setosa +5.7,3.8,1.7,0.3,Iris-setosa +5.1,3.8,1.5,0.3,Iris-setosa +5.4,3.4,1.7,0.2,Iris-setosa +5.1,3.7,1.5,0.4,Iris-setosa +4.6,3.6,1.0,0.2,Iris-setosa +5.1,3.3,1.7,0.5,Iris-setosa +4.8,3.4,1.9,0.2,Iris-setosa +5.0,3.0,1.6,0.2,Iris-setosa +5.0,3.4,1.6,0.4,Iris-setosa +5.2,3.5,1.5,0.2,Iris-setosa +5.2,3.4,1.4,0.2,Iris-setosa +4.7,3.2,1.6,0.2,Iris-setosa +4.8,3.1,1.6,0.2,Iris-setosa +5.4,3.4,1.5,0.4,Iris-setosa +5.2,4.1,1.5,0.1,Iris-setosa +5.5,4.2,1.4,0.2,Iris-setosa +4.9,3.1,1.5,0.1,Iris-setosa +5.0,3.2,1.2,0.2,Iris-setosa +5.5,3.5,1.3,0.2,Iris-setosa +4.9,3.1,1.5,0.1,Iris-setosa 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b/xinda/lesson07/sample-salesv3.xlsx differ diff --git a/xinda/lesson08/Lesson8_CaseStudy_Titanic.ipynb b/xinda/lesson08/Lesson8_CaseStudy_Titanic.ipynb new file mode 100644 index 0000000..1058b18 --- /dev/null +++ b/xinda/lesson08/Lesson8_CaseStudy_Titanic.ipynb @@ -0,0 +1,2412 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 第八课：案例分析 - 泰坦尼克数据" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 本节课将重点分析泰坦尼克号沉船事故，我们将探索是**什么因素决定了最后是否生还**。\n", + "* 我们将将前面课程所学过的知识点融会贯通，举一反三\n", + "* 新增知识点：\n", + " * 缺失值处理：pandas中的fillna()方法\n", + " * 数据透视表：pandas中的pivot_table函数" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 泰坦尼克号背景介绍\n", + "泰坦尼克号是一艘奥林匹克级邮轮，于1912年4月首航时撞上冰山后沉没。泰坦尼克号由位于北爱尔兰贝尔法斯特的哈兰·沃尔夫船厂兴建，是当时最大的客运轮船，由于其规模相当一艘现代航空母舰，因而号称“上帝也沉没不了的巨型邮轮”。在泰坦尼克号的首航中，从英国南安普敦出发，途经法国瑟堡-奥克特维尔以及爱尔兰昆士敦，计划横渡大西洋前往美国纽约市。但因为人为错误，于1912年4月14日船上时间夜里11点40分撞上冰山；2小时40分钟后，即4月15日凌晨02点20分，船裂成两半后沉入大西洋，死亡人数超越1500人，堪称20世纪最大的海难事件，同时也是最广为人知的海难之一。\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1、数据导入和观察" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# 读取常用的包\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "%config InlineBackend.figure_format = 'retina'" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# 读取数据\n", + "titanic_df = pd.read_csv('titanic.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassNameSexAgeSibSpParchTicketFareCabinEmbarked
0103Braund, Mr. Owen Harrismale22.010A/5 211717.2500NaNS
1211Cumings, Mrs. John Bradley (Florence Briggs Th...female38.010PC 1759971.2833C85C
2313Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.9250NaNS
3411Futrelle, Mrs. Jacques Heath (Lily May Peel)female35.01011380353.1000C123S
4503Allen, Mr. William Henrymale35.0003734508.0500NaNS
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" + ], + "text/plain": [ + " PassengerId Survived Pclass \\\n", + "0 1 0 3 \n", + "1 2 1 1 \n", + "2 3 1 3 \n", + "3 4 1 1 \n", + "4 5 0 3 \n", + "\n", + " Name Sex Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22.0 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n", + "2 Heikkinen, Miss. Laina female 26.0 0 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n", + "4 Allen, Mr. William Henry male 35.0 0 \n", + "\n", + " Parch Ticket Fare Cabin Embarked \n", + "0 0 A/5 21171 7.2500 NaN S \n", + "1 0 PC 17599 71.2833 C85 C \n", + "2 0 STON/O2. 3101282 7.9250 NaN S \n", + "3 0 113803 53.1000 C123 S \n", + "4 0 373450 8.0500 NaN S " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 查看前五行数据\n", + "titanic_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** 数据字段说明 **\n", + "\n", + "* PassengerId: 乘客的id\n", + "* Survival: \t是否幸存\t0 = No, 1 = Yes\n", + "* Pclass:\t舱位 class\t1 = 1st, 2 = 2nd, 3 = 3rd\n", + "* Name: 姓名\n", + "* Sex:\t 性别\n", + "* Age:\t 年龄\n", + "* SibSp:\t 船上兄弟姐妹以及配偶的个数\n", + "* Parch: 船上父母以及者子女的个数\n", + "* Ticket:\t船票号码\t\n", + "* Fare:\t票价\n", + "* Cabin:\t船舱号码\n", + "* Embarked: 登船码头 C = Cherbourg, Q = Queenstown, S = Southampton" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** 变量类型**\n", + "* 数值变量：Age, SibSp, Parch, 和Fare。\n", + "* 分类变量：Pcalss, Sex, Cabin, 和Embarked。Survived是结果。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 数据的统计描述" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 数值变量" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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SurvivedAgeSibSpParch
count891.000000714.000000891.000000891.000000
mean0.38383829.6991180.5230080.381594
std0.48659214.5264971.1027430.806057
min0.0000000.4200000.0000000.000000
25%0.00000020.1250000.0000000.000000
50%0.00000028.0000000.0000000.000000
75%1.00000038.0000001.0000000.000000
max1.00000080.0000008.0000006.000000
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" + ], + "text/plain": [ + " Survived Age SibSp Parch\n", + "count 891.000000 714.000000 891.000000 891.000000\n", + "mean 0.383838 29.699118 0.523008 0.381594\n", + "std 0.486592 14.526497 1.102743 0.806057\n", + "min 0.000000 0.420000 0.000000 0.000000\n", + "25% 0.000000 20.125000 0.000000 0.000000\n", + "50% 0.000000 28.000000 0.000000 0.000000\n", + "75% 1.000000 38.000000 1.000000 0.000000\n", + "max 1.000000 80.000000 8.000000 6.000000" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# describe函数查看部分变量的分布\n", + "# 因为Survived是0-1变量，所以均值就是幸存人数的百分比，这个用法非常有用\n", + "titanic_df[[\"Survived\",\"Age\", \"SibSp\", \"Parch\"]].describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 分类变量" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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NameSexTicketCabinEmbarked
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topCherry, Miss. GladysmaleCA. 2343B96 B98S
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" + ], + "text/plain": [ + " Name Sex Ticket Cabin Embarked\n", + "count 891 891 891 204 889\n", + "unique 891 2 681 147 3\n", + "top Cherry, Miss. Gladys male CA. 2343 B96 B98 S\n", + "freq 1 577 7 4 644" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 使用include=[np.object]来查看分类变量\n", + "# count: 非缺失值的个数\n", + "# unique: 非重复值得个数\n", + "# top: 最高频值\n", + "# freq: 最高频值出现次数\n", + "titanic_df.describe(include=[np.object])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 不同舱位的分布情况是怎样的呢？\n", + "\n", + "*我们通过这个例子来复习 value_counts 和 group_by*" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "3 0.551066\n", + "1 0.242424\n", + "2 0.206510\n", + "Name: Pclass, dtype: float64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 方法1: value_counts\n", + "# 查看不同舱位的分布\n", + "# 头等舱：24%； 二等舱：21%； 三等舱：55%\n", + "# value_counts 频数统计， len() 获取数据长度\n", + "titanic_df.Pclass.value_counts() / len(titanic_df) #value_counts在第5节课中讲解过" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Pclass\n", + "3 0.551066\n", + "1 0.242424\n", + "2 0.206510\n", + "dtype: float64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 方法2：group_by\n", + "# sort_values 将结果排序\n", + "(titanic_df.groupby(\"Pclass\").agg(\"size\") / len(titanic_df)).sort_values(ascending=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 作业8-1：\n", + "查看Embarked(登船码头)人数分布的百分比" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2、缺失值处理\n", + "* 真实数据往往某些变量会有缺失值。\n", + "* 这里，cabin有超过70%以上的缺失值，我们可以考虑直接丢掉这个变量。 -- 删除某一列数据\n", + "* 像Age这样的重要变量，有20%左右的缺失值，我们可以考虑用中位值来填补。-- 填补缺失值\n", + "* 我们一般不提倡去掉带有缺失值的行，因为其他非缺失的变量可能提供有用的信息。-- 删除带缺失值的行" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 891 entries, 0 to 890\n", + "Data columns (total 12 columns):\n", + "PassengerId 891 non-null int64\n", + "Survived 891 non-null int64\n", + "Pclass 891 non-null int64\n", + "Name 891 non-null object\n", + "Sex 891 non-null object\n", + "Age 714 non-null float64\n", + "SibSp 891 non-null int64\n", + "Parch 891 non-null int64\n", + "Ticket 891 non-null object\n", + "Fare 891 non-null float64\n", + "Cabin 204 non-null object\n", + "Embarked 889 non-null object\n", + "dtypes: float64(2), int64(5), object(5)\n", + "memory usage: 83.6+ KB\n" + ] + } + ], + "source": [ + "# 总共有891个乘客\n", + "# Age有714个非缺失值，Cabin只有204个非缺失值。我们将会讲解如何处理缺失值\n", + "titanic_df.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 填补年龄数据中的缺失值\n", + "* 直接使用所有人年龄的中位数来填补" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "count 714.000000\n", + "mean 29.699118\n", + "std 14.526497\n", + "min 0.420000\n", + "25% 20.125000\n", + "50% 28.000000\n", + "75% 38.000000\n", + "max 80.000000\n", + "Name: Age, dtype: float64" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 在处理之前，查看Age列的统计值\n", + "titanic_df.Age.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "count 891.000000\n", + "mean 29.361582\n", + "std 13.019697\n", + "min 0.420000\n", + "25% 22.000000\n", + "50% 28.000000\n", + "75% 35.000000\n", + "max 80.000000\n", + "Name: Age, dtype: float64" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 重新载入原始数据\n", + "titanic_df=pd.read_csv(\"titanic.csv\")\n", + "\n", + "# 计算所有人年龄的均值\n", + "age_median1 = titanic_df.Age.median()\n", + "\n", + "# 使用fillna填充缺失值，inplace=True表示在原数据titanic_df上直接进行修改\n", + "titanic_df.Age.fillna(age_median1, inplace=True)\n", + "\n", + "# 查看Age列的统计值\n", + "titanic_df.Age.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 考虑性别因素，分别用男女乘客各自年龄的中位数来填补" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "count 891.000000\n", + "mean 29.441268\n", + "std 13.018747\n", + "min 0.420000\n", + "25% 22.000000\n", + "50% 29.000000\n", + "75% 35.000000\n", + "max 80.000000\n", + "Name: Age, dtype: float64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 重新载入原始数据\n", + "titanic_df=pd.read_csv(\"titanic.csv\")\n", + "\n", + "# 分组计算男女年龄的中位数， 得到一个Series数据，索引为Sex\n", + "age_median2 = titanic_df.groupby('Sex').Age.median()\n", + "\n", + "# 设置Sex为索引\n", + "titanic_df.set_index('Sex', inplace=True)\n", + "# 使用fillna填充缺失值，根据索引值填充\n", + "titanic_df.Age.fillna(age_median2, inplace=True)\n", + "# 重置索引，即取消Sex索引\n", + "titanic_df.reset_index(inplace=True)\n", + "\n", + "# 查看Age列的统计值\n", + "titanic_df.Age.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 同时考虑性别和舱位因素" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "count 891.000000\n", + "mean 29.112424\n", + "std 13.304424\n", + "min 0.420000\n", + "25% 21.500000\n", + "50% 26.000000\n", + "75% 36.000000\n", + "max 80.000000\n", + "Name: Age, dtype: float64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 重新载入原始数据\n", + "titanic_df=pd.read_csv(\"titanic.csv\")\n", + "\n", + "# 分组计算不同舱位男女年龄的中位数， 得到一个Series数据，索引为Pclass,Sex\n", + "age_median3 = titanic_df.groupby(['Pclass', 'Sex']).Age.median()\n", + "\n", + "# 设置Pclass, Sex为索引， inplace=True表示在原数据titanic_df上直接进行修改\n", + "titanic_df.set_index(['Pclass','Sex'], inplace=True)\n", + "# 使用fillna填充缺失值，根据索引值填充\n", + "titanic_df.Age.fillna(age_median3, inplace=True)\n", + "# 重置索引，即取消Pclass,Sex索引\n", + "titanic_df.reset_index(inplace=True)\n", + "\n", + "# 查看Age列的统计值\n", + "titanic_df.Age.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3、分析哪些因素会决定生还概率\n", + "\n", + "### 3-1 舱位与生还概率\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 计算每个舱位的生还概率" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Survived\n", + "Pclass \n", + "1 0.629630\n", + "2 0.472826\n", + "3 0.242363" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 方法2：我们还可以使用pivot_table函数来实现同样的功能（本次课新内容）\n", + "# pivot table中文为数据透视表\n", + "# values: 聚合后被施加计算的值，这里我们施加mean函数\n", + "# index: 分组用的变量\n", + "# aggfunc: 定义施加的函数\n", + "titanic_df.pivot_table(values='Survived', index='Pclass', aggfunc=np.mean)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 绘制舱位和生还概率的条形图" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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kSVLfajQAZOaqiHgF1QO6S4E31Kf+sv4ZoFomtEdm3t5GF+vX5UMtzo8c37DVBSLiLcCr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\nwDeBfwAeA/bOzBu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Survived
Sex
female0.742038
male0.188908
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" + ], + "text/plain": [ + " Survived\n", + "Sex \n", + "female 0.742038\n", + "male 0.188908" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 方法1：groupby\n", + "titanic_df[[\"Sex\", \"Survived\"]].groupby('Sex').mean() \\\n", + " .sort_values(by='Survived', ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Survived
Sex
female0.742038
male0.188908
\n", + "
" + ], + "text/plain": [ + " Survived\n", + "Sex \n", + "female 0.742038\n", + "male 0.188908" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 方法2：pivot_table\n", + "titanic_df.pivot_table(values='Survived', index='Sex', aggfunc=np.mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Survived
PclassSex
1female0.968085
male0.368852
2female0.921053
male0.157407
3female0.500000
male0.135447
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" + ], + "text/plain": [ + " Survived\n", + "Pclass Sex \n", + "1 female 0.968085\n", + " male 0.368852\n", + "2 female 0.921053\n", + " male 0.157407\n", + "3 female 0.500000\n", + " male 0.135447" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 方法1：groupby\n", + "titanic_df[['Pclass','Sex', 'Survived']].groupby(['Pclass', 'Sex']).mean() " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Survived
PclassSex
1female0.968085
male0.368852
2female0.921053
male0.157407
3female0.500000
male0.135447
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" + ], + "text/plain": [ + " Survived\n", + "Pclass Sex \n", + "1 female 0.968085\n", + " male 0.368852\n", + "2 female 0.921053\n", + " male 0.157407\n", + "3 female 0.500000\n", + " male 0.135447" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 方法2：pivot_table\n", + "titanic_df.pivot_table(values='Survived', index=['Pclass', 'Sex'], aggfunc=np.mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Sexfemalemale
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30.5000000.135447
\n", + "
" + ], + "text/plain": [ + "Sex female male\n", + "Pclass \n", + "1 0.968085 0.368852\n", + "2 0.921053 0.157407\n", + "3 0.500000 0.135447" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 方法3：pivot_talbe\n", + "# columns指定另一个分类变量，只不过我们将它列在列里而不是行里，这也是为什么这个变量称为columns\n", + "titanic_df.pivot_table(values='Survived', index='Pclass', columns=\"Sex\", aggfunc=np.mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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AM2VOGZ2dlvpExPgGjq9V2r6WUtqB7CnA+sAEsvEDp0TEl3m0VZIkSWqP8g4A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\nXkmSJElNyz0AAETEJ8DZpZc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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 262, + "width": 384 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制条形图：使用sns.barplot\n", + "sns.barplot(data=titanic_df, x='Pclass', y='Survived', hue='Sex', ci=None)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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TJ47lxx/nU15eQWZmNx555HHS0hrzxhsTmTt3NqWlpVhWR+6//xHat+9wuI2ff/6Rjz76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\nWs/0ydWjXaKKVH86ne0CdQFnKbp6zrjc6TxnOPr6DRbn8prrL+LNtyw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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 262, + "width": 384 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制折线图：使用sns.pointplot\n", + "sns.pointplot(data=titanic_df, x='Pclass', y='Survived', hue='Sex', ci=None)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**结论**：在各个舱位中，女性的生还概率都远大于男性。一二等舱的女性生还率接近，且远大于三等舱。一等舱的男性生还率大于二三等舱，二三等舱的男性生还率接近。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 作业8-2：\n", + "分别使用groupby和pivot_table, 计算在不同舱位中男女乘客的人数。（提示，使用count。）" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3-4 年龄与生还情况\n", + "与上面的舱位、性别这些分类变量不同，年龄是一个连续的变量。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 生还组和罹难组的年龄分布直方图" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 209, + "width": 424 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 使用seaborn包中的 FacetGrid().map() 来快速生成高质量图片（在第七节课中讲解过）\n", + "# col='Survived'指定将图片在一行中做出生还和罹难与年龄的关系图\n", + "sns.FacetGrid(titanic_df, col='Survived').\\\n", + " map(plt.hist, 'Age', bins=20, normed=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**结论**：儿童有更高的生还可能。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 作业 8-3： \n", + "考虑舱位因素后，绘制生还组和罹难组的年龄分布直方图\n", + "*提示：FacetGrid参数中同时设置col和row*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ** 将连续型变量离散化**\n", + "* 连续型变量离散化是建模中一种常用的方法\n", + "* 离散化指的是将某个变量的所在区间分割为几个小区间，落在同一个区间的观测值用同一个符号表示\n", + "* 以年龄为例，最小值是0.42（婴儿），最大值是80，如果我们想产生一个五个级（levels），我们可使用cut或者qcut函数\n", + "* cut函数将年龄的区间均匀分割为5分，而qcut则选取区间以至于每个区间里的观察值个数都是一样的（五等分）， 这里演示中使用cut函数。" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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PclassSexPassengerIdSurvivedNameAgeSibSpParchTicketFareCabinEmbarkedAgeBand
03male10Braund, Mr. Owen Harris22.010A/5 211717.2500NaNS(16.336, 32.252]
11female21Cumings, Mrs. John Bradley (Florence Briggs Th...38.010PC 1759971.2833C85C(32.252, 48.168]
23female31Heikkinen, Miss. Laina26.000STON/O2. 31012827.9250NaNS(16.336, 32.252]
31female41Futrelle, Mrs. Jacques Heath (Lily May Peel)35.01011380353.1000C123S(32.252, 48.168]
43male50Allen, Mr. William Henry35.0003734508.0500NaNS(32.252, 48.168]
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" + ], + "text/plain": [ + " Pclass Sex PassengerId Survived \\\n", + "0 3 male 1 0 \n", + "1 1 female 2 1 \n", + "2 3 female 3 1 \n", + "3 1 female 4 1 \n", + "4 3 male 5 0 \n", + "\n", + " Name Age SibSp Parch \\\n", + "0 Braund, Mr. Owen Harris 22.0 1 0 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... 38.0 1 0 \n", + "2 Heikkinen, Miss. Laina 26.0 0 0 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) 35.0 1 0 \n", + "4 Allen, Mr. William Henry 35.0 0 0 \n", + "\n", + " Ticket Fare Cabin Embarked AgeBand \n", + "0 A/5 21171 7.2500 NaN S (16.336, 32.252] \n", + "1 PC 17599 71.2833 C85 C (32.252, 48.168] \n", + "2 STON/O2. 3101282 7.9250 NaN S (16.336, 32.252] \n", + "3 113803 53.1000 C123 S (32.252, 48.168] \n", + "4 373450 8.0500 NaN S (32.252, 48.168] " + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 我们使用cut函数\n", + "# 我们可以看到每个区间的大小是固定的，大约是16岁\n", + "titanic_df['AgeBand'] = pd.cut(titanic_df['Age'], 5)\n", + "titanic_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 查看落在不同年龄区间里的人数" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.34, 16.336] 100\n", + "(16.336, 32.252] 493\n", + "(32.252, 48.168] 218\n", + "(48.168, 64.084] 69\n", + "(64.084, 80.0] 11\n", + "Name: AgeBand, dtype: int64" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 方法1：value_counts(), sort=False表示不需要将结果排序\n", + "titanic_df.AgeBand.value_counts(sort=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Survived
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(32.252, 48.168]218
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" + ], + "text/plain": [ + " Survived\n", + "AgeBand \n", + "(0.34, 16.336] 100\n", + "(16.336, 32.252] 493\n", + "(32.252, 48.168] 218\n", + "(48.168, 64.084] 69\n", + "(64.084, 80.0] 11" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 方法2：pivot_table\n", + "titanic_df.pivot_table(values='Survived',index='AgeBand', aggfunc='count')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 查看各个年龄区间的生还率" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Survived\n", + "AgeBand \n", + "(0.34, 16.336] 0.550000\n", + "(16.336, 32.252] 0.336714\n", + "(32.252, 48.168] 0.412844\n", + "(48.168, 64.084] 0.434783\n", + "(64.084, 80.0] 0.090909" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titanic_df.pivot_table(values='Survived',index='AgeBand', aggfunc=np.mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0, 1, 2, 3, 4]), )" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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JkpZe3TUA/wBWpjz0zwNOAb6TmVfWfB1JkiRJw1B3AFgeOIvSxOf8qiOwJEmSpC5RdwBY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\ne2I+FBzzrr3r4gotTfAGTjdI+m0y92R1RbXzI19rFGkeDZ/UCG5pPI2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Sexfemalemale
AgeBand
(0.34, 16.336]0.6734690.431373
(16.336, 32.252]0.7012200.155015
(32.252, 48.168]0.8181820.191489
(48.168, 64.084]0.9166670.177778
(64.084, 80.0]NaN0.090909
\n", + "
" + ], + "text/plain": [ + "Sex female male\n", + "AgeBand \n", + "(0.34, 16.336] 0.673469 0.431373\n", + "(16.336, 32.252] 0.701220 0.155015\n", + "(32.252, 48.168] 0.818182 0.191489\n", + "(48.168, 64.084] 0.916667 0.177778\n", + "(64.084, 80.0] NaN 0.090909" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 查看落在不同区间里男女的生还概率\n", + "titanic_df.pivot_table(values='Survived',index='AgeBand', columns='Sex', aggfunc=np.mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0, 1, 2, 3, 4]), )" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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VfjdsWM/jj/+DKVOyufvuPxEdHVhHc+211/ONb1zD3XffwfTps0hOTu7kn0B4qAAQEREJ\nUkNzIxv2b2RVST7r931Co68xpHgDY9PITs8iOy2L9Lg0h7KUvmLVMbb6DEbOhqKwFwAAF1xw8eHB\nP8CECVmsW7eW88674PDgH2DcuPG8/vprFBXtxefzccstPyclJeWowT/AlCnZvPLKC5SVHWizz//+\n91X8fj/f/vaNhwf/AElJ/fjKV77Kb3/7G95//x0uuugSB7/TrqMCQEREpAOafE1sPLCZVcX5rN23\nnvrmhpDipcQMIDsti+z0LDLiBuJy9Y192MV5xQcOOhqvpKzW0XjHKzNz8FF/PzQgz8jIOOp9rzew\nU1FjYwPR0dGcfvqZAOzatZMdO7ZTULCH7du3smrVCiDwdKEt1m4EYOHC91m6dPFRn5WWlgCwZcum\nYL+lbkcFgIiISDuafc1sLt9GbnEeeaXrOdgU2sAoOaofU9MmkZ2exdCEwRr0iyNqG5qcjVfvbLzj\n9dk7+IdERh77fIK8vNXcd9+9bNoUGMx7vVGMHDkKY8ZSUlLMsQ6/ra6uAuCppx5r85rKyop2Mu85\nVACIiIi0wuf3sa1iJ7nFeawpWUdVY3VI8RK88YFBf9pkhicNxe0K7+JK6f28Ec5u2+ntQduAFhXt\n5eabbyAqKppbbvkZkyZNZsiQoXg8Ht57720WL154zPYxMTEt1y4lIqL3D497/3coIiJynPx+Pzur\ndpNbnM/qkrWU14d2xy8uIpbJaRPITpvMqOQTNeiXTtXP4cO7+sX3nBOBFy1aSH19Pd/61o2cd94F\nR322Y8f2dtuPGDGKzZs3sWnTRsaNm3DUZ+vXr2Px4oWcfPIcsrKmOJp3V1EBICIifZrf76egei+5\nJfnkFuezv67thYLHI9oTTVbqeLLTsxiTPAqPu+fcRZWeLWvEAF5etM3BeG1vmdndHFo0/NmFvlu2\nbOb5558FoKmp7SlNCxacy5tv/pf777+Xe+65j7i4wBkbBw/W8Pvf38nmzZuYMWNWJ2UffioARESk\nTyqqKSa3OJ/cknyKD4a2daLXHcnElHFkp2cxrr8h0hPpUJYix29oegIjMhPZWlAZcixvhJvZEwc6\nkFV4zJ49l4ceeoAnn3yUnTt3kJk5mD17dvHRR0sOD+YrKsrbbD916jQuvvjLvPDCs1x55aXMmjWb\nyEgvixZ9QElJMeeff1GvOgxMBYCIiPQZ+2r3Hx70F1TvDSlWhDuC8QPGkJ02iQkp44jy9JzpEtJ7\nnTZlMFsLNoQcZ8a4dGKje04hm5qaxh//+Gf++tcHyM1dyYoVyxg4cBAXX3wpV1xxDZdddgHLly/D\n7/e3uej+ppt+wNix43j55Rd4663X8Xg8DB06jK997Rucc86XwvwddS7XsVZES8eVllbpByoi0o2U\n1ZWzumQtucX57KzaHVIst8vN2P6jyU7LYlLqOGIiWt+tRKSrNDX7uOPJXHYUVQUdIyYqgtuuOYmU\nfvrvu7tLTU0IagsxFQAOUwEgItIxh/4dcnIrzMqGKtaUrCO3OI+tFTtCiuXCxejkEWSnZZGVNoH4\nyLj2G4l0obKqeu54chX7K+s73DbC4+J7l0xm7LDeceJtb6cCoJtQASAicmw+vw9btoUlBcvZVrGD\n6sYa/H4/sZExDE0YzMkZ08lKGd/hxbM1jQfJK11HbnE+m8q24ie0X8cjkk5ganoWU1InkRSVEFIs\nkXDbX1HHH5/Pp2BfzXG3iYmK4DsXTGDsCf07MTNxkgqAbkIFgIhI6/x+Pzl7V/H2zg8oqd13zGuT\nvAnMHzKH04fMO2YhUNtUx9rSj8ktyeeTA5vw+ds+6fN4DEsYQnZ6FlPTJpEc3S+kWCJdra6hiTeX\n72JhXiGVNW2fWB0Z4WbG2HTOm32Cpv30MCoAugkVACIin9fsa+ZZ+xIf7V3ZoXZjkkdx3cQriYmI\nPvxefXMD6/dtILdkLR/v30iTL7TTSjPjBzE1LYvstCxSYweEFEukO2pq9rF6Uyk5HxdTWl5LbUMT\n3ggP/eK9ZI1MYc6kQcT1oAW/8ikVAN2ECgARkaP5/X6e/ORfLC/KDar9yH7D+X+TrmFT2VZyi/NY\nt28DDb7GkHJKj00lOy2L7PQsBsalhxRLRKSrqADoJlQAiIgc7f1di3hxy39CiuFxeWj2N4cUY0B0\nMtnpk5malsXg+EGOLjoWEekKwRYAOgdAREQ6TUNzI2/ueD/kOMEO/pO8iWSnB+70D0sYokG/iAgq\nAEREpBOtKVlLTdPBsPYZHxnH1LRJTE3LYkS/E3C73GHtX0Sku1MBICIinWZxwbKw9BMTEcOU1Alk\np09mVL8TO7yFqIhIX6ICQEREOkVtUy3bK3d1Wvwoj5dJKROYlp7FmP6jiHDrnzQRkeOh35YiItIp\nqhqqHY8Z4fIwMXU809KyGDdgDF6Pti4UEekoFQAiItIpGptD25+/NVeMvYSTBk5xPK6ISF+iAkBE\nRBxV3VhDzt5VLNrj/Pz/pKgEx2OK9AWVDVXklayjtHY/dU11RHq89PMmMiFlLBnxA7s6PQmzHlkA\nGGMigBuArwPDgb3Ao8Bd1tp2T4cxxkwCbgfmATHAJuABa+3fOi1pEZFezO/3s71yJ4v25LCmdG3I\np/O2JT02rVPiivRW2yp2sHD3UvJK17e6ne6/t73ByH7DmZc5iylpk7p816zXX3+NJ554hOLiIuLj\nE/jznx9myJChXZpTa/buLeR///c85s49hTvv/H1Xp9NhPbIAAB4ErgeWAK8Cs4FfA1nAxcdqaIzJ\nApYC0cC/gGLgf4C/GmNGWGt/1Il5i4j0KrVNdawsWs3ighwKa4o6ta+x/UeTFJXYqX2I9BbNvmae\n2/QKSwuXt3vtlvLtbCnfzvDdS7h+0ldJ9HbNk7YdO7Zz1123ExsbxwUXXIzL5WbgwEFdkktv1+MK\nAGPMyQQG/y8Al1hr/cYYF/AYcJUx5kvW2mMdOfkbIA64wFr7SkvMXwC5wA+MMQ9Za7d36jchItLD\n7araw5KCHFYW59HQ3BCWPudmzgpLPyI9XbOvmb+te4L1+z/pULvtlbv4/aoH+V72N+kXldRJ2bVt\n82aLz+fjwgv/l+uv/1bY++9LeuLpKN9ueb3NWusHaHn9CeAHrmun/UlA2aHBf0v7auCfBH4e0x3P\nWESkF2hobuCjwpX8buX9/HblfSwtXBG2wX9KdH8mDBgTlr5EerrnNr3c4cH/IfvqDvDn/EfC9v/2\nkRobA7O4+/XrF/a++5oe9wSAwLz9fdba9Ue+aa0tNMZsAk5pp/1+wBhjkq21ZUe8n9nyWupcqiIi\nPV9hdRFLCpezoiiX2qa6oGK4XW58fl9QbSNcHq4cd6kO9xI5DlvKt7O0cEVIMQqq9/LersWcM/x0\nh7Jq38UXn0tR0V4A7rvvXu67716uuebrfO1r38DajTz22N/Jz8+jrq6OoUOHcf75F/I//3MRLpfr\nqBiZmUP47ne/z4MP/ol16/Lwer2ccsppfPe7N1NVVcn99/+B5cs/IjLSy/TpM/nud28+quBoamri\npZee591332Lnzu3U19czYEAKM2eezHXXfZPk5ORjfh+NjY08++xTvPXW6xQWFhAbG8dJJ83guuv+\nH5mZgzvnhxeEHlUAGGOigMFAWxPadgQuM6nW2rYG8g8B9wHPGGNuILAG4H+Bq4HVwIdO5iwi0hM1\n+prIL1nHooIctlYENysyLjKWWYNOYnbGDGoaa3gw/x8dLiA8Lg9fHX8ZI/sNDyoHkb7mwz1LHYmz\npDCHLwybH7bC+5JLLmPNmlwWL/6Q6dNnMX78BKZMyWbZsqX87Gc/JCIiklNOOZXk5GSWL1/GPffc\nhbWWH/3oZ0fF2bu3gG9+82uMHz+B88+/mJycpbz66stUVlayceMG+vcfwHnnXci6dfm8/fYb1NbW\ncued9xxu/6tf/ZSFC99n0qTJnHfehTQ01LNiRQ7//vdLWLuRhx9+os3voampiR/84Lvk5q5k7Njx\nXHjhJZSVHeCDD95l+fJlPPDAXznxxJGd9jPsiB5VAAD9W17L2/i8ouU1iTbu5Ftr7zfGNAF/AjYf\n8dE7wJettZ9fIt8Bqanaok5Eeq6i6lLe3bqED7Z/RFV9cAd5jU0dyZkj5jJ98JSjDuoalPpD7ln6\nV/ZWlRxXnKSoBG6cdS0T0jX1R+R4lNdWkF+6vv0LjydWfQW7GncwffBkR+K159vf/gYvvfQSixd/\nyOmnz+fqq6+mtraW0047jYSEBP71r38xeHDgDrrP5+Omm27itdde5txzz+GUUwKTPzweNwUFBVx1\n1VX87GeBwqCyspJ58+axcOF7nH322fzxj3/E5XLR3NzMOeecw+LFC4mPjyAmJoa8vDwWLnyfc889\nl3vu+bQoaGpq4oILLmDjxg1UV+9j+PDh1NfHAeD1Rhwe+z388MPk5q7kuuuu44c//OHh9uvWreOy\nyy7j7rv/jxdeeCEsP8/29LQC4NC/JPVtfH7o/ei2AhhjZhJYL9BAYN5/OXAmcAbwa2PMDYfWFoiI\n9AXNvmZyC9fxztZF5BcFN284JjKaU4bN5MyRcxmSlNHqNUOSMvj9Wb8gZ88a3t7yIRv3bW3zurNG\nnsLcYdOJiWzz17mIfEbOnjU0BznVrjWLd64IWwHQmvfff58DBw5wyy23HB78A7jdbm6++Wbeeust\nXnzxxcMFwCFXX3314a8TExMZMWIE69ev55prrjk8Zcjj8TB+/Hh27txJYWEhI0aMYODAgdx1111M\nmzbtqHgRERFkZ2ezadMm9u/fz/DhrT+RfOGFF0hMTOR73/veUe9PnDiRs88+m9dee43NmzczatSo\nUH4sjuhpBUBty6u3jc+jWl5rWvvQGJMI/JfAYt+p1tpNLe97gacJLDDeAPw52ARLS6uCbSoiElZl\ndeUsLVzBR4UrqGioDCrG0ITBzM2cSXb6ZKI8Xmho//egiR2DmTSGwuoitlXsoKbxIH78xEbEMCRh\nMCckDsHlclFd3kg17R7tIiIttpXscTTenvKisI5rqqoCUwRrauopLa1i5co1AOTm5lFaes/nrvd4\nPHz88YbDOTY3+4iIiMDrTTwq74iIwLAxJqbfUe/7/YG9cIqLy0hMrMLjiWPOnDNoampiyZKV7Nq1\ng4KCPWzebFm1KrCu4sCBakpLqzhwIDDUbGhoorS0ioMHD7J9+3YGDBjAPff88XO5FhYWA7BixRr6\n9XPu4LVgZ570tAKgAvARmOLTmqQjrmvNeQSmEf360OAfwFrbYIz5DoEzBK4mhAJARKQ78/l9fHJg\nM0sKcli3bwN+Ov7A0+uOZFr6FOZkzmBY4pCgc8mIH6gTSEUcVNfU1gSJYOMFt+jfKdXVgcH6e++9\n3eY1lZVH37yIjm77qWFkZFv3jz/1yisv8thjD7NvX2AmeXx8AuPHT2TYsOFs2LAev7/135k1NYEp\nk/v37+fRR/9+jHzbGqKGV48qAFoG6jsJnP7bmuFAqbX2QBufH/qX6nPPuK21xcaYfUD3O25ORCRE\nlQ1V5BSuYklhDvvrytpv0IpBcenMzZzF9IFTiImIcThDEQlV5BFrbpyJ1/6AuTPFxAR+z/zpT38h\nO/ukTu/v/fff5Z577mTEiFHcfPOPGD16DOnpgZsU99xzJxs2tL2+IiYmFoCsrCk8+GDbBUB30aMK\ngBZLgCuNMaOPvItvjMkARgOvHaNtccvr6M9+YIxJBgYAax3MVUSky/j9fjaXb2NJQQ55petp9nd8\nj4MIl4cpaVnMzZzJiUnDjtpyT0S6l34On5Tdz9u1J2+PGBGYK79x44bPFQCVlRU8+ujDjBkzlrPO\nWuBIf++88yYAv/zlbzjxxBFHfbZjx7F3Q4uPjyc9fSDbt2+jvr6OqKijn0S88cZ/KCwsYMGCcxk0\nqPV1UuHUEw8CO7T/0h3GGDdAy0nAd7a8/7djtP0PcBC4wRhz4qE3jTEe4F7ARWBhsIhIj1XTeJD3\ndy/m9uX38Kc1fyW3JL/Dg//UmAFcMPKL/N/sn3P1+C8zot8JGvyLdHPjB4x1NN6EFGfjddS8eacS\nFxfH008/wa5dO4/67M9/vo/nn/8ne/bsdqw/rzfwxKOs7OiJJG+88R/y8lYDgR2B2rJgwblUVlbw\nl788gM+VYD42AAAgAElEQVT36WLs7du38Yc/3M1zzz1DYmLXFlWH9LgnANbad40xzwGXAsuMMR8A\nJwNzgRcILPIFwBjzq5Y2h15LWub6PwzkGWNeILAL0GlAFoEzAD6/ckNEpJvz+/3sqNzF4oIcVpfk\n0+hr+x+ptrhdbialjGdu5kxGJ4/A7eqJ94hE+q4hCRkMTxzG9sqd7V/cjkh3JDMGZjuQVfASEhL4\n0Y9+wW23/Yxrr/0K8+adSkpKCmvWrOaTTz5m7NhxXHbZlY71d9ZZC3jvvbf56U9/wBlnnEVcXBwb\nNnxMXt5qkpP7U1Z2gIqKtnaihyuu+CrLly/jhReeZe3aNUyZkk1VVRUffPAedXW13Hrr7cTFxTuW\nbyh6XAHQ4krgYwILdm8CdgG3Ar/7zBaev2x5/dWhN6y1jxpjdgA/Bi4EYoBtwC+Au621zq6gERHp\nRHVNdawszmNJQQ57qguDipEc1Y/ZGTOYlTGNflFt7bEgIj3BvMGz2L4h9ALgpPTJxEZ2/Vqf0047\ng7S0NJ588lFycj6irq6OQYMGcfXV13HZZVcQGxvrWF8nnzyH2267g6effpy3336DqKhoMjIy+f73\nf8SECRO59toryMlZyplnnt1q+6ioaO6//yGeeeZJ3nvvbV5++QXi4uKZODGLK6+8milTuragOpKr\nrdXMEpzS0ir9QEWk0+2pKmRxYQ4ri1ZT39zQ4fYuXIwfYJiTOZPxA8bobr9IL9Hsa+ae3AfZVRX8\nlqAxEdH85KSbGBDTv/2LpUulpiYENTdTBYDDVACISGdpaG5kdUk+Swpy2F65K6gYCd54Zg+azskZ\n0/WPu0gvVV5fwT2rHqSsvu3pKm2JcHn49uSvMTp5ZCdkJk5TAdBNqAAQEacV1ZSwpDCH5XtzOdhU\n236DVpjkkczJnMmklHFEuHvq7E8ROV4H6sr4c/4j7K0pbv/iFjER0Xx9wlWY/hr89xQqALoJFQAi\n4oQmXxP5pR+zuGAZm8u3BRUjNiKGmYOmMSdjBulxaQ5nKCLdXV1TPe/t+pDFhTlUNVS3eV2kO4Ls\n9MksOOEMPRnsYVQAdBMqAEQkFPtqD7C0cDnLCldS1dj2P9jHcmLSMOZkzGRK2iS8Dh8MJCI9T+CG\nwnpWFuexr3Y/dU31eD2RJHkTmZAyllmDphEb6dxiWgkfFQDdhAoAEemoZl8zH+/fyOLCHD7Zvwk/\nHf81Eu2JYvrAqczJnElm/KBOyFJERLqbYAsATQQVEeki5fUVfFS4gqWFKyivrwgqxpD4DOZmziI7\nfTLREVEOZygiIr2RCgARkTDy+X3YA1tYXJjDun0b8Pl97Tf6jEh3JNnpWczNnMmwhCE6oVdERDpE\nBYCISBhUNVSTs3cVSwqXs692f1AxBsamMSdzJjMGTtV8XRERCZoKABGRTuL3+9lasYPFBcvIK1lH\nk7+5wzE8Lg9T0iYyJ2MmI/sN191+EREJmQoAERGHHWysZUXRahYX5lDUgT24j5QS3Z85mTOZOWga\nCd54hzMUEZG+TAWAiIhDdlbuZnFBDquK82j0NXa4vdvlZuKAsczNnIXpPxK3y90JWYqISF+nAkBE\nJAR1TfXkluSxpCCHXVUFQcXoF5XEyRnTOXnQSSRH93M4QxERkaOpABARCUJB9V6WFCxnRdFq6prr\nOtzehYux/UczJ3MmEwaMweP2dEKWIiIin6cCQETkODU2N7KmdB2LC3LYVrEjqBjxkXGcnDGd2RnT\nSYkZ4GyCIiIix0EFgIhIO0oOlrKkYDk5e1dR03QwqBij+p3I3MyZTEqdQKRbv3pFRKTr6F8hEZFW\nNPuayd/3MUsKcrBlW4KKERMRw8yB2czJnMHAuHSHMxQREQmOCgARkSMcqCtjaeEKPipcQWVDVVAx\nTkgcypzMmWSnTcLr8TqcoYiISGhUAIhIn+fz+9iw37K4IIeP92/Ej7/DMbweL9PTpzAncyZDEjI7\nIUsRERFnqAAQkT6ror6KZXtXsKRgOWX15UHFyIwfxNzMmUxLn0JMRLTDGYqIiDhPBYCI9Ck+v49N\nZVtZUpBD/r6P8fl9HY4R6Y5galoWczNnckLiUFwuVydkKiIi0jlUAIhIn1DdWEPO3lUsLVhOSe2+\noGKkx6YyJ3MmMwZmExcZ63CGIiIi4aECQER6Lb/fz/bKnSwuyGF1yVqafE0djuF2uZmcOoG5mTMZ\n1W+E7vaLiEiPpwJARHqd2qY6VhatZnFBDoU1RUHF6B+dzJyMGcwcdBJJUQkOZygiItJ1VACISK+x\nq2oPSwpyWFmcR0NzQ4fbu3AxIWUsczNnMrb/aNwudydkKSIi0rVUAIhIj9bQ3MCq4nyWFOSws2p3\nUDGSvAmcnDGD2RnTSY7u53CGIiIi3YsKABHpkQqri1hSuJwVRbnUNtUFFWNM8ijmZs5kYso4PG6P\nwxmKiIh0TyoARKTT7a4qZHPZFqoaa2j2NxMbEcvg+EGM7T+6QwPvRl8T+SXrWFSQw9aK7UHlEhcZ\ny6xBJzE7YwZpsSlBxRAREenJVACISKdo9DWxujifRQXL2FG5q9VrkryJzM6cwZyMGSRFJbYZq/Tg\nfpYWLmfZ3pVUN9YElc+IpOHMzZzJ5NQJRHoig4ohIiLSG7j8/o4feS9tKy2t0g9U+ryimmL+uvbx\n495v3+uO5LIxFzF94NTD7zX7mlm3/xOWFOTwyYFNQeUR7YlmxqBs5mTMICN+YFAxREREuqvU1ISg\n9qbWEwARcdSuyj3cn/d3DjbVHnebBl8jj294lurGGqakTmRp4Qo+KlxBRUNlUDkMTRjM3MxZZKdn\nEeXxBhVDRESkt9ITAIfpCYD0ZQfqyvjdqvupaqgOOoYLF346/r+R1x3JtPQpzMmcwbDEIUH3LyIi\n0lPoCYCIdLkXN/8npME/0OHBf0bcQOZkzmT6wCnERMSE1LeIiEhfoAJARBxxoK6M/NL1YekrwuVh\nSloWczNncmLSMFyuoG6AiIiI9EkqAETEEUsLlgc1dacjUmMGMCdzJjMHTiPeG9epfYmIiPRWKgBE\npEP8fj91zfVUNlRRWV9JRcvrB3uWdkp/bpebSSnjmZs5k9HJI3C73J3Sj4iISF+hAkBEAPD5fVQ3\n1lBZX3V4UF/RUHX0QL/l6wZfY6fnExcZy6mD5zIrYxr9opI6vT8REZG+QgWASC/X2NxIZUPV5wfz\n9VVUNnz6dVVjNT6/r6vTPexLw89i3uBZXZ2GiIhIr6MCQKQH8vv91DbVBQbw9VUtA/zKlkH9p3fw\nKxuqOrQff3ei/ftFREQ6hwoAkW7E5/dR1VB99GC+5U79Z79u9DV1dbqdKjEqoatTEBER6ZVUAIhj\n/H4/W8q3s7FsM1UN1TT7momJiGZgXBpT0yYRGxnb1Sl2mYbmhsMD+IqWAXxlK19XN9R0+k46PUG0\nJ4rhicO6Og0REZFeSQWAhKy+uYGcvatYVLCMopriVq95YfNrnJQ+mVMGz2ZwQkaYM+wcfr+fmqaD\nR9ypbxnMf+7rKuqa67o63U7jdrlJ9CYQ6Y6ktHafIzFnDMomOiLKkVgiIiJyNBUAEpK9NcU8lP8o\n++oOHPO6Rl8jH+1dybK9qzj7hNP54vAzu+3hTc2+5sOD9yMH858unA28V9VQRZO/uavT7TRej5ck\nbwKJ3gQSoxI/93VSVCKJ3gTiImNxu9z4/D5uz7mHEgeKgLmZWvwrIiLSWVQASNB2Ve3hvjV/p7YD\ni0z9+Hljx7tUNVTxZXNhWIuAuqb6lvnz1ce4W19JTePBXj0NJz4yLjCQP2IQH3iNJ9GbSFJU4LPo\niOgOxXW73Jw34hweXv9kSPmdlD6VQXHpIcUQERGRtqkAkKCU11fwl/xHOzT4P9KSwuUkRydz9gmn\nhZSHz++jpvHg0XPqj9gV58hFs/XNDSH11Z15XJ6Wu/MJJHlbBvNH3LU/NNBP8MYT4e68/+2npE3k\nnBPO4I0d7wbVfnjiUC4fc6HDWYmIiMiRVABIUP699Q0qG6pCivHf7W9zUvoUBsQkf+6zJl/TEbve\nVB2x3WXlZ96v6lZ71zst2hN1xKA+ofWvoxKIi4jtNlOqvjj8TDwuN//Z/naH2pnkkXx94pV4tf2n\niIhIp1IBIB1W1VDN6uL8kOP4/D6e3vg8QxIyqaivouqIvexrmg46kGn35MIVmIZzxAA+0dv61z1x\nL3yXy8U5w89gaOIQ3tzxHtsqdhzz+uSofswfMptTB8/B4/aEJ0kREZE+zOX39965zl2htLSq1/9A\n397xAf/e9kZXp9HtRLgj2lg0e/Rd+4TI+D410N1TVcjiwhy2lG07fNpwTEQMmfGDmDXoJCYMGNOn\nfh4iIiJOSU1NCOrxv54ASIetLF7T1SmEVUxEzOcH85+5U5/kTSAmIqbbTMPpTgYnZHCZ0bx+ERGR\n7kIFgHTYvtr9XZ1CyFy4Di+UDQzkEz73dZI3gQRvAl5PZFenKyIiIuIYFQDSIc2+Zhp8jV2dRpsi\n3ZFHD+ajEgJbW7bcvT+0zWV8ZBxul7ur0xUREREJOxUA0iFul5sIlyfsB2DFRcS2Mv3m83ftoz1R\nmoYjIiIicgwqAKRDXC4XSVFJ7G/n5N+OSInuz6D4dBK9R9+1P/R1gjeByE7cu15ERESkL+m0UZUx\nZjAwBEhr6ecAsMlaW9BZfUp4TEwZy8I9Sx2JFemO4Icn3UB8ZJwj8URERETk2BwtAIwx04GrgS8A\nw9u4ZjfwGvCItbZvbSfTS8zNnOVYAZCdNlmDfxEREZEwcqQAMMbMBH4LzAFcgA/YBGwHKgA3kApk\nAKOAbwPfMsb8F/iVtXa1E3lIeAyMS2N08kg2lW0JOdbcwTMdyEhEREREjldIB4EZY2KBe4GvA+XA\n0wTu7i+21ta10aY/gULh4pY/UcCfgR+21aYn6QsHgQHsqNzFvbl/oTmExcDZaVlcO+ErDmYlIiIi\n0ncEexBYqAXAJiARuB142Fpb38H2/QgUDz8GSqy1Y4NOppvoKwUAwIqi1Ty+4dmg2p6QOJQbp1yP\n1+N1OCsRERGRvqGrTgJ+FbjNWlsVTGNrbTlwtzHmH8AvQsxFwmz6wKm4XW6e3PBch7YFHZM8iusm\nXqnBv4iIiEgXCOkJgHxeX3oCcEhhdRFv7niPvNL1x5wSlB6byvzBs5mdMQOP2xPGDEVERER6ny6Z\nAiSf1xcLgEMq6qtYtnclGw9soqqxhiZfEzER0QyKS2fGwGxM8kgd0iUiIiLikK5aAzAv6MaAtXZR\nKO27o75cAIiIiIhI+HTVGoCFQCgDXs0DEREREREJo1ALgPf5fAEwEhgG1AKLgR1AEzAImA8kA6sB\nHQImIiIiIhJmIRUA1tozjvy7MWYygUH/S8B1Lbv8HPl5DPAX4FLge6H0LSIiIiIiHed2ON7vgDLg\n8s8O/gGstbXAdcBe4A6H+xYRERERkXY4XQDMApZZaxvausBa2wSsBKY63LeIiIiIiLTD6QKgGjjx\nOK4bDxxwuG8REREREWmH0wXAQmCqMeY7bV1gjPk1MBb4r8N9i4iIiIhIOxw9CMwYMwbIARKAj4A3\ngYKWj4cB5wGTCawBmG6tLXSs825C5wCIiIiISDh0m5OAjTHTgYeBCRy9ReihBD8CrrHWbna0425C\nBYCIiIiIhEO3KQAAjDEu4GTgFCCDQCFQALxrrV3leIfdiAoAEREREQmHblUA9GUqAEREREQkHIIt\nAEI9CbhVxpgI4CICTwCGAEustb81xnwNWGmtXdsZ/YqIiIiIyLE5vQsQxphswALPAP8PWEBg20+A\n7wCrjTE3Ot2viIiIiIi0z9ECwBhzAvAOcALwIvB1Pl38C/AfoBG41xgz38m+RURERESkfU4/Afgl\nkAR81Vp7ibX2H0d+aK39BXA+gaLgZof7FhERERGRdjhdAHwBWGOtfaqtC6y1bxE4K2Cyw32LiIiI\niEg7nF4EPIDAPv/tKQKmBNtJyyLjGwhMMRpO4GCxR4G7rLWNx9E+GrgFuAIYSmCL0leB26y15cHm\nJSIiIiLS3Tn9BKCITxf8HssEoDiEfh4E7gX2A38iMID/NfDP9hoaYyKBN4DbgELgPmA3cBPwpjHG\nG0JeIiIiIiLdmtMFwBuAMcZ8s60LWj4bCbwVTAfGmJOB64EXgHnW2h8D84AngIuMMV9qJ8SNwHzg\nbmvtfGvtLdba+QSKihnAl4PJS0RERESkJ3B6CtBvgIuBB4wxpwELW95PN8ZcTmBL0MuACuDOIPv4\ndsvrbdZaP4C11m+M+QlwJXAdgd2G2vIdYAfws8+8fw8QD9QGmZeIiIiISLfn+EnAxpgpBO7ODwf8\nBHb8OdSJi8A0oUustUuCjL8biLbWprby2UYg3Vqb3EbbccDHwH3W2k45i0AnAYuIiIhIOHSbk4Ct\ntWuMMWMInAQ8n8BJwB4CC3UXAc9aa4O6y26MiQIGA8vbuGRH4DKTaq0tbeXzCS2vHxtjFhB4CjAF\nKCewfuBWa21NMLmJiIiIiPQEjhYAxpgUa+2+lp14nm3546T+La9t7dRT0fKaBLRWAGS0vJ4LfAl4\nHXiIQKHyfWC6Mea049lJqC2pqQnBNhURERER6XROPwEoMMa8BTwF/NtaW+9w/MiW17biHno/uo3P\n41pevwRcb639O4AxxkPgCcD/At8isLOQiIiIiEiv43QBUEZgcP1FoMoY8yLwtLX2fYfiH5o61NZW\nnVEtr21N4/G1vK45NPgHsNY2G2N+SKAAuIQQCoDS0qpgm4qIiIiIHLdgZ544vQ1oBoHTgB8jMNi+\nBnjHGLPLGHOXMWZiiPErWuImtfF50hHXtdUeYPVnP7DW7iQwtWhEKAmKiIiIiHRnjhYA1lqftfZd\na+3XgHTgfOBfQDKBk3fzjDF5xpibjTEZx4rVRvwGYCeBHYZaMxwotdYeaOPzzS2vbT1BiAAOdjQv\nEREREZGewuknAIdZaxutta9aay8D0oBLgeeBE4DfEdixJxhLgIHGmNFHvtlSUIwGco7RdgXQAJzS\nMu//yPZjCJwDsDbIvEREREREur1OKwA+w0NgAe+R5wEEu1/+Ey2vdxhj3ADGGBefHiz2t7YaWmsr\ngOeAocCPD71vjIkkUJQAPBJkXiIiIiIi3Z7jB4EdYoyJBc4jcOf/LAILdF0E9vB/EnjOWrs/yNjP\ntsRdAXwAnAzMJXAA2SWHTgg2xvwKwFr7qyPapgFLgZHAu0A+cDowuSWnLweT0yE6CExEREREwiHY\ng8AcLQCMMdEEdgC6FFgAxBAY9G8jsDXoU9baLQ70E0ngDv7VQCawi0BR8bsjtx41xvgBrLWuz7Qf\nANwKXAikEpiO9A/gXmttcyi5qQAQERERkXDoLgVAJYG99l3AAQILgJ+01i5zrJNuTgWAiIiIiIRD\nsAWA0+cAeIGXCdyNfz2UE3VFRERERMR5ThcAA6215Q7HFBERERERh3TaIuC+SlOARERERCQcumQK\nkDGmgcB2nhOstZtb/n68/NbaqFD6FxERERGRjgl1CtCh9q7P/F1ERERERLohTQFymKYAiYiIiEg4\nBDsFyNGTgI0xKU7GExERERERZzk9ZafAGPMWgUO//n3koVwiIiIiItL1HH0CAJQBXwL+CRQbY/5h\njDnV4T5ERERERCRITp8E7AZOAy4DLgD6EdglqAB4BnjaWrvOsQ67Ia0BEBEREZFwCHYNQKctAjbG\nRALnECgGvgTEESgG1hE4Kfif1trCTum8C6kAEBEREZFw6HYFwJGMMTEEioCLgLOBBKDZWuvt9M7D\nTAWAiIiIiIRDt9gF6Bg8QCSBJwAQODdAA2URERERkTDrtIO7jDGxwHnApcBZQBSBgf9yAlOAnuus\nvkVEREREpHWOFgDGmGjgiwQG/QuAGAKD/m0EtgZ9ylq7xck+RURERETk+Dn9BKCEwGJfF3AAeAJ4\n0lq7zOF+REREREQkCE4XAJHAywSm+LxurW10OL6IiIiIiITA6QLgduBja+2/HY4rIiIiIiIOcLoA\n+D6wF1ABICIiIiLSDTm9DWg0sNnhmCIiIiIi4hCnC4DngTONMZMcjisiIiIiIg5wegrQf4BZwCpj\nzGIgn8BuQL7WLrbW3uFw/yIiIiIicgxOFwDPEzjh1wWc2vIHPn/q76GTgFUAiIiIiIiEkdMFwK/5\n/GBfRERERES6CZffr/G6k0pLq/QDFREREZFOl5qa4AqmndOLgEVEREREpBtzdAqQMebWDlzut9be\n7mT/IiIiIiJybE6vAfgVny4C/qwjp8YcWgSsAkBEREREJIycLgB+0cb7HqAfMLPlz1PA0w73LSIi\nIiIi7XC0ALDW/l971xhjvg38CXjCyb5FRERERKR9YV8EbK19EPgE+Hm4+xYRERER6eu6ahegjUB2\nF/UtIiIiItJnhb0AMMZEEBj8N4S7bxERERGRvs7pbUBPbqevgcA3gWHAy072LSIiIiIi7XN6F6Al\nHL3dZ2tcQCVt7xgkIiIiIiKdxOkCYBFtFwA+oBpYB/zdWrvT4b5FRERERKQdLr+/vRv20hGlpVX6\ngYqIiIhIp0tNTWjt8N12ddUuQCIiIiIi0gUcmwJkjEkFoqy1ez7z/lnAZUB/YD3wkLV2l1P9ioiI\niIjI8Qv5CYAxpr8x5iVgL5853MsY8xvgdeBK4EvAj4ENxpizQ+1XREREREQ6LqQCoGVP/w+A84Em\nYP8Rn50K/LTlr88DZwM3tVz3rDEmI5S+RURERESk40KdAvQ1YCLwDnCZtfbAEZ/9uOV1ibX2yy1f\nv22M2Qq8BtwA/CTE/kVEREREpANCnQJ0EXAQuOLIwb8xJgE4lcCWoPcf2cBa+19gO/DFEPsWERER\nEZEOCrUAmAisttaWfub9eQSeLvgIPB34rLUETgMWEREREZEwCrUA6E9g8e9nzWt5XWutrWjl8yac\nP4RMRERERETaEWoBUA4MaOX9Q9N/FrbR7kSOWDAsIiIiIiLhEWoBsB6YbIyJOfSGMWYIkN3y1zc+\n28AYMwKYDKwLsW8REREREemgUAuAFwhMA/q9McbTsi3o7wAXUAi8f+TFxphI4KGWv74WYt8iIiIi\nItJBoc7D/ztwPfAN4AoC037iW15vtNb64PApwZcD1wHjgU3AwyH2LSIiIiIiHRTSEwBrbROB+f7P\nAFFAAlAEXG2tfemIS8cAfyAw+N8CnNPSVkREREREwsjl9/sdCdQy/Se5lS1BMcYMBn4OLAOesdY2\nOtJpN1RaWuXMD1RERERE5BhSUxNcwbRzrACQABUAIiIiIhIOwRYAIU0BMsaMC6X9Z2JNcCqWiIiI\niIi0LtRdgPKMMX80xvQPNoAxJs0Y8zdgdYi5iIiIiIhIO0ItAC4ELgO2G2P+0JG7+MaY2caYx4Ht\nwBeB80LMRURERERE2hHyGoCWu/+/A64msP//DmARkN/ydQXgAVKADGAWMBdIBZqAR4GfWmsPhJRI\nN6E1ACIiIiISDl2+CNgYMxb4AXApEEvgLIBW+wQqCWwdepe1dpcjCXQTKgBEREREJBy6vAA4xBjj\nBeYApwBDCdzpjwQOEDgA7CPgQ2ttnaMddxMqAEREREQkHLpNAdDXqQAQERERkXAItgCIcDoR6btK\ny2tZmFfAhu1lVB5soLnZR0xUBBkpcZw8YRCTRw3A4w513bmIiIiIhKJTngAYY0YD44E4jrHTkLX2\nCcc772J98QnAtsJKXl26nXVb97e58AMgOSGK07MHc+a0IURGqBAQERERCUW3mAJkjIklsLj33OO5\n3lrrcazzbqKvFQCL8gt54k2LrwP/HY3MTOKGiyaSEOvtxMxEREREerfuMgXoZwT2868DPgSKCGz1\nKb3QwrwCnnjTdrjdloIK7nk2jx9/ZSoxUZqFJiIiIhJOTo++LgNqgZOstRscji3dyKbd5Tz5VscH\n/4fsLqnm769t4IaLJuJyBVW8ioiIiEgQnJ6InQG8p8F/7/fSh1sJdfZY3pZ9bCmocCYhERERETku\nThcAhQQW/kovtqekmk17nBm4f7C6wJE4IiIiInJ8nC4AngVmGWNGOhxXupH31zg3aF+5sYTKmgbH\n4omIiIjIsTm9BuDXwEzgbWPM7cAKoBxa3x3SWlvocP8SBuu27nMsVrPPzyc7y5gxLt2xmCIiIiLS\nNqcLgF2AB0gGHm7nWn8n9C+dzO/3U17t7B37iup6R+OJiIiISNucHoAfJDCwr3Q4rnQTPr+fZp+z\nRx3UN/kcjSciIiIibXO0ALDWnuBkPOl+PG43UZEe6hubHYsZq7MARERERMLG6UXA0gek949xNl6y\ns/FEREREpG2dcuvVGOMBUgAvcOQpT24gGhgInGutvbkz+pfONXPcQHYVb3EkVlK8lzHDkh2JJSIi\nIiLtc7QAMMa4gLuBbwCxx9FEBUAPNGfSIF5evI1GB+buZ40YQIRHD6JEREREwsXpkde3gO8TOAxs\nP3DotKjtQBmBpwGulr9r8N9DxcdEMmu8M9t2rvikhC0OHSomIiIiIu1zugC4isAuQBdaa9P4dJB/\ntrU2BTgJsMAg4E2H+5YwumDeCAYkRoUcp66hmd8/l8cnO8scyEpERERE/j979x0eZ3Htcfy76rJk\ny0Vyx8bYZjA2bvQOSegQQkInEBICpJCEJJCQdlMhQEINSQiXJDckdNNbAqH3ZsvG7bgX3OUi2VbX\n7v1j3pXXQivb8mq15fd5Hh5Zu7OvxvjV7pyZM2d2JNEBwD7AVDN7PPj+HfyM/9EAZvYh8DmgEPhh\ngn+2JFFZSQFXnj2Rnj3yd/taDU0t3PrwdD5atD4BPRMRERGRjiQ6ACjCp/dEzQdagPHRB8zMgLeB\nYzv7Q5xzec657zrnZjvn6pxzi5xzP3PO7fJo1DmX65x7xzmX2OL2WWBIeQk/uegAhpSX7Pa1mprD\n3D5lBlPnrUtAz0REREQknkQHAFVA7+g3ZtaMPx14XJt2q/CVgDrrj8DN+H0GtwErgF8B93fiWlcC\nB37kPJMAACAASURBVO9GX7Ja/97F/PzLB/LVU8cwcnCvuO16FObxqclDGDWkLG6blnCEPz02k3dn\nr+mKroqIiIgIiS8D+h5wonNuTzNbEjw2CzjGOVdiZluDx8YAmzrzA5xzhwGXAVOAs80sElQf+j/g\nIufcqWb29E5eaxTw6870Q7bJy83hsHGDOGzcIJau3szspRvYvLWJppYwxYV5DCkvYeLocgrzc2lq\nbuGPj81kxsL2033CkQh3PTmLxuYWjhw/OMl/ExEREZHMF4pEEpf54pw7Hr+5dx3wCzP7s3Pui8A9\nwDPA7cBpwBXAf8zspE78jHuB84H9zGxmzOODgY+BJ83scztxnRDwMjAUn6a0t5mFOn7Vjq1bt1mp\nRDvQ3BLmridn8YF1nO5zwXF78+n9hyapVyIiIiLppaKiZ6fGrglNATKz54Fr8GlARwYP3w98CJyC\nDw6uABqBn3fyxxwFVMUO/oOfvRKYR7DheCdcHrS9FKjrZF+kE/Jyc7j89LE7LCV67wvz+Pe7y5LU\nKxEREZHskPATmMzsRmBP4Mbg+xb8QPuX+ADgLuAgM3tvV6/tnCvEz9gvjNNkCdDbOVexg+vsEfTv\nr2b28q72Q3Zfbk4Ol5y6L0dN6DjN56GXF/DkG4tJ5EqViIiISDZL9B4AAMxsFX6jb/T7WnwAsLv6\nBl/j7R+InihVhk9DiucvwBbgqgT0aTsVFT0TfcmMdtWFB1DWayZPvb4obpvH31hMbn4uXzplX0Kh\n3c7SEhEREclqXRIAADjnDsbP/O8BTDezu51zpwLvmu0g+Tu+aJnPhjjPRx8v6qBfFwEnAWeaWac2\nIkvihEIhLj19HEUFuTz84vy47R55eQENTS1cevp+5OQoCBARERHprIQHAM65PYF/AYfGPHwvcDfw\nP8A459wXzezRTlw+mqtfEOf56NG0W9t70jk3ALgFeMzMHunEz9+hdes2d8VlM95JB+5Bc2Mzj72+\nOG6bp99YTM3mei46YR8FASIiIpL1Opt5ktA9AEHu/avAYfiNv9fhTwKOmoUfpD/onJvUiR9RDYTx\nKT7tKYtp154/ArnANzvxs6WLnXb4CM751KgO27w2fRV3PzOblnA4Sb0SERERySyJ3gT8U3zKz0/M\n7CAz+1nsk2b2ZeAS/CD8ml29uJk1AkuBEXGajADWmdmGOM9/AR8krHTORaL/ARMAgu+X7Gq/JHFO\nOGgYFx6/d4dt3pm1hjufmEVzi4IAERERkV2V6ADgs8BcM/ttvAZm9n/ADOCgTv6MN4CBzrntRonB\nOQB7A+908NpfxvlvTczzt3ayX5Igx04eyldOHkNH+30/tHXc8ehHNDW3JK9jIiIiIhkg0XsABgFP\n7kS7BfhzATrjHuBC4Drn3NlmFg4O9YoGHXfFe6GZ/aK9x51znwMGxHteku+I8YMoyM/hridnE45T\nAnTGwvXc+vAMvv2F8RQW5Ca5hyIiIiLpKdErAOuBjpO4vb2BeGk6HTKz/wIP4tN53nbOXY/fd3AR\nMAV/4jAAzrlfOOd+0ZmfI93voDED+OYZ48jLjb8UMGfpRm5+qJK6huYk9kxEREQkfSU6AHgJmOCc\n+2y8BsFs+zhgdw7guhBfUagcuBIYGHz/RTOLnS7+OZ0/cVhSwKS9K/j2F8aTnxf/Vp3/cTW/f2Aa\nW+qaktgzERERkfQUSuQJq845h6/+kw/cDrwCPAU8DvweOBn4Pr4y0EFmNiNhPzxFrFu3WUfWdoG5\nSzdy25QZNDTFz/kfWlHKVedOpFdJvCqxIiIiIpmjoqJnp+qiJzQAAHDOHQ88APQG2l48BNQCF5vZ\nlIT+4BShAKDrLFhRzS0PTe8w3WdQvx5cde4k+vQsjNtGREREJBOkTAAA4JwrB74KHAsMxZf9XAW8\nBtxlZisS/kNThAKArrV09WZuerCyw3Sf/r2Lueq8iZSXFSexZyIiIiLJlVIBQDZTAND1Pl63hd8/\nUEnN1sa4bfr2KuTq8yYxoE+PJPZMREREJHlSJgBwzn0NuAxfDaiog6YRM8u4PA0FAMmxekMtv7t/\nGhs3N8RtU1ZawFXnTmJIeUkSeyYiIiKSHJ0NABJaBcg5dynwR2AiUIo/ZyDef/mJ/NmSXQb27cE1\nF0ymvCx+jFm9pZEb7p3KsjWbk9gzERERkdSW6CpAHwH7AF8HppjZpoRdPE1oBSC5NtTU87sHKlmz\noTZumx6FeXz3nAmMHFyWxJ6JiIiIdK2UWAEA9gJeMrO7s3HwL8nXt1cR11wwmSEV8dN8ahua+f0D\nldiyjUnsmYiIiEhqSnQAsAJf6lMkacpKCvjh+ZMZPqBn3DYNjS3c8tB0Zi3u1AHUIiIiIhkj0QHA\n34DDgwPBRJKmtDifq8+byMghveK2aWwOc9uU6VTOr0piz0RERERSS6L3AOQA9wGfAW4FpgPr47U3\ns7cS9sNThPYAdK/6xmZunzKDucviZ6Dl5oS47LNjOXCf/knsmYiIiEhidXYPQF6C+1GAX1XoC/xy\nB20jXfDzJcsVFeRx5VkTuOOxj5i5qP10n5ZwhDufmElT8xgOGzcoyT0UERER6V6JHoD/DjgTP7if\nA1QFfxZJmoL8XL71+fHc+cRMpsVJ94lE4K9Pz6GxOcwxE4ckuYciIiIi3SfRKUArgWLgaDObkbAL\npxGlAKWO5pYwdz89m/fmrO2w3XmfHs1xB+6RpF6JiIiIJEaqlAEtA17N1sG/pJa83BwuO20sR+zX\ncZrP/S/O55m3lySlTyIiIiLdLdEBwCxASdWSMnJyQlx88j58anLHaT6PvLqIR19bRCJXxERERERS\nUaIDgOuBA51zX0rwdUU6LScU4oLj9ubEg4Z12O7pt5bw4EsLFASIiIhIRkv0JuAtwLPA35xz3wDe\nATYATe01NrPrEvzzRdoVCoU469iRFOTn8OSbS+K2e/795TQ2h/ni8XuTE9KZdiIiIpJ5Er0JOIyv\n+tN25NT2h4SAiJnlJuyHpwhtAk59z76zlCmvLOywzeHjBvLlk8eQk6MgQERERFJTqpwD8CtU9lNS\n3MmHDKcgL4f7/js/bps3Z66mqSXMV0/dl7zcRGfKiYiIiHSfhK4AiFYA0slr01fyj+fmdhixThxV\nztc/N478PAUBIiIiklpSpQyoSNo4asJgvnravh3m+lcuqOL2R2bQ0NSSxJ6JiIiIdB0FAJLVDh07\nkK+dPpbcDnL9Zy3ewK0PTaeuoTmJPRMRERHpGgoAJOsdsE9/rvj8fh3m+tvyTdz8YCW19e0WtBIR\nERFJGwoARIAJo8q58qzxFOTH/5VYuLKGG++fxubaxiT2TERERCSxFACIBPbdsy/fO3siRQXxq9Mu\nW7OFG++bRvWWhiT2TERERCRxFACIxNh7j95cfd4kSoriV8hdUbWV6++dyoaa+iT2TERERCQxFACI\ntDFiUC+uPm8SPXvkx22zZmMd1987lbWb6pLYMxEREZHdpwBApB3DBvTkh+dPpndpQdw2VdX13HDv\nVFat35rEnomIiIjsHgUAInEMLi/hmgsm069XYdw2Gzc3cMO9U/l47ZYk9kxERESk8xQAiHSgf58e\nXHPB/vTvUxy3TU1tEzfcN5XFq2qS2DMRERGRzlEAILID/cqKuOaCyQwuL4nbZmt9M79/YBoLPq5O\nYs9EREREdp0CAJGd0Lu0kB+cP4lh/UvjtqlraOGmByuZs2RDEnsmIiIismsUAIjspF49Crj6/EmM\nGNQrbpuGphZunTKDGQvXJ7FnIiIiIjtPAYDILigpyueqcyey99CyuG2amsP84ZEZfGjrktgzERER\nkZ2jAEBkFxUX5vHdsycyds8+cdu0hCP8+fGZvDN7dRJ7JiIiIrJjCgBEOqGwIJdvnzmeCSP7xW0T\njkT43ydn8/r0lUnsmYiIiEjHFACIdFJ+Xi7f/Px+HLBP/7htIsDfn5vLix9+nLyOiYiIiHRAAYDI\nbsjLzeHyz+7LoWMHdtju3hfm8e93lyWpVyIiIiLxKQAQ2U25OTlccuoYjp44uMN2D728gCffWEwk\nEklSz0REREQ+SQGASALkhEJcdILjMwcM7bDd428sZsqrCxUEiIiISLdRACCSIKFQiPM+PZpTDh3e\nYbvn3lnGff+dT1hBgIiIiHQDBQAiCRQKhfjC0SM546i9Omz34ocfc8+/5xIOKwgQERGR5FIAINIF\nTjtsT8791KgO27w2fRV3Pz2blnA4Sb0SERERUQAg0mWOP2gYF57gOmzzzuw13Pn4LJpbFASIiIhI\ncigAEOlCx04awiWnjCEUit/mw3nruOPRj2hsaklex0RERCRrKQAQ6WKH7zeIyz87ltyc+FHAjIXr\nuW3KDBoaFQSIiIhI11IAIJIEB40ZwDfOGEdebvwgYM7Sjdz0UCW19c1J7JmIiIhkGwUAIkkyaXQF\n3z5zPAV58X/tFnxcze8fmMaWuqYk9kxERESyiQIAkSQaN6If3z17AoUFuXHbLFm9mRvvm0bN1sYk\n9kxERESyhQIAkSRzw/pw1TkTKS7Mi9vm43VbuOG+qWzc3JDEnomIiEg2UAAg0g1GDinjB+dNorQ4\nP26bVetruf7eD6mqrktiz0RERCTTKQAQ6SbDB/bkB+dPoldJQdw26zbVc/29U1mzoTaJPRMREZFM\npgBApBsNrSjlmgsm06dnYdw2G2oauP7eqayo2prEnomIiEimUgAg0s0G9u3Bjy6YTHlZUdw21Vsb\nueHeqSxdvTmJPRMREZFMpABAJAWU9y7mR1/cn4F9e8Rts6Wuid/dP42FK6uT2DMRERHJNAoARFJE\nn56F/PCCyQytKInbprahmd8/UIkt25jEnomIiEgmUQAgkkLKSgr4wfmTGT6wZ9w2DY0t3PLQdGYt\n3pDEnomIiEimUAAgkmJKi/O5+txJjBpSFrdNY3OY26ZMp3J+VRJ7JiIiIplAAYBICupRlMf3zpnA\nPsN6x23T3BLhj499xPtz1yaxZyIiIpLuFACIpKiigjyuPGsC++3VL26blnCEO5+YyZsfrUpiz0RE\nRCSdKQAQSWEF+blc8fn9mLx3Rdw2kQj89Zk5vDJtRRJ7JiIiIulKAYBIisvPy+Frp4/l4H0HdNju\nnv8Yz7+/PEm9EhERkXSlAEAkDeTl5nDpqftyxPhBHbZ74MX5PP3WkuR0SkRERNKSAgCRNJGTE+Li\nk/bh05OHdtju0dcW8ehrC4lEIknqmYiIiKQTBQAiaSQnFOL840Zz4sHDOmz39FtLefClBQoCRERE\n5BMUAIikmVAoxFnHjOT0I0Z02O7595fzz+fnEVYQICIiIjEUAIikoVAoxOlHjOCsY0Z22O6VaSv4\n+zNzaAmHk9QzERERSXUKAETS2EmHDOeC4/busM2bM1dz15OzaW5RECAiIiIKAETS3qf3H8rFJ+1D\nqIM2789dy58em0lTc0vS+iUiIiKpSQGASAY4asJgLj1tX3JC8cOAygVV3P7IRzQ0KQgQERHJZgoA\nRDLEIWMH8vXPjSU3J34QMGvxBm55aDp1Dc1J7JmIiIikEgUAIhlkf9efb31hP/Jy4/9qz1u+iZse\nrKS2vimJPRMREZFUoQBAJMOMH1nOlWeNpyA//q/3opU13Hj/NDbXNiaxZyIiIpIKFACIZKB99+zL\n98+ZSFFBbtw2y9Zs4Yb7prFpS0MSeyYiIiLdTQGASIYaPbQ3V583iZKivLhtVlZt5YZ7p7Khpj6J\nPRMREZHupABAJIONGNSLH5w/mZ498uO2WbOxjt/+ayprN9UlsWciIiLSXRQAiGS4PfqXcs0Fk+ld\nWhC3zfqaeq7/14esWr81iT0TERGR7hCKRCLd3Ydd5pzLA74FXAqMAFYBfweuN7MdljZxzu0P/Aw4\nEugJLAceBn5tZrs1Alq3bnP6/Q+VrLB2Yy2/u7+S9R2k+/Tqkc/3z53EHv1Lk9gzyVbhSIR1m+rY\nUttEJAI9ivLo36e4wypWIiKyTUVFz47OAY0rXQOAvwCXAW8AbwKHA0cAj5jZmTt47bHAv4NvHwFW\nAkcBBwLvA0eZWacTohUASCpbX13P7x6YxtqN8dN9Sory+N45ExkxqFcSeybZZENNPa9WruS16Sup\n3rp9JariwlwOGzeIYycNYXB5STf1UEQkPWRNAOCcOww/6J8CnG1mEedcCPg/4CLgNDN7uoPXzwFG\nAYeb2XvBYyHgL/gVhe+b2c2d7Z8CAEl1m7Y08PsHKllZFX+xq7gwlyvPmsDoob2T2DPJdPWNzdz3\nwnzemrma8E589owf2Y8vnbgPfXoWJqF3IiLpp7MBQDqus34z+PpLM4sABF9/BESAr8Z7oXNuX2Af\n4Ino4D/m9b8Kvj2pKzotkip6lxbyg/MnMayDNJ+6hhZuerCSOUs2JLFnkslqtjZyw73TeOOjVTs1\n+AeYsXA91/7zgw6DVRER2XXpGAAcBVSZ2czYB81sJTAPOLqD19YAPwT+1s5z0WLoSn6WjNerRwFX\nnz+JvQbHT/NpbApz65QZzFi4Pok9k0xU39jMLQ9PZ+mazbv82g01Ddz0YCUbN+u8ChGRREmrAMA5\nVwgMBRbGabIE6O2cq2jvSTP72MxuNLNn23n6jODrrN3uqEgaKCnK5/vnTGTvPeKn+TQ1h/nDIzP4\n0NYlsWeSaR56eSFLV+/64D9q4+YG7n56dgJ7JCKS3eKfEJSa+gZfN8V5vjr4Wgbs9IjFOTeAbSlA\nd3Wua15FRc/deblI0l37jcO59u/vUTmv/V+ZlnCEPz8xk++eN5ljJg9Ncu8k3VVvaeCNGat2+zpz\nlm5kU30zo/fok4BeiYhkt3QLAKKnGcVbC44+XrSzF3TOlQHPAAOA22P3Bohkg6KCPH72lYO54Z4P\neG/26nbbhMMRbr7vQ5qaWjju4OFJ7qGks+ffXUpzSzgh13r2zSV851wFAJls+ZrNPP/uUmzpRjbX\n+gpRPXsU4Ib34fiDh7PHAE2yiSRCugUA0dqF8U40ipaK2KkdY0Gq0L+BycDTwPd3q3fAunWdX+YW\n6U5fPWUfwuEwH8xd2+7zkQjc/lAl6zfW8un9tRIgOxaJRHj2zUUJu96LHyxjU00dPYryKSrIpTA/\nl6LCXIrycyksyKUwP4+iglz/XMG2x4sKcsnLzSEU6lSxDEmCjxat57l3ljJ3WfsL/HOWbODxVxcy\nZngfTjpkGONG9EtyD0VSU2czT9ItAKgGwvgUn/aUxbTrkHNuJPAfYCTwJL6kaHMiOimSjvJyc7j8\ns/tSkJfDWzPbXwkAuPeFeTQ2t3CSVgIEP8jfWt/M+up61m2qo6q63v+5uo61G+uoqk7c5t1IBD7o\n5H6U3JwQhTEBQWF+bhAs5AXBQ267wUNhft52Qca2oCKPvNyQgordFI5EeOSVhTz37rKdaj9n6Ubm\nLN3IKYcO54yj9iJH//9FOiWtAgAza3TOLcWf/tueEcA6M+uwdqFzbiJ+8N8f+AfwVQ3+RSA3J4ev\nnDKGgrwcXqlcGbfdwy8vpLEpzGcP31MDoCxQ19BMVXU9VcEAf111XTDgr2d9TR11DS3d3cUdaglH\nqG1oprYhcW/1bYOKbYFFx0FF9PnYoKKoMI/C/NysCioikQj3vjCPl6eu2OXXPvP2UuobWzj/M6Oz\n5v+XSCKlVQAQeAO40Dm3t5nNiz7onBsM7A081dGLnXOjgOeBCuBm4KroeQIiAjmhEBee4MjPy+WF\nD5bHbffEG4tpbGrhzGNG6gM4zTU0tlBV7Qf3/r86qjZt+/PWes2PtKc7gorY1YvW4CEacLR+HxNo\npHBQ8dLUFZ0a/Ee9+OHHDC4v4dhJQxLYK5HskI4BwD3AhcB1zrmzzSwcnOT72+D5uFV8nHM5wP34\nwf9tZrbbOf8imSgUCnHup0dRWJDD028tjdvuuXeX0dgU5rzjRmspPoU1NbfEpOZ8coC/ubapu7so\nga4KKqJBQWvwEAQObR9vuzrRGojkbx9U5OftXhXxhsYWHn1t9/eHPPrqQg4fN5CC/NzdvpZINkm7\nAMDM/uucexA4B3jbOfcycBhwJDAFX9EHAOfcL4LX/CJ46HPAAfhqQVuiz7ex2szu7Kr+i6SLUCjE\n548aSX5eLo918EH94tSPaWxu4Usn7kNOjoKA7tDcEmZDjR/cR3Pxo3n4VdX1VG9p7O4uSjdqCft9\nGolcyWkvqIgGBzsKKooKcpmzdCN1CQhyttY3896ctRwxflAC/lYi2SPtAoDAhfgDuy4GrgSWAf8D\n3NgmnefnwddfBF+PCr4WAj+Jc+3pgAIAkcBph+1JYX4uD7w4P26b12esoqk5zCWnjiE3J63OF0wL\nLeEwG2satk/Riebk19SzcXMDkSxIZOzfp5g9B/akvrGF+sYWGhpbqG9qoaGxufX7LPjfkBK6Iqjo\nrJemfqwAQGQXhSLZ8KmRROvWbdb/UMlIr0xbwT3/sQ7b7L93BZefPpa8XAUBuyIcibBpc0Obwf22\nP2+oaSCcJu/VZSUFlJcVUd67mPKyInoU5fPIKwsIJ6D7P73oAPYa3Cvu85FIhMbmcGtgUN/QTENT\nECg0ttDQ1BIED82tf277XOtrG5tpUFCRNm6+4nB6lxbuuKFIhqmo6Nmppfd0XQEQkSQ7ZtIQ8vNy\n+Nuzc+LONn84bx13PPoR3/jcOOXkxohEItRsbfxE/v366rrWtJ2WRIyQk6C0OH+7AX5FWRH9yoqp\n6F1Ev15F7f67r91Yy6sdVJXaGW6P3h0O/sGnrRXm+9STjlvuvO2CiuhKQ0xQsS14aI4JMPzz2wcZ\nzcFqhYKKrrBpS4MCAJFdoBWABNMKgGS69+eu5a4nZ3U4YB0zvA/f+sJ+FBX4OYZwJMKaDbVsrm0i\nHI7QoyiPAX17UJghQUIkEmFLXdO2FJ025TKrqutpak7MabhdrUdhHuW9iygv8wN8/18x5cEAv7hw\n1+eN6hqaueHeqSxbu6VTfepdWsBPLzqAvr12+pD3lBYNKnxwsBNBRUPLtuAhdhWjsUVBRWDPgT05\nbNxAJo4qp7x3cXd3RyRpOrsCoAAgwRQASDaonF/Fnx7/iOaW+Lf7qKFlXHziPnwwdy2vTl/Jxs3b\nHwiVn5fDQWP686nJQxkxKFHztV1na33Tdmk5rX+u8X9uaEr9WvgAhQW5VJS1GeD33vbnHkX5XfJz\nq7c0cPND01m+i0FAn56FfO/sCQypKO2SfmWKSCRCY1N4+z0R7aY5NbfZPxE83rBthSLdg4qhFSVM\nGFXOxNHljBjUSxXKJKMpAEgRCgAkW8xavIE/PDKDxgTMbI8eWsZXTh7DgL49EtCzzqlraN6ucs52\ng/3q+oRULEmGgrwc+pUVUdG72H+NDvSDWf2Sorxuqwlf19DMv56fxzuzVu/UwHLciL5cfNI+GTPz\nn27CkQhNbYKKT65WNLezfyIaQMQEFTGBRTL1Kilg/Mh+TBxVztg9+1JYkBmrjiJRCgBShAIAySa2\nbCO3TpmRkA/10uJ8vnPWeEYOLktAzz6poallW979pvo2g/30OewqLzdEv17bz9pHU3TKy4rp1SM/\nJQ99ilW1qY5Xp6/ktekrP3EGQWFBLoeNHcixk4cwVLP+GScaVNw2ZTpzl21K6s/Oy81h3z37+NWB\nUeX06ak9A5L+FACkCAUAkm0WrqzmlgenJ+TgopKiPH584f4M6leyy69tam5hfU1Du/n3VZvqqEmT\nw65yc0L07VUYJ0WnmLLSgoxJaWgJh1mzoY4tdU1EIhFKivIZ0LfHbh8yJamvcn4Vtz8yo1v7MHxA\nTyaM6sek0RUMG1Ca8oGzSHsUAKQIBQCSjZau3sxND1aypW73B9lDK0r4xVcO+sQgt7klzIbN2wb4\nbXPxN6XJYVehEPTtWegr55QVtabrRAf4vXsW6CwFyXjhcIRr/vI2VdX13d0VwO81mTCyHxNGlTNm\neB9VMZO0oQAgRSgAkGy1aGU1v7nnw4Rc67gDh1JckBek6fi0nQ1pdNhV79KC7WbtW8tl9i6mb89C\nnZMggt9HdMtD0zt9xkUIOOvYkWza0kjlgirWbqxLSL8K8nMYu2dfJo4qZ/yocspKChJyXZGuoAAg\nRSgAkGz1SuUK7vl3xweFZYpePfI/McCP5uD361VIfp5mD0V2xmvTV/KP5+bucrWhEPDlk8e0ngAc\niURYvaGWygVVVM6vYsGK6oRMGISAEYN7MWFUOZNGlTOkokSpQpJSFACkCAUAkq1+9X/vs2T15u7u\nRkKUFucHFXRiN9gGA/yyoow5v0AkFbw/dy1/fWY2jU07V1GsMD+Xr546hv1d/7htNtc28tGi9VTO\nr2Lm4g3UJ6j6UL9eRUwMSoy6Yb21mifdTgFAilAAINmouSXM5b97JW1qhhcX5sZsst02wK8IBvid\nOexKRDpvQ009L09b0W5lqKhePfI5csJgPjV56C5V8GluCWPLNlE5v4rKBVWsr0nMvoOiglzGjejL\nhFHljB/Zj549lCokyacAIEUoAJBstLm2ke/c/kZ3d6NVYX6uH9T3KvpkLn7vrjvsSkR2T1NzmGnz\n17FoZQ1b65ogBCVF+YwcUsbEUeW7XSEqEomwYt1Wpi2oYvqCKhavrEnIxEUoBKOGlDFxtC8xOrBv\nD6UKSVIoAEgRCgAkGyU7AMjPy9k+/77NabalxalfC19Eul/1lgamL1zP9AVVzFqyYafTkHakf59i\nnyo0qpxRQ8uUKiRdRgFAilAAINmoJRzmshsTmwJUVlLA0IoSXy6zd9F2p9r2KinQAF9EEqqxqYW5\nyza2pgolqrRwj8I89gtOI95vr75agZSEUgCQIhQASLb69T8+YPGqmoRd76ZvHq6TOkWkW0QiEZat\n2cK0+euYvmA9S9ckpsBBbk6I0UPLWjcS9+/TIyHXleylACBFKACQbPXa9JX833NzE3KtiaPK+faZ\n4xNyLRGR3bWhpr41VWj2ko00tyQmVWhQvx6twcDIwWXk5GhlU3aNAoAUoQBAslVDUwvfu+NNqcoi\n2wAAIABJREFU6hqad/ta3zt7AuP26peAXomIJFZDYwuzlmygckEVMxZUUROnatGuKi3OZ3yQKjR2\nRF9VI5OdogAgRSgAkGz22GuLeOqtJbt1jT36l/LzLx9IjnL8RSTFhSMRFq+qoXK+ryr08bqtCblu\nXm4IN6xP60bifmVFCbmuZB4FAClCAYBks+aWMLc8NJ05Szd26vWlxfn85ML9GdBXebEikn6qNtVR\nGZQYnbtsEy3hxAwJhlaUtpYY3XNQT02QSCsFAClCAYBku9r6Zm5/ZAbzlm/apdf17JHPlWdNYMSg\nXl3UMxGR5KlraGbm4g1Uzq/io0Xr2VKXmFShspICJozqx4RR5ey7Z1+dTJ7lFACkCAUAIv4wn4df\nXsArlStobtnxr8Q+w3pz8clj6N+7OAm9ExFJrpZwmIUralpXB1atr03IdfPzchgzvA8TR5czYWS5\nKqdlIQUAKUIBgMg2NVsbeX3GSl6ZtpL1NfXbPVeQn8OhYwdy7KQhDBvQs5t6KCKSfGs21LYGA/OW\nVxNO0Fhs+MCeTBpVzoRR5QwbUKrzUrKAAoAUoQBA5JMikQhV1fVsrm0iHI5QXJRH/97F5OfpdEwR\nyW5b65v4aOF6KhdU8dGiDQmppAbQp2chE4NgYMzw3uTnKVUoEykASBEKAERERKQzmlvCzF++icoF\n66lcsI51m+p3/KKdUJify9gRff3egZHl9CopSMh1pfspAEgRCgBERERkd0UiEVaur2X6gioqF1Sx\n8ONqEjHACAF7De7l9w2MKmdIeYlShdKYAoAUoQBAREREEq2mtrE1VWjm4g00NLYk5LrlZUU+VWh0\nOW6P3uTlKjUznSgASBEKAERERKQrNTWHsWUbqQxWBzbUNCTkusWFuYwb4U8j3m9kP0qL8xNyXek6\nCgBShAIAERERSZZIJMLytVtaU4UWr9qckOuGQjB6aO9gI3E/BvUrSch1JbEUAKQIBQAiIiLSXTZt\naWDGwvVUzq9i9pINNDaHE3LdAX2KW08jHjW0jNwcpQqlAgUAKUIBgIiIiKSCxqYWZi/d2Lo6UL2l\nMSHXLSnKY7+RPlVo3Ih+9CjKS8h1ZdcpAEgRCgBEREQk1YQjEZau3uyDgflVLFu7JSHXzc0Jsfce\nvVs3EutE9+RSAJAiFACIiIhIqttQU8/0BVVMW1DF3KUbaW5JzPBlSHkJE0b5VKG9BvciJycxJUbX\nbKxl2ZotbK1rIicnRGlxPnsN7kXv0sKEXD9dKQBIEQoAREREJJ3UNzYza7FPFZq+sIrNtU0JuW7P\nHvmMD1KFxo7oS1HBrqUKNbeEmTpvHS9PXYEt3/SJ53NCISaNLufYyUMYM7xPVp5noAAgRSgAEBER\nkXQVDkdYtKqGyvlVTF9QxYqqrQm5bl5uiH2G92FisDrQt1dRh+0Xr6rhzidm7vRpyHsN7sXXTx9H\nv7KOr5tpFACkCAUAIiIikinWbqpr3Tcwb/kmWsKJGeYM61/qU4VGlzN8YE9yYmbvZy5ezx2PfkRj\n065VMCorLeCqcycxpDx7SpYqAEgRCgBEREQkE9XWNzNzsT+N+KOF69la35yQ65aVFjBhpF8ZKCnO\n5aYHp+/y4D+qb69CfnrRAVmzN0ABQIpQACAiIiKZriUcZsHH1cFpxOtZs6G2u7vUan9XwTfP2K+7\nu5EUCgBShAIAERERyTarN9RSOd+fNzD/40105/AyBNzwtUMpz4KSpAoAUoQCABEREclmW+qa+GiR\nP4145uL11DW0JL0PJx8ynDOPGZn0n5tsCgBShAIAEREREa+5Jcy85ZtaVweqqneuqs/u6lVSwC1X\nHJ7xpUEVAKQIBQAiIiIinxSJRFhZtTXYN1DFohU1dOWg6ZZvHUFZSUEX/oTu19kAYNdOZBARERER\n6YRQKMSQilKGVJRyyqF7UrO1kekLq5i+YD0zFq6nuaVzlX/iqa1vyvgAoLNyursDIiIiIpJ9epUU\ncOT4wVzx+f249NQxCb9+bq6GufHo/4yIiIiIdKs+OzgZuDN6Fucn/JqZQgGAiIiIiHSrYf1LKS5M\nXGb68AE9E3q9TKMAQERERES6VUF+LofvNzBh1zt28pCEXSsTKQAQERERkW537KTEDNqLC/M4eMyA\nhFwrUykAEBEREZFuN6hfCQeN6b/b1znxoD0oLMhNQI8ylwIAEREREUkJXzpxH/boX9rp10/eu4JT\nDt0zcR3KUAoARERERCQlFBfm8f1zJrLnwJ67/Nr9967g8s/uS05OZp/+mwg6CTjBdBKwiIiIyO5p\naGzhsdcX8er0lTQ0tnTYtlePfE44eBgnHDgs6wb/nT0JWAFAgikAEBEREUmMuoZm3p61mtemr2T5\nmi1EB1m5OSFGDy3j6IlD2N9VkJelh34pAEgRCgBEREREEi8cjlDb0ExOCIoK88gJZddsf3s6GwDo\nhAQRERERSXk5OSFKdbpvQmTneomIiIiISJZSACAiIiIikkUUAIiIiIiIZBEFACIiIiIiWUQBgIiI\niIhIFlEAICIiIiKSRRQAiIiIiIhkEQUAIiIiIiJZRAGAiIiIiEgWUQAgIiIiIpJFFACIiIiIiGSR\nUCQS6e4+iIiIiIhIkmgFQEREREQkiygAEBERERHJIgoARERERESyiAIAEREREZEsogBARERERCSL\nKAAQEREREckiCgBERERERLKIAgARERERkSyiAEBEREREJIsoABARERERySIKAEREREREsogCABER\nERGRLKIAQEREREQkiygAEBERERHJIgoAJO0453p0dx8kPTjnRnd3HyT16L6Q9ui+yG7ZNrYIRSKR\n7u6DyE5zzp0DjAXuBRaaWXM3d0lSlHPu68BXgL8AT5vZ6m7ukqQA3RfSHt0X2S0bxxYKACRtBNF5\nDX7l6m3gLuAFM1vZrR2TlOOc6w2sAfLx98y/8W/s/zWzuu7sm3Qf3RfSHt0X2S1bxxZKAZJ0chsQ\nBh4ChgB3A3c4504I3sBFov4ARIAfAC8AZwN3Atc65w7uzo5Jt9J9Ie3RfZHdsnJsoRUASQvOuT7A\nFOB1/BLtWOBLwOlAC/AP4B5gtpnVd1c/pfs554qAK4Fa4G/Bw6cD3wEOAD4C/gU8ZmYLuqWTknS6\nL6Q9ui+yWzaPLRQASNpwzo0C6sxsRfD9QOB44ELgWGAxftbmcWCJmbV0V1+leznnSoBmM2sIvs8B\nhgLnAVcAg4EX8R/sz5jZ+u7qqySPc64nEDazrcH3IWAPdF9kNedcKRAys83B97ovsohzbiTQaGbL\ng++zYmyhAEDSinMuZGaRNo/tA5yG/2UdB7wB/Al42czWJL+X0p2CGb0SoD460It5Lh/YF7gcP8vT\nAjwG3Ie/XxqT3F1JMudcXtsNfrovslMw8K+LDujafr7ovshumT62UAAgKc85Nwm4FOgNzATuNrO1\nzrkcMwsHbfKAg4AzgXOBfsAjwP8CH0RndiSzOedOB74LOPyGvnuAm6KrRjHtSoHD8Mv8JwHLgPuB\nh81salI7LV3OOXcA8E2gB1CNT+d4rp12ui+yiHPuAeAZ4KXY94jYz5bg+xLgcHRfZJQg/edI/Nhi\nNVBtZu+2aZOxYwsFAJLSnHNfAn4LDMRXafgA+IqZrYvTvgw4GrgAOBXYis/rvA+YqxmbzOWcuxJ/\nrzTg75M9gb2AhcAFZvZeOx/sFfj75EpgP+BD/DL/42a2NLl/A+kKQXnHXwAVwFqgP7ASONfM3oje\nE9HZ3yD9owI4Bd0XGSvY3Ps2sAIfBEwB3jOzmpg2rSsCui8yi3PuDOAq4NCYh7cA7wK/MbNX27TP\nuLGFAgBJWUF0vgiYhR/YTcXn6a13zvXFvxkPA6aZWVWb1w4FTsQv3R0JzAHuAJ4HFscOAiX9OecG\nAEuAl4AfmdmMYM/INfja3o+b2efjvDYHGAF8EfgG0Bd4GngSeNTMqrv+byBdIbgvFuMHar8BZuNn\ncu8D7jOzLwbt+pjZxjYDvhx8EHkhui8yTlDd5RF8jjfAKvyGz4eBWbEDOt0XmSUYWywANuHHBUuA\ncuDrwMSg2VPAlWa2uM1rM2ZsoQBAUpZz7if4AdwXzeyJmMevwedjOnzptq3An4Eft92c45wbj4/W\nLwJGAW/iZ/5WJeUvIUnhnPstfrPeeWb2dJsP7OeBzwAnmtnzHVyjGNgHv8x/AbAZONrMPuryv4B0\nCefcDfj74pzofQGE8Jv5ioD38PeGA17Bp4w9G908HlxD90WGcs59Gp/T/wJQDJwATMend7xoZvOC\nQOFQ4FUzq415re6LNOWcuxafVvwVM3u6zXPn4vd8HB089GMzu76da6T92ELnAEhKCmZZegONwGsx\nj38NuA7IA/6Oz8NsAK4GKp1zBwbt8gDMbIaZXQfcjP/g75FOv6CyY865AvyMXDXwaszj+cEfHwm+\nfirmuVD0a/TPZlZnZtPwBwBV41eW9GGepoL7Yih+Wf/14OH8YIbuffzA/4f494UV+Jng+4Dvx15H\n90VGewk/cNsL/7nya6AXcDtwi3PuWPzM7q34FefoZ5PuizQVfC4MxR/89UrwWE7MmOEBfAnQH+DT\njq9zzt0drCbinMsN2qX92EIBgKSk4EO6BuhDsCQXbMT6MX625mQzuyRYwj8CP3M3Fh8IEFvlI/iF\nHYj/Jb00iX8NSYJgqb4JGADsHTwWMbOmoMkLwDr87F7bSh/HA5cG91b0w+EA/LL+t5P2l5CEC+6L\naoK8bedcvpk1BlWiLgEMONvMDsYv5V+GTzn8jXMuNi9Y90UGCvZ+RPCnvo4BegK/xH9G/A04GJ8G\nMhm/V2ALtH42Ra+h+yLNBJ8LG4BB+Imj6OPNwYRQjpnVmNnvgePwAeJXgLOCdq1ZBuk+tlAAIKns\nZfyb7neD5dbe+Nn+J8xsfhC155h3Mf4QjzOdc2e1uU4JfsXgBjOrTGL/pYtFZ+Pwy/hNwO/aOblx\nCf4wnwnOuWExqUHD8LM8f8QfAhT1HnCxmc3qyr5LUjyKz/P9OfBN59wvgQfwe4f+YGaPAZjZRjN7\nCL8iAPC5dq6l+yKDRAfywT3wIvA/wfcv4yeaLsanmIbwq0Vfcc5Nis4Ux9B9kX6eDb7+1jnXKyao\nCwUFAXKCiaKZ+CDgLfyp0JPaXCetxxYKACSVvYkf1J+K32QzFn8gS3STVX7wyxpN9bgf/4Y9GLal\neQRVHX4O/DR5XZdkiHnjfhF4DpiAn9UH/AxN0Cb65nxQzMtPBo4Bvh5Uf8kzsyYze9HM7un63ksS\nvIKf1c3HL9X/DL/huwX/oR5d/s8N2r+ODxh6B89F30N0X2SgmAmEu/HvDV8HMH/Q1174Ad4D+KpR\n1wEPAcOjr9d9kbZewv+bnwI8GqR6xX6eRGI+E+rx44+e+PeOVuk+tlAAICkpJk3jBvzs7peBn+Df\niA8GMLOG6Ad0IAzU4ev0Elu1IUgJyYjT+8Rzzn0hqO8efSO+GDgb+G/wfAgfEIJfAQCYFDy3Pz7l\nY6aZ3R1co7nN/SRpLkgF/Au+aMBJ+HTB3+FXiyqCZhG2fRaOA5rx7yWx7yG6L9JY7F6fNiLQugrw\nFEEaRzCpdC2+NOhP8PfPHcBsM1sYe90u7rp0gWAs8CvgQfzesDudcz9wzu0VPB8tBxx9X1iLf88Y\nFHuddB9btF3KEul2zrliM6sDCMp7fsE592N8tYUK4ArnXC3wR/NHdzcFv6yn4w/6eS64To6ZhdOp\nLJfsnOCN+p/AL51zM4EG8weyvBhtEwzeogHA3ODrIcHX0/B7S44MrpdnZs3W5pRpSS/B+0A//EB+\nMPCWmS1h2yZgnHOr8RMFP3XOzTNfv70p2BtwFr4c4N+DttH3EN0XaSwmkBsB5OIPfFrX5t/1JuBV\n59xn8TPDYeBfwf2Dc+7n0YbBymKL7ov0FEwwrgfOc869ip/Bvw443jn3MPCUma3EFyEBHyTk4osH\ntE5QpvvYQmVAJWU45xw+9/bTwEb8cutTwca9UuAo4HzgDHzJthn4DZ5b8BU8DgMeNLML22z0lAzj\nnHsWGI8v+/l6m+eiBzq1PfRrOn6T8C/wpwW/YWZn6l7JHM657+Frs++F39fxa+DG2PvB+QN9/gp8\nHp8a9iT+rICz8O8995nZJbovModz7nz8OR/H4Ss+TcPvAXkpeD4XPyH6JH5ioAJf+ecXZlbT9r1E\n0l/M+0EInzp6Ob6kZzF+wui/wHL84P8Y/Fky52XS+4JWACQlBKkcf8fn+dfgc3a/gN+Ud5OZbXHO\nPYePwJ/BBwKn4AeB4Hf134o/MAz80l1aLstJx5xzJ+APYvkx8E7wWHTQnwuUARva+cB+DL/R7zL8\nLO83g8d1r2SAoKb7r4D5+CAA/ApAdDk/H79SVB0UCrgNf0ZA9OCfJny6UDSfNzaFTNJUkN99Jz4g\n/A/+PjgV6Omce8fMaoMUjpZgk/jDwBv4AV8NbF/5RzJDzCbwCL6E+Hfw5z98DT/JeDn+XqnGj01+\nFrw0Yz4vtAIgKcE59x5+4PZj/Jv08fgl2QIzG+Kc2xNf5rHazOYGrxkNHAgsA9aZmQWPZ0yELp/k\nnDN8wHdpUKUB51wP/Ozed/Gb9ML4TeGP4etzh51zk/Endg4EfmJmv40u5XfH30MSyzn3Dn7Q/jXz\n9dmj98XR+PTBUqAAnzr2j2BmdxR+MLgIWGJmM4LXacY3QzjnZuD3dVxhZm8553riD5j8EX5FMIxP\nGWvAp4p9Dh8MPmExpwFL9nDODQJG47MLtmbq2EIBgHS7YEZ3Cn43/S0x+Zq/xM/SPoPf3An+A/xR\n4OpobmbQNqN+MaV9zrlv41d6zjSzR2OWcW/Fz+bW4Qdzg/Cz/AuA75rZM8Hrz8Af73508L3umwwQ\nDORfBF4ysy/HrAjdjp/RA7+cH63iUQl8w8ze6YbuSpIEs//P4j9Xfhzz+CH4AwKX4tM/ioOn3gWu\nMbNXg3Z6f0hjsWk+0RXijiZ8gpXCUJvU0Yy9B1QFSFJBKb7c2pzgl7RH8Pgi/EFgZ+LLdv0dX9P9\nC8Bjzh/FndG/oLJNkN5zQvDtITFv7gfhD+F5FjjEzCbg63b/FL8h9Enn3OnQWu3j1OB6ebpvMsYG\nfLpOT2it4nEIPih8FjgUf9jTUfiDnyYCzwZpQ6rmkrm24sc5TbDthHh8qdcBwH74Q7+uwleEGQ+8\n7Jy7ELZtHpb0FDOQLw3GCR2u9rbd2JvpYwsFAJIKNgRfxwGYWfRQpuPxm4GvMLNTzOwb+NmaPwRf\nTwna6cM7CwRv3n/En8p5FXC7c24P/MatD4HfWHAYT5DKcQM+JagZH0RG39A3B22aP/FDJF3VA3OA\nE5xzQ4LHPoefRLjezD40s0YzewMfFFwJ9ALO65beSrLUBF9PDlaJ8pxz5fj3hk3AJWb2LTO7Gb9J\n+Ov4VKDzFRSmN+fcgc6565xzs4B/Ay84577pnBvqtp0d1PY1oeBrf+cPCMvYwT8oBUhSgHOuEH8o\nzyTgiCBPM3pwD8BPg417heZr//fA13WvA8YrVze7BIP+O/F13f+FTwsrNbPozH708KZoKtmT+Jnf\noWa2pVs6LV0umM1/BvgAfybEp/HpXmOC53Ng26ygc+4ZfHWPwWZW3c4lJQM4536GPwxuGT4NrB+w\nD36P0CVmVu+cK4jm+zvn/glcAAwws3Xd1G3ZDcGewReAIcBsfAnPMfjPiuX4Q8CmANZ2/OCcKwau\nx682Hx6UC81IWgGQbhXMyDbgd9g/aGZvQesJi98CfhkM/kPB4D83WCGYh9+J308zNdnBOZcX3AfL\nzewU4Df4dLCz8RU+Yg9mibhtp3yux2/mGtTuhSVTvIVfHTwMuA+/KbzMORc9uTUERCtFgR8IbAaG\nJruj0vVifv//gZ/xXwc4fKnPWnzhiNbBf0z7zfhVab1fpK9b8RV8vgwcaGaTgMPxgWBV8PV+4Ozo\n+0HM+0IRvpDEYjNbn8njC60ASMoIcrKbo7+IbfP1YnK+B+M3cBXiVwxq27mcZKDY6izOuQp8+s8V\nQJWZHdhO+6H4vSPDgIkWHDAnmcs59wN8/f8IfsbvDuB7sSlfwSrSn/Blh8fpPSTzBf/mW/ApPq/h\nB/qnmFltzCbRIfjZ4b2B/XRfpJ9g9v8N/N6fK4LgrjWXP6gG91l8cDAU/z7wnXZWAoqCADFjK8Vp\nBUC6jXNuuHNuQsxDLdGNOrG/cMHMb++YX9BzgcnAQ8Gbt+7jDOacG+uc+5Nz7n7gAedruBMsz/8B\nf1bEt4O2RdEZ32Dw/318Ksj/mlldzCyPpLmYYgHR7/MAzOxG/L/5C8FTVwCvOefOCd5zDgd+D5yM\nP028VvdF5nDO9XHOneacu9A5d4Jz7jCAYOVwYzCofxFfHvZm59zEYPBfhK869xngTt0XaauR4PyO\n2MF/TArgVHyKzzeA5/H/5o8HE4vE7A9oCNpn5OAftAIg3cA5dyBwCX4DXk98Pv+PzOzZNu2iv7gH\n4AdyIaA3/g16qpkdFNsumX8HSQ7n3EXAtfhczrVA/+Cp+4AfmtmKNu1HAy/j08OK8ffLC0HKkO6V\nDOGc+xZ+9v7P+Dze+uDx2BWigfhCAlcABwQvbcSvClQDD5vZZUFb3RcZwPkyv1fhqz5FbQHeA34d\nU95zb+BeYH/8KdCL8e8t++LfL04K2um+SDNBIPcc/t/yM2b2URDIhYPxROxqwAjgd/hTwS8zs7u7\nrePdQAGAJJVzrhSYCgwGHscP0k7Cn0p9rJm9GbSL/SU9C1+iDXzu5p3A38xsdjRtKMl/DUkC51wf\ntn04/xq/bD8Bn9LhgG+b2R1tXjMOvxF0C/6An9uAf5vZx5m8lJttnHM/wd8Tb+M3gj8HLGuvIECw\nMnAifsY/hN8QeA8ww/xhYLovMkDwfrEAX93nDnzJ6HJ8ZZ/oac9P4dPBFgbtrwIuBPriJxhuwZ8A\nvFz3Rfpyzp2Dz/F/DviKma0JHs81s5Y244sCfIBYik8TzZpCEQoAJKmcc7fgZ/6vNrN/BhtsvoSv\nxXwZvmzf4fjA4AMzezR43SB8vt4KM1vZLZ2XpArulS8BF5vZkzGPj8XneNYBR5nZgnZeWw5sUIWo\nzBSs9HyEn80Hf07IH4HXzawqpl3cGVzN7mYW59y1wKX4Ad/TbZ47F7gcn/YDwUngwXO5+D1Cq6Ir\nSZKeYvYJhvBpft8F1uBXi++JaRcNBKKVBf+OLxpwmJkt657eJ58CAEmaYMblNWAVcI6ZbQwe74ef\nyYsAe+Fn6KIexZ/M+IlBnmSuYKXoafzM3JFBJajWzeHOuTuBrwJfMrN7Yys1xMzsaICXwZxz7wN7\n4PO5j8MfJvgg8Feg0sy2Bu1CQE5w3+QoKMw8Qd723fjJo4lmtiXI+c6JrhA753rhJ5m+jz8E7K/A\nz81spd4rMk8wrvgBcHXw0GPAzTFZBtEgoBSfSngkcKiZreqWDneDvB03EUmYOvzG8+bo4D/QgP/w\n7okv3/VS0O43+Ny8RfhfZMkSwQd4Lv6+2Bo8Frsc/zT+w/xkfC5v7MD/EKDW/GFgkmFiUjOm4veG\nXIP/cP8icD6+fvf/OuceAuabWRN+Twga/GcmM2tyzkVLd+4JzAwebw4CwJCZ1QC/d879Gz/guwSY\nDtyhwX/6c84dh588DAPTgiIRP3TOPYcvFnEGcJpz7hHgJmCFc24rPkXsNOABM1uVTZMEqp4iydQA\nVALHO+e+EPP4Kfg37l+Z2dVm9pyZPYPfoPUacHmwEViyy0vACOB/3CdPbnwFv7R7tPMHtwAQlPH7\nH+CNaFUYySwxgWAuMBA/oTAFf7rv9/D1/f8HvzfgS86f/JmxtbylVbSIxG+dP8U1OogLBWkhOcFM\n/0z8itFbwLXOuUnd0ltJCOfcQc65p4D/4O+BB4DfBWnDmNkrZrYfvurPEuAcfM5/JfAx8Ft8OuH3\nk9/77qUAQJImmGV5CH/fHRzz1BPAd/CbNwneqPODN/B/4FcGhiS5u9L9HsFv5r0Uv7QPtJ4XsQU/\ne9cbcDEzeCfhK7/82GLOlJCM9Dp+w2cRgJktMbM/4T/or8XfG3/Bz/aeGKQESOZ6CZ8GdArwqHPu\nWNhu1Sd6QGBekOt/B/6zZUS39FYS5W/49J2/Aj8B3sSfD3N+bCMzuxNfROKL+EH/q/gyoNFU0q3B\n6mJWzP6DUoAkyczsCefciQRLtMFAvx6/RBdtE46ZsavCL+n1TnpnpVuZ2YwgnecoYFbMU9E36Nn4\nwf5YoNL5MyUuxad93BFcQ1U8MpSZ/SOY+WuAbRsAzWyqc24OfvXwHPyhP6cAPwWu67YOS5cK8rl/\nhS/neQ6wh3Pur8AUM1sULQHJtonPtUATOvE3bTnnrsRXhPummd0VPDYMGAdMCD4TDgImAf8FnjSz\n+4JxR1P0a/R62fZ5oRUASZrooN7Mno9W8gl+CT+xPB/doc+2lYK5sdeQzBcM6GYDdwX5nMB2M3rv\nBF+j98hngQPxdd9bD4aSzOOcCwX3x4boZt+Y+v8hM6szsxeAH+FTg97ABwR6D8lQwb/7ejM7D78K\nVIIP+O5yzl3unBtsZhEzawxe8il8Gtn70dd3S8elU4LynZ8BVgJPBo/lBVV8Hgc+B7yLXwH8GjAF\neMU5NzY67ogd/GcjVQGSlBG8AY8A+gBz8L+01wAfWnAwi0iU8wc9LcavBFwL3I7f/HWaqnpkt7b/\n/s65gWa2ujv7JF2vTRnICfjSnxfhy0rPxc8CL8cP/o/B1/w/T+8X6SX67+WcexAfBBxiZvNjnn8R\nOBafEnY/UAaciU8LWgAco3LiSgGS1DIIuAG/W78Rn9s7DR8IxFb/kCwXfNCvds79F7+h73v4w+Wi\newVyCCq/SPZpWwpWg//sEF0FCv79K51z3wH+F/8ZcgY+IMjHnwT9d+BnwUv1fpFGYoK1OcBZwHec\nc9fhD347Bj/4v97Mfhx9jXPuGXxK8beBTwP/TGafU5ECAEklDcBC/KB/NX6DzlNmtjQBJFhBAAAg\nAElEQVQY8OkNWoDt0oCewOd3HwZcG9wrChQF2G6gIFkoSPeZClzmnPs5MBpfWGCrmRm0Bol6v0hP\nf8KngH4DHwiU4cuNN+BPfY6mgkaCtJ8/4lNE9+ue7qYW7QGQLtE2n3Jn8ivNbD2+esuBwNlm9gcz\nWxI8lzU787PdruTimtnd+JrOZmbR2TwN+jJAO+8h+rySXRazX2SVmb1mZlOBedHnFSSmLzNbC/wQ\n/xnwOnAbvhpQE7Aipmn037gHfvWnRxK7mbK0AiBdImYJvr+Zrd2FN9lou6zenJNNghr/I4DhwPtm\ntil4vMOZ/JgDW+7Ev+lHN4E1J6Hb0sWCHN98/LL+Gk0CSBAUDjWz5Tv7muCzJ3Y/iPL9M0hw4OPV\nMfs/TgC+iy/3eV2bz4Oj8XsMX4ftPkOykjYBS8I55w7Gl2E7E3/wxh+Bh6Obs6Ll2Nps0os+XhKt\n6iGZzzl3Cn75NrrJuwa/mffn8T6kY+6VAfgTfzcnp7eSLM65I4Bz8SeBr8Uf1HOHmb3bwWui90V/\noN78ya+SQZxz1+NTPm4F3g5mgHf0Gt0XGaztID4oDjENP9D/DT5NdBF+M/gPgQ1mNrk7+ppqFABI\nQgWn770I7IWv9b8R+LOZPdpO21wgHLNaUISv+jMafzhHvWZqMpdzbgS+lGchcA9+c95RwBj8iY6X\nmNmaOK8tBq7HBw6HBuljkgGcc3sCLwMD8Jv8ioF98PfEueYPgYv32uh9cQJwuO6LzBF8XtwFfBk/\nsfQU8DC+8leHk0a6L7JLsArwF2AYsBW/72MAfiLhy8FZIVm/WqwUIEm02/Abcb4G3BetuRws5Z+F\nH+wVAA+Z2cbguWiqR0XQptrM6rqj85JUtwP1wNfM7DEA59xkfNWOk/HLtQ/FeW0RPmVooZmt17J+\nRrkD/x7xVXzt7gjwS/zkwF7OuXnAvvjJhdVsP1EQvS8W677ILMHZMH/BrwwNA74OnI6v8/84MC86\noGtncKf7IouY2X+ccyfhMxHOAD4G3gL+ZWZLgzZZPfgHrQBIAgUzum8Cz+FP5qsPHr8AX6ZxUkzz\nOuCXZnZjm2uMBtaZ2SZVc8lczrlx+DzMh4BvmVljzFL9EcBL+Lrdkzt6o3bOFZlZve6VzBDcF2/j\na3dfETOBcDD+cJ+XgCOBofgToZ8GbjWzV9pcR/dFhnLO3Y8v/XsH/iTwQ/CDu7uBF81suXPuZ8B/\n8GfItMS8VveFSEBVFSSR8oD/b++8wy0drzd8TzGM3rtokaWGKBES0Rk9iCBERo8u+AlRE4IQokeL\n3nsiWnRBEgYRhEeLTrTB6DNjfn+s9zvzzXFmMGPOnvPt574u1z7nK3veY7/7/da7yrN6AYNrxv90\nZA3ALMCRwKZkZ773gCMi4uKSs1flaj5ZFYF6gW40k5NdOF8pxv9EVW0I+TC/lWznPn/nGyNi0lqX\n34/Bc6VBTErqsQ/WyI6tkKot/cn1434ySvRXUu/78uLtqyKN4HnRZA4nI4cfAVsDR5He/VOAQ4se\n/K+AJarP3/OiPSlpY+7yPBq8ATBfJYOBYaQme8X/kd7+nSXtI+kSSTuRKR5/A35EenMsx9ZeDCY3\nAUsCaGRL9qqg6/by+2IwUgIyIoJMM/tBuc9zplm8RqYJDoiIBWuG20Hk5uD/JK0vaXtgILA/MC0j\nVUCGgudFUynrgMgo0XbAK8BhZMrpxWTR+F7A80BHnr/nRXtSbfT8uXeNNwDmK6F4798guyt+JyL2\nLl7ad8jF+NpyXT8ASfcDG5Zz+0eEdXnbiNKE5zRgzYg4uDYvKs/cA+V1xXL80/LwX4P0+k2EaRyl\n78fRZKOe04AzI+ImYBeyMPg86Mjxfk3SCaQE7ArAXC0YsulGJH0q6WNy4zcdsJmkdyRdK2kgGRXq\nA8wBHBQRu0fEQq0bsTETLt4AmK+E2g77fOBfwG9I73+QclyflA1BVaTVr2wY7ieNuckcpmsPqrAs\ncCE5V6bns41ZHgVeB1aMiInLsSWA7YG7JF3UHWM13Uet0dcZwO9JUYDNKJ1bgTckvVbSxYbVogOv\nkqkdU3b3mM34p3ou1KKAvYsD4SrSeRTl+BTAOqSz6VByThxDRoqMMZ3wBsB8pUh6gnxoP0zmYX6L\n3ACsLmlY8eT2K3nf/UlvTS9gIofp2oNaWPZOMv3ryKruAzq8uy8B/wFmBWaIiKnJdLEgvcH1jYRp\nAJWWd4kCHERGe75ONvR5mPTqImlo2QQMjYgpSUWYIdRSPkxzqJ4LNa336jlxIjA1qfICKfv4NnC0\npIPIdeJkckPpTtLGdMIyoOYro3hqekl6rDR42pfcDEwDXBwRvwLOrWkwbwZ8D/iTpJctzdZ8ImIZ\nctP3MUXCk88abtWD/hlSCnRB4AMy9eccSQ8VL6AL+RpARKxNNu55uWbsvUd6/qtrbgB+FRFHkQbe\nq+XUpqQU5KVF/aWtO3s2idK46wekE2AwcKakIbU5MigizgY2iYjnSHnQ35JRZSTdHREPSvqgPFs8\nL3oQEbGQpEfH8T2s9jQGLANqxpqi2d4XGKRRO/FVco4zACuRntt1ScPvReA+UrVhQdLIW07SYD+8\nm0tELEa2Z9+ETPl6iSzaO0jSB7XrOhbsiNgUuAD4J5nmsTowk6QhnivNICKWA+4g0znOAO5WrVNr\nbS1ZqlwzKxkZugeYGViZXEO+I+l9z4tmEBHLkx7+Kn//bmCgpKc7XbccmfIzOWn4b69s8mTDrwcT\nESsBN5Nz4FhJz3yBe6q1YjpgblIC1gbuGHBIzIwLB5KdXPeJiK9VB2semtfJRj57kYbfVaRix7Jk\np+CTyEV9cFmw/eBuLmeR+bkXkKlhTwN7kpvDDjo9tP9Czq9vkV7eA4vx39dzpTEMIYUC1geuBI6L\niCVrReHVWnIfWQNyAek4GAisBZxDdox+32tIoziFVIPalZQD3l3S0xHRNyKmiIhFACT9jawXeZyc\nGw+W4zb+ezb9yuvOwH0R8cuS7jcKtfqQPjVjf23S1rgmIlapX2dGxREAM9ZExLpkcx6AJ0k95ssk\nvTOGe75GeoDfLRsE03AiYhcyNL+HpFNKLu6ipKrLxeW/Dcl878uBGyS9VHL8dyfn1bOS5inv51Sx\nBhERe5OiAfeTHt/3ydzt84EXSq5/h2c/IuYCZgReKrUipkFExFbkBmA7SWfXjm9Idof+DtnZ97+k\nYtSNpALUcyUNzOtDA4iIk8huz0+Rz4bHgIOBy0f3+ZZnxnqk0/EKYGlgS0nvd8eYexreAJixpqj6\nPEaGX4eT4fnbgSOA22ra7h078PoX1wt18ylKLZeQxburSHqlHO9LemlWIT19I8hicIB7gW0lPVyu\n3Qe4R9Kdxfvf9i3cm0RRcbmbTPW6mfTuLwL8Gzhe0pkRcTzwDeCnkv7XqrGa8U9kF999gYUk/bcc\nWwW4BviEnCtTk06E/qQT6meSXmvNiM1XSYzaEf5m8vN9C/gJMBlwPfAbSfeUpm+zkqlfH5f7+5HP\nlH7ks+cCSWe14E+Z4HEKkBkraooKz5LSntsD5wJLAdcBp0TEwtX1kkZ0NvZt/DebspAPJefHlJSi\nzhKuHUbWgXxEdvacD1iN7BL9beDSiJi1vNWRRTEIG//No0g6ngrMS0rDbkxGfaYFzih9AHYiIwP+\n/JvPW6SHf67asSPIKPMPJa0paVmyruwqslD4TPeSaQa1tL+7SON/BjJddEMyLXQN4M6IOA3YG5iK\nmgSwpE9KsfibZIO4G8FpQF3hDYAZK0pDlmGkgssIcle+Oxmyuw3YErgtIvaPiFlaN1LTKmobvErO\n82fl+PCIWIBcuE8kc/ufkXQzmfN7PBkx+G653nndzeck0qv7S0mPkzKgPwNOJ5WgRpDPq+lqfSFM\nM3mEVALbBiAipifnxhWSbqouknQLWVt2PjCAFJwwzeJIMuVrG0l/BX5K1gX8k5wfn5KCEm90dbOk\npyS9XH62w7ET3gCYsaakcbwJzA7MIultSeeTco2/INu0/xr4a0RsHhGTt260poX8kdwEbFA79jKw\nD3Bx2RD0qSl3nEYafAt/9q1M0yj5/S+TRZwDI2IxSR9Juo50LPQFniM9vtcB+0XEVK0bsRmfSLoD\n+B2wafHyzkAqyL0EHc+dKpI4FDiBtGWWbM2IzfigZBk8DNwA7BURs0saLOlk4Nhy2QfAjsA9EfGj\n0byVGQ3eAJixpkQA9gV+DLxbpQVJel7SUWQU4Diy0+u5wNUR8d1Wjde0BkkvkHNhC+ho9PWOpIsq\nnedOqh0Tk+owDum3AbUIzxGkJ2/r2ulDgEFkdHEPsk5kF2o9AkxzqKVp/BG4k/Ty/p50CCwF+dwp\nxZ6VR/dDMm1omu4drfmqqTdrK1kGQ8lo4BSM6kDam6wR+jnpMFoaOLdSDzNfDG8AzFhTcrzfBS4p\nOXeVSke1EbifrMbfmlR6WQl7ddsSSYMkPVl+HtZVPmZtE7A8mdN5Lzh3sx0oUYDXgfOAnSJipojY\niVQFOkPSNZKOA7Yiu4oPrzzBpjnU8r+fJJ8XJ5O1QXMB20bEjuX88NrGcVXS+P87uONvT6Zzumex\nMR4hC8B/HRG9I2JrUhL4NElnSfoZKRzwQ0mfeF344lgFyIw3Okn3TQcsL+nKFg/LTGCUJmH9SS/e\n+mQdwCuSlmjpwEy3ExGzkRu/P5ORxduAXUoUybQJnRoC/oDM+65y/O8kIwR9yJ4ymwEPlcJg08Mo\nNR7fIj/fZ4GHgAclfVzZEBGxJNkw8AAydfR+YMdKJcqMHd4pm/FG+eL2Krv4Nyvj3x5dU1HqQvYm\npf0GAYeR9QFVAaC9OW1E0fU/gVQVewM4tzL+vW60D51SAv9Eeni3Bx4Fvk82gDuTLAq9howMeb3o\nYUTENORm7jqybvAPpBLYGjDShpA0iKwR+h2Z939mTSLWduxY4giA6Ras+W9GR0RsTnp7nyGl/i6R\n9GprR2W6m5r+97ykDOhjwNGS3vL6YSoiYgApGfsR8AKdes6YnkNEnE/Ke55GbgIWJut9+gNfl/R2\n2dR9Sn7mVwH3APtJet3rwrjhDYAxxpgJiuLVm97NnUxFPaXU9Hwi4ptkKs+xwEGSPijHf01KAP8M\nWAaYg9wAnCrpjoiYVtJbLRp2o3DoxBjTUqoQrlM8DIw09Gz8mzq1ejKvE81gMbKO4xFJH0RE/3L8\nalLh6XKyAeAAst/DbRFxOikL7HnwFeANgDGmpVQPdodyDbjxmxkzXicaw+vldQoASR+W3weQvR8u\nJOU9ZwXWAh4nFQUHlOs9D8YRpwAZY4wxxphuIyJmBP5GGvj7kSo/A4BfkQ0Ad5P0fKUIVRTCBpEb\nh6VrGwYzljgCYIwZZ6pwrMOypis8L4wxnXid7PMwMVkH8CDp4e8HPFCM/97F+J+4KIT9q5yfqFWD\nbhKOAJguKZ0WP3WYzRjzVeA1xXSFlVzam4hYHNiI7APzACn7ur+kY8v5KgIwEXADMBuwkqSXWzXm\npuANgPkMETFprSK/oyHLl3wPL+ptQERMDKxCdu59H7hR0sdf8j3Gao6ZCZdi7K8JTE3m+F5ZSbt+\n0bXB86KZRMRC5ccPgZclffQl7/e86MEU0YfepSN8X0nDyvHK0L8fmAn4ARkJqIq/1yJ7BtwgaaBt\njHHHGwAzChGxEnAxsK+kP9aOj3bRrel3TwpMJemVbhquaSGlO+ORwArl0M3AtpKe63RdvatnNVem\nA+YG7vci3iwiYgngUGD12uE3gQMl/WE093heNJxi+O9KenunAh4hCz2ProzAcl2HYed50RwiYgZg\nNdKw/wbwMNn19wFJt9SuO4CsA7iZbPj2ElkU/BtgemBBSa9aFnbccQ2A6cwS5Jfs1Ii4IyJWhuzM\nGBG9O3fdK1/CakFeBzgmInYuBTvO/W02pwHzA0cDGwC/qxv/ETELdMydXmUjUM2VtcmmLtdExCrl\nes+VZnA68B3gJOCHwInAdMBREfGDrm7wvGgLziI79g4CLiGlHn9NNoLqoBj8vTo9Wzwvej5nAeeR\nDqNJgOWA3wKXRcQ5EfEdAEmHkM+UJYBzgVvJ+fIxsFMx/vvY+B93HAEwoxARUwB3AouSCzTA2cBv\nJD1TrvlM6C0iJgP+D9gZ+DPwhKQjumvcpnuJiC2BU4FdJJ1aO74csAVpAAL8l9wY3FnO9yK1n9cF\n9gKuIKXetpT0fvf9BWZ8EBE7A78H9pB0Qu34+sClwD9JY+7dzg/wkja0Hp4XjSMidiHnxd6SjomI\nSYAlgRuBM8mI0cJAAHdLeqjc15t0VHq96MFExLbACaRhvz/pZJyK3ATsTX7u75DOgmOB94CVgYWA\neciGYddVef9O//lq8AbAdFCF1MpifShwGfklnJMs0Pk9cIKkdyPiJ8BkwGm1HL35geGkrNfxwHaS\n/tmCP8WMR4oRfzRp6C9Ref0jYlmygGtK4DlgcmDmctupwC8kvVuunYj0AvUjvTsXSDqrO/8O89VS\nPtPrgVmANYqKx8TAUHKtuApYEVhF0m2jeY/JSIPP86IhlHlxIzkvVilqLtW5c4BlgUmBGUnnAMBF\nwM6SBtfew+tFD6Rs7K8nnwcb1T//2jU7AoeT9ULXAAdI+ne3DrQNcQqQ6aDmkbucNPhfAuYDDiO/\nvIcAf4uIbcj0j0XIIr/q/sclPSnpDnKz4Cr9hlHzvAwhDf3Ja6crz81PgMUlzQpsCTwGbA8cWF0o\naaikIZLeJFu+31i9f7f8IeYrR9JQigEn6fly+JPS1XcImQLQC/hx53sjYuZy3/ueF82hrBdDgWFA\nf3J9qIxCSGfRvKS8426kl/9BYFPgghKR9nrRQymf/3Aym2ASSS9V6aDlfG8ASScDXwfOJ1OJj46I\nqVo17nbBEQDTJRGxA1ng+R1Jj0ZEtRGo8jWHAftIOqZc37dU9VdFW5N8WXUH03OIiM3J/MzDJO0f\nEfOQqWMnSTq807XTk97fBYEBku7r9gGb8U4xxi4AfgSsL+maTudnIgv/XiHTP5A0tBh5R5DRgW8D\n7zu83ywi4jRgG7K50wmlCdSqZE74cWTKWFX4OxW5tqwOrCPpphYN23xFRMSppDNojXrBb+18pQDU\nF9idtD0uAQZ+WVU588VxBMCMQs2jci3ZqOO3EdGvePY3AnYq5/uWc8dExFyVikO1iNv4bzyXAFcC\nv4yIvRjZnKWqE+lbK/x9g4wOTMPI2gDTMMp3/zTyuXJcSQkDOlI4XiPnx6xkDnCl/LIcsDEwSNJ7\n3Tpo012cADxNzouHgXvJtMAhwKXFaTRRWS/eIdeLfsBSLRux+So5gYz+nBER65XUwA4qlbhiR5xD\n1hGuA3ytuwfaTngDYEahZsA/T3r8VwAWqF2yKZnScSTwKrlbvy0i+nXvSE2rKNGeoeRD+kVSyWN3\nsg/A3NCxkPdiZCH5U8AHpJybaRARMVUtlH87mcpxByn9STk+tKwtT5GKQN8uRt9swE/J9JAdyuVO\n62gAlTOp1JY9TApEXFdO/4008oaSUSGATxm5Xgwm15Mpum3AZrwh6RHgAGAOUvnnp5VKXEWlMijp\ndTJdcFJg9m4fbBvhDYDpoJJeqx26EHiB/MJWaR/fA06RtA8pAXkOcJykT2p5nabB1KI9d5Ee/duB\n7YC5gH0iYp1y/tNaXcn3yAX9MXDubsM4EVi5cgIU9Z/dJKmLa6t0ju+W19VJqdADJL1fNpeW92sA\ntTSuicrvN5IqTysBA8nNwLTlGJKGd1ovJiN14r1eNABJJ5Gb/V5kROCoiFgpIqYt5+vPi7nJzeHE\nXb6Z+UpwDUCbU3bhMwHDyi69KszpVXLy9iAVgVYllRmeAHaQ9GQX72VproZS1FkWJRU7XiIL9Z4s\nc2QOMjK0GVkY/hapIHUBmeaxGun9e0XSoi0YvhlPRMShwC+BDSVdNZpr6o2dFgD+TRZx7k+mDE0j\nab7O15qeS1GEG0D2B3mSdCbdWSKH1TULks3ABBxMyn++GBEbklHFXpIW7O6xm/FHSf1ZDtialHb9\nkEwlvQW4R9ILEbEuKRgxmaQFRvtmZpzxBqBNiYj+wC6kBu+05fAVwPaS3qpd14vM11yCTPnZQ9LF\n5ZxbsrcBETE1cAywOVn7AfA4uRG8o3bNgmQB6MbkphJSFrYPmRKyp6QHotb+3fRcSiHnC6Ryxz6S\nXh/dZ1uLDvYnewHMRm4StwbWlHSD50UzKB7da8lC77eB54FDu9ogFsnpQ8jUnxeBT4BvkfNqM0l3\neV40j+I0WomM/q1Erguvk86jAP4HbCHpJn/+4w9vANqUiDiR7Mr4d+AuYE3SyD9Z0s6drv0x+ZC/\nBNhd0v/sqWsfilb3hmRe5nXAMuTG8RlgYWXviEmBj8rPswLrA98k88CfAq6qNL1NM4iIy0hv3mad\nlT0iYnVSIrY/cHldFCAi9iONPoC/SFq3m4ZsuoGIOB9Yg9R1vxj4sMh3EhHfL5dNCtxSVKDWJZ0L\nq5FOpluBMyQ90O2DN+OVznZDRMxOpvusRaYFvk9GhM7x5z/+8QagDYmIhch27KcAh0h6q6h03EPm\n521L7sz7kzvxv5CemYkk/ac1ozatICIWJufFSeRc+aAcP43M3d2DzP+fggznnirp3HKNI0QNpSj8\n3EUW9v2+Ni/WIIuAVyO9ur1Ir96BReubiJiGTCdcDZhb0nOeK80gIuYlIzyXkhG/D8vxNcg0wDXI\ntMC+ZPrPgZKuLtdMWo4PqaWM2dHUQLr6XLuSDvfnP35xEXB7smZ5vaEY//1KbuatZCHnjcC+pLLL\n4aTXdzky7cMFWe3FYuRG8AFJH9Tk2/5OFumdTab+TEZGBs6OiAsjYpZSH+A1ppkcSao6DaoZ/1MB\nZ5CevLPJFMPzyCLQEyPijIiYvkSCDgV+aOO/cUxN2hUv14z/Kcno4fJk2tfhZDH4wsCVEfGriJii\nzKMhdYPPxl8z6cL47y3po85CIv78xy9+OLcnb5PV9U+X36vK+z5kPcAg0ju3NPALsuPr/sA3wF/K\nNuM1cl58Un6vivjmI8P4pwHfkhRkLueDwCakfGy9u7RpCBExHenFnRTYOiIWK6cOJrXbd5W0laST\nJf2U1PN+iFQAWRpSQUrSleU+z5Hm8DrpMKgX7+5PriE7SNpY0kGSVifnxXOko2kJ8LOlJxMRy0bE\nt7/kPb1g5HPCjoDuxRuA9qRS8PlNRMyo7ODbj9ThvgfYWdLNpHfvKGBXMjKwZUtGa1rJA8DLwEkR\nsVjJ8e9LFvhdAxxelDv6FA34dci8/13cG6KZSHpT0gpkFGBD4OiIWJz09N8IVCkdE5fr7ySLwz8E\ndus8L2z0NYOSrvE8mf6zYURsVFJLJyKVn64q11VysdcCG5Gbxv3KumJ6LucD/4iIQzpr/I+OWqrX\nhhGxRfnZGQbdhDcA7ckg8kH9XVKlBUmfkN65QyQ9U45VD+ZLSFWGb3b/UE2rKA/0N4DTSc//K9DR\nB+BHpLLHi+XY8IiYWNLL5MN+MtLrZxpGMepQ9gLZnpR+vZmUfHxb0uAydz4u1/crssH/IpuA+bnT\nbM4hN3tHAWuTXZ+nlPReMfKHQkdDwUFkzcCMWPO9R1L6B/UiG7sB7AcMioidImKS0dzTu9Yobk4y\nJfC3YIdAd+Ii4DYlIqYHFpF0W8m7G1FP1yhfzl7F49uP9AS/AmwgaUhrRm1aRUTMWeVr02mulPN9\nyiagH/BXMpVsVUn/a8V4TfdQ8rs3INM85iE1vTeCfJB3mhc3k8Xiqym7fZqGEhGrAmcCk5AR51mB\n9SU9WM73U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" + ], + "text/plain": [ + "Sex female male \n", + "Pclass 1 2 3 1 2 3\n", + "AgeBand \n", + "(0.34, 16.336] 0.833333 1.000000 0.545455 1.000000 0.818182 0.270270\n", + "(16.336, 32.252] 0.968750 0.921053 0.521277 0.444444 0.087719 0.138776\n", + "(32.252, 48.168] 1.000000 0.909091 0.250000 0.366667 0.074074 0.055556\n", + "(48.168, 64.084] 0.941176 0.833333 1.000000 0.269231 0.090909 0.000000\n", + "(64.084, 80.0] NaN NaN NaN 0.166667 0.000000 0.000000" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titanic_df.pivot_table(values='Survived',index='AgeBand', columns=['Sex', 'Pclass'], aggfunc=np.mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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TJ47lxx/nU15eQWZmNx555HHS0hrzxhsTmTt3NqWlpVhWR+6//xHat+9wuI2ff/6Rjz76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\nWs/0ydWjXaKKVH86ne0CdQFnKbp6zrjc6TxnOPr6DRbn8prrL+LNtyw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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 262, + "width": 384 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 回顾sns.pointplot 绘制舱位、性别与生还概率的关系图\n", + "sns.pointplot(data=titanic_df, x='Pclass', y='Survived', hue='Sex', ci=None)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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S72DCzSLMjMmTfJx7LL2Eack8nT5dr1rrJ5XZv/YqzOvyHiacnIAJyTf2c70y67gYa4Fe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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 1073, + "width": 316 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 同时绘制不同年龄组的生还概率图\n", + "# 参数row='AgeBand'表示将不同的年龄区间的图按行排列\n", + "# 参数aspect设置画布的长宽比\n", + "# 参数palette（调色板）设置hue分组的颜色\n", + "sns.FacetGrid(data = titanic_df, row='AgeBand', aspect=1.5) \\\n", + " .map(sns.pointplot, 'Pclass', 'Survived', 'Sex', hue_order=['male', 'female'], palette='deep', ci=None)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*palette 配色参考* https://seaborn.pydata.org/tutorial/color_palettes.html?highlight=palette " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 作业8-4:\n", + "综合考虑性别，舱位和登船码头三个因素，计算其生还概率，并在一副图中探索它们和生还概率的关系。" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python [default]", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/xinda/lesson08/news.jpeg b/xinda/lesson08/news.jpeg new file mode 100644 index 0000000..57267c1 Binary files /dev/null and b/xinda/lesson08/news.jpeg differ diff --git a/xinda/lesson08/titanic.csv b/xinda/lesson08/titanic.csv new file mode 100644 index 0000000..63b68ab --- /dev/null +++ b/xinda/lesson08/titanic.csv @@ -0,0 +1,892 @@ +PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked +1,0,3,"Braund, Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S +2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C +3,1,3,"Heikkinen, Miss. Laina",female,26,0,0,STON/O2. 3101282,7.925,,S +4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S +5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S +6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q +7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S +8,0,3,"Palsson, Master. Gosta Leonard",male,2,3,1,349909,21.075,,S +9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S +10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C +11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S +12,1,1,"Bonnell, Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S +13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S +14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S +15,0,3,"Vestrom, Miss. 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Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S +890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C +891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q diff --git a/xinda/lesson08/titanic.jpeg b/xinda/lesson08/titanic.jpeg new file mode 100644 index 0000000..ade9f02 Binary files /dev/null and b/xinda/lesson08/titanic.jpeg differ diff --git a/xinda/lesson09/Lesson9_CaseStudy_SharedBike.ipynb b/xinda/lesson09/Lesson9_CaseStudy_SharedBike.ipynb new file mode 100644 index 0000000..9575d43 --- /dev/null +++ b/xinda/lesson09/Lesson9_CaseStudy_SharedBike.ipynb @@ -0,0 +1,1967 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 案例分析：共享单车需求\n", + "本数据包含某城市共享单车租借数据。共享单车使人们可以一个地方租借自行车并在另一个地方换车，符合目前低碳环保的理念。\n", + "新增知识点：\n", + "* 特征工程的概念\n", + "* 日期型变量的处理\n", + "* 相关性分析\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 问题： \n", + "\n", + "** 租车人数是由哪些因素决定的？**\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 数据特征描述\n", + "\n", + "* datatime - 日期+时间\n", + "* season - 1=春天，2=夏天，3=秋天，4=冬天\n", + "* holiday - 是否是节假日\n", + "* workingday - 1=工作日 0=周末\n", + "* weather -\n", + " * 1：晴天，多云\n", + " * 2：雾天，阴天\n", + " * 3：小雪，小雨\n", + " * 4：大雨，大雪，大雾\n", + "* temp - 气温摄氏度\n", + "* atemp - 体感温度\n", + "* humidity - 湿度\n", + "* windspeed - 风速\n", + "* casual - 非注册用户个数\n", + "* registered - 注册用户个数\n", + "* count - 给定日期时间（每小时）总租车人数，是casual和registered的求和。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1、读取数据" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# 导入数据分析包\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "# 导入绘图工具包\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# 导入日期时间变量处理相关的工具包\n", + "import calendar\n", + "from datetime import datetime\n", + "\n", + "# 绘图设置\n", + "%matplotlib inline\n", + "%config InlineBackend.figure_format = 'retina'" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# 读取数据\n", + "BikeData = pd.read_csv(\"bike.csv\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 数据上手三部曲 \n", + "1. 了解数据大小\n", + "2. 查看前几行/最后几行数据\n", + "3. 查看数据类型与缺失值" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10886, 12)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 第一步：查看数据大小\n", + "BikeData.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datetimeseasonholidayworkingdayweathertempatemphumiditywindspeedcasualregisteredcount
02011-01-01 00:00:0010019.8414.395810.000031316
12011-01-01 01:00:0010019.0213.635800.000083240
22011-01-01 02:00:0010019.0213.635800.000052732
32011-01-01 03:00:0010019.8414.395750.000031013
42011-01-01 04:00:0010019.8414.395750.0000011
52011-01-01 05:00:0010029.8412.880756.0032011
62011-01-01 06:00:0010019.0213.635800.0000202
72011-01-01 07:00:0010018.2012.880860.0000123
82011-01-01 08:00:0010019.8414.395750.0000178
92011-01-01 09:00:00100113.1217.425760.00008614
\n", + "
" + ], + "text/plain": [ + " datetime season holiday workingday weather temp atemp \\\n", + "0 2011-01-01 00:00:00 1 0 0 1 9.84 14.395 \n", + "1 2011-01-01 01:00:00 1 0 0 1 9.02 13.635 \n", + "2 2011-01-01 02:00:00 1 0 0 1 9.02 13.635 \n", + "3 2011-01-01 03:00:00 1 0 0 1 9.84 14.395 \n", + "4 2011-01-01 04:00:00 1 0 0 1 9.84 14.395 \n", + "5 2011-01-01 05:00:00 1 0 0 2 9.84 12.880 \n", + "6 2011-01-01 06:00:00 1 0 0 1 9.02 13.635 \n", + "7 2011-01-01 07:00:00 1 0 0 1 8.20 12.880 \n", + "8 2011-01-01 08:00:00 1 0 0 1 9.84 14.395 \n", + "9 2011-01-01 09:00:00 1 0 0 1 13.12 17.425 \n", + "\n", + " humidity windspeed casual registered count \n", + "0 81 0.0000 3 13 16 \n", + "1 80 0.0000 8 32 40 \n", + "2 80 0.0000 5 27 32 \n", + "3 75 0.0000 3 10 13 \n", + "4 75 0.0000 0 1 1 \n", + "5 75 6.0032 0 1 1 \n", + "6 80 0.0000 2 0 2 \n", + "7 86 0.0000 1 2 3 \n", + "8 75 0.0000 1 7 8 \n", + "9 76 0.0000 8 6 14 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 第二步：查看前10行数据\n", + "BikeData.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 10886 entries, 0 to 10885\n", + "Data columns (total 12 columns):\n", + "datetime 10886 non-null object\n", + "season 10886 non-null int64\n", + "holiday 10886 non-null int64\n", + "workingday 10886 non-null int64\n", + "weather 10886 non-null int64\n", + "temp 10886 non-null float64\n", + "atemp 10886 non-null float64\n", + "humidity 10886 non-null int64\n", + "windspeed 10886 non-null float64\n", + "casual 10886 non-null int64\n", + "registered 10886 non-null int64\n", + "count 10886 non-null int64\n", + "dtypes: float64(3), int64(8), object(1)\n", + "memory usage: 1020.6+ KB\n" + ] + } + ], + "source": [ + "# 第三步：查看数据类型与缺失值\n", + "# 大部分变量为整数型，温度和风速为浮点型变量\n", + "# datetime类型为object，我们将在下面进一步进行处理\n", + "# 没有缺失值！\n", + "BikeData.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2、日期型变量的处理\n", + "\n", + "### 特征工程（feature engineering）\n", + "* 数据和特征决定了机器学习的上限，而一个好的模型只是逼近那个上限而已\n", + "* 我们的目标是尽可能得从原始数据上获取有用的信息，一些原始数据本身往往不能直接作为模型的变量。\n", + "* 特征工程是利用数据领域的相关知识来创建能够使机器学习算法达到最佳性能的特征的过程。\n", + "\n", + "以datetime为例子，这个特征里包含了日期和时间点两个重要信息。我们还可以进一步从日期中导出其所对应的月份和星期数。\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2011-01-01 01:00:00'" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 取datetime中的第一个元素为例，其数据类型为字符串，所以我们可以使用split方法将字符串拆开\n", + "# 日期+时间戳是一个非常常见的数据形式\n", + "ex = BikeData.datetime[1]\n", + "ex" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "str" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 查看元素ex类型，为字符串\n", + "type(ex)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['2011-01-01', '01:00:00']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 使用split方法将字符串拆开\n", + "ex.split()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.1 通过datetime这个特征来生成租车的日期" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2011-01-01'" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 获取日期数据\n", + "ex.split()[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datetimeseasonholidayworkingdayweathertempatemphumiditywindspeedcasualregisteredcountdate
02011-01-01 00:00:0010019.8414.395810.0313162011-01-01
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22011-01-01 02:00:0010019.0213.635800.0527322011-01-01
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" + ], + "text/plain": [ + " datetime season holiday workingday weather temp atemp \\\n", + "0 2011-01-01 00:00:00 1 0 0 1 9.84 14.395 \n", + "1 2011-01-01 01:00:00 1 0 0 1 9.02 13.635 \n", + "2 2011-01-01 02:00:00 1 0 0 1 9.02 13.635 \n", + "3 2011-01-01 03:00:00 1 0 0 1 9.84 14.395 \n", + "4 2011-01-01 04:00:00 1 0 0 1 9.84 14.395 \n", + "\n", + " humidity windspeed casual registered count date \n", + "0 81 0.0 3 13 16 2011-01-01 \n", + "1 80 0.0 8 32 40 2011-01-01 \n", + "2 80 0.0 5 27 32 2011-01-01 \n", + "3 75 0.0 3 10 13 2011-01-01 \n", + "4 75 0.0 0 1 1 2011-01-01 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 首先获得日期，定义一个函数使用split方法将日期+时间戳拆分为日期和\n", + "def get_date(x):\n", + " return(x.split()[0])\n", + "\n", + "# 使用pandas中的apply方法（第六节课中讲解过），对datatime使用函数get_date\n", + "BikeData[\"date\"] = BikeData.datetime.apply(get_date)\n", + "\n", + "BikeData.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.2 生成租车时间(24小时）" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'01'" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 为了取小时数，我们需要进一步拆分\n", + "ex.split()[1]\n", + "#\":\"是分隔符\n", + "ex.split()[1].split(\":\")[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datetimeseasonholidayworkingdayweathertempatemphumiditywindspeedcasualregisteredcountdatehour
02011-01-01 00:00:0010019.8414.395810.0313162011-01-0100
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42011-01-01 04:00:0010019.8414.395750.00112011-01-0104
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" + ], + "text/plain": [ + " datetime season holiday workingday weather temp atemp \\\n", + "0 2011-01-01 00:00:00 1 0 0 1 9.84 14.395 \n", + "1 2011-01-01 01:00:00 1 0 0 1 9.02 13.635 \n", + "2 2011-01-01 02:00:00 1 0 0 1 9.02 13.635 \n", + "3 2011-01-01 03:00:00 1 0 0 1 9.84 14.395 \n", + "4 2011-01-01 04:00:00 1 0 0 1 9.84 14.395 \n", + "\n", + " humidity windspeed casual registered count date hour \n", + "0 81 0.0 3 13 16 2011-01-01 00 \n", + "1 80 0.0 8 32 40 2011-01-01 01 \n", + "2 80 0.0 5 27 32 2011-01-01 02 \n", + "3 75 0.0 3 10 13 2011-01-01 03 \n", + "4 75 0.0 0 1 1 2011-01-01 04 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 将上面的内容定义为get_hour的函数，然后使用apply到datatime这个特征上\n", + "def get_hour(x):\n", + " return(x.split()[1].split(\":\")[0])\n", + "\n", + "# 使用apply方法，获取整列数据的时间\n", + "BikeData[\"hour\"] = BikeData.datetime.apply(get_hour)\n", + "\n", + "BikeData.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.3 生成日期对应的星期数" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 首先引入calendar中的day_name，列举了周一到周日\n", + "calendar.day_name[:]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "datetime.datetime" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 获取字符串形式的日期\n", + "dateString = ex.split()[0]\n", + "\n", + "# 使用datatime中的striptime函数将字符串转换为日期时间类型\n", + "# 注意这里的datatime是一个包不是我们dataframe里的变量名\n", + "# 这里我们使用\"%Y-%m-%d\"来指定输入日期的格式是按照年月日排序，有时候可能会有月日年的排序形式\n", + "dateDT = datetime.strptime(dateString,\"%Y-%m-%d\")\n", + "type(dateDT)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 然后使用weekday方法取出日期对应的星期数\n", + "# 是0-6的整数，星期一对应0， 星期日对应6\n", + "week_day = dateDT.weekday()\n", + "week_day" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Saturday'" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 将星期数映射到其对应的名字上\n", + "calendar.day_name[week_day]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datetimeseasonholidayworkingdayweathertempatemphumiditywindspeedcasualregisteredcountdatehourweekday
02011-01-01 00:00:0010019.8414.395810.0313162011-01-0100Saturday
12011-01-01 01:00:0010019.0213.635800.0832402011-01-0101Saturday
22011-01-01 02:00:0010019.0213.635800.0527322011-01-0102Saturday
32011-01-01 03:00:0010019.8414.395750.0310132011-01-0103Saturday
42011-01-01 04:00:0010019.8414.395750.00112011-01-0104Saturday
\n", + "
" + ], + "text/plain": [ + " datetime season holiday workingday weather temp atemp \\\n", + "0 2011-01-01 00:00:00 1 0 0 1 9.84 14.395 \n", + "1 2011-01-01 01:00:00 1 0 0 1 9.02 13.635 \n", + "2 2011-01-01 02:00:00 1 0 0 1 9.02 13.635 \n", + "3 2011-01-01 03:00:00 1 0 0 1 9.84 14.395 \n", + "4 2011-01-01 04:00:00 1 0 0 1 9.84 14.395 \n", + "\n", + " humidity windspeed casual registered count date hour weekday \n", + "0 81 0.0 3 13 16 2011-01-01 00 Saturday \n", + "1 80 0.0 8 32 40 2011-01-01 01 Saturday \n", + "2 80 0.0 5 27 32 2011-01-01 02 Saturday \n", + "3 75 0.0 3 10 13 2011-01-01 03 Saturday \n", + "4 75 0.0 0 1 1 2011-01-01 04 Saturday " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 现在将上述的过程融合在一起变成一个获取星期的函数\n", + "def get_weekday(dateString):\n", + " week_day = datetime.strptime(dateString,\"%Y-%m-%d\").weekday()\n", + " return(calendar.day_name[week_day])\n", + "\n", + "# 使用apply方法，获取date整列数据的星期\n", + "BikeData[\"weekday\"] = BikeData.date.apply(get_weekday)\n", + "\n", + "BikeData.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.4 生成日期对应的月份" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datetimeseasonholidayworkingdayweathertempatemphumiditywindspeedcasualregisteredcountdatehourweekdaymonth
02011-01-01 00:00:0010019.8414.395810.0313162011-01-0100Saturday1
12011-01-01 01:00:0010019.0213.635800.0832402011-01-0101Saturday1
22011-01-01 02:00:0010019.0213.635800.0527322011-01-0102Saturday1
32011-01-01 03:00:0010019.8414.395750.0310132011-01-0103Saturday1
42011-01-01 04:00:0010019.8414.395750.00112011-01-0104Saturday1
\n", + "
" + ], + "text/plain": [ + " datetime season holiday workingday weather temp atemp \\\n", + "0 2011-01-01 00:00:00 1 0 0 1 9.84 14.395 \n", + "1 2011-01-01 01:00:00 1 0 0 1 9.02 13.635 \n", + "2 2011-01-01 02:00:00 1 0 0 1 9.02 13.635 \n", + "3 2011-01-01 03:00:00 1 0 0 1 9.84 14.395 \n", + "4 2011-01-01 04:00:00 1 0 0 1 9.84 14.395 \n", + "\n", + " humidity windspeed casual registered count date hour weekday \\\n", + "0 81 0.0 3 13 16 2011-01-01 00 Saturday \n", + "1 80 0.0 8 32 40 2011-01-01 01 Saturday \n", + "2 80 0.0 5 27 32 2011-01-01 02 Saturday \n", + "3 75 0.0 3 10 13 2011-01-01 03 Saturday \n", + "4 75 0.0 0 1 1 2011-01-01 04 Saturday \n", + "\n", + " month \n", + "0 1 \n", + "1 1 \n", + "2 1 \n", + "3 1 \n", + "4 1 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 模仿上面的过程，我们可以提取日期对应的月份\n", + "# 注意：这里month是一个attribute不是一个函数，所以不用括号\n", + "def get_month(dateString):\n", + " return(datetime.strptime(dateString,\"%Y-%m-%d\").month)\n", + "\n", + "# 使用apply方法，获取date整列数据的月份\n", + "BikeData[\"month\"] = BikeData.date.apply(get_month)\n", + "\n", + "BikeData.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.5 数据可视化举例\n", + "\n", + "绘制租车人数的箱线图， 以及人数随时间（24小时）变化的箱线图" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 331, + "width": 1062 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 设置画布大小\n", + "fig = plt.figure(figsize = (18, 5))\n", + "\n", + "# 添加第一个子图\n", + "# 租车人数的箱线图\n", + "ax1 = fig.add_subplot(121)\n", + "sns.boxplot(data=BikeData, y=\"count\")\n", + "ax1.set(ylabel='Count',title=\"Box Plot On Count\")\n", + "\n", + "# 添加第二个子图\n", + "# 租车人数和时间的箱线图\n", + "# 商业洞察：租车人数由时间是如何变化的?\n", + "ax2 = fig.add_subplot(122)\n", + "sns.boxplot(data=BikeData, y=\"count\", x=\"hour\")\n", + "ax2.set(xlabel='Hour', ylabel='Count',title=\"Box Plot On Count Across Hours\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 作业9-1：\n", + "\n", + "模仿上面的例子，画出count与holiday的箱线图以及count与month的箱线图，并将上面的两幅图和新产生的两幅图放到一个画布里。" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3、相关性分析（Correlation Analysis）\n", + "相关分析是一种基于不同特征相关系数的分析，是一种帮助我们理解特征是如何影响应变量（count）的常用方法。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.1 相关系数的计算和可视化\n", + "相关系数是一个介于[-1,1]之间的一个实数。简单来说：\n", + "* 0表示没有线性相关性\n", + "* 负数表示一个值变大则另一个值有变小的趋势\n", + "* 正数表示一个值变大则另一个值有变大的趋势\n", + "* 相关系数的绝对值大小决定了这种线性相关性的强弱" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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casualregisteredtempatemphumiditywindspeedcount
casual1.0000000.4972500.4670970.462067-0.3481870.0922760.690414
registered0.4972501.0000000.3185710.314635-0.2654580.0910520.970948
temp0.4670970.3185711.0000000.984948-0.064949-0.0178520.394454
atemp0.4620670.3146350.9849481.000000-0.043536-0.0574730.389784
humidity-0.348187-0.265458-0.064949-0.0435361.000000-0.318607-0.317371
windspeed0.0922760.091052-0.017852-0.057473-0.3186071.0000000.101369
count0.6904140.9709480.3944540.389784-0.3173710.1013691.000000
\n", + "
" + ], + "text/plain": [ + " casual registered temp atemp humidity windspeed \\\n", + "casual 1.000000 0.497250 0.467097 0.462067 -0.348187 0.092276 \n", + "registered 0.497250 1.000000 0.318571 0.314635 -0.265458 0.091052 \n", + "temp 0.467097 0.318571 1.000000 0.984948 -0.064949 -0.017852 \n", + "atemp 0.462067 0.314635 0.984948 1.000000 -0.043536 -0.057473 \n", + "humidity -0.348187 -0.265458 -0.064949 -0.043536 1.000000 -0.318607 \n", + "windspeed 0.092276 0.091052 -0.017852 -0.057473 -0.318607 1.000000 \n", + "count 0.690414 0.970948 0.394454 0.389784 -0.317371 0.101369 \n", + "\n", + " count \n", + "casual 0.690414 \n", + "registered 0.970948 \n", + "temp 0.394454 \n", + "atemp 0.389784 \n", + "humidity -0.317371 \n", + "windspeed 0.101369 \n", + "count 1.000000 " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 计算先关系数 df.corr()\n", + "# 相关系数矩阵对角线的值永远为1，因为是特征本身与自己的相关系数 \n", + "# 相关系数矩阵是一个对称矩阵，我们只需要看上三角部分或者下三角部分即可\n", + "correlation = BikeData[[\"casual\",\"registered\",\"temp\",\"atemp\",\"humidity\",\"windspeed\",\"count\"]].corr()\n", + "correlation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** 观察上面的矩阵，我们有以下洞察**\n", + "* count 和 registered、casual 高度正相关，相关系数分别为0.69与0.97。因为count = casual + registered，所以这个正相关和预期相符。\n", + "* count 和 temp正相关，相关系数为0.39。一般来说，气温过低人们不愿意骑车出行。\n", + "* count 和 humidity（湿度）负相关，湿度过大的天气不适宜骑车。当然考虑湿度的同时也应该考虑温度。\n", + "* temp（温度）和 atemp（体感温度）高度正相关（0.98）。\n", + "* 风速似乎对从租车人数影响不大（0.10），但我们也应该考虑到极端大风天气出现频率应该不高。风速在正常范围内波动应该对人们租车影响不大。" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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O7XjgLzfQqkXONl+rtk7RqjWUlZaS0bhRtds3tBetqv5W8w23IuVOmrbJtjXz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\ng3feIidHy49PxZ49zpnE9T3kySnKybNz586TbqOuq41duw630bZNW6b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m62cefkM87HHn\nM4mfnni1uGzaA8/w0JLpPLRkOiu+/BEfPz+6jB6Ob4A//x02tjiBb15ODh/f+CDjf3yPBxZ8y+rp\nszgYu58mPTvRrHdX9v71N/97ZPLpvfmz1C3j72TFsqU8+vCDnDfoQsLCw/n919kcTE7i6clTSux4\nVJQrplkLQ5/+zrdU3t7e3PvQRP714H3cOuZazh88hKzMTObM/oWw8HBun3D42ZWPjw8TH3+CB++6\ngwcmjKffwPOpFhrKgnlzSYiP576HHyEyqgYA1SMiuOOe+3j5hWcZN+ZaBp4/CF8/X5YsXMCB/fu5\n+vob6NSl6+n9xzrD3HHnBJYuWcKDDz7A4AsHEx4ezqzZs0hOSuKlKS+XGPuiXDEtjGHAgIGAc+z/\n75GJ3H/vvVx7zTUMGTKErMwsfvnlZ8LDw7n73ntP6rqat2jBuFtvY+rbb3H5qJGcd/75eHv7sHjR\nQnbv3s2FgwdzwaBBtvwbiFPO9s1k/bWSwNZd8L7xQbJ3/I1fgyb4Rzcna2MM2Vs3FNet1ncoAGl/\nznQWFBZy8KfPiLxyPJHX3E3WplUUZKbj37glvjXrcmjLejKWH84zlDb/JwJadCDiqjvI2rCCwrxc\nAlt2xiukGgd//ISC9LKXs0oF8FKOl7OBo7CwsKKv4aRZ40ZW3YsH8PYmcvBIQnsNwCc8grykBFKX\nzidp9vcltp0z7zifklrjRh6zuYaPTiGgQWPP9bx9MG99Q9Y2i10vTLT1NipC/QGdKvoSTklufgEf\nLdzAjDXbiEvNpHZYMEPbN2HMua3x8zn84ttp0qcArJp0XYnzN+5NZOq8tazeGUdOXj7RkaGM6NiU\nq7qfg7eXc1bL50s2MWW2+zTnI4X4+/LnxNE23135u//q9yr6EipUzzGXMeajl/jmnieZ+9oHFX05\ncgK8fHwY/H+30/OGywivV5ukXbEs+/R7fp08tcT2zm8X7gDgNkejEuc36tqei599kOhObcjPy+Of\nxauY+cRr7F7zl1tfDTq05qJHJ9C8X3cCqgWTvGc/q6f9ws9Pv8Gh1NKT+FZmkw6632dlF7tnN1Pf\neJ2YFcsoKCigabPmjLl5HF279yhR75effuT5JycxeOhwJj7+RIljK5cv46N3p7LF2kxgUBDtOnRi\n3Pg7qR8d7dbf9m3b+PDdt1m9ciU5Odk0adaca8bcSO9+/d3qLl28iC8/+Qhr00YKCwtp0qwZI6+4\nigsq6YyHEN+qNWtz9+7dvP6f11i+zDn2zVu04JZx4+jRo2eJej/++D+eePxxhg0fzhNPPlXi2LKl\nS3nnnals3rSJoKAgOnbqxJ13TigzP9Cwi4aQlpbG/AULPR7/fc4cvvjic6zNmykoKKBRo0Zccuml\nXH7FlSVm5FUWqS/fV9GXcGq8vAjpdSFB7XviXS2c/JQkMtcvI33Jb5B/+D1/3X+/BcDep28vcbpv\n7Wiq9R2KX3QzHD6+5CXFkblmMRkr/oCjPst5R9Qi9LxL8KvfFIeXF7n7d5O28Bdydv5d/vdZTur+\n+63K90Npo/yN86r2Z9pSeLfqf0aP24kql8CLMcYf8JwdFLAsK9WOfqp84EVOWlUPvMipOdsDLyJn\nq6oYeBH7VLXAi9inygde5JQo8FI1KfBSkm1LjYwxAcAzwNVAzWNULbSzXxERERERERGRysrOAMhk\n4E4gFViOc5cjEREREREREZGzlp2Bl5HABuBcy7Kq5uJxERERERERkdNFyXXPCnYulg0FflbQRURE\nRERERETEyc7Ay2Kgo43tiYiIiIiIiIhUaXYGXu4DuhpjXjDGHCu5roiIiIiIiIjIWcHOHC+bgWnA\nA8ADxpgsIMdDvULLsiJt7FdERERERESkynF42TkXQiorOwMvTwFjAQeQAGTY2LaIiIiIiIiISJVj\nZ+DlRmAnMNiyrL9tbFdEREREREREpEqyc15TGDBNQRcRERERERERESc7Z7ysAhrb2J6IiIiIiIjI\nmcvLu6KvQE4DO2e8/AsYZoyZYIyxM6AjIiIiIiIiIlIl2RkguRbYArwKvGCM2Y3nBLuFlmV1trFf\nEREREREREZFKyc7Ay81H/D0AaF5KvUIb+xQRERERERERqbRsC7xYlqUNyEVERERERESOl0Mfo88G\nGmURERERERERkXJiexJcY0wrYAzQAahuWVY3Y8wwIAL4zLKsArv7FBERERERERGpjGyd8WKM+T9g\nLfAgcAFQlES3H/AhMN0Y42tnnyIiIiIiIiIilZVtgRdjzCjgWWAZ/8/efYdXUaUPHP+mkAQIvUsX\nYUCsdKWKvffeXbuyurbV3dV13Z+9l3Xtdd21FxQrNhSRLlhgRCz0mhAICem/P24SibkJAe4lYL6f\n58kTMnPOmRlOcu/Me895TyToctd6ux8GPgAOBS6M1TElSZIkSZK2ZrEc8XI5MBfYOwzDD4E1ZTvC\nMPwBOBiYDZwRw2NKkiRJkrRtSkj8fX6pglj+j+wCvBGGYV60nWEYFgHvAN1ieExJkiRJkqStViwD\nL4VA+gbKNAOKYnhMSZIkSZKkrVYsAy+TgcODIGgabWcQBG2Aw4EpMTymJEmSJEnSViuWy0nfTCSB\n7mdBEPwdaAMQBEFnoD9wI5ERL3fG8JiSJEmSJG2TSsyHUifELPAShuFHQRCcB9wPvFS6OQH4sfTf\nxcAVYRi+G6tjSpIkSZIkbc1iFngJgqAT8CKRBLqnAn2ApkA2MBP4D7A2CIKRYRh+FKvjSpIkSZIk\nba1iOdXoJ+D6MAz/CdwSrUAQBDcDFwGNY3hcSZIkSZKkrdImB16CINgX6LXepgRgjyAI/lhFlRTg\neFzVSJIkSZIkMMdLnbA5I14ygbuIBFwSgBJgf+CADdR7YDOOKUmSJEmStM3Y5MBLGIZTgiA4DGhF\nJPDyBPA68EaU4iVAAbAwDMNxm3pMSZIkSZKkbclm5XgJw/Dtsn8HQTAceC0Mw9GbfVaSJEmSJEm/\nA7FcTvrMWLUlSZIkSdLvXkJCbZ+BtgAz+UiSJEmSJMWJgRdJkiRJkqQ4MfAiSZIkSZIUJwZeJEmS\nJEmS4iRmyXUlSZIkSdJGSHQsRF1gL0uSJEmSJMWJgRdJkiRJkqQ4MfAiSZIkSZIUJ+Z4kSRJkiSp\nFpQkOBaiLrCXJUmSJEmS4sTAiyRJkiRJUpwYeJEkSZIkSYoTc7xIkiRJklQbzPFSJ9jLkiRJkiRJ\ncWLgRZIkSZIkKU4MvEiSJEmSJMWJOV4kSZIkSaoN5nipE+xlSZIkSZKkODHwIkmSJEmSFCcGXiRJ\nkiRJkuLEwIskSZIkSVKcmFxXkiRJkqTaYHLdOsFeliRJkiRJihMDL5IkSZIkSXFi4EWSJEmSJClO\ntukcL4lJxo0kSaorUhITavsUVItyCopr+xRUSxK859fvWIk5XuoEe1mSJEmSJClODLxIkiRJkiTF\niYEXSZIkSZKkONmmc7xIkiRJkrTNMsdLnWAvS5IkSZIkxYmBF0mSJEmSpDgx8CJJkiRJkhQn5niR\nJEmSJKk2JCTU9hloC3DEiyRJkiRJUpwYeJEkSZIkSYoTAy+SJEmSJElxYuBFkiRJkiQpTkyuK0mS\nJElSbUhwLERdYC9LkiRJkiTFiYEXSZIkSZKkODHwIkmSJEmSFCfmeJEkSZIkqRaUmOOlTrCXJUmS\nJEmS4sTAiyRJkiRJUpwYeJEkSZIkSYoTc7xIkiRJklQbEh0LURfYy5IkSZIkSXFi4EWSJEmSJClO\nDLxIkiRJkiTFiTleJEmSJEmqDQmOhagL7GVJkiRJkqQ4MfAiSZIkSZIUJwZeJEmSJEmS4sTAiyRJ\nkiRJUpyYXFeSJEmSpNpgct06wV6WJEmSJEmKEwMvkiRJkiRJcWLgRZIkSZIkKU7M8SJJkiRJUm0w\nx0udYC9LkiRJkiTFiYEXSZIkSZKkODHwIkmSJEmSFCfmeJEkSZIkqRaUmOOlTrCXJUmSJEmS4sTA\niyRJkiRJUpwYeJEkSZIkSYoTc7xIkiRJklQbzPFSJ9jLkiRJkiRJcWLgRZIkSZIkKU4MvEiSJEmS\nJMWJgRdJkiRJkqQ4MbmuJEmSJEm1ISGhts9AW4AjXiRJkiRJkuLEwIskSZIkSVKcGHiRJEmSJEmK\nE3O8SJIkSZJUGxIcC1EX2MuSJEmSJElxYuBFkiRJkiQpTgy8SJIkSZIkxYk5XmpTYiJNRxxE4yF7\nU69Fa4pWr2L1Fx+T8d5rUFy0cW0lJNLhyv+jftcezLngmKj7mwzfnyaD96Fe67YUZa8mZ/bXrBz9\nP4qyMmNzPaqxwqJinp80m9em/sCiVdm0TK/PYbt344whO1EvacPx0LnLVvHgR1/x9YIVrM0rIGjb\njJP32JG9d+xUbb1wcQanPvo2tx47jL16VV9W8ZOYlMReo85gyDkn0KJrR7IWL2PCky/x7i3/priw\ncIP1O+y6I4fe8Ce6DxsIwLxp3/DezQ8ya+znlco279SeI266kp77DqFB08as/HkBXzz5Mh/c/jDF\nRRv5OqNa16Rda66fNZY3/34PH937RG2fjmpg6ZIlPPSvB5gyZRJrs7PpEfTkrHPOZcDAQTVu4+uZ\nM3jkoQcJZ82ChAT69R/ARaMuoX2HDtXWW7ZsGScfdzTdewQ8+Mhj1ZbNycnhlBOOpaSkhNfefLvG\n56aqLV26hEcefIBpUyazNjub7j0CzjznPPoNGFjjNr6ZOYPHHv434exZJCQk0LffAC4Y9Ue2a1+x\n7/Pz89lv+BCKiqK/h/znxVfo3KUrb781mptvuL7aY7Zt146X3hhT43NUDSQk0rDfcOrvNpjkJi0o\nyl5N7tcTyJ7wPhQXb7B6cst2NBp2CPXadyUhJY3CpQtYO+lD1n0/o1LZpCYtaDT8UFJ2VdOvAAAg\nAElEQVS69iQhOYXC5YtYO/kj1s2aFo8rUwyUmOOlTjDwUotan3A2TYbuR+4Ps1g1cwr1u/WkxWEn\nkNKhM0sevXOj2mo68mDqd+1R5f42p19M44HDWDdvLlmfvku9Nu1psudIGvTozbybrqQ4N2dzL0cb\n4Za3J/Hq1Dns1qk1w4MOfDV/Of/+eAbfL8nk9uOHV1v3+yUZnPH4u1AC++3UhfS0enwyez5Xvvgp\nl+zbh9MH945ab8WaXK58cRyFxSXxuCRthBP+9U+GnXcScz6bxIzRY+k2uC+H/fNyOuzai0eOvbDa\nut2HDWTUO0+RnJbKzNFjWfnzAnofMJxR7z3DC6P+zqcPPltetul2bfjzxNdp0rYVM974gGVzfmLH\n/Ydx5M1X0XG3HXnshIvjfamKodSGDTjv1Yep36RxbZ+Kaihj5UrOP/tMVq5cyX4HHER6ejofvP8u\nl158IbfecRdDh4/YYBvTpk7h0osvpFHjxhx0yGFkZ2fzwXvvMG3KFJ589jnabbddlXVvu/lGsrOz\na3Su/37gPhYvWkTbdu1qenmqRsbKlVx0zllkrFzJvgccSMOG6Xz4/ntcNupCbrr9LoYMq/69HmD6\ntKlcPupCGjVqzIEHH8ratdmMfe9dpk+dwqNP/6dC3//041yKigoZMGgPeu+0c6W2mjRtChAJ/px9\nbtTjTZ74Jd98PZPddu+7iVetqjTe/3ga7j6E/Pk/sHbO16R02J5Gww4luXUHVr1WfVA0uXV7Wpx6\nOQkJCeR+N5XivFzSeuxCs6PPZfVHr7F24tjysknN29DytMtIrJ9O3k+zKVi+kJSOO9DsiD+Q3bYT\naz5+Pd6XKsVUEATJwCjgHKArsBh4ErglDMOCGtRvDtwAHAK0BmYBt4Vh+ELcTroKBl5qSdr2AU2G\n7seaqRNY8tivQZY2p19M40EjWLNTX9Z+M7VGbdVr1ZYWh51Q5f703QfReOAw1kz+nCVP3gslkQfv\npvscRqujT6PpXgeR8fbLm3dBqrEZ85bx6tQ57LNjJ249dhgJCQmUlJTw99e/4K0ZPzIuXMCwoOpP\nMW96axKFRSU8dfYB7LhdCwAu3Gs3Tnx4DA99PIPDd9+Bpg1SK9T5fkkGV7zwKQsya3YDrvjZfo8+\nDDvvJKa+NIZHj7uofPvpT93JHqcfzc4Hj+TrMR9FrZuQmMhpT9xGSoP6PHLMBUx75R0AXr8mlVHv\nPsOxd1/LrPc/Y9kPPwOw/9UX0KRtK1689Iby0RGvXXMbl459jn7HH8KnDz7LnHET43vBionmndpz\n3qsP0blv5Qcqbb0eeehBlixZwu1338uQocMAOPm00zjzlJO5/dabGbjHnqSkpFRZv7i4mFtvupG0\ntDSefOY5WrdpA8D+Bx7IJRddwP333MVNt90Rte57777D+M/G1eg8Z3w1nVdeenEjr07VeezhB1m6\nZAm33HkPg0v7/qRTT+cPp53MXbfdzIBBe2yw7++4+UZS09J49On/lPf9vvsfyGWjLuRf993N/91y\ne3n5uT/MAeDIY46rNqjTvUdA9x5Bpe1LFi/ixf/9l46dOnP51dds0jUrunrtu9Jw9yHkzprGqtcf\nL9/e5JBTabDzIHJ32Im8H76psn6T/U8gISmJFc/cQeGS+QBkj3uLlmddTaOhB5MzcwIluWsjZQ84\ngcT66az+8FXWTvow0kBCAk0PO4P0QfuSN/db8ufNid/FSrH3L+Bc4HNgNDCYSCBlVyDKNI9fBUHQ\nEPgA2A14CZgHHA08HwRBqzAMH4jjeVfiuKZa0mT4AQBkvF3xRmfF689RUlxM48F717it1qdcQOGq\nDPKXLox+rBEHUpSbw7LnHysPugBkjXuP1V9+StGa1ZtwBdpUL04OATh3+C4kJCQAkJCQwKi9dycB\neH1a1W+I2evyyS0oZGiP9uVBF4AGqfUY1qMDeYVFhIszKtS55/2pnProO6xYk8tunVrH/oK0UUZc\ndBoAY/5xb4Xtr19zK8XFxQw+u+ogapf+u9KqW2e+fffT8qALQMG6PF6/5laSU1IYcfHp5ds7998V\ngC+e+PV1priwkAlPvgRA10G7b/4FKe5GXnIW1379Lh127cXsD8fX9umohnJycnhnzFv07NWrPOgC\n0KpVa4494QSWL1vGhC+q788pkyYx75efOeTwI8ofvAH6DxjIgIGDGPfpJ2StWlWpXmZmBvfccRt7\nDh6ywfPMy8vjphv+wS677kbDhukbcYWqSk5ODu+9PYagZ6/yoAtAy1atOOb4SN9/uYG+nzq5tO8P\nq9j3/QYMpN+AgXz+m76fOydy79Bth+6bdM633vhPcnLWcvXfriMtrf4mtaHoGvaNBMKyP684hW/N\nJ6MpKSmmwa57Vlk3ISWNhHop5P3wTXnQBaCkII91P3xNQr0U6rWJfFiX2LAxqZ17ULBi8a9BF4CS\nElZ/+GrkXPqPjNVlSXEXBMGeRIIuLwPDwjC8GhgGPAMcHQTBIRto4hKgD/DHMAxPCMPwKiJBmG+B\nW4Mg2KIPRjEPvARBMCwIgoeDIPgyCIJZQRB8FgTB7UEQ+DHdeurv0IvCNVnkL5pfYXtRViYFyxZT\nv8eONWqnydD9aNCjN8uee4iS/PxK+xNS06i/Q09yv/+W4pyKox1K8vNY+vT9ZH32/qZfiDbatF+W\n0bRBKju0aVZhe6vGDejcojFTf1lWZd30tBReuOAQ7jxhRKV9P6/IAqB5elqF7c988R29t2vBf847\nmAFd227+BWiz7DBsAGuWr2TRt99X2J61eBnLvv+J7sOrnvvfomtHAH76cnqlfQtnzgag25B+5dvW\nrozkb2reuX2Fsk3bR27is5ev3IQr0Ja296VnkfHLQu4cdhwTn32ttk9HNfTtN1+Tn59Pn379K+3r\nW7pt+tTqR7ZOnz61Qvn19enXj6KiImZ8Vfn14K7bbgXg0iuu3OB5Pv7IQyxZspir/3YtpZ8FaDN9\nV9r3u/frV2lfn76RbV9Nq77vZ0yP5OPYvW+UNvr1p6ioiJkzvirfNveHOTRsmF7t1LOqTBj/OVMm\nTWTfAw5kl90MyMdaSscdKMpZQ+GKxRW2F2dnUZSxjJSOVQfLSvLXseKJm8l89dFK+5JbRO7piteu\nASCpaeQDuYJFv1QqW5ydRXFONikdt9/k61AcJST+Pr82X9nQ8H+EYVgCUPr9GqAEOHsD9S8ElgIP\nlW0Iw3ANcCPQADgpFidZUzELvARBkBAEwRPAx0TmYA0AOgJ7ApcD04Ig+HusjrctS0hOpl7zlhSs\nWBp1f8HKZSQ1SCcpvfp5/MnNWtDiyFPIGj+W3O+/jVompW0HEhKTyF88n7Su3Wn/x2vpdvezbH/7\nE7Q+5YINHkOxlV9YxNLVOXRo1ijq/nZN01mzLp/Mtetq1F5RcTHzVq7mtrcnMf6HRQzt0Z7uvwno\n3HfSSJ74wwFs36rJZp+/Nk9ySgrNO27H8rnzou5f+fMCGjZrQnrL5lH3F+blRdpJrTw8vX6TyO9U\ni/WCLJ89/F+Ki4s57YnbaL9LL1Ia1GfXw/djv6vOI2PeQqa9/E6ldrT1ee68v/B/ux3EjxNMjLgt\nWbhgAQDt21eeOtquXeTheP68yg9IUduIkkS3rI158yq+noz75GPGfvA+l1x2BU2bNqtUb32zZ33H\nf//zLGecdTZdunSttqxqbtHCsr7vWGlf27K+nx/9faBMdX3fNsrvz49zf6B1mzY8/OD9nHj04ew9\nZBCnHH80Lz3/X0pKqs/t9vC/7icpKZlzzq8+x5g2QVIySY2bUZS5IuruwqwMEus3ILF+DUebJSSQ\n1KwVjfc9lrRuvVk352sKly8CoKQ0OX9CcrRMEgkkpKSSWD+dhHqpUfZLW6VhwIowDCvMxQvDcBHw\nPVDlvMogCLoB7YHPwjD87WoSH5d+33CyrRiK5YiXPwFnABOBfYDGYRimA/WBEcAk4LogCE6M4TG3\nSYkNIi+uxTlro+4vS3SbWL9Bte20Puk8SvLWseKVZ6osk1x605XasSsdLv8nCcn1yPp8LPmLF9Bk\n8N50uOKfJKZVfxzFTlZu5MG5UVr0ed3pafUAWLOu8uilaM556gOOuP8Nnp8UslvHVtxyzNBKZYb0\naB+lpmpDg+aR4FfuqujT+3KzIp9alQVRfmve1Mj7zs6H7k1iUlKFfbsctm+lujPfHMsjR19Amx5d\nuXbGO9y3dhYXvP4Iy+fO4/bBx7BujTl/tgXfvT+OkhqseqGtS1ZWZBpIo0aV/54bpkfuAzaU+HZ1\nVmQkY6P0ym2kl7axdr021qxZw+233MSgPffkgIMOrrbtwsICbrzherp03Z5Tzzij2rLaOFml/ZYe\npe+j9Vv0NlaVlt9wGytXrCAzI4OffpzLRx98wB6Dh7L/QQezNjub++66g5uqWcVoyqSJzP1hDnvv\nt195QEexU3aPXZyXG3V/ybrI9oQaTu9qcfKltD7/ehr2G0H+/LmseuPX1e0KVyympCCflM49SEit\nOPo5dfteJCRH7jF/u0/aGgVBkAp0AOZWUeRnoGkQBK2q2N+t9Hul+mEYLgHWAVWvTBMHsQy8nEsk\n8rR3GIYfhWGYDRCGYX4YhuOA/YGfgMtieMxtUkJSJBJdUsWyseUR63r1qmyj0cDhNNypD8tffLza\nFYkSUyIvrg17707m+6+z4K7rWPHK0yy46zoyx44mpU17mh9y3KZeijZSYVHkU6eU5Oh/eimlD9P5\nhTVb5rdflzacuueO7NKhFV/NX855T39AVk5ebE5WMZdU+jddmBc9sFY2oqVeWvRPozLmLWTqS2No\nv1PA2S88QOvuXUlr3Ij+Jx7GETdfRd7aHNafK9B6hy4c9n+XU69+GpOff5Oxdz3Gz5Nn0KnPThx7\nz3UkV5PYUdLmKSx9L68X5e+sLKlqfn71r9fVtVG2LW+9Nu69605ycnK46pq/bvD8nn7yCX6cO5dr\n/nYdyclV329o45X1W0qU+7iyfsvPq77vi8raiNb3pe3ml04xz8zIoOv23Rgxch+efeFl/njZFVz1\nl2t55vmX6dlrR94d8yafj/s06nFeefF5AE485bSaXJo2VtmHJFXd85cu/132bLAhefPmkP3lWPIX\n/EhKx240P+kSEso+QC0qZO3UcSQ1bEyzYy4guXUHEuqlktqtN00OOpnistcK5xRq21A2/LtyIrOI\nrNLvVQ3pL0uGWVX91dXUjYtYrmrUCfh3GIZRQ7phGGYHQfAWG56L9btXUhB5o4w+FPDX7cVVvCkn\nNWpCq2POIHv6RLKnV78iSUlJ5FPSwtWrWPnWSxX2rXzzBZoM2ZdGffdgxctPbcwlaBOl1Yu8ARcU\nRf/0Or8oEnCpn1KzP80LR+5W/u973p/KM198x4Mff8U1B1edJ0S1pyA3MoUsKSX6Q05yaiTgkre2\n6mDqf865hvSWzelz9IH0OfpAAArz83n58hsZeu6J5flcEhITufCtx2nZtSN373Uic7/4NZ/AsXdf\nx96XnsWKf/7Cq3++JSbXJqmi1NJPlQsLKq92WfbAnFa/+k+5U0tfE6K1UVDaRv3SNiZ9+SVj3nyD\nP11xZfk0pKr8OHcuTz/xOMedcCK9d9ppA1eijVXWbwWFVffbhvo+JS3y+1MQre9Lt6XVj5TZoUcP\nnnn+pUrlGjVqxAWjLuGSC89j7PvvVlrtaHVWFhPGf07vnXZmh+5b9IPfuqOs/34zSrVM+YexBTUb\n6Zw97q3yfzfa6wjSB+1Lo2GHsPr9SBL9NZ+OJqlxM+rv2JdWf4isTlVSUszaL8eS3LIdad13rvGx\ntOWUGAyLpuxmuaooddn2qoZw1aT+Fp32EcvAy4/8OqSnKh2ABTE85japKDeHkuKiKqf4lE0xqmok\nS6sTzobERJY9XznR1m+VtZG/aB4UVxxFUZKfR/7yJaR17EpCcj1KotwgKLbSU+uRmJBA9rro/9dl\n29Oj5PDYkItG7saLk0M+nb3AwMtWKjdrDcVFRVVOJSrbXjblKHobq7l75In02mcIHfvsxLrV2Xw9\n5iMy5y/i4Ov+yJqlkXnk2+/Rh7ZBNyY8/UqFoAvAq1fdzKDTj2bQGccYeJE20/dhyLhPPq60vXWb\nyGIJ0aYTlU0RSd/AKkKNGjcub6N5ixYV9mWv10ZOTg4333gDO+28M8ccV/XKaABFRUXceMP1tGzV\ninMvuKjasqrenO9DPovS961aRxKYR5tOVN5v6Rvo+9JpStX1fcOG0d9L1tejZ08AFi+qvPLlF+M/\no6ioiBF777vBdrRpivNyKSkuJjE1eqCtbIpRVVORqrPm0zdp0GcYad13KQ+8UFzEqjeeYO2Uj0np\n0I2SokLyfpxFUcZSWpxxFSWFBZSsq/rDHWkrUvZHUdVDUdnw8Oi5O2pWv6q6cRHLwMv1wAtBEPwJ\nuDcMwwof6QdBcBxwBPCHGB5z21RUSGHGCuq1jL6CVb2WrSlck1VpFaIyjfrsAcD2tz4WdX/3f79M\nwcpl/Py3CylYFsmgXtUQxoSkJEqKCsuHOiq+6iUn0a5JQxatit63i1Zl06xBKk0aRJ9qkpWTx1fz\nl9GuSTo92lZMmlgvOYmW6Q1YtnqLvoZoIxQVFLDyl4W07Fo54SJAi64dWL1sBTmZWVH3r2/W2M+Z\nNfbz8p+bd2pPo1Yt+PGLSALWZh0jn3gvmfVD1PNY/sPPdOm/K8mpqeVTnCRtvDnfhzz+6MOVtj/4\nSOQ9elGUB96ybZ26dKm27Y6dOpWX79S5c5VtzP7uO5YsXsySxYsZPKBvpXamT5vKHv1256BDDuXs\nc8/nu28j+aJGDq28jG12djZ79Nud3fv0Lb8GRTfn+5AnH3uk0vb7H4p8MLZo0aJK+8oCIB1/05+/\n1bFT5/Lyv+37sjbKti9bupSFC+bTtVu3SgmV89ZFXt9TUirfV5Qtab3X3ntXey7aDMVFFGVllK84\n9FvJTVpQtHZNlcGQhLQGpHTYnqKsjPIkuuu3Xbx2NUmNmlaqV7DwJwoW/vTrhqRk6rVsR+HK6At7\nSFuhLKCYqqcDNVmvXDSZvyn3W42JrHi0xcQy8LILMB24AxgVBMF4YCGR5Lr9gYFE/mMOD4Lg8PXq\nlYRheHQMz2ObkPvDbBoPGk691u3KgyMASU2akdKmPdkzJ1dZd+VbL0bd3mToviQ3acbKt16kODfy\n8F2wYimFqzJI7dyNhNQ0SvJ+XS0nsX4D6rVsE1nSegMZ7xU7u3VqzZiZP/LLitV0bvnrqlLLV+fw\ny8rVDOtReQWDMj+tyOJP//uEkb06ccfxFYcMr1mXz5KsbDq1cKWqrdnczycz6LSjad29K8vm/HpT\n1KRda9oG3Zgx+oMq6yYmJ3P9rLEsnDmbh48+v8K+3Y86AIDv3ovM41+zdDkArXtUXqkkMSmJll07\nsjYzy6CLtJkOPvQwDj70sErbc3NzSU1NY3qUZYOnTZ0CwM4771Jt27uWLu07fdpUBu1RMUgyfepU\nEhMT2bF3b9blruMP55xXqX5+fh7PPv0Ubdu14+BDDqN7EJDeqFHUsgDPPv0kKSkpHH/iyZu0LHFd\nc9Ahh3HQIVX3/YwofV/2+7DTBvp+l10jU4m/mj6VgZX6fgqJiYn06h2ZJjb69Vd5+vFHueiSyzjh\n5FMqlC1bcrpnrx0rHeO7r7+mdZu2tGnbrtpz0ebJXzCXBjsPJKl5a4oylpVvT0xvQnKLNqybM7PK\nuskt2tL82AvInT2dVa9VDIQmpKaR1Lg5heu12eKUyyA5mZVP3VahbGq33iTUSyHvp1kxuiopvsIw\nzA+C4BegqiX3ugLLwzDMqGL/9+uVqyAIgnZEpiiFm32iGyGWyXX/BvQBEoAuwMnAVcAoYFDp9qZE\nRr389qvOWT3xEwBaHH5ShSRXLY84ObL/s7FV1s0Y82LUr6LVq8r3r/poTKRwSQlZ4z8kMSWVVkef\nXqGdFoefRGJKKlkTKg+TVfwcsuv2ADzw4XSKiyMBr5KSEu7/cDoAR/XtXmXdnTu0pG2Thnw6ez7T\nf/n1jbawqJhbxkyisLiEw3ffIY5nr8315TOvAnDETVeSsN7f/hE3/xmAzx/5X5V1iwsLyZy/mN4H\njqBVt18/AW25fScO+MuFZC1ZzhdPvQzA3PFTWbVwCf1PPIzO/Sre4B983R9Jb9mcKc+/GbPrklRR\n/fr1GTFyJN/MnMlnn35Svn358mW89PzztGzVisFDh1Xbxu59+tK2bVtef/UVFq83emLypIlMmvgl\nw0fsRbNmzWm33Xacfd75lb5OPeMsILL09Nnnnc/wEXvRqFGjqGXPPu98UlJSSC/dHy2YpJqpX78+\nw/bai2++nlkhqe2K5ct5+YVI3+85pPq+361PX9q0bcvoV1+t0PdTJk1kyqSJDB2xF82aRUa3jBi5\nNwkJCbzw32fJzPj1GWTFiuU88uADJCcnc+gRR1Vof83q1SxevIgeQc9YXLKqkftNJB9jo+GHEXkc\nimg0IvI3lvPV+CrrFiz6icKsDNJ67EK9DutldEhIpMl+x5OQlETuzAnlmwszl5HSrnOFsgn1G9J4\nxOGUFOSzdrL3/NqmfA60DYKgQhKqIAi2I7Ii0ZdVVQzDcB4wDxgSBMFvYx4jSr9PYAuK5YiXqqJR\niiJ39tesmTKeRv0GU+/Km8j5/hvqbx9Qv/uOrJk6gbXf/PopSfODI6sOZYyJPtJlQzLfe40GvXah\nydB9SenQmXU/zCKtaw/q79CL3B9mkfXpuzG5JtXMwG7t2K93Z97/9hfOePwd+nVpy4z5y5k+bxn7\n7NiJoest//zQxzMAOH+vXQFISkzk74ftwR//+xHnP/MB+/buTNMGqUycu5i5y7MY0r09Jw70Jmpr\nNvvD8Ux+/k36n3AoV014jfDjCXTbsw/dhw1k6ktj+HrMR+VlD/n7pQC89Y97yre9csWNXDXhVa6a\n8CqT/zea5JQU+p1wKPXSUvnXIWeVJ/AtzM/n6TOv5MLRj3HFZy8x/dV3WbVwCdvv0YcdhvRn0bff\n88ZfKn4iJim2zr/oYiZ9OYFrrrqSffffn6ZNm/LBe++RmZnBLbffWb46DfyaK6Z7EDB8xF4AJCUl\nccXVf+HPl/+JM089mf0PPJCcnBzef/cdmjZtysWX/Km2Lk0bcN6FFzN54pf87c9Xss9++9OkaVPG\nvv8eqzIzuPG2in1flitmhx4Bw9br+8uuuoa/XHkZ55x+CvsecCC5OTl88N47NGnalAtHXVpef4fu\nPTjptDN47uknOe3EY9lr733Izy9g/Gefsiozk8uuuqbyVLWFkZSLLVtVtRKrYiX/55Dc76ZQf8d+\nJJ1+Bfm/fE+99tuT2mkHcmdNI++Hb8rLpg85CIDsz9+ObCgpIevt/9D82AtoceIocmdPpzgnm9Su\nPanXajvW/fB1hWDKms/GkNZ9V5offxG5306GwgLSevUhsWEjst56luLsDU9l1pbnxIMqPQOcCtwU\nBMFxYRgWB0GQANxcur/yXM+KngX+ClwM3AcQBEGj0m25pfu3mJgFXsIw/CVWbdUVS568j/xF82m0\nxwiajjyYwowVrBz9PJkfvF6hXItDNi/wUlKQz8J7/kGz/Y+kUf8hNBlxEEVZGWS8+yoZb78MxdFX\n2FH8/POoIXRr3ZQ3v5rLf7+cRdsmDblgr105fXDvCqMgHvk0Mvy0LPACkcDNk384gIc/mcG4cAH5\nhUV0atGYy/bvy4kDe5KUGMuBbIqHJ0/9E4u//Z49zjiGvS89i4x5Cxl97Z28f1vFPBGHXF858DJv\n2jfcMeRYDr/pSgaeciRFhYV8/8mXjPnHvcz/6tsK9Wd98Bm37XEUB107ih33H0Zao4ZkLljC+7c/\nzNv/9wDrVledxFfS5mvbth2PPPk0D95/H+M/G0dRcTHdu/fgun/8kwGDBlUoW5Yr5qBDDi0PvAAM\nHjKUu+57gCcefYTRr79G/QYNGDx0GBdcdDHbtW//20NqK9GmbTseevwpHnrgfsZ/Po7i4mJ22KE7\nf7v+BvoPrNz3Tz72CAccfGh54AVgzyFDuePeB3jy0Yd5641I3+85ZBjnXli578+/aBRdt9+eV154\nnjFvjiY5OZmePXtx0mlnVJqqBJCVFXkAb7iBJL+KjVVvPk3hisXU33kQDfvvRdHqDNaMe5PsLyuO\ncG809GBgvcALkcDNimfvpNGQg0nbYScSkutRmLGM1WNfZu2UTyo8tRevzmTFM7fTeK8jSOuxKwmJ\niRQsmU/2G0+SP2/OFrlWKVbCMBwbBMELwPHAhCAIPgb2BIYCLwNjysoGQXB9aZ3r12viNuA44N4g\nCIYDc4Gjge2BUWEYLt8Cl1EuoSTGIbYgCNKAzvyaabiSMAyrnsy4EeZccIzxwTpqu2G7bbiQfrcu\nP8mEj1JddNPq72r7FFSLCou97aurih68qrZPQbWo3TX/+l2vt5yTu+53+eLWoH7aZvdbEAT1gKuB\nM4D2RKYPPQvcFoZh3nrlSgDCMEz4Tf02wE3AoUBDYDZwexiGz2/uuW2smI14CYKgBZHhPjXJ2RJ9\nMXtJkiRJklTnhWFYAPyz9Ku6clGDPGEYLmUrWVU5ljle7gGOBH4ApgLrqi8uSZIkSVLdVWySlzoh\nloGX/YAvgGFhGJo0RJIkSZIk1XmxzMKZCow36CJJkiRJkhQRy8DLe0QyDEuSJEmSJInYTjX6EzA+\nCIL/AXcDPwF50QqGYbg6hseVJEmSJGmbY4aXuiGWgZdMYDKRtbKPq6ZcSYyPK0mSJEmStFWKZQDk\nbuBoIBf4Dlgbw7YlSZIkSZK2ObEMvBwNfAsMDcMwK4btSpIkSZIkbZNiGXhJA94x6CJJkiRJ0oYV\nm+SlTojlqkbjgV1j2J4kSZIkSdI2LZaBlyuAPYIguDMIgo4xbFeSJEmSJGmbFMupRncBy4FLgUuD\nICgAcqKUKwnDsEUMjytJkiRJkrRVimXgpQeRpaLnxbBNSZIkSZKkbVbMAi9hGHLa+X4AACAASURB\nVHaJVVuSJEmSJP3elZSYXbcuiGWOF0mSJEmSJK0nllONAAiC4ADgTGA3oFkYhq2DIDgZ6AbcEYZh\ntLwvkiRJkiRJvzsxHfESBMFDwBjgWGB7oCyJbj/geuDDIAjSY3lMSZIkSZKkrVXMAi9BEJwHnAu8\nAnQHblxv9w3AE8BA4PJYHVOSJEmSpG1Vccnv80sVxXLEy/nAzDAMjwvDcC6RFY4ACMMwMwzDs4FJ\nwHExPKYkSZIkSdJWK5aBlwB4dwNlPgW6xPCYkiRJkiRJW61YBl5ygNYbKLNdaTlJkiRJkqTfvVgG\nXj4HjgqCoGO0nUEQdAeOBMbH8JiSJEmSJG2TSn6nX6oolstJ3wDsD0wMguAOIlOPCIJgONAf+DNQ\nD7g5hseUJEmSJEnaasVsxEsYhtOAo4gEc+4ATgASgI+A24gEXU4Ow3BirI4pSZIkSZK0NYvliBfC\nMHwnCILOwOFAH6ApkA3MBF4LwzArlseTJEmSJEnamsUs8BIEwTDg5zAM5wHPl379tkwvYEAYhk/H\n6riSJEmSJG2Lik2IUifEMrnux8DpGyhzBvCvGB5TkiRJkiRpq7XJI16CIDgG2HO9TQnAgUEQNKui\nSgpwPLB2U48pSZIkSZK0LdmcqUYzgP8QCahAZNWoQaVf1fnrZhxTkiRJkiRpm7HJgZcwDOcEQTAA\naMavqxc9BUTL31ICFAALS3PASJIkSZIk/e5tVnLdMAxnlv07CIJ/AB+HYTiuujpBEHQNw/CnzTmu\nJEmSJEnbupISs+vWBTFb1SgMw38EQXBQEAT/AVoDSURGwlD6vR7QAuhRuk+SJEmSJOl3LZbLSR8F\nvMSvwZZo1gJvxOqYkiRJkiRJW7NYLid9GVAIHAe0BaYDj5b+eyQwlUiulz/H8JiSJEmSJElbrZiN\neAF2Bl4Pw/BlgCAIPgf2CcNwGbAsCIL9gZDIqkZnxPC4kiRJkiRtc4pr+wS0RcRyxEsa8MN6P88G\negRBkAoQhmEG8DobXm5akiRJkiTpdyGWgZelQKv1fp5b2n7v9batADrE8JiSJEmSJElbrVgGXj4F\njg6CoEfpzzNKvx++XpnBQEYMjylJkiRJkrTVimWOl1uAo4GvgyA4OQzDl4MgeBP4SxAEPYksMT0Y\neCqGx5QkSZIkaZtUUlLbZ6AtIWYjXsIw/BYYAXwEZJVuHkUk18uxwHBgMnBNrI4pSZIkSZK0NYvl\niBfCMJwEHLjez/OBnYMg2AVYB8wJw9CYniRJkiRJqhNiGnipShiGM7fEcSRJkiRJkrYmWyTwIkmS\nJEmSKip2PkidEMtVjSRJkiRJkrQeAy+SJEmSJElxYuBFkiRJkiQpTgy8SJIkSZIkxYnJdSVJkiRJ\nqgUlJWbXrQsc8SJJkiRJkhQnBl4kSZIkSZLixMCLJEmSJElSnJjjRZIkSZKkWlBc2yegLcIRL5Ik\nSZIkSXFi4EWSJEmSJClODLxIkiRJkiTFScK2vG74jR9+v+2evDZLt5YNa/sUVItGdGla26egWpSS\nmFDbp6Ba8pfGO9b2KagW7fTFx7V9CpJqwcV7dP1dv/H/sjL7d/lM27lF+u+63zaWI14kSZIkSZLi\nxMCLJEmSJElSnBh4kSRJkiRJipPk2j4BSZIkSZLqouJtOOeqas4RL5IkSZIkSXFi4EWSJEmSJClO\nDLxIkiRJkiTFiYEXSZIkSZKkODG5riRJkiRJtcDUunWDI14kSZIkSZLixMCLJEmSJElSnBh4kSRJ\nkiRJihNzvEiSJEmSVAuKTfJSJzjiRZIkSZIkKU4MvEiSJEmSJMWJgRdJkiRJkqQ4MceLJEmSJEm1\noMQcL3WCI14kSZIkSZLixMCLJEmSJElSnBh4kSRJkiRJihNzvEiSJEmSVAuKMclLXeCIF0mSJEmS\npDgx8CJJkiRJkhQnBl4kSZIkSZLixMCLJEmSJElSnJhcV5IkSZKkWlBibt06wREvkiRJkiRJcWLg\nRZIkSZIkKU4MvEiSJEmSJMWJOV4kSZIkSaoFxeZ4qRMc8SJJkiRJkhQnBl4kSZIkSZLixMCLJEmS\nJElSnJjjRZIkSZKkWlBijpc6wREvkiRJkiRJcWLgRZIkSZIkKU4MvEiSJEmSJMWJOV4kSZIkSaoF\nxZjkpS5wxIskSZIkSVKcGHiRJEmSJEmKEwMvkiRJkiRJcWLgRZIkSZIkKU5MritJkiRJUi0oMbdu\nneCIF0mSJEmSpDgx8CJJkiRJkhQnBl4kSZIkSZLixBwvkiRJkiTVgmKTvNQJjniRJEmSJEmKEwMv\nkiRJkiRJcWLgRZIkSZIkKU7M8SJJkiRJUi0oKq7tM9CW4IgXSZIkSZKkODHwIkmSJEmSFCcGXiRJ\nkiRJkuLEHC9bgbUZy5k++hkWhzMpWJdD8w7bs8vBJ7Jdz91qVL+kpIQfJ33M7I/fJGvpQpJTUtmu\n1+7sdujJpLdoU6FsUUEB//3TsZQUF0Vt6/DrHqRJ246bfU2quawVyxj7v8f46Zvp5OWspW3X7ow4\n5jS67dK3RvVLSkqY/MFopn04huUL5pGYmEibLt3Y85Bj2XHgsPJyH7/4FJ+8/Ey1bXXZcVfOvP7u\nzboeRbds6RIeefABpk+ZzNrsbHboEXDGOefRb8DAGrfxzcwZPPHwvwlnzyIhIYE+/QZw/qg/sl37\nDpXKrli+nCce/jcTxn/O2uxs2nfswGFHHs1hRx1DUlJShbLHHHIgy5ctjXrM2+69n4F7DN64i1UF\nS5cs4aF/PcCUKZNYm51Nj6AnZ51zLgMGDqpxG1/PnMEjDz1IOGsWJCTQr/8ALhp1Ce07VO779S1b\ntoyTjzua7j0CHnzksWrL5uTkcMoJx1JSUsJrb75d43PTltOkXWuunzWWN/9+Dx/d+0Rtn4420ZqV\ny5nw8pMsmDWD/Ny1tOzcjQGHn0yn3n1qVL+kpITwiw+Z8cEbZC5ZQHJKKp126sugI0+lcau2lcrP\nmTSOGe+/zor5P1JcXEyzdh3ZeeTB7DTioFhfmjbAvlc0xSUltX0K2gIMvNSy3NWZvHvXn8ldnUnX\n/iNIqd+An6aMY+z917HXeX+l4y4bfij7avSzfP3eSzRp04Hug/cjLzuLn6d+xoKvJ3HQVXfSuE37\n8rKrFv9CSXER2+3Yh5ZdgkptpaY3jun1qXrZqzJ4/Lo/kr0qk12G7E1qg4Z8M/4jnr3xKk648gZ6\n9tvwA+/oh+9k2kdv06xNO/rsfRBFBQXMmvQZL9x5PfufdgF7HnIsAF1678aIKtr4dsKnLF/4C513\n3DV2F6dyGStXcvE5Z5GxciX7HHAg6Q3T+fD997hi1IXcePtdDB42fINtfDVtKleMupBGjRpz4MGH\nkr02mw/fe5evpk7h4af/Q7vttisvu2TxIi46+0wyMzIZPnIkLVq2YuIX47nn9ltZOH8+F192RXnZ\n1VlZLF+2lB132okBg/asdNz2HQzEbo6MlSs5/+wzWblyJfsdcBDp6el88P67XHrxhdx6x10MHT5i\ng21MmzqFSy++kEaNG3PQIYeRnZ3NB++9w7QpU3jy2ecq9P1v3XbzjWRnZ9foXP/9wH0sXrSItu3a\n1fTytAWlNmzAea8+TP0mvk9vy3KyMnnlpstZm5VJsMdepNZvyPdffsIbd/yVg/94HdvvvscG2/jy\nlaeZ8tbzNGvXkd7DDyB3dRZzJn7Kz19N5Njr7qFZ218DspNH/48vX32aBo2b0WOPvUhMSubnryby\n8VP3sXLBzww/5cJ4Xq7WY99LdZuBl1r21ZvPsTZjOSMvuJYOOw8AoPc+RzHmlj8x8fl/s12vPiTV\nq1dl/aylC/j6vZdo2SXggMtvITEp0qVdB+zFhw/8nemjn2X4OVeXl89c+DMAwbCDahTUUXx99MKT\nZK1Yxkl/vpGgb+QNd/Bhx/Pw1ecz5rF72WHX/iTXS6my/vzvv2PaR2/TofuOnH7dHaSkpgEw8vgz\nefjq8/nwf4+x8+CRNGrWgq69d6Nr78qjqBb8MItxrz1H5167MOKY0+JzoXXc4w8/yNIlS7j5znvY\nc2hkFNIJp57OOaedzN233Uz/QXuQklJ1PxcXF3PnzTeSmpbGw0//h9ZtIiPZ9t3/QC4fdSH/vu9u\nbrjl9vLy99x2CytXrOCmO+4uP945F17MqHPO4qXn/8uxJ51Mm7aRh+u5P8wBYO/9D+SY40+My/XX\nZY889CBLlizh9rvvZUhpX5x82mmcecrJ3H7rzQzcY88N9v2tN91IWloaTz7zXHnf73/ggVxy0QXc\nf89d3HTbHVHrvvfuO4z/bFyNznPGV9N55aUXN/LqtKU079Se8159iM59d67tU9Fm+vLVZ1izchmH\nXPoPuu4WuQ/b/cBjeOH6i/nkmX/Reae+JFXzvp+5eD5T3nqeNtv35Oi/3EFScuS+L9hzJKPv/Btf\nvvwUB178NyAyumLSG8/RuFVbjvv7fdQv/XAt/9izeOWmK5g5djS9huxL6y7d43zVAvtequvM8VKL\nCtblMnfiR7TotEN50AWgQdMW9BxxKDmrVrLw2ynVtpG54CcaNGtJ732OLA+6ALTfsQ8pDdJZ/tPs\niuVLAy/N2neJ2XVo0+Sty2XGuPfZbvse5UEXgMbNWzLwwKNYnbGCOdMnVdvGrEmfATDsqJPLgy4A\n6U2b02/fQyksKOCnb6ZXWb+oqIjX/nUriYlJHHHBlSQm+pIQazk5Obz/9hiCnr3KgyAALVu14ujj\nT2D5smVM/GJ8tW1MnTyJeb/8zMGHHVH+4A3Qd8BA+g0YyOeffkLWqlUALF64kAnjP2ef/Q+ocLzU\n1FTOOu8CDj78SFavXl2+vSzw0m0Hb75iLScnh3fGvEXPXr3Kgy4ArVq15tgTIn0/YQN9P2VSpO8P\nObxi3/cfMJABAwcxbr2+X19mZgb33HEbew4essHzzMvL46Yb/sEuu+5Gw4bpG3GF2hJGXnIW1379\nLh127cXsD6v/fdHWLX9dLrPHj6V1l+7lD94A6c1asOu+h7M2cwU/z6z+vm/F/J9Ib96KPgceXf7g\nDdB5536kNkxn8dxf7/t++upLiosK2W3/o8ofvAFS0uqz+wFHAfDLBo6n2LDvJfmUVYtW/Pw9xYUF\ntOlR+ROstkFk29Ifvqm2jS59h3LMjU/SuU/FKSm5qzPJz11LWqOmFbZnLvyZemkNKuV+0Za3cM4s\nCgsK6BJlFErZyJSfv5tRbRvddunLiGNOo323ytPGykZK5a3LrbL+1LFvsWLhPPY89Diat21fZTlt\nulnffE1+fj679+tXad/ufSPbZkybWm0bM6dPq1C+Qhv9+lNUVMTXM74C4MsJkQezYXvtXansoMFD\nuOqv19K9x6+/Lz/OMfASL9+W9n2ffv0r7etbum361Or7fvr0qRXKr69Pv34UFRUx46vKwdW7brsV\ngEuvuHKD5/n4Iw+xZMlirv7btSQkbLC4trC9Lz2LjF8Wcuew45j47Gu1fTraDEt/nE1RYQHte+5S\naV+HnpGpvovCr6tto/uAYZx517Ps0H9ohe05WZnk5aylQeNf7/tad+nOoKNOo+OOle8zkpIj9wgF\neVXfIyh27HtJMZ1qFATBH4AXwzBcE8t2f6/WrFgMQKOWlefTpzePBEZWL120UW0W5q9jxc9zmPJK\nJInizvsfW2H/qkW/0LBZS6a98Qy/TPuctZkraNSyLT2GHEDPvQ4lwbvuLSajtG+bt6mcn6Fp60iC\ntJWLF1TbRrdd+tFtl8oP4wCzJ0cewFt37BJ1f0F+Hp++/Az10xsz5PATanra2kgLF0b6cLv2lXOl\ntG0X6fv58+dV38aC0jaiJFItb2PeLwD8NHcuAJ26dOGl/z3H6NdeYcmiRbRttx1HH38iRxxT8TVh\n7g9zaNKkKW+98RrvjXmLRYsW0qJFS/Y76CBOOeMP1U6DUfXK+q19lOTH7X7TbxtsI0rfl7Uxb17F\n359xn3zM2A/e5+83/B9Nmzartv3Zs77jv/95lj+ccx5dunSttqxqx3Pn/YVZYz+npLiYNj22r+3T\n0WbIWha572vSuvL7fqOWkfu+zCXVv+//VkHeOpb+GPL5848A0O+Q48v3te3Wk7bdekat9+O0LwBo\n3r7zRh1Pm8a+V3WKTK5bJ8Q6x8ujwH1BEIwGngXeC8Mw+vI5Ii87Ep9KadCw0r569RsAkL9ubY3b\nW7N8Ma/9/dzyn/sdc3aFkTC5WZmsW7OKdWtWUViQT8ddBlCYl8eCbyYz+eVHyVgwl8Gn/WlTL0cb\nKWdNZLpHWpSh/WmlvxN5OTXv//V99cl7zA+/pXXHrnTs0TtqmZmfjSU7K5NhR51Caunvm2JvdVYW\nAOmNGlXal54e6fu1G0h+ujprVWn5ym00/E0bK5cvB+Ch++9l2uTJDB+5N3369Wf8uE+5+7abWbpk\nMedd/Ecgkj/k5x/nsm7dOl76338Zttde7N6vH5O//JKnH3uUb2bM4LZ7HyA52XRgmyKrtN8aRen7\nsn7bUOLbst+fRlH6Ptrvz5o1a7j9lpsYtOeeHHDQwaxZU/XnIIWFBdx4w/V06bo9p55xRvUXo1rz\n3fs1y9Ojrd+67Mj7fmqU+76ybfm5NX/fz1q2iGeuOqv856EnnldpNEQ0C2bN4PuJn1K/URO69XXV\nui3BvpcU67vpM4BTgGOA44AVQRD8D3g2DMPqx1PXQcXFhcCvQ/7WV7atuKBgI9orotfIwynKz2P+\nzIlMeeVxCtflsstBkdEMuWtW0bRdJ5q07ciQMy4vn4qSn5PNB/ddy9wvP6LTbnuadHcLKS6K9H9y\nlOTJZf1fWJC/0e3OnTmVNx+9i6SkZA4//4oq87ZMfPc1kuulMPDAIzf6GKq5wsJIP9eL0s/1SkeT\n5Ofl1aiNaKNPUsr+jvMjvyu5pVPLpk2ezL+feIpu3XsAcOa553PRH87kv888xd77HcAOPXqwKjOT\nDh07kd64Mf93253lAYK8vDz+fs1VTPj8M15/5SWT7m6i8r6P1m9lfZ9fs76P1kbZtrz12rj3rjvJ\nycnhqmv+usHze/rJJ/hx7lweeeJpkqO8D0mKreKiyGeR0RZNKHvfL9qY+76iInbb/0gK8/L4cfoE\nPnv+EfLX5TDg8JOrrLNi/o+8/cA/oaSEEaePot56+eEUP/a9pJjmeAnD8JkwDPcDOgBXAPOBPwKT\ngiD4LgiCq4MgcG3SUkn1UgEoKr2xXl9RYeTFNzkltcbtNWnTgf7HnM2gky7i0L89QOPW2/HVW8+x\n4ufvAWjeoSuHXfsvhp9zdYUX/pQG6fQ98kwAfpriJ2tbSnLpQ1N1/b+xb4rh1An899a/UlRYxBEX\n/ZkO3XtFLbfk57ks/eVHevYfTHqT6qciaPOkpkb+hgsLK99QFZQGS9Lq16++jbTI70FBlJuy/NJt\nafUjZRJLpwseduRR5UEXgKZNm3HqmX8A4OOx7wPQvEULHn/uee799yMVRmX8P3v3HV1VsTZg/KH3\n3kGalC2CShNBBQEbqGDvvSvqtXvtvdx77fW79t7LVWyAqCgiRRBEFEcBRap0pAZI8v1xkkDIIaHs\nkIQ8v7Wywpk9e2Zv5hD2eTPzTrly5bj0ymsA+HzwoLxuUZtQLuPf77pk47a5Y5/5/knSRub7p0JG\nG2NGjeLjDz/g/AEXZS1D2pRpU6fy4nPPctwJJ9K2Xbs87kRSHDJ3Kcz1uW8L/t+v0aAx3U88n15n\n/IOT7nqS6vUaMfp/LzN3Wkhaf+60wP/+9U9SViyn2zFn0rJz3sm3FQ/HXlK+zB8PIfwFPAg8GEXR\nLiRmvxwK3AncGUXR18BLJPLBrMyPayhMFs2Yxp8/jMpRXqlGLQDWJllOtHZV4q+lTIWcUxI3R/nK\nVdm97wl888L9zJg4mtrNWudav2aTFgAsX/DXVvWnTZvzxxR+GfNNjvKqteoAsDrJcqLMsvJJpqRu\nyrjPP+ajpx+EEiU48qJ/svu+OZOrZvplbGJ9b9tu+212+8rdb78Gvhn2ZY7yOnUTa7eTLSnJLMtc\ndrIpmUGRFcuXU7NWrWzHMpeZVKpUJaOtxPfWbXIG3VpmJNWdPSvvdeQNGjWiStWqzJ29ZXmmiqNf\nQ+DrJGNft15dIPnYZ45b5Tx2EapStWpWGxuP/fIN2li5ciX33HU77XbbjWOOyz1nU2pqKnfdfiu1\n69ThvAsvyrWupC03f/rUrDwaG6pcszaQfElJ5tLirV36W6FyVbr0P4khT/2H38ePpP7O2ZPu/z5h\nNIOeuJt1a1LodsyZ2fKBKD6OvbZGmjleioV8X7gfQvgliqIhQHmgPtAY6Jnx9WAURfcC/wohpOX3\ntRSURTOnMfGT13OUH3z5PUDyYMfyhYmyqvVy32lmyezpLJr1O03b702pMtmnoleqmfhgn5KxrnTF\n4gUsmz+H6g2bUL5ytWx1UzN+c5psCqS2zdw/pjDsnZdylJ9564MALM5IuLahJRlltRpu3gSxr997\nlc/feJbSZcpy7OU3sUvn3Nft/jZ+NGXLladVB5eVxWXKr4EXnnkqR/kj/30aIGkAY87sWQA0aZp7\ngrudmjTNqt94o7obt7FT48R7JtnsmMxlK5kzaBYvWsSf0/+gQcOG1K1XP1vd9PR01qSsoVKlrQv+\nFie//Rp49uknc5Q/8VQiyfnsjDHaUGZZk2bNcm27cZMmWfU3fp9s2MYvP//M3DlzmDtnDvt06ZSj\nnfHfj6Nb5w4cclg/zjnvAn7+KbFjXu/ue+eou3z5crp17kCHjp2y7kHS5lvw51TGfPBqjvKjrrsX\ngL/nz81x7O8FibLq9XMm0t7Qwll/sODP32nRaZ+smbOZqtROBHtXZ+SQyzR5xFC+eO5B0tPS6XX6\nJbTrdejm34y2iGMvaVPyLfASRdEewEnA8SSCLSWAscB/gLeADsB1wB1AXeCy/LqWgtay2wG07HZA\njvK1KaspVaYsf/2Wc8voub8mtpSr0zx5RvJMP385kCkjhlDmgoo03r1LtmOLZ/0BQOU6iV2Tfvtm\nEBM/fZPOR5/Nrvsfka3uvKk/A1CrScvNuylttg49+9ChZ58c5WtWr6JM2XJMT7Jl9O8/Jcoat941\nz/ZHffIen7/xLOUqVOLka++iaZucWxVuKHXdOub8/hs7tdqFMluwlE2563tYf/oe1j9H+apVqyhX\nrjwTkmwZnVnWdrfcx2z3PRLbQU4YP44u3bJ/UJ4wbiwlS5akTdvEcpHdO3SAF2D82O84tH/2f+dh\ncuLfeebW0d9+8zX/ufN2jjruBC696pqN6k4mJWU1UZu834PF3aH9+nNov02P/fgkY//9uLEA7JbH\n2O/RvgOQCJx03Wjsx48bR8mSJdm1bVtWr1rN2eeen+P8NWtSePnFF6jfoAGHHtafVlFE5SpVktYF\nePnF5ylbtizHn3gyDRrmvlxJUnJtuh9Em+4H5Shfm7Ka0mXLMSvJtsGzfpkIQP2WyZcIZ5ow+H1+\n/noQh116K807dM12bMGf0wCoVnf9bplTx43g82ceoESpUvQZcM1mJWDV1nPsJW1K3NtJ70wi2HIi\nsAuJYMtM4N/ASyGEXzaoPiSKoi+BqSSS8u6wgZdNKVOuPE3a783v3w1jxsTRWUltVy5ZyC/DPqRC\ntZrstNueubbRrOO+TBkxhAkfvUqDXfbIygmzbMFcJn76BqXKlKV55x4ANO2wDxMHvcVPQ/9H8y49\nqVCleqK/pYv4fuBLlCxVmtb75gwQKH+ULV+BNl26M/GbofwydkTWLJW/Fy1g9KfvUaVGLVp36pZr\nG7On/crgl/+P0mXKcNqN/9lkTpcNzZv5B6nr1tKgeatY7kO5q1ChAj169eKzQZ8y4uuv2KdHYnnX\ngvnzeffNN6hdpw7d9u2Raxt7dOxEvfr1+fC99+h3xNFZH4jHjRnN2DGj6dGrN9VrJHL1dNpzLxo2\n2okvPhvCYUccRfuOidkPixYu5LWXnqd8+fL0PjDxULj3vj0oV648n340kCOPPY4mTZsBiWUwjz6Q\n+O3cEcccF/vfSXFRoUIFevbuzeBPP2H4V8Povl9PAObPn8fbbyTGfp/uuY99h46dqF+/Pu+/9y5H\nHLl+7L8bM5oxo0fRs1dvatSoCTXgnPMvyHH+smXLePnFF2jQoGG248nqArz5+qtUrlJlk8clbb0y\n5crTotPehJFfMm38SHbukPg/fvnihfzw2QdUql6L5u1zn4naqksPfv56EKP+9zKN23bIeu5bOn8u\n3w18nVJlytK6a89Eu4vmM/SZ+0knnb4XXusuNgXIsZcU94yXKRnfVwCvkMjj8kUIIenCtRDC2iiK\nFgHFdsvpDoefypzJ4xn21D0079yDcpWr8sfYr1m9bCk9z78+245Hmbliau7UnCbtEz+wG7bpQItu\nBzB15FAG3nERjXffizWrlvPnhJGsW5PCPqddTqUaiXWlNXZqTrsDj2bSkHf48I6LadpxH1LXrWXm\nxDGsXr6UvU64MM+lTYrX/iedzdSJY3nz/lvZbZ/eVKxSjR9HfMGKpUs44erbsu00kpkrpn6zlrTp\nkkiKNuztF0lLTaVek535bfxofhs/OkcfLdt3yTZzZvHcxJKXKhnvC+W/cwdczHejR3HTP69m/4MO\nplr16nw+ZDBLFi/izv/cn23Ho8xcMS1bR3Tv2QuAUqVKcfk113HD1Vdw/umncECfvqxauZKhgz+l\nWvXqXHjJ+rh16dKlue6W27j6Hxdx1SUD2K/3AVSpWpXhw75gwfz5XPHP66lVO7EMsUbNmlx02RU8\n8O+7Oe/0U+h9wEGUKVuGkd8M56+5cznptDPo2Dn34K9yd8FFFzNm1Eiuu+ZqDjz4YKpXr85ngwez\nePEi/nVv9rHPzBXTKorYb4Oxv+ra6/nnlZdz5qknc3DfvqxcuZIhgz6levXqXHzp5QV1a5K2Qrdj\nzuTPSd/z6WN30mqvnlSoUpVfRw1j1d9LOeQfN2V77svMF1K7SQtadErMp220yAAAIABJREFUeGvS\nriNtuh/E5OFDePWG82nevispK5czddy3rFuzmgPPuYrKGUvNx33yNmtWraRqnQYs+HNa1qyIDdVv\n0Yamu3fePjdfzDn22pTUHTbhhjYUd+DlCxLBlndDCJu7Gf1RQLHN6Fq5Zl36Xn0v37//IjN/HEN6\neho1GjVnn9Mvp2GbDtnqZuaKadG1d1bgBWDvU/5BrSYt+XX4IMLwTyhVphx1W7Rltz7HUrdF9mUC\nHY84neoNmjB52IdMGTmUkqVKUatJK9oedDSNdu24Xe5Z61WvXY9z7nyUz157mjBuJOlpadRr2oKj\nLr6WFhv9Z5iZK6b9fgdnBV6m/5KYsjrn99+Y8/tvSfsoX6lytsDLyoycP+W2IHGvtk29+g144tkX\nePKxR/n2m69JS0ujRctWXH/r7ey5V/bpwpm5Yvoc2i8r8ALQbd/u/Ofhx3jh6Sf5+IP/UaFiRbrt\n24PzBlxMg0bZA6a7t+/Af59/meef/i9jRn7LmjUp7NyyFZdfcx37Zsy6yHT40cdQr0EDXn/pBb74\nbDDp6ens3LIl5w64hAP79M23v5Pion79Bjz1/Is88egjjBj+NalpabRq1Zqbb7uDLl2zj31mrphD\nDuuXFXgB2Gff7jzwyGM89/RTDHw/Mfb7dO/BhRddTMNGBsuloqRKrboce9ODfPvWc/wxYTRpaWnU\nbtKcA8+9mibtsj+HZeYL2WWfA7I+fAPsf9bl1G3WiklffsyPX35M6TJladi6LZ37nUDDVm2z6s0O\niaXsf8+fkzTvCMAeBx7hh+/txLGXircS6TFmUY6i6DRgQghhYi519gF6hxDu2Nb+7vr8V1NAF1Mt\nahs0KM56Nqte0JegAlS2ZImCvgQVkOurmnOoOGv3bc7dwyTt+C7u1nyH/o9/+LSFO+Rn2u4719qh\nx21LlYy5veeBw/OocxSJpLqSJEmSJEk7tG1aahRF0RnAhls5lABOjKKoQ/IzKAv0AhZuS7+SJEmS\nJBV1aTGuQFHhta05XgYBjwCVM16nk9jNKLc9kFOAm7exX0mSJEmSpEJvmwIvIYS5URS1ACqSmO0y\nDXgIeDhJ9XRgLbAghLB2W/qVJEmSJEkqCrZ5V6MQwvzMP0dRdCaJ5LrTt7VdSZIkSZKkoi7W7aRD\nCC/G2Z4kSZIkSVJRtq3JdRcB94QQ7t3g9eZIDyHU2pa+JUmSJEkqylJNrlssbOuMl79JJMvd8LXv\nHEmSJEmSJLY9uW6z3F5LkiRJkiQVZyUL+gIkSZIkSZJ2VNua46XH1p4bQvh6W/qWJEmSJKkoSzNR\nR7GwrTlehrH1OV1KbWPfkiRJkiRJhdq2Bl4eIWfg5XigHjAY+BZYBFQG9gT6A9OBx7exX0mSJEmS\npEJvW5PrXrbh6yiKzgPqAP1CCJ9sXD+Kou7AZ0CZbelXkiRJkiSpKNjWGS8buwp4L1nQBSCEMDyK\noneAi4H7Yu5bkiRJkqQiI9UkL8VC3LsaNQLm5lFnKVA75n4lSZIkSZIKnbgDL78B/aIoqpLsYBRF\n9YAjgR9j7leSJEmSJKnQiXup0SPAM8CXURTdBYwDlgHVgH2Am0gk3r0g5n4lSZIkSZIKnVgDLyGE\n56Ioag78E3gnSZUU4JIQwsA4+5UkSZIkqahJSzfHS3EQ94wXQgg3RVH0InAcsDtQA1hMYvbLmyGE\nP+PuU5IkSZIkqTCKPfACEEKYAtydH21LkiRJkiQVFdsUeImiqD/wSwjh1w1ebxaXG0mSJEmSpB3d\nts54eR+4Fbh9g9d5LVIrkVGn1Db2LUmSJEmSVKhta+DlNuCrDV7fTt6BF0mSJEmSir1UPz0XC9sU\neAkh3LbR61u36WokSZIkSZJ2ICUL+gIkSZIkSZJ2VLHvahRFUT/gJKAZUG4T1dJDCJ3i7luSJEmS\nJKkwiTXwEkXRAOBREgl0c+NKNkmSJElSsZaW7kfj4iDuGS+XAguAY4HRIYSUmNuXJEmSJEkqMuIO\nvOwE/DeE8HXM7UqSJEmSJBU5cSfXnQzUiblNSZIkSZKkIinuGS+3A29FUfRaCGFQzG1LkiRJkrTD\nSE0zx0txEGvgJYQwMIqiR4GPoygKwO9Asjwv6SGEo+PsW5IkSZIkqbCJe1ejk4ErSOxqtEvGVzKG\n9SRJkiRJ0g4v7qVGNwIrSQRfRgArYm5fkiRJkiSpyIg78NIMeCaE8HTM7UqSJEmStENJS3cxSHEQ\n965GvwNlY25TkiRJkiSpSIo78PIgcEIURe1jbleSJEmSJKnIiXup0QpgKjAmiqLhwBSS53lJDyFc\nGXPfkiRJkiRJhUrcgZdXNvhzr4yvZNIBAy+SJEmSJGmHFnfgZVOBFkmSJEmStIFUc+sWC7EGXkII\nX8XZniRJkiRJUlEWd3JdSZIkSZIkZYh1xksURYs2s2p6CKFWnH1LkiRJkiQVNnHnePmbROLcjVUE\napGYYfMjMC3mfiVJkiRJKlLS0k3yUhzEneOl2aaORVFUDbgBOBs4Ps5+JUmSJEmSCqPtluMlhLA0\nhHAN8BPw7+3VryRJkiRJUkEpiOS63wL7FUC/kiRJkiRJ21XcOV42R3uS54GRJEmSJKnYSEvzo3Fx\nEPeuRv03cagkUAk4DDgQ+F+c/UqSJEmSJBVGcc94eZ/cZ7OUAGYD/4y5X0mSJEmSpEIn7sDL7SQP\nvKQDa4BfgI9DCGtj7leSJEmSJKnQiXs76VvjbE+SJEmSpB1VqileioXYk+tGUXQYcDawM1CZxPKi\njaWHEFrE3bckSZIkSVJhEndy3WOAN0kEW9KAZXG2L0mSJEmSVJTEPePlOmA1cBKJXC7rYm5fkiRJ\nkiSpyIg78NIGeCWE8EHM7UqSJEmSJBU5cQdelrAdlxdd07bU9upKhc7qgr4AFaCUMiUL+hJUgFau\nTSvoS1ABafftlwV9CSpAk/buVdCXoALy2KzBBX0JUr5JSze7bnEQ96eXd4GjoiiqEHO7kiRJkiRJ\nRc42zXiJomj3jYreAY4Fvoqi6CFgCpuYmhBCmLgtfUuSJEmSJBV227rUaAKw8dyoEkBd4OU8znWd\nkCRJkiRJ2qFta+DlJXIGXiRJkiRJUh5SzfFSLGxT4CWEcEZM1yFJkiRJkrRFoihqDNwN9AaqAeOB\n20IIQzfz/BLAKcClQASsBAYDN4cQ/ojjGt0aRJIkSZIkFTlRFNUDvgGOIxEseRpoBQyJoqj/ZjZz\nJ4nVPJUyzh8CnACMj6KodRzXaeBFkiRJkiQVRXcATYCjQwhnhRAuBzoCfwFPRFFULreToyiKgOuB\n0cDuIYQrQginAv2A6sBdcVykgRdJkiRJkgpAWlr6Dvm1PURRVBk4DRgXQvgoszyEMBt4BGgE9M2j\nmT2AGcB9IYS1G7QxGFgMdIvjWrc1ua4kSZIkSdL2thdQDvgyybHMsv2A9zfVQAjhLeCtjcszljBV\nB37f9ss08CJJkiRJkoqeFhnfpyY59kfG9y3K0RJFUUWgC/BARtE9W3VlGzHwIkmSJEmSippaGd+X\nJDm2NON7tc1tLIqiFsCUDYouDyG8s5XXlo2BF0mSJEmSCkDq9kmHUqREUfQH0DSPao8D8zL+nJLk\neGZZ+S3oujTwIFAROBx4IIqiKiGEO7agjU02LEmSJEmSVBj8D6iTR50xQL2MP5dNcjxzN6MVm9tp\nCCEAVwBEUXQDMAK4PYqiwSGEMZvbTjIGXiRJkiRJUqGQsSV0nqIoOifjj8mWE2WWLU1ybHOuYWEU\nRXcArwD9SQR6tpqBF0mSJEmSVNT8mvG9eZJjmWUhtwaiKGpLYkvp90IIqzc6PD3je+2tvsIMJbe1\nAUmSJEmSpO1sHLCKxJbRG+uZ8X1kHm1cBrwKHJjk2B4Z35PtmrRFDLxIkiRJklQA0tLTd8iv7SGE\nsAJ4D+gWRVH/zPIoihoC/wBmAx/l0cxbGd9vj6KowgZtNAduAlYDr2/rtbrUSJIkSZIkFUXXAwcB\n70ZR9DqwADgRqAscGUJYk1kxiqL2wBHAhBDC+wAhhM+iKHoeOBP4KYqigUB14CgSuxudHkKYua0X\n6YwXSZIkSZJU5IQQ/gS6Ae8D/YBzgClAnxDCwI2qtwduIRF82dDZwEXAcuDCjOPDgf1CCK/GcZ3O\neJEkSZIkSUVSCGEqcOxm1HsBeCFJeTrwRMZXvjDwIkmSJElSAUjdTvlQVLBcaiRJkiRJkpRPDLxI\nkiRJkiTlEwMvkiRJkiRJ+cQcL5IkSZIkFYDUNHO8FAfOeJEkSZIkSconBl4kSZIkSZLyiYEXSZIk\nSZKkfGKOF0mSJEmSCoA5XooHZ7xIkiRJkiTlEwMvkiRJkiRJ+cTAiyRJkiRJUj4x8CJJkiRJkpRP\nTK4rSZIkSVIBMLlu8eCMF0mSJEmSpHxi4EWSJEmSJCmfGHiRJEmSJEnKJ+Z4kSRJkiSpAJjjpXhw\nxoskSZIkSVI+MfAiSZIkSZKUTwy8SJIkSZIk5RNzvEiSJEmSVADM8VI8OONFkiRJkiQpnxh4kSRJ\nkiRJyicGXiRJkiRJkvKJOV4kSZIkSSoA5ngpHpzxIkmSJEmSlE8MvEiSJEmSJOUTAy+SJEmSJEn5\nxMCLJEmSJElSPjG5riRJkiRJBcDkusWDM14kSZIkSZLyiYEXSZIkSZKkfGLgRZIkSZIkKZ+Y42U7\nWLculdfeG8g7Hw1i1py/qFOrJkf0PYCzTz6OMqXzHoKlfy/jsede5quRY1i0eCk7N23MmSceTd/e\n++WoO3POXB595iW+/e57Vq9ZQ6vmTTn12COS1l2wcBGPv/AqX4/8joWLl1CtahW6dmrPxWedQuOG\nDWK5dxXe8d/QvAUL6X/a+Vx05imceuwRW32v2rS5c+fy+GOP8t2YMSxfvpxol10477zz2atr181u\nY+IPP/B/TzzB5Mk/U6JECfbs0oV/XHoZO+20U67nPfjAA7z/v/f4avg3SY9/P24cTz/1FJMm/Uhq\naiqtWrfm9NPPoPf++2/RPSq5v/6ay1NPPMb3Y79jxfLltGodcea559O5y16b3cakiT/wzJP/R/hl\nMiVKlKBT5y5ceMk/aNgo+9ivWbOGg/bbl9TUdUnbeeWtd2narDmffDSQe26/Ndc+6zdowNsffLzZ\n16jNt2zhfEa+8zwzJ//AmlUrqN20BV0OP5kmbTtu1vnp6emEbz/nh88+YPHcmZQuW44m7TrR9chT\nqVqnfo76v435mh+GvM+CGdNIS0ujRoPG7Nb7UNr1PCTuW1M+qdagLrdOHsqHtzzEFw8/V9CXoxis\nS03l1fc+4p2Ph2Q8H9bgiD77c85Jx2zW8+GGho38jouuv4N3nn6INi13zqcrVn4xx0vxYOBlO7jr\noSd4+8NP6bhbW3rt05XxP/7MY8+9Qpj6Ow/efkOu565ctZpzr7yBX6ZM46Ce+9Kgbh0++3oEV9/2\nbxYv+ZuTjuqXVXfa9BmcevFVLP17GV07taf1zs0YO3ESV9/2b34OU7jywrOz6i5YuIgTLricufPm\n061zB/ruvx9//DmTT4YO45vRY3nt/x6g6U6N8u3vpDgpjOOfrY+Vq7jspjtZvmJlrPet9RYuXMjZ\nZ57JwoUL6HvIIVSuXJnBgwZx0YALuf+BB9mvZ8882xg3diwXDbiQqlWr0q9/f5YvX86gTz9l7Nix\nvPLqqzRsmPzf65DBg3nt1VeoWLFi0uPffvstl/3jEkqXKUOfg/tQvnx5PvtsCFdfdSX/vO46jjvu\n+G259WJv0cKFXHTuWSxauJAD+/SlUqXKfD5kMFdcMoC7732AfXvkHhQFGP/9OK68ZABVqlSl76H9\nWLFiOUMHD2L8uLE8/eIrNGjYMKvu79Omkpq6ji5du9G23W452qpWvTpAIvhzznlJ+/tu9Cgm/TiR\n9h06beVdKzcrly7m3buvZMXSxUTdelGuQiV+HTWMD+67gUP/cTM7d+iWZxuj3n2RsR+9QY0GjWm7\nXx9W/b2U30Z/xR8TRnPszQ9Ro/76gNx3A19n1HsvUrFqDVp360XJUqX5Y8JovnzhERbO/IP9ThmQ\nn7erGJSrVJHz33uSCtWqFvSlKEZ3PvRf3v5oMB1325Vee3dh/KTJPPb8a4Spf/DQbddudjtTp8/g\nxn8/nI9XKikOBl7y2fhJP/P2h59y0H77cv9t11GiRAnS09O54Z4HGDj4c4Z9O5qee2/6t56vvPMB\nP/86hRsuu5ATj0x8yL7g9BM5ecCVPPjkcxzcqzu1aiQepG9/4DGW/r2MKy88mzNPOBqA1NRUrr3z\nPp5/4126d92TLh12B+DxF15l7rz5XD3gHE4//qis/j4c8gXX3XUf9z7+DI/dc0t+/bUUG4V1/DPN\nnvsXl910Fz//OiWf/gYE8H9PPM7cuXN48OFH6NGjBwCnnXY6J598Ev+652667b03ZcuW3eT5aWlp\n3HXXnZQvX56XX32NevXqAdC37yEMuPACHnrgQf5z3305znvt1Vd46KGHSEtL22TbDz34AJQowdPP\nPEPbtu0AOPOsszjh+ON59OGH6devPxUqVNiW2y/WnnnyCf6aO5d/3f8Q+3RPjP1Jp57O2aedzAP/\nuYcuXbvlOfb33XMX5cqX5+kXX6FuxtgfeHBfrrhkAI8/8iB3/uverPpTp/wGwJHHHJdrUKdV64hW\nraMc5XPnzOat11+jcZOmXHntdVt1z8rdqPdeYtnCeRx22W00b5/4+d+h7zG8eevFDHvpcZq260Sp\nMpt+TyyeM4OxH71BvZ134ejr76NUxm/Go717M/D+Gxn1zgv0vfhGIDGzZswHr1K1Tn2Ou+URKlRO\nfHBfc+xZvHv3VUwcOpA2+x5I3Wat8vmutbVqNmnE+e/9l6adcgZSVXSNnzSZtz8azEH77c0Dt/wz\n6/nw+n89xMAhXzJs5Hf07LZnnu2MHj+Rq26/l8VL/94OVy1pW5jjJZ+98b+PALjwjJMoUaIEACVK\nlOCy886gRIkSvPfx4FzPf/ODj6hVswbH9V8/HbhSxYqcd8rxrFqdwidDhwGJGSxjJ/zIzk0bc8YG\ngZRSpUpx1YDETIeX334/q/zz4SOpWb1ajmUl/Q7qTeNGDRjx3bhcP6xp8xTW8c98feSZAwhTp7FX\nxz22+V6V3MqVK/n4o49o02bXrKALQJ26dTnhhBOZN28eI0YkXwKUacyY0Uz/4w8OP+LIrKALQJe9\n9mKvrl0ZNuxLlixZklU+c+ZMzjvnbO6/7z5atmxJ9eo1krabkpLC1ClTaNmyZVbQJfPa9u2+LytX\nrmTKFINyW2vlypUM/uRjol3aZAVdAGrXqcMxx5/A/HnzGPXtiFzbGPfdGP6c/geH9T8iK+gC0LnL\nXnTushfffDWMpRuM/dTfEoGXFi237oP0v++6g5UrV3DtjTdTvrwBt7itWb2KX0YMpW6zVllBF4DK\nNWqxx4GHs2LxAv6YODbXNhbM+J3KNevQse/RWUEXgKa7daZcpcrMmfpLVtnvE0aRlrqO9gcflRV0\nAShbvgId+iT+r5ieR38qOL0vPYubfhzETnu04ZfPc/9ZoaLl9fc/AWDA6Sdmez68/NzTKFGiBO9+\nPCTX81enpHDzvY9yzlU3k5aWxq6tWuT7NUvaNls14yWKoh5510ouhPD11p5bFI39YRI1qlWl1c7N\nspXXrV2LZo0bMXbCpE2e++esOfw1fyEH7bcvpUqVynYsc+bCdxN+5NRjj2DmnL8A2K1NlPUDPFO9\nOrWpXq0q3//4E5CYBXHuKcdRplRpSpbMGXsrW6YMa9euY926VMqWNTa3LQrj+Gd6+Z33aVivLjdf\ndQnTZ8xi9Pc/bO1tKheTfvyRNWvW0HnPzjmO7bln4rdZ348bR69evTfZxvfjvgdI2kbnznsyauRI\nJowfT89evRL1vx/HDz/8wKmnncaFAy7i6COPYNmytTnOLVu2LBUqVGDB/PmsXbuWMmXKZB2bP28e\nADVqJA/aKG8/T0qMfYfOOcetY6dE2YTvx9GjZ69NtvHD+MTYd+iUpI3Oe/Ld6FFM/GEC3ffrCSRm\nvFSqVDnb8qPNNXLEN4wdM5qD+h7C7u07bPH5yttf034hdd1aGu2ye45jO+2SCIDPDj/SotPem2yj\nVZcetOqS8zFs5dLFpKxcQdXa63O81G3Wiq5HnUbjXdvnqF+qdOLf+9qUVVt8H9o+9r/sLBZNn8Wr\n519PvdY7s8v++xT0JSkm4yb+lHg+bN40W3nd2rVotlNDxv6w6edDgIWLl/DuJ5/Rc+8u3HzZhTz8\n7Mv8/NvU/Lxk5SNzvBQPW7vUaBiwte+QUnlX2TGsWbOWv+YvYPddc07nBmhYvx6//zmTRUuWUrN6\ntRzHZ8yeA0DjRjkT3dauVZNyZcsyfeYsAMqWLZPV58bS0tJYuWoVa9asZeXKVVSsWIFTj0meQHXa\n9Bn8/udMGjdqkNWmtk5hHn+AW668hK6d2lOqVCmmz5i1dTepPM2cOQOAnXZqnONY5ofj6dOnb3Ub\nDTPa+PPP9W3s1m433nv/Axo1yj1PU4kSJTjq6GN49ZWXueP227jo4kuoWLECb7/1NqNHj2a/nj3z\nTNyrTZs9ayYAjRrlHLf6DRLjNmPGn7m2MWtmRhtJxiGrjQ3GftrUKdStV48nn3iUYZ8PZd5ff9Gg\nUSMOP/Jojjn+xByB2Q09+fijlCpVmnMvMOdHflk6L/FzvVrdnIGxKrUTM5oWz525RW2uTVnNX9MC\n37zxFACdD1ufl6l+i12o32KXpOdN+/5bAGo2apr0uAreq+dfz+Sh35Celka91iZM3VGsWbOWufMX\nsHub1kmPN6xfl99nzNrk8yFA1cqVefmRf9Fxt13z81IlxWhrAy+PkDPwcjxQDxgMfAssAioDewL9\ngenA41vZX5G0dNkyAKpUrpz0eOVKiWSXy5evSPqDdWnGes0qlSslPb9SpYosX7ECgBZNm1C+XDlG\nj/+BZctXZDtnxJhxWR/Il61YkfXBe2NpaWnc/fD/kZaWxrGH9dmcW1QuCvv479PFxJnbw5IlSwGo\nUqVKjmOVM94by5cvz7WNpUu3rI3mO2/+A/pll19OxYoVeObpp/n4o4+yyg859FBuuPGmzW5HOWWO\nW+Vcxm1FnmO/JKN+3m0sXLCAxYsWsXjRIlJSUtinew9Wr17FyBHf8MgD9/FrCNxwy21J+xk7ZjRT\np/zGQX0PyQroKH6rlyd+rpermPPnembZmlUrNru9pfNm89I1Z2W97n7i+bTcs3ue582c/AO/jv6K\nClWq0aKTsygKq5+HFKtJ4sXG+ufD5M93VSolypetSP58mHmuQRepaNmqwEsI4bINX0dRdB5QB+gX\nQvhk4/pRFHUHPgOK1RSKdesS23mWLZP8tjPLU9asSXp87brUPM9fnZICQLlyZTnhyMN44Y13ufi6\nW7nuHxfQpFFDxk6cxK33PkKFCuVZtWo16ZuYp5Sens5t9z3KqHETaBu1ckvhGBSl8Vf+yXwflEmS\nQDUzqeqalOTvgY3bSJaENbPdlDza2JSvv/qKt996m2rVqtOzV09Kly7NN8O/YfDgwTRvvjNnnZ18\nNyzlLbefAWWyxj4l1zZScxv7Mpkz3RJjv3jRIprv3IKmzZpz0+13Zp2zbNkyrrj4QgZ9/CH79eqd\nNOnuu2+9AcCJp5y2WfemrZOWmvi5XirJeyJz6U/q2pwzF3Nrr/3BR7IuJYVp40cy/I2nWLN6JV0O\nP3mT5yyYMY1PHrsD0tPpefollClXfgvvQtK22JznO0g+i1lS0RXXrkZXAe8lC7oAhBCGR1H0DnAx\nkHPrjR1UuXLlAFi7iYeoNRnlFSokf+gpXy7x0Lw248E72fkVypfLen3pOacx5695DP5yOMeccwmQ\nWEpw5glHM/WPP/lq5Jhs9TOtW5fKrfc+zPuDhrJTw/o8evfN2XI9aOsUlfFX/iqf8Xe+Lsn7IPMD\nc167BuX2Xlqb1caWf3iaNWsW/7zmaurVq8fzL75ErVq1AFixYgWXXHwRjz/2KK1bt2bf7nn/Bl05\nZY3buk2PW/k8xr5s+cS4Jh37jLLyGWPfsnVrXnrj7Rz1qlSpwoWXXMqlA85n6JBBOQIvfy9dysgR\n39C23W60bJV86rviUTpjt6LUJD/XUzPeJ6W3IBBSo0Fjup94PgBdjzmDd+68gtH/e5kmu3Wm/s5J\ndq2aFvjw/htJWbGcbsecScvO+27NbUjaBpvzfAf4zFaMmOOleIgr8NII+DSPOkuB2jH1VyRUqVSR\nkiVLsmzFyqTHl2eUZ04p3FjVKolp5MuWJ592vGLFSmrVWD8lvEyZMtx/63WceswRfP/jT5QtU4a9\n9+zIzk0bc/x5l1KmTOmsNjOtWr2aK265h+GjvqPpTg155oG7qVu71hbfq3IqCuOv+ITwC8O+/DJH\ned26ibwNy5cvy3Esc3lQ5U0sR8tUtWrVrPqZwZGcbeRcipKXTz/5hHXr1nHOuedma7dSpUpcceWV\nnH7qqXz44UADL3n47dfA8GE5x75OxtgnW060uWOfubxs+fLl1NzE2FeqlPfYt94lkedjzuyc+Zy+\nHTGc1NRUeu5/YJ7taPPMnz41K4fKhirXTDwGJVtOlLIyUVauQsWt6rNC5ap06X8SQ576D7+PH5kj\n8PL7hNEMeuJu1q1JodsxZ2bLBSNp+6mc8Xy4fBPPh8sylpFX3sTzoaSiKa7Ay29AvyiKbgwh5Ph0\nEUVRPeBI4MeY+isSypQpQ8N6dZk1Z27S47PmzKVm9WpUq5r8oblZ40YZ9f7KcWz+wkWkrFlD88Y5\nEy62b9eG9u3aZL1OSVnDlN+n07xJ42yJFZcuW8aF19zMxJ8DbVq14L/33kGtGtW36B61aYV9/BWv\nEAJPPflkjvKnn3kWgFmzZuc4NntW4kNw02a5J7ds0qRpRhuzaNo0e91Zm9lGMn/9lXhvNm+eMydM\nixYtAZg7N/n7V+v99mvg+WeeylH+6H+fBmD27JxjnxkAadw093GR5JF9AAAgAElEQVRrnDH2c2bP\noslGdTPbyCyf99dfzJo5g+YtWuTYQjxldWJJU9myOX+Dmrmlda/998/1WrT5Fvw5lTEfvJqj/Kjr\n7gXg7/k5/139vSBRVr1+7gmtF876gwV//k6LTvtQeqMlaFVq1wVg9bK/s5VPHjGUL557kPS0dHqd\nfgnteh26+TcjKVZly5ShYb06WTtSbmzW3HnUrF6N6pt4PpRUNMUVeHkEeAb4Moqiu4BxwDKgGrAP\ncBOJxLsXxNRfkdFht135cMgX/DFjJs02+JA8b8FC/pgxi55777XJcxvUq0uDenX4/sefSEtLy7b1\n83fjJwKwR9v1uxWcevFVrFmzljefejhbO8NHjyVlzRr22bNjVllKyhouuvZWJv4c6Nx+Nx67+5as\nZK+KT2Edf8Wvf//D6d//8Bzlq1atolz58nw/bmyOY2PHJsp2332PXNtu3yGxte/348ay997Zt5kd\nN24sJUuWpF3bdlt8zTVrJmZQTJ8+nd12z769beYuSRvPsFFOhxzWn0MO65+jfNWqVZQrV54fvh+X\n49j4jLJ2u+XcVnhDu++R2AZ4wvhx7NUt+9iPzxj7NhljP/D993jx2ae56NIrOOHkU7LVnfjDBAB2\naZMzGePPP/5I3Xr1qVc/5w5q2jptuh9Em+4H5Shfm7Ka0mXLMSvk/D3UrF8SP9frt2yT49iGJgx+\nn5+/HsRhl95K8w5dsx1b8Oc0AKrVXT+WU8eN4PNnHqBEqVL0GXDNZiXflZS/OrbblYGffckfM2Zl\n/aINNnw+7FKAVycpP5TMu0reQgjPAXcBuwPvAL8DC4CpwEtAE+CSEMLAOPorSvofnPgN4sNPv0ha\nWhqQSGT70FMvAHBMv9x3D+p3UG/+mr+A1977MKtsxcqVPPXKm5QvV45+B6//DWXTRg35KfzGuB8m\nZZUtXrKUh556nnJly2ZLmPvw0y8wYdJk9mjbhv/+53aDLvmksI6/tp8KFSrQu3dvJk6cyFfDhmWV\nz583jzfeeJ06derQvUePXNvo1KkT9es34L1332X2BktFxowezehRo+jVqzc1atbc4ms74IADKFGi\nBM89+wyLFy/OKk9JSeHhhx4CoE+fvlvcrhIqVKhAj169mPTjRL75+qus8gXz5/POm29Qu04d9t43\n97Fv37ET9erXZ+B77zFng5kzY8eMZuyY0XTv2YsaNRKzW3r23p8SJUrw5msvs3jRovX9LZjPU088\nRunSpel3xFHZ2l/299/MmTOb1lHyLYcVrzLlytOi097MnTKZaeNHZpUvX7yQHz77gErVa9G8/aYD\n8gCtuiTeM6P+9zLr1qxPzrx0/ly+G/g6pcqUpXXXnol2F81n6DP3k046fS681qCLVEj0P7gXAA89\n83K258MHn34JgGMPO7jArk1S/ohrxgshhJuiKHoROI5EAKYGsJjE7Jc3Qwh/xtVXUdKtcwf69O7B\noC++5uQBV9Clwx5MmPQz4yb+xEH77ct+3dZHtB9//hUALjpz/W8qzzrxWAZ/OZx/PfokY3/4kcYN\nG/DZ1yOYOXsu1196YbZt5i466xS++GYUF/zzZg47oBdly5Zh8JfDWbh4CXdee0VW7pYFCxfx+vuJ\nbWN3btqYZ1/LmYwR4JyTjqNcuZw7aWjzFcbx1/Z30cWXMGrkSK6++ir6HNyH6tWrM2jwIBYvWsR9\n9z+QLZl1Zq6Y1lFEr169AShVqhTXXn8dV15+OaecfDJ9+/Zl1cpVfPrpJ1SvXp1LL798q66rVevW\nnHf+BTz53//j2KOPYv8DDqBUqdJ8O+IbZsyYwcF9+nDgQTl/a6/Nd/6Ai/lu9Chu/OfVHHDQwVSr\nXp2hQwazZPEi7vrP/dnGPjNXTMvWET16Jh7KS5UqxRXXXMf1V1/BuaefwoF9+rJq5Uo+G/wp1apX\nZ8Al6zcZbNmqNSeddgavvvg8p514LL32P4A1a9YyYvhXLFm8mCuuuS7HcqXZs2YCULtOne3wtyGA\nbsecyZ+TvufTx+6k1V49qVClKr+OGsaqv5dyyD9uytrdCNbniqndpAUtOiVmPDVp15E23Q9i8vAh\nvHrD+TRv35WUlcuZOu5b1q1ZzYHnXEXlmonxHPfJ26xZtZKqdRqw4M9pWTNiNlS/RRua7t55+9y8\nJAC6dWpP317d+fTL4Zx00TV06bAbE36azLiJP3PQfnuzX9f1/yYff+E1AC4646SCulzls3Um1y0W\nSqQX4f1l186dWiQufu26dTz76lu8P2go8xYspEHdOvQ7qDdnnXgsZcuuf8Bqt98hAEz6KvvmUAsW\nLebhp1/kq29Hs2r1apo3acwZJxzNIfvn3BL09z9n8uCTzzFh0mTWpaaya+uWnHfK8XTpuH4pw+fD\nv+XSG+/M87q//egtk7HGoLCNfzLvf/oZN/7rQf558XlFYmZMStWGeVcqZGbMmMGjjzzMmNGjSUtL\no1Xr1px73nl07dotW72BAz/gtltu4bB+/bjt9juyHRs9ahRPPfUkv0yeTMWKFenQsSMXX3xJjg/T\nGzvskL4sW7aMr4Z/k/T450OH8tprrxJ++YW0tDSaNWvGEUceybHHHV8o8wKtXJtW0JewRWbNnMF/\nH3uUsd8lxr5ly1accc557LlX9mUin3w0kHtuv5U+h/bjhltuy3Zs7JjRPP/0k/wafqFCxYrs0b4j\n5w24mMZNmuTob/CnH/Pum28wdeoUSpcuzS67tOGk087IsVQJYMyokVz5j4s4+fQzueCiS+K98Xzw\n1s/zCvoSYrF03my+fes5Zvw8gbS0NGo3aU6X/ifTpF32JaGThw9h6LMPsMs+B3DguVdllaenp/Pj\nFx8x6cuPWTx3FqXLlKVBq13p3O8EGrZqm1Xv9ZsGsGBGzmDLhvY48Ah6nFw0VoJP2rtXQV9Cgel2\n+jGc/sJ9vHXZ7Xzx8HMFfTnb3WOzBhf0JcRu7bp1PPPaO3ww+Av+mr+QBvXq0O/Anpx9wtHZng/b\n9kosZf3py00vHLj+Xw/xweAveOfph2jTMmfetqKudMOo8D2MxOiKDyYVic+0W+qBw9vt0OO2pWIN\nvERRtCtwOtAeqBFC6BJF0aFALeCVEEKsT8tFJfAiKV5FMfCi+BS1wIvis6MEXrR1inPgpbjbEQMv\n2nwGXoomAy/ZxZLjBSCKomuBH4CrgQOBThmHegLPA+9FUVQm+dmSJEmSJEk7nlhyvERRdDRwN/At\ncAvQF8hMOvAksBvQDxgAPJysDUmSJEmSipNUc7wUC3HNeLmSxA5G+4cQPiexlTQAIYQpwKHAL8AZ\nMfUnSZIkSZJU6MUVeNkd+CCEkJLsYAghFfgUaBFTf5IkSZIkSYVeXIGXdUBe29/UAFJj6k+SJEmS\nJKnQiyXHC/AdcHgURdeGEJZsfDCKonrA4cDYmPqTJEmSJKlIM8dL8RDXjJd7gLrA8CiKjgLqAURR\n1DSKomOAr0nMeLk/pv4kSZIkSZIKvVhmvIQQvoii6HzgUeDtjOISwLSMP6cBV4UQBsXRnyRJkiRJ\nUlEQ11IjQgjPRFH0KXAq0BGoDiwHJgKvZOxuJEmSJEmSVGzEFngBCCHMAv4VZ5uSJEmSJO2IUtPN\n8VIcxBp4iaKoFnAc0B6oEUI4LoqifYBSIYSv4+xLkiRJkiSpsIsruS5RFJ0E/AE8BpwLHJ1x6DDg\nyyiKHourL0mSJEmSpKIglsBLFEU9gZeAOcB5wLMbHH6fRJ6XC6MoOi2O/iRJkiRJkoqCuGa83AjM\nA/YKITwLzMw8EEIYDfTIKBsQU3+SJEmSJEmFXlw5XvYEXgghLE52MISwLIqi/wGnx9SfJEmSJElF\nWmqayXWLg7hmvJQESuRRpxwxJ/OVJEmSJEkqzOIKvPwIHBpFUblkB6MoqgIcCvwQU3+SJEmSJEmF\nXlyBlweB5sDHURR1JDG7hSiKSkZR1Bn4BGgEPBFTf5IkSZIkSYVeLEt/QghvR1G0G3AD8N0Gh1YD\npUgsQ3okhPBaHP1JkiRJklTUmeOleIhrxgshhJuBrsDTwDhgKjAJeBnoHUK4LK6+JEmSJEmSioJY\nk92GEL4j+4wXSZIkSZKkYivWwEsURVVJJNHdA6gGLABGAZ+FENbE2ZckSZIkSVJhF1vgJYqi00kk\n2a1G9q2l04GZURSdG0IYEld/kiRJkiQVZeZ4KR5iyfESRdGhwHMZL+8C+gNdgIOA24CKwAdRFO0Z\nR3+SJEmSJElFQVwzXm4AFgFdQgi/b3RsaBRFbwCjgVtJLEWSJEmSJEna4cW1q9HuwDtJgi4AhBB+\nBd4F9o6pP0mSJEmSpEIvrhkvS4BSedRJB1bH1J8kSZIkSUVaalpaQV+CtoO4Zrw8BZy8qRwuURRF\nwLHACzH1J0mSJEmSVOjFNeNlFDAZGBFF0evA18AsoAKwJ3AekAYsjKLoHxueGEJ4JKZrkCRJkiRJ\nKlTiCrwM2uDPp2Z8Ze6LteHW0v8m51bTBl4kSZIkSdIOKa7Ay5kxtSNJkiRJkrTDiCXwEkJ4MY52\nJEmSJEkqLlLT0vOupCIvrhkvSUVRtCuJLaSnhxA+y8++JEmSJEmSCpvYAi9RFN0IXATsHEJYFUXR\nscBrZOycFEXRMODQEIJbSkuSJEmSpGIhlu2koyi6ALidxM5FNaIoKgE8AKwDbiGxjXQv4Jo4+pMk\nSZIkSSoK4prxchYwBegYQlgeRVF3oBHwfAjhToAoipoCJ5II0EiSJEmSVKyZ46V4iGXGC9AG+CCE\nsDzj9SEktooeuEGdsUDTmPqTJEmSJEkq9OIKvKzdqK2+QCrw5QZlNYElMfUnSZIkSZJU6MUVePkZ\nODSKoopRFHUFdgeGhxD+BoiiqDlwLDAppv4kSZIkSZIKvbhyvDwOvArMBSqQWGb0CEAURZcBtwGV\ngH/H1J8kSZIkSUXaOnO8FAuxzHgJIbwOnAT8CkwELgwhfJBxuCIwAzgyhPB5HP1JkiRJkiQVBXHN\neCGE8AbwRpJD94YQ7o6rH0mSJEmSpKIirhwvmxRCWJvffUiSJEmSJBVGWzXjJYqiL7ayv/QQwv5b\nea4kSZIkSTuMVHO8FAtbu9SoZx7H1wJLSSTUrZBRtjrjS5IkSZIkqVjY2qVGNTb62oPEjkbDgK5A\nhRBC3RBCJWA34CNgYcYxSZIkSZKkYmGrZryEEJZu+DqKoluBv4FDQwirNqr7UxRFRwPjSGwx3Wfr\nLlWSJEmSJKloiSu57oHApxsHXTJlJNgdCuwbU3+SJEmSJEmFXlzbSa8EmuRRZ1dgSUz9SZIkSZJU\npJlct3iIa8bLUODwKIpOSXYwiqLLScyK+SCm/iRJkiRJkgq9uGa83AD0Bl6MougaYCywDKgG7A20\nAH4DboqpP0mSJEmSpEIvlhkvIYTpwJ7AK0Az4AzgEuA0oA7wX6BrCGFRHP1JkiRJkiQVBXHNeCGE\nMAs4PYqic0jMcKkBLAamhBDWxdWPJEmSJEk7AnO8FA+xBV4yZexg9Evc7UqSJEmSJBU1sQVeoig6\nADiLxFKjckCJJNXSQwid4upTkiRJkiSpMIsl8BJF0VHAW+SdM8Z5VJIkSZIkqdiIa8bL9cAa4Gzg\nkxDC0pjazdXzbQ7dHt2oEPp+yeqCvgQVoJvv6FvQl6ACVKJULHnhVRT1vKqgr0AF6LFZgwv6ElRA\nLm50cEFfggrQf9P/KOhLyFfmeCke4gq8tAVeCSG8HlN7kiRJkiRJRV5cvzZcAqyIqS1JkiRJkqQd\nQlyBl/eB/lEUlY+pPUmSJEmSpCIvrqVG1wGdgS+jKHoU+A1ISVYxhDAxpj4lSZIkSSqyzPFSPMQV\neFlEYseiEkCXPOqWiqlPSZIkSZKkQi2uwMtLuFW0JEmSJElSNrEEXkIIZ8TRjiRJkiRJ0o4kruS6\nkiRJkiRJ2shWzXiJoug94I0QwlsbvN4c6SGEo7emT0mSJEmSdiTpJtctFrZ2qdERwISNXm8O31WS\nJEmSJKnY2NrAS3NgyQavWwBp2345kiRJkiRJO46tCryEEKZvVDQV+An4OONrRAjBQIwkSZIkSSrW\n4tpO+hHgYOAa4GpgaRRFg0gEYQaFEBbG1I8kSZIkSTuENHO8FAtxbSd9GUAURU2BPhlfhwAnAKlR\nFI0hYzZMCOGHOPqUJEmSJEkq7OKa8QJkLUF6EngyiqLSQDfgUOB8oCtwe9x9SpIkSZIkFVaxB0Ey\nAi57Aj0yvvYBqmYc/ivu/iRJkiRJkgqrWAIvURT1Yn2gZS+gAlACmAcMAoYBw0IIv8TRnyRJkiRJ\nRV16ujleioO4Zrx8DqQDy4F3gFHAVyGEyTG1L0mSJEmSVOSUjKmd8SQCL1VIJNU9AOgdRVHbmNqX\nJEmSJEkqcuLa1ahTFEXVgZ5A74yvo4D0KIoWAV+zfrnRj3H0KUmSJEmSVNjFllw3hLAEeD/jiyiK\n6pIIxOwL9AOOIDErxl2NJEmSJEnFXnqaOV6Kg7iWGmUTRVEVEkl29yYRfGnK+mS7kiRJkiRJxUJc\nuxqVJbFt9P4ZX52AUiRmuIwBbgY+CSF8H0d/kiRJkiRJRUFcy36WAmVJzGpZALwJfAIM/v/27jvK\nqupswPgzzDD0jhQVEBG3vaBiV9TYu7GbRGM0xhrTY40lmnwmMcbEJGpi1MTExG7ssWCv2BW3iiKI\nKFKkwzDl+2OfOwwzd5gZuJcR5vmtxbrM6efuc095z97vjjFOL9A6JEmSJEmSViqFCry8SQq03Ae8\nEGO0oZokSZIkSUtRbY6XNqFQvRptVYjlSJIkSZIkrUqKklxXkiRJkiRJBl4kSZIkSZKKxsCLJEmS\nJElSkRQqua4kSZIkSWqBmurW3gKtCNZ4kSRJkiRJKhIDL5IkSZIkSUVi4EWSJEmSJKlIzPEiSZIk\nSVIrqKmpae1N0ApgjRdJkiRJkqQiMfAiSZIkSZJUJAZeJEmSJEmSisQcL5IkSZIktYLqanO8tAXW\neJEkSZIkSSoSAy+SJEmSJElFYuBFkiRJkiSpSMzxIkmSJElSK6gxx0ubYI0XSZIkSZKkIjHwIkmS\nJEmSVCQGXiRJkiRJkorEwIskSZIkSVKRmFxXkiRJkqRWYHLdtsEaL5IkSZIkSUVi4EWSJEmSJKlI\nDLxIkiRJkiQViTleJEmSJElqBdU15nhpC6zxIkmSJEmSVCQGXiRJkiRJkorEwIskSZIkSVKRmOOl\nFZWUlrLRt7/Get84jG5D1mTeZ58Tb7qdV6+4lprKyibnL+1QzqZnnMA6hx9A1zUHMm/yZ3x0/6OM\n+b+rqJg1e4lpuw1egy3PPZM1d9meso4dmD72Pd740w18cMf9xdo9LUW70lJ2Of04djjxSPoMHcTM\nyVN49m+38MAv/0R1M8p+zU03YP+LvsfwnbYGYMLLb/LgL/7I2Iefqp2mz5A1uWT8U40totY5a+3A\ntI8+XvadUcuVtKPLVqPovPkOlPXsQ9WcWcx77RnmPPMgVFc3OXtZ34F0G7U/5WusTUmHDiz67GPm\nPvcIC+KrDaYt7dmHbqMOoMPQ9Slp357KKZOZ88IjLHh7TDH2TE0paUeXLXem02bbU9Yjlf38N55l\nzrMPNb/sd9qP9msMpaS8I5WffczcFx5hwbuvNZi2tEcfuu28P+VD16OkrJzKzz9h7ouPsmDsy8XY\nM7XA7Gmf8+ytf+Pjsa9RMX8ufYcMY+SBxzB4wxHNmr+mpob4zCO89r+7mPHpx5SVd2DwRluwzcFf\np/tqAxpM/94LT/DaQ3cydeIHVFdX02vgIDbedV82GrVPoXdNLVRZVcVNt9/Drfc+xKTJn7Fan14c\ntNdunHD0obQva9lt+uhnX+TUsy/m1muvYP111i7SFqs19BjYjwvGPsx/f3YFj/7uutbeHBVYTbU5\nXtoCAy+taIdfn8/6xx3B5Gdf4qMHHqX/1iPY6pzv0mej9Xj4uO8udd6SsjL2vuVaVt9xaz556gU+\nuu9hVhuxCRufchz9ttqM/+77daoXLQKgx/ChHPjAv+jYuycfj36G6W+9y8DttuQr1/2W1zbbkOd/\n9usVsbuq48irLmank47mvSdf4LW7H2bY9ltwwMU/YM1N1+eaw05Z6rzDd9qa0++/nrKOHXj97oeZ\nNv5jNtxrZ05/8Eb+ffrPePyPfwdg3hezuOeCK/Iuo9+6Qxl59IFMHvs+sz77vOD7p6XrsfeRdBmx\nIwsnvM+cd1+nfNAwuo86gPb912TGbdcudd6yfmvQ97gfQUkJC956ieqF8+kYNqX3YScx8+Hbmfvc\n/xZP26c/fY/9Ie06d2Xhh++w6LOPKR88nN6HnMCcAYOZ9egdxd5V1dN9zyPosvkOVEx8n7nvvUH5\nmmvTbaf9Keu3Jl/c8ZelzlvWbw36fP0HlJSUMP/tMans192EXl/9NrMevYO5zz9cO21p7/70/cb3\nadcpK/vPJ1E+aB16HfQt5gwYzOzH7iz2rqoR82bO4LZLf8DcmTMI2+5Ch05dePe50dz163PY94zz\nWXvzbZtcxnO33cBL99xMr4GD2HDnvZg/aybvPf844199nsPOv4JeA9asnfbFu//Fc7ffQOfuvVh3\n211oV1rG+Fef57Hrr2Tax+PZ+WtLv+aouH5+xZ+55Z4HGbHxBuyy3UheeXMsf/jbP4njxnPFhT9t\n9nLGfTSRc//vd0XcUrWWDl06c9LtV9OpR/fW3hRJy8HASyvpP3Jz1j/uCD648wEe/uaZtcNH/fGX\nrHvUQQzecxQTHhzd6Pwbf+cbrL7j1rx25V+WCJxsf9l5bHjiMQw7ZB/e+/ddAOx4+YV07N2T5867\njNf/kKLkJe3ascs1v2LTM05gwkNPMPnpF4qzo2pg7W1HsNNJRzPmlnu59vBTa4cfe/1v2PbYr7Lx\nvrvyxr2P5p23pF07vnHdZZR37sQ1h57My7elGkt3ntWB0x+4kcN+ex5jH3qSKe+PZ/7MWdxzYcPA\nS7uyMn7y7O1UzF/ANYeezKIFC4uzo8qr/Zpr02XEjsx/ewwzbl/8oN3zgGPpvMk2zFtnIxa+/2aj\n8/fc+yhKSkuZ+rdfsejTCQDMHv1fVjvxbLrvvB/zXnuGmvlzAeixz9G069yVmQ/fxtznsofykhJ6\nHvRNum63BwvGvUnFR+8Vb2e1hPZrDKXL5jswf+zLfHHnX2uH99jv63TeeBvmN1H2PfY8MpX9jb+m\n8tOJAMx54h76Hv9Tuu24L/Nef3Zx2e91JO06dWXWI7cz94VH0gJKSuh5wHF03WZ3Fo57i4oJln1r\neO72G5k9bQr7nXkhQzdLtRY33/tQ/n3BaYy+8SqGbLQFpe3LG51/xuSJvHTPzfRfez2+evavKc1q\nRYTtduXu35zLc7dez96nnQukmjUv3HUT3VcbwOE/u5JOXdODW8Vhx3PbpT/k9YfvZv0ddqffWsOL\nvNfK55U3x3LLPQ+yx87bcfnPfkJJSQk1NTWc/csruPuhxxj97IuM2narJpfz/Cuv88OLfsWMmbNW\nwFZrReo9eA1Ouv3PDNli49beFEnLyRwvrWSDE44GYMxlVy0x/IWLLqemupr1vn7oUuff8MRjmPXR\nx7xw8ZIP1q/9/jriP++gcsECADr168vqO4xkxjvv1wZdAGqqq3nuvP8DYONTjl3u/VHzjTr1GwDc\ne+GSb6buPOv/qK6uZvsTjmx03rW22pTVhg3hrQcerw26ACxasJA7z/o/ysrLGXXa0stzzx+fxJAt\nN+G+i69k8ts+eK1oXbbcGYDZT963xPBZj95JTU01nTffvtF5S8o7UlLegQXvvVEbdAGoWbSQBe++\nTkn7ctoPGARAuy7d6TBkXRZ9Pnlx0AWgpoZZD9+WtmXkboXaLTVDly1S2c95asmynz367lT2m27X\n6Lwl5R0paV/OwvffrA26QFb277+Ryr5/quVQW/ZTJy8OukAq+0duT9uy1a6F2i21QMWC+bzz9MP0\nW2t4bdAFoGuvPmy6+4HMnTGV8a+/tNRlTJ34IV17r8aIvb9aG3QBGLLxlnTo0pXJ496pHfbhq89R\nXVXJZnseUht0ASjv2InN9zoEgI+aWJ+K5193pnPBKcceRUlJCQAlJSV878RvUFJSwm33PrTU+Rcs\nXMj5v/o9J/zwfKqrq9lg+LCib7NWnF2/ezznvfEAa266Pu888nRrb46k5VSwGi8hhPOB0THGJ5Yy\nzX7AATHGbxdqvSurgdttyfyp05kxdskH33mfTmHm++MZuH3jbzh6hmF0G7wGb/z5xga5YOZMnMTj\np55V+3e3IelGfMrLbzRYzrzJU1gwbQYDttlieXZFLbTOTiOZ/fk0Pnnr3SWGz5w8hSnvfsjwnbdu\nZE7oMzQ9VH/43CsNxk16Pd1sD9thy0bn77ZaH/b86cl8Pu4j/vfrpTdpUXF0GLwOVXNnU/n5J0sM\nr54zk8ppU+gweN1G562pWMDn116Sd1xZ3wHZctIbz9KefQBY9Mn4BtNWz55J1bw5dBjkTfqKVD5o\nHarmzaZy6uQlhlfPmUnV9CmUD2q81kFNxQKmXveLvOPK+mRlPzfl9lpc9h81mLZ6zkyq582hfJD5\nH1rDZx+8Q1XlItZYb5MG49Zcb1MAPolvMGyLxoNww0fuxPCROzUYPm/mDBbOm0v3votzvPRbazjb\nHPINBm2wWYPpS8vaA7Bo4fwW74cKY8zrb9GrR3eGDx2yxPB+ffuw1pqr89JrjdeAA5g24wtuu+9/\njNpuJOefeTK/++vfefu9ccXcZK1Au515PNM/msRNJ51N/3XXZr3dGn8xo5WbOV7ahkLWeLkA2LmJ\nafYBvl7Ada6U2pW3p+saA5n14YS842dPmESHnj3o2KdX3vG910835zPeeZ9Bu+/EAQ/8k+MnvcIx\nbz/BNhf/hLLOnWqnrVpYAaREvA2UlFDWpTMde/ekrEvn5dwrNUdZeTm9B63O5+Pyl/208R/TpVcP\nuvbtnXd85cLULKgsT3l26tENgD5D1mh0/Xufexodu3Xl7vRzLMcAACAASURBVPN+Q1WWA0grUGkZ\npd17UzVjat7RVTOn0a5TZ9p17tq85ZWUUNprNbrvcTgd19mIBe++vjigU5UFZfMmZyyhXXkH2nXu\nSkn7Di3fD7VcaRml3Xs1WvaVM6ensu/UwrLf/TA6DtuQBe+9UVv2uYB8SSNlX1LegXadLPvWMHNK\nCrr16Ld6g3Hd+vYHYManLUt2vmjhAj4e+xp3X56aF2253xG14wYMW4+tDjia3qsPbjDfBy8/A0Dv\nNYY0GKfiq6hYxKefT2XQ6g2TIQOsPqAfs+bMZfoXMxtdRveuXfn7lb/kqkvOpf9qfYq1qWolN510\nNj/fbB8+eNaE6NKqYJlrvIQQTgW+VW/wySGEgxuZpRxYD/hwWde5qujQqycAFTNn5x2f65GovHs3\nFkyb0WB85wH9ABiy1y4M2WsXJjw0mrf/9m9W32ErNjntm6y2xcbcc8Bx1FRW8kV8n8p581l9x61p\n370ri2bNqV3OoN12oKxjh2xdXamcO6+g+6mGOvfuAcD8L/K3w56fHROdenRjztTpDcZPGJPefm28\n/27cfd5vqK6qqh23yQG7186bT8fu3dju+MOZ+uFEXvr3Pcu+E1pm7TqlAGf1wvy/tZoF6c1zSYdO\nMG9O3mnq6vP179Nh8DoALJz4PjPuWJw3ZNHnk6leVEGHIYGSDh2pWbigdlyHYRtQkr3tLunYkZpF\n5vkptnYdc2Wfv3ZBbdl37ATzm1H2x5xJ+aBU9hUTx/HFXYubklZOnUzNogrKh6zbsOzXXn9x2Xew\n7Fe0BVmNtA6duzQYlxtWkeXpaY6ZUz7hxh8fX/v3jkedxDpb7djkfB+PfY13n3+cTt16MGwL36K3\nhpmz0/W+W9eGxwJAty5p+Oy5c+nds0f+abp2YcTGGxRnA9Xq3n6o0UYEklZCy1Pj5e/AGsBm2b8a\nYECdv+v/Gw5MAM5YjnWuEtq1T/GuqoqKvONzw0s75n8b2b5LqtEyZK9deOK75/HAEd/huXN/yR27\nHsa4O+5n4LZbsuG3jkrLWljBW3/9J5379WWvf/2JPhutR1mXzgzafSd2+t3PWTQn3eDl2haruErb\npweeyoX5yz5Xo6V9I2U/fcIkxtxyL2tsFDjh33+g3/ChdOzeja2OOoCDfvFjFs6dB42U5fbHH07H\nrl14+PK/UNOMbmtVeCXtSgEa7S6+pipXU6F9s5ZX8dG7zHn2f1RMHEeHQevQ52tnUpI94FNVybyX\nHqe0a3d6H3EKZf3XpKR9BzoM25Ce+36N6orcw7i//RWiNJU9TZV9afPehyyc8B5znnuYio8/oHzQ\nMHof/d0lyn7umCco7dKdXoeeTFm/xWXfY59jqK7Igi2e91e4XLA8dy2oK9f0pyW1Eaurqthsz4PZ\naNQ+dO7RiydvvoYX7rppqfNMnfgB9/3hYqipYdSxp9O+Q8cW7IEKZVFlOhbK8xwLdYdXVFg7VZJW\nBctc4yXGOAvon/s7hFANXBBjvKgQG7Yqq5qfHnjalee/2JaWp2YkjdVAybUDnPraW7xz4y11hlfz\n/M9+xbCD92btg/fmzatTt8IvXnwFXdcYyLBD9uGrT95ZO+1rv/8rvcI6DNlrFyrnLWi4IhXcoqzs\nSxsp+7IOKeCycCm1j/5x4ll07dubEV/dmxFf3RuAyooKbv3BJez47aPo3UhTo62/cQiLFizkuRtu\nW55d0HKoqUw30I09XOeGN7cWwuzH/1v7/+67HkzX7fag+6gDmPnAzQDMeuwuSrv3otOGW9LvxHPS\nsmuqmfPs/2jfdyAd192EmkX5g4AqsNzDdC4AU8/ism9eecx5YnGttW67HETXbXan2077Meuh/wAw\n+/G7U9lvsAWrfSvl/aqpqWbucw9T1ncgHYdvbNm3grKst6KqPAG4quz8UNaCQEivgYPY8aiTANjm\n0OO49eff5/k7/s7gjbdkwNqhwfSffhD572/OZeHcOWx76DdZZ8sdlmU3VAAdsybDixoJxlZk54xO\njbyIkSStXArZnfQuwPgCLm+VVTFrDtVVVZR3z98kJDe8Ylb+6ua5pkhTX3u7wbg5Ez9h4Rcz6b7W\noNph1YsW8ci3vs8bf76RAduMoGrhIj5+7ClmvvchBz1yC1ULK1i4lDbEKpz5M2dTXVXVaHOg3PD5\njTRDS+Nm8dtdj2L9r+zAoBEbsWDWHN6491FmTPyEfc8/g9mfNcwh0WvNgQzefENeu/t/LJjddDMG\nFUf1gvnUVFfTrpEHq5KOnWqna6lZo++m85Y703HdTWoDL1RXMeOOvzLnhUdTs5SqShZ+8DaV0z6j\n7/E/oaZyETULbGK4IlQvzJV9p7zja8t+GRKdzn78v3QesRMdh29SG3ihuoov7rqOuS89Rvmaw6ip\nqmThB2Opmv4ZfY77sWVfZJ9/NK42h0pdXXv3BfI3J1o4Lw3r0GnZcq516tqdkQcczUPXXMaHrzzb\nIPDy4avP88AfL6WyYiHbHvrNJXLBaMXr2qUz7dq1Y04jL1pmz52bTZe/KZKkVUe1yXXbhIIFXmKM\nj+f+H0IoBzrQSB32rLZMm1W9aBFzJn5C98H5ayZ0G7Im8z+f1mgwZOa41FNFYzVmSkrLqJzf8Cue\n8uKrTHnx1dq/SzuU03v94Xzx3gct3QUto6pFi5j20ST6Dh2Ud3yfoWsya8pU5s1oOhA29uGnGPvw\nU7V/9x68Bt1W68MHzzRMwrbRPrsA8PKt9zcYpxWouoqqmdMp7dk37+iynn2pmju70Qfiko6dKR80\njKqZ06mcMqnBsqvnzKS0e8Ok3IsmfciiSXXSa5WW0X611amc9tky74paqLbs8yfALOvRp+myX3Pt\nVPb1esSiuorqubMo7dazwXx5y77vQMu+yKZOGJe3yc8hZ/0KgFmff9pg3KypaVjPAWsuddnTJo1n\n6oQPGbbF9pSVL5lovVvflANuwewl7wHGPv0wj173W2qqa9jl2NPZaJd9m78zKory9u1Zvf9qfDw5\n/29x0qdT6N2zBz0beUknSVq5FKxXoxBCuxDCxSGET4D5wBfAjDz/GmYMbYM+fW4MnQf0o8ewtZYY\n3nlAP3oOH8qUl15rdN4pL79O1cIKBm6/FSXtlizCHsOHUt6tC9PfirXDDrj/Jg565Jb6i2HQV3ai\nrFNHPn70qQbjVDzjnnqRHgP70W/40CWG9xjYjwFhWN6uonPalZVx0XujOem2PzcYt/khewHw9oOP\nNxg3dJvNa9et1lUx8X1Ku/WgtHe/JYa369qDsj79l3xIrqd93wH0OeIUuu3Y8KGppENHSnv0oXLG\n57XD+hz7A/oe/5MG03ZcZ0NK2pezcFzDWnMqnoqPx1HadSll/0njZV/WZwC9DzuZrjvs02BcSYeO\nlHbvTWWdHpP6fO379Dnuxw2m7TAsK/sPxy7Hnqgp6++4B6df/0CDf/3WGk5ZeQcmxTcazDPpndcB\nGLDO+ktd9qsP3slDV/8fE99qGGSfOiG9SOnRb2DtsHFjnuaRv1wOJe3Y65SzDLp8iYzYaAOmTp/B\n+IlLBtKnTJ3G+ImT2GSDhs3FJEkrp0J2J/1T4BygD/A68CTwRJ5/TxZwnSut926+C4CtzvveEgkO\nR57/fQDG3vCfRuddNGsO4+64j26D1mCz751YO7ykrIxtLvwRAPGmxXk8Zo77iH4jNmbAtlvUDuvQ\nuycjf/YDKucv4I0/3ViYnVKzPHfj7QAcdOmPlkhqfNAv0gPyU9f8q9F5qysrmTFxMhvuPYrVhi3u\nArTv2oPZ6+xTmPnp5zxz/a0N5hu0+YbM+2IWUz+cWKjd0DKa98bzAHTf5UDqVgrsvutBAMx9ufFT\nZMWkD6mcOY2OYRPKBw1bPKKkHT32OpKS0lLmvbq4eUPV9CmUr75Wbe83AO06daH7rgdTs6iCOS88\nWqC9UnPMfzOVfbedD6Bu2XcbdQAA8159utF5F33yIZUzp9Nx3U1ov2a9st/jCEpKS5n/+rO1gytn\nTKF84JAlpi3p1IXuow6kZlEFc198rEB7pZZo36Ejw7bYjk/fH8sHrywurzkzpvHa/+6iS88+DN1s\n66UuY/jInQB47o6/U1mxOB/UzM8/5cW7/0Vp+3LW3WZUWu70z3n4L7+hhhr2OvmnzerxSCvOAXum\n2qhX/OXvVGdJ72tqavjttem+7LD99my1bZMkFVYhc7wcD0wGtosxflTA5a6SJj3+LONuv5dhh+zL\nQQ/dzCdPPU//kZszcLut+ODOB5jw4Ojaabf4yWkAjPm/P9QOe+68y+i/1WZsde73GLj9SKa9GVlj\n523ou8kGjLv9Xj66f/FN9Uu//D1r7bsbe//nGt6/9R4qFyxk2EF70alfX0afchbzPp2ywvZb8M4j\nT/Pizf9lqyP358fP3kF87FmGbTeC4TttzZhb7uWNexc/DO/3szMBuOfCK2qH3fbDS/jxs7fz42dv\n58V/3U1ZeTlbHrk/7Tt24Kr9jq9N4FvXasMGM2Pi5OLvnJpU8eE7zH/rJTptuCWl3/wRC8e/S/mg\ntekweDjz3x7DwvffrJ22207pzfTsJ+5NA2pq+OKef9DniFPoc8x3mT/2ZarnzaHD0PVp3291Frz3\nBnNfWPzbn/34PXRcdzN6H3Uq8998kZrKRXRafwvade3GF3ffSPUcczutSBXjI/PffolOG2xJ6bE/\npOKjd2m/xtp0GLwO88e+vETZ52q2zHnqvjSgpoaZ9/2D3oedTJ+jTmf+O69kZb8e7VdbnQXvv7FE\nMGX2k/fScfim9D7iVOa/9SJULqLj+iNo16UbM+/5u2XfirY99JtMePNl7v/Dzxm+9Sg6devOu8+N\nZv6smexzxnm1vRvB4lwxfQcPY9gW2wEweKMRrL/jHox98iFuOuckhm62DQvnzWHcmGeorFjA7if8\nkK69VwNgzH23UDF/Ht1XG8jUCR/U1oipa8Cw9RmyyZYrZue1hG232Iy9d9mR+x97kqNP/TEjN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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 557, + "width": 559 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 一般我们使用热地图（heat map）来更加直观地展示相关矩阵。\n", + "# 暖色表示正相关，冷色表示负相关；大小由深浅来表示。\n", + "# 由于对称性，我们只需考虑图形上半部分或者下半部分即可。\n", + "# 其实热地图和上面的相关矩阵携带的信息是一模一样的，只不过加上了颜色更加直观。\n", + "fig = plt.figure(figsize = (10, 10))\n", + "sns.heatmap(correlation, vmax=.8, square=True, annot=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.2 在散点图中拟合简单线性回归\n", + "* 线性回归是利用数理统计中回归分析，来确定两种或两种以上变量间相互依赖的定量关系的一种统计分析方法。\n", + "* 拟合一条直线更好的帮助我们查看趋势\n", + "* 可以证明直线的斜率就是相关系数" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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EQhAEYRfQKb+FOFN/bDsYD2nKUG9aa919x/bxFy+dNzq27/tkj3TeWO7xB0a5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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 262, + "width": 392 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# count和temp的相关系数是0.39，在下面的斜率中体现出\n", + "# 我们使用seaborn中的regplot（regression plot）\n", + "sns.regplot(x=\"temp\", y=\"count\", data=BikeData)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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RPkPQBwAAyAMLZtWe/PyS888g2GPYmLoDAAAy4v5bL811F3zl49eem+suoMAQ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\n7P9SF9ja1lVQ0G9trueKxTN44OnXs4b9VGWfBXOaSCRdVj7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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 263, + "width": 381 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 查看温度和体感温度的散点图，几乎是45度角斜率为1（0.98）\n", + "sns.regplot(x=\"temp\", y=\"atemp\", data=BikeData)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 作业9-2：\n", + "\n", + "在同一幅图中画出humidity和count的散点图以及windspeed和count的散点图，并分别加上简单线性回归直线" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4、数据可视化" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4.1 问题：什么样的温度和湿度情况下租车的人数最多？\n", + "\n", + "*复习上节课中讲解的cut函数，并使用seaborn中的FacetGrid函数作图*\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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kS5IkSZLUEIZ8SZIkSZIawpAvSZIkSVJDGPIlSZIkSWoIQ74kSZIkSQ1hyJck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\nu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aVCpBIdVDYqo22TMuXU1n7bJOlBia0UkxkMMWQ+vz+er/fO29v7PZ/T63N4v+Z2vVzm\n8vJ5vp7v1+v5evs43F/PE+wMnArMy8xHbJmXmWcB+wNLgcOA2cB5wNzMXDaRjZYkSZIkaTT6vic/\nM88Fzu1xbhA4o/oznGt9FfhqXW2TJEmSJGkiNb0nX5IkSZKktYYhX5IkSZKkhjDkS5IkSZLUEIZ8\nSZIkSZIawpAvSZIkSVJDGPIlSZIkSWoIQ74kSZIkSQ1hyJckSZIkqSEM+ZIkSZIkNYQhX5IkSZKk\nhjDkS5IkSZLUEIZ8SZIkSZIawpAvSZIkSVJDGPIlSZIkSWoIQ74kSZIkSQ2x7mQ3QEM7/JSLJ7sJ\nE+LjR//9ZDdBkiRJkvqaPfmSJEmSJDWEIV+SJEmSpIYw5EuSJEmS1BCGfEmSJEmSGsKF9zRlHH3J\n8ZPdhAlzyr4nT3YTJEmSJDWQPfmSJEmSJDWEIV+SJEmSpIYw5EuSJEmS1BCGfEmSJEmSGsKQL0mS\nJElSQxjyJUmSJElqCEO+JEmSJEkNYciXJEmSJKkhDPmSJEmSJDWEIV+SJEmSpIYw5EuSJEmS1BCG\nfEmSJEmSGsKQL0mSJElSQxjyJUmSJElqCEO+JEmSJEkNYciXJEmSJKkhDPmSJEmSJDWEIV+SJEmS\npIYw5EuSJEmS1BCGfEmSJEmSGsKQL0mSJElSQxjyJUmSJElqCEO+JEmSJEkNse5kN2CqiYh1gbcD\nbwS2B/4IfA74YGY+NJltkyRJkiRpTezJf7QzgI8CdwIfB/4AnAR8eTIbJUmSJEnSUAz5bSJiT2AB\n8DVgdma+G5gNfB54dUTsO5ntkyRJkiRpTQz5j3RYdXx/Zg4CVMeFwCBw6GQ1TJIkSZKkoRjyH2k2\n8OfM/EV7YWbeBtwIzJmUVkmSJEmSNAyG/EpETAeeBPymR5VbgE0jYuaENUqSJEmSpBFwdf3VHlcd\n7+px/u7quAmwdKQXnzlzo9G0SQ3l74Pq5O+T6uLvkuri75Lq4u+SNHIDg4ODk92GKSEingzcClyc\nma/scv7zwOuBZ3QO55ckSZIkaSpwuP5q91fHaT3OT6+O901AWyRJkiRJGjFD/mp3A6sow/G72aSt\nniRJkiRJU44hv5KZD1KG62/fo8r2wNLMXDZxrZIkSZIkafgM+Y90JbBlRMxqL8PD+68AACAASURB\nVIyIrYBZwI8mpVWSJEmSJA2DIf+RPl8dF0XEYwAiYgD4QFV+9qS0SpIkSZKkYXB1/Q4R8RXgH4Ef\nA5cDewIvAL4G7JeZfmGSJEmSpCnJnvxHez1wAvB44Ahgy+rnAw34kiRJkqSpzJ58SZIkSZIawp58\nSZIkSZIawpAvSZIkSVJDGPIlSZIkSWoIQ74kSZIkSQ1hyJckSZIkqSEM+ZIkSZIkNYQhX5IkSZKk\nhjDkS5IkSZLUEIZ8SZIkSZIawpAvSZIkSVJDGPIlSZIkSWoIQ74kSZIkSQ1hyJckSZIkqSEM+ZIk\nSZIkNYQhX5IkSZKkhjDkS5IkSZLUEIZ8SZIkSZIawpAvSZIkSVJDGPIlSZIkSWoIQ74kSZIkSQ1h\nyJckSZIkqSEM+ZIkSZIkNYQhX5IkSZKkhjDkS9JaLiIGJrsNkiRJqse6k90ASZoMEXEi8D7gvZl5\n8iQ3Z41G2taIOBD4AnBeZh5clc0FLge+l5kvbqv7bOAM4Lm1N7x3+24BtgW2yczfT9R9RyMingT8\nDrg1M7ebxHZ8GHg1sFNmPtBWvi1wAvAy4AnAUuBbwAmZ+acu15kFvB/YC9gc+DXwaeCMzFw1gvas\nDxwBHAhsD9zVdt8/juYZu9xjD+B4YE9gQ8rfh4uBkzJzeZf6mwILgX8AtgFuBy4E3p+Z94zw3vsB\nRwJPAx4Grq7u++O2OkcAp7Z97DeZ+ZSR3EeSpPFgT74krd2uBnaf7Eaot4iYA7wTOKoj4D8buBY4\nBFhGCdmrgDcCV0bEZh3X2RX4CbA/cCvwn5Qw/Ang8yNoz3rAN4FFwEbAf1T3PxT4aUQ8eVQP+sh7\nvBK4ApgH3FjdYwblxcKPI2JmR/2NgR8Ax1C+g0uq4zuBayJikxHc+0Tgq8DTKS/GrgP2Aa6KiL3b\nqt4AfAn4xsifUJKk8WPIl6Sp73RgJ+DMMVzjx9U13tBR7n8HprCIWBc4C/ivzLywrXw6cD6wCfCO\nzNwlM/8BeCql93oH4MS2+gOUIL8x8PrM3Csz/z9gFvBz4ICIePUwm/V24CWUlwpPzczXAM8APgBs\nSRkZMmrVM3+K8rv56szcIzNfVT3TYuAplNEL7U4GdqGMSnhaZr62erYvUHrjhzVaJyL+ljJq5lbK\nqIlXZeYc4BVVlc9FxAYAmfmdzDyQ0uMvSdKU4f/cSdIUl5l/zsxfZeadY7jGX6pr/K7OtmncHQLs\nCJzSUb4fJdB/KTNPaxVWPf1HUoaqR1v9l1BC8JLM/GJb/aXAW6of3zFUYyLiMZTe8UHgbZm5srrO\nIGVofQL7RsT2I3jGTrsAWwDXZuZFbW19APiX6sfZbW3alDKK4B7gXa1pB5n5V+CtwHLgnyPiscO4\n97uq4/sy8w9t9/4W8LmqXf84yueSJGlCOCdf0lovIvYF3g3sBjwI/Bflf/L/q63OXLrMaW87/1dg\nncwcaCu7hTLE+G8ovYPzgZnATcAHMvPL1dDmD1FCGMB/U4ZlX9d2nRPpMic/ImYAR1HmRW8L/C/w\ncWBFl/Y9ov0RcTAltLTOD1J6L58L/B54ANgiM//ScZ31gD8A6wNbZuZ9nfcagY0i4uOU0LQxZVj0\nae0htO2+T6IEsJcBT6b89+s24DvAye2BrO37egWwDnAsJTg+RBnSfUJm/rzLPV4HHE7p+b0X+DJw\n9nAfJiK2A347zOovzMwlQ1xvADiaMs/+4o7TrV73j3Z+rnqRs2VH8cur46OGlmfm1RFxB7BXRGyU\nmY/6/WmzM7A18LPMvKXjOqsi4uKqzXsDn1zDddaktTbAEyJi3Sqstzy+Oi5rK5tN+X38TmfbM/Pe\niLgMeC0whzLsf01eTnmB0fl9Q/nu3kh5ts91OS9J0pRgyJe0tjuA0jv4K0pg3IUSJF8YEbtn5rVj\nvP56wPeAXavjZsDzgfMj4nGUYccPUeYf7wS8lDKfOrotnNYSEdMoc6rnsHqxta0pQ6V/OYx2/YYy\nn/h1wED110sz8/aI+DYlIL+KMiS83d6UFxXnjjHgA1xEGYJ9OWVxs78DvhARu2TmMa1KEfE04IeU\nheKuozz3psAewJuBfSJi5y7h9FDglZTv4zvAs6qfXxgRu7aH1Ij4AOVFzwPA9ykvBw6j/C4M172U\n73E4bh9Gnb0oQ9PP7Qi6UJ7lQeDaiNiG8vfxKcCdwIWZ+ZOO+k+vjr/oca+kLNz3NMpLrl6Gus6v\nquMz1nCNoVxPWWRvG8rvw/HAH4HnUV4crOKRLzdG0qaeIT8inkj55/P33Rb2o55nkyRp3BnyJa3t\ndqQM8f0o/N984AuBvwfeRum5G4vHUcL301qhMiI+QhnyfDqld3B+Zj5Q3ft7lJ7J/YGPreG676AE\n/CuAea2AGxHzGUbQzMwrgCsiYn/KCIQD206fQwn5r+fRIf+g6njuUPcYhicCe2TmTwEi4unAEuDo\niPh6Zl5T1TuFEvCPyMyPtz4cEU+gLBy4A+XvV+dzvxJ4S2aeVdWfBnyb8jLhzZRQT0TsTuntvx2Y\nk5lZle9MCfzDkpl/poyqqMtLq+MP2wur+fjbUEZcvBb4LLBBW5VjI+KU9hcllO8aSljuplW+xRBt\nqus6PWXmQxHxGspLoP2rPy23AS/PzO+OQ5vG/dkkSZoIzsmXtLb7r1bAh/+bx9sK17vUdI9/6xja\n/JW2vz6itWJ6de/WcOqhtuJ6U3V8Y3sPdmZ+GbhgbM3lW8AdwEsi4v8CTbVa+yuAm+kInqP0oVbA\nB8jM61m9WNxb2urdSgl8p7WVkZl3AF+vfuy2ovtVrYBf1X+QsjAbrO79BVhAGc1wQivgV/V/waMX\neJtIc6pj52iSjavj4yiL6X2dMv9+M0ogvpPyomRB22da89EfMf2izf3VccMh2lTXdYbya8pLm4cp\ni0ZeQgnZWwHHVKNg6m7TUNdp7Www1meTJGlcGfIlre2u7lLWWpxu05ru8aOOn/9cHe/KzFs7zt1V\nHWf0ulhEbE15CXBzeyht881RtbKSmQ8BX6QMWZ/fdmp/YBrw+WqhtbH6cpeyS6rjC9ra89bMfHX7\nPu4R8cSI2Ad4ZlU0rcu1ug07b02BaF+ErRWmv92l/pi+yzFqvbi4paN8enXcALg8Mw/MzBsz867M\n/CrwT9X5E6p5/VDCMpT55msy1P8X1HWdniJic+AqyoueF2fmczPzFcD2wGeAF7P65U6dbRr3Z5Mk\naSI4XF/S2u6uLmWt+c/r1HSPZR0/t0JEt9XyhxOet6qOf+hx/pZhXGMon6NMKXg9q0c2/BOlfefV\ncP2HWf0ypd3vq+NW7YUR8UzKSum7U15wtEJ66/sa4NHW9Pe2Paj1/D4z848R8WCX6zxK3QvvUdY+\ngLJqfLv2nuZHLW6Xmd+KiD9Qpok8lbLPfGv9hPV73KtVfu8QbarrOmtyNGUazTHt31FmroyIt1Je\nAM2OiBdU004m6tlaL97G8mySJI07Q76ktd2qoausWdVbuqbevYfGeo8OQ70I6FykbcQy8xcR8RPg\nORGxIyWUP5eyBdstY70+8Ncui8nB6rD+f99ZRBwLfLD68TrK0P1fUnrqXwi8t8c9hjvaYE0vCmD4\n32fdC++tVx07f7fupiy6N43eL3RupYT8x1NC/m2UUQ9bsnoBuXZDzUdvua06dq7eP9LrrMnc6vjd\nzhPVfP3LKNMTdqOsSVFXmybi2SRJGneGfEkantbLgG7/3tyY3gFxPLR6nLftcf6JPcpH6nPAcyjb\ntbWC7rk1XXt6RDwuMztHObSe6fcA1X7riyijIV7euWp8tf3hWP0BmEUZHv+InviI2IRHLmrX0zgs\nvLeMssjb41kdQMnMhyPiBsqODVvx6Dn7sDqo3lEdfwHsQ1k9f0l7xeolVetFzlA7M7RWsH9aj/M7\nVcfrepwfjtY0mV4vV1rlrSkatbQpM5dWWwk+qcdWgnU8myRJ4855ZZI0PK0hut16+faYyIZk5h8p\nYezJEbFblyr7jOBya+rt/jJlsbF/oKxUfy/wtRFceygv6VLW2v99SXV8DuW/VZd2CfiPAV5U/TiW\n/55dVh1f1eXc3mO47ljdWB236nKutX7Afp0nIiKA7SgvBm6uiv+zOnZ7xj0pUwOu7BJsHyEzb6CM\nEnhWtXVf+30fQ9nlYJCyZeFotUYaPOr3OCLWoeyOAKtfbvyQsrjeiyPisR31N6TM4b+X0us/lP+k\nTNN5RZdzre+u5zZ8kiRNBYZ8SRqepAyRjohobW3W2lv7lEloT2ue/DkR0Zq7TbUY3T+P4DoPVJ/b\npPNEZt5FWeDsbykvMr6Wmfd11huDj0TE37R+iIg9gOMpPbWnV8WtefvPb19RPSJmVHV2rYp6LlQ4\nDJ+kTA84ISKe3XaPvwE+NIbrjlVrUcjndTl3FmUO+UER8bpWYbUDwmco/30/o22xwh9Q9p9/SUS8\nsa3+TFbP6/9I+w0i4vERsWNEdO5ccCYlCH+2I1T/C2VExNcz8zdt11mvus6OEbEeQzu7Or4nIp7f\ndp11Kf+sPaN6lu8DVL+T51F2F/hkVa9V/wzKyICz219gRMQGrTZ1ebZB4N+qUSSt+vOAgylD9bst\nGClJ0pRhyJekYaiCxKeqH/8jIi6NiEsoW309zOohwxPlM8C/U+ZZ3xQRF0XEDyir0//3CK5zU3X8\nQUR0m09+TnUcoL6h+lBC9e3ALyJicURcSulp3ZCyrWDr+/wxJexuQ3nOb1bf+22U1ddbw8t7zaMe\nUrV137uATYBrIuI7EbGY8vf0T9SwbsMoLa6OsztPVLsyHEJp25ci4v9FxMWU3v+9KAH4lLb6q6r6\n9wJnR8SPIuIiysurXYBPZ+bijtu8DbiBsk1fu1OBKykjMW6KiK9FxHXAcZRe/rd11N+6us4N1V+v\nUWb+B2UNho2BKyLi6oj4BvAb4EjK781+mflw28feUz3LQUBGxL+3/fxT4H0dt9m9rU3t9/4R5Xt7\nEuV38+KIuJzy92IVcEBmrhzqGSRJmkyGfEkaviOBoyhBag4lYH+6+us6e7iHVG1htz/wduB/KcPK\nt6Xs6/7uEVzqTcDPKPONX9Kx/zjANZRwczNlWHRdVlFC4lcow8X3qu61d2ae0apUBblXAJ+grJa/\nN/B8yrzoAygBeBDYu9WDOxqZeRplePhVlJ7z5wFfBV7O8Bfwq1VmXkUJoS/tHIZenb+AMp3hQspL\nkJdQ5uC/m7J+wUMd9X9MWTzxQsqq+y+lhPI3U16YDLddDwIvo/Tc/wXYl/Jy5mzgedV0kjHJzIWU\nv++XUX4396H8zpwO7JaZv+yov4zye/QJyoKFr6jqfwj4u8wc9or4mXkspdf+BspQ/6cB36I82+Vj\nejBJkibAwODgpPy/iySpD0TE6yk9ucdn5r9OdnvWNtVQ/C8Bh2bmZye7PaMVEZsDfwZmVgsUNkbb\n1om/ycynTHJzJEmyJ1+S9EgRMSMiBqo56e+nrEXQtwGzz32F0qN8WLUKfr/am7K+wp2T3RBJkprO\nLfQkSZ3+Cfg4ZYuyAeDfMvNPnZUi4osjvO7SzDyyhvatNTJzVUS8ibLbQKtXv69UiwF+GFhQTTNp\nhIh4GfB64FFTKSRJmkyGfElSp19StiT7C2WxveN71DtghNe9lbKugUYgM6+IiA8DH4iIizLz/slu\n00hk5vKIeMpI5sX3iZ0Y+T8DkiSNO+fkS5IkSZLUEH3bkx8RBwCHAzsDd1NWRD4uM2/sqHcQpedo\nFrAcuAA4oVuPQrUP7vHVNe+nbJmzMDPvGMdHkSRJkiSpFn258F5EnAx8EdgU+CRlruKrgB9Vq9y2\n6i0EzqM852nAtZTAf2lETOu45nzK/tJPAM6k7DF8MHB1RGw6rg8kSZIkSVIN+q4nPyJ2B44DfkDZ\nT/n+qvxC4N8pe0QfEhHbAidR9l2e09ovOCJOAt4LLKDst0tEbAicQdkHerfMvKcqv5SyovTxlL2x\nJUmSJEmasvqxJ/+w6rigY/GhC4Gzgd+0zlNeYixqBfzKIuAe4NC2svnAZsCprYAPkJnnAAkcHBHr\n1PoUkiRJkiTVrB9D/t7AdZ1z7zNzMDPflJn/WhXNro5LOuo9QOnd3zUiNumoe3mX+y0BNqfM05ck\nSZIkacrqq+H6EfEEYCZwWUTsSOmV/zvKPs6XAsdk5m+r6jsAt/fYsueW6jgL+ElVF8pw/TXVvXaM\njyBJkiRJ0rjpq5APbFUdtwZ+DPwaOAfYEXgNMDsids/MWym977/tepWyGj9Aqyd/c2Blj72HO+uO\nlnsVSpIkSRNnYLIbIE2Gfhuu/9jqOBv4OvCczHxnZu4DvIOyMv7HqjrrASt7XKdVPmMUdSVJkiRJ\nmpL6rSd/VXV8GDgyMx9uO3cGcAQwLyI2oOxzP43uplfH+6rjSOqOytKlK8bycUmSJEkjMHPmRpPd\nBGlS9FtPfmvo/C2Zuaz9RGauAn5O6ZV/MrCc3kPsW+Wt6y0HZkTE9GHUlSRJkiRpSuq3kH8zpRe/\nV6/7etXxL8CNwBYRsX6XettTRgXcVP3cWql/ux51oWylJ0mSJEnSlNVXIb/a/u6/gW0i4int5yJi\nXWBX4E7gD8CVlOd7QUe9GcAewPWZ2RpDf2V1nNPltnMpvfg31PMUkiRJkiSNj74K+ZWzq+MnImK9\ntvJ3AU8CPl/N1T+f0ut/Yscw/OOAjduuA/ANYAVwTEQ8rlUYEYdQts77TDUdQJIkSZKkKWtgcLC/\ndnaLiAHgIuBVwC+BbwM7AftQht3vnpl3V3U/CBxL6YVfDDwdmAdcBbwoM1e2XffNwJnA74ALKNv0\n7UfZpu95nWsAjNTSpSv664uWJEmS+tjMmRu5hZ7WSn3Xk5+Zg8BrgXdWRW8Dngl8EtizFfArC6vz\ng8DhwM7AqcC89oBfXfcsYH9gKXAYZZu+84C5Yw34kiRJkiRNhL7rye9X9uRLkiRJE8eefK2t+q4n\nX5IkSZIkdWfIlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSGMORLkiRJktQQhnxJkiRJkhrCkC9JkiRJ\nUkMY8iVJkiRJaghDviRJkiRJDWHIlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSGMORLkiRJktQQhnxJ\nkiRJkhrCkC9JkiRJUkMY8iVJkiRJaghDviRJkiRJDWHIlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSG\nMORLkiRJktQQhnxJkiRJkhrCkC9JkiRJUkMY8iVJkiRJaghDviRJkiRJDWHIlyRJkiSpIQz5kiRJ\nkiQ1hCFfkiRJkqSGMORLkiRJktQQhnxJkiRJkhrCkC9JkiRJUkMY8iVJkiRJaghDviRJkiRJDWHI\nlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSGMORLkiRJktQQhnxJkiRJkhrCkC9JkiRJUkMY8iVJkiRJ\naghDviRJkiRJDWHIlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSGWHeyGzAaEfEvwPE9Tn81M/dvq3sQ\ncCQwC1gOXACckJn3drnuvOq6OwP3A4uBhZl5R71PIEmSJElS/foy5AO7AiuBD3Y594vWX0TEQmAR\n8HPgNOAZlMC/R0TMzcwH2+rOB84HbgbOBJ4MHAzMiYhnZ+Zd4/MokiRJkiTVo19D/i7ALzPzxF4V\nImJb4CTgGmBOZj5UlZ8EvBdYAJxelW0InEEJ+Ltl5j1V+aXAZym9+0eN18NIkiRJklSHvpuTHxEb\nA9tSeufXZAHlJcaiVsCvLALuAQ5tK5sPbAac2gr4AJl5DpDAwRGxTg3NlyRJkiRp3PRdyKf04sPQ\nIX92dVzSXpiZD1B693eNiE066l7e5TpLgM0p8/QlSZIkSZqy+nG4fivkz4yI7wLPrn7+HvCezMzq\n5x2A27stsAfcUh1nAT+p6kIZrr+muteOvtmSJEmSJI2vfg75RwEXA5+uyl4NvLhaUO9nlN733/a4\nxt3VsdWTvzmwMjPvH0bdUZk5c6OxfFySJEmSpCH1Y8h/GLgVODgzl7QKI+IA4IvAOcCzgPUoK/B3\n0yqfUR1HUleSJEmSpCmp70J+Zh4GHNal/EsRsQCYHRFB2ed+Wo/LTK+O91XHkdQdlaVLV4zl45Ik\nSZJGwJG0Wlv148J7a/LT6rg9sJzeQ+xb5a2h+MuBGRExfRh1JUmSJEmakvoq5EfEuhHxnIh4bo8q\n61fHB4AbgS0iYv0u9bYHVgE3VT/fWB2361EXylZ6kiRJkiRNWX0V8oF1gKuAb3fuWx8RA8CewF+B\nnwFXUp7vBR31ZgB7ANdnZmsM/ZXVcU6Xe86l9OLfUM8jSJIkSZI0Pvoq5GfmSmAxsBnw7o7T7wKe\nAZyfmXcB51MW6TuxYxj+ccDGwNltZd8AVgDHRMTjWoURcQhl67zPZOaqmh9HkiRJkqRaDQwODk52\nG0YkIrYDrgG2BC6j7F3/t5Qe918CszPzzqruB4FjKb3wi4GnA/MoowFeVL00aF33zcCZwO+AC4Ct\ngf2AXwPPy8xlY2n30qUr+uuLliRJkvrYzJkbDUx2G6TJ0Fc9+QCZeQvwbMpWeTsD76DMm/8IsGcr\n4FcWAm8DBoHDq/qnAvPaA3513bOA/YGllNX7ZwPnAXPHGvAlSZIkSZoIfdeT36/syZckSZImjj35\nWlv1XU++JEmSJEnqzpAvSZIkSVJDGPIlSZIkSWoIQ74kSZIkSQ1hyJckSZIkqSEM+ZIkSZIkNYQh\nX5IkSZKkhjDkS5IkSZLUEIZ8SZIkSZIawpAvSZIkSVJDGPIlSZIkSWoIQ74kSZIkSQ1hyJckSZIk\nqSEM+ZIkSZIkNYQhX5IkSZKkhjDkS5IkSZLUEIZ8SZIkSZIawpAvSZIkSVJDGPIlSZIkSWoIQ74k\nSZIkSQ1hyJckSZIkqSEM+ZIkSZIkNYQhX5IkSZKkhjDkS5IkSZLUEIZ8SZIkSZIawpAvSZIkSVJD\nGPIlSZIkSWoIQ74kSZIkSQ1hyJckSZIkqSEM+ZIkSZIkNYQhX5IkSZKkhjDkS5IkSZLUEIZ8SZIk\nSZIawpAvSZIkSVJDGPIlSZIkSWoIQ74kSZIkSQ1hyJckSZIkqSEM+ZIkSZIkNYQhX5IkSZKkhjDk\nS5IkSZLUEIZ8SZIkSZIawpAvSZIkSVJDGPIlSZIkSWqIdSe7AXWIiA8D7wJemJlLOs4dBBwJzAKW\nAxcAJ2TmvV2uMw84HtgZuB9YDCzMzDvG9QEkSZIkSapB3/fkR8TuwBE9zi0EzqM852nAtZTAf2lE\nTOuoOx+4BHgCcCbwfeBg4OqI2HS82i9JkiRJUl36uie/CurnAOt0ObctcBJwDTAnMx+qyk8C3gss\nAE6vyjYEzgBuBnbLzHuq8kuBz1J6948a7+eRJEmSJGks+r0n/z3AU4HLupxbQHmJsagV8CuLgHuA\nQ9vK5gObAae2Aj5AZp4DJHBwRDzqRYIkSZIkSVNJ34b8iNgFWAh8ALi+S5XZ1XFJe2FmPkDp3d81\nIjbpqHt5l+ssATanzNOXJEmSJGnK6suQX/Wqfxa4idIz380OwO3dFtgDbqmOs9rqQhmuP1RdSZIk\nSZKmpH6dk38U8Cxgr8x8MCK61dkc+G2Pz99dHTdpq7syM+8fRt1RmTlzo7F8XJIkSZKkIfVdT35E\nzAJOBD6Zmdesoep6wMoe51rlM0ZRV5IkSZKkKamvevIjYoAyTP8Oynz8NbkfmNbj3PTqeN8o6o7K\n0qUrxvJxSZIkSSPgSFqtrfqtJ/8wYC/gLT3m2rdbTu8h9q3yu9vqzoiI6cOoK0mSJEnSlNRXPfnA\na6rjt3rMw7+8Kt8euBGYExHrd5lrvz2wirJwH1Xd5wPbUbbM66xLl3JJkiRJkqaUfgv559KxJV7l\n5cBzgfMoq+HfBVwJvBB4AXBpq2JEzAD2AK7PzNYY+iuBNwBzeHSYn0vpxb+hlieQJEmSJGmc9FXI\nz8xzu5VHxKaUkH9uZi6pys4HjgNOjIgfZGZrAb3jgI2Bs9su8Q3gY8AxEfG1zFxWXeMQytZ5H8nM\nVfU/kSRJkiRJ9emrkD8SmfmriPgwcCzwPxGxGHg6MA+4Cvh0W91lEXEMcCbws4i4ANga2I8ylH/R\nRLdfkiRJkqSR6reF90ZqIfA2YBA4HNgZOBWY19azD0BmngXsDyylLPA3mzL8f26rZ1+SJEmSpKls\nYHBwcLLbsFZYunSFX7QkSZI0QWbO3GhgstsgTYam9+RLkiRJkrTWMORLkiRJktQQhnxJkiRJkhrC\nkC9JkiRJUkMY8iVJkiRJaghDviRJkiRJDWHIlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSGMORLkiRJ\nktQQhnxJkiRJkhrCkC9JkiRJUkMY8iVJkiRJaghDviRJkiRJDWHIlyRJkiSpIQz5kiRJkiQ1hCFf\nkiRJkqSGMORLkiRJktQQhnxJkiRJkhrCkC9JkiRJUkMY8iVJkiRJaghDviRJkiRJDWHIlyRJkiSp\nIQz5kiRJkiQ1hCFfkiRJkqSGMORLkiRJktQQtYX8iDgoIp4/jHqvioiT6rqvJEmSJEkq6uzJPxdY\nMIx6rwfeVeN9JUmSJEkSsO5oPxgRRwEbdBTvGhEnrOFjmwAvB/4y2vtKkiRJkqTuRh3ygfWBE4FB\nYKA6PgPYZRif/dQY7itJkiRJkroYS8j/EPBXypD/AeAk4GfAhT3qDwIPADcBl4zhvpIkSZIkqYuB\nwcHBWi4UEbcAF2am8+27WLp0RT1ftCRJkqQhzZy50cBkt0GaDLWFfK2ZIV+SJEmaOIZ8ra3GMly/\nq4h4LDALeCxrWL0/M39Y970lSZIkSVqb1RbyI2Id4CPAm4H1hqg+WOe9JUmSJElSvUH7ncA7qr9O\n4E+UhfkkSZIkSdIEqDPkv4ES6l+emd+v8bqSJEmSJGkYes6ZH4Xtge8b8CVJkiRJmhx1hvw7KXPt\nJUmSJEnSJKgz5H8T2DMitqjxmpIkSZIkaZjqDPnvAX4PXBIRL6y20pMk2b+FrQAAIABJREFUSZIk\nSROkzoX3LqW8NHgWcBlARKyi+xD+wcycXuO9JUmSJEla69UZ8p/dpWydGq8vSZIkSZLWYGBw0LXy\nJsLSpSv8oiVJkqQJMnPmRgOT3QZpMtTZkz9hImJz4H3APGAr4LfAucBHM/OvHXUPAo4EZgHLgQuA\nEzLz3i7XnQccD+wM3A8sBhZm5h3j9jCSJEmSJNWkzoX3JkREbARcCbwduB44Hbgb+Dfg6xEx0FZ3\nIXAe5TlPA66lBP5LI2Jax3XnA5cATwDOBL4PHAxcHRGbju9TSZIkSZI0drX15EfEzSOoPpiZO4zy\nVguBHYHDM/MTbfc/H5gP7AN8KyK2BU4CrgHmZOZDVb2TgPcCCygvCIiIDYEzgJuB3TLznqr8UuCz\nlN79o0bZXkmSJEmSJkSdPfnbDePPtsCGwAZjvM/vgE92lH+lOj6vOi6gvMRY1Ar4lUXAPcChbWXz\ngc2AU1sBHyAzzwESODgiXERQkiRJkjSl1Rnyt+nxZzvgmcBbgNuAn1Tlo5KZr8vMJ3fOvaf07gPc\nXh1nV8clHZ9/gNK7v2tEbNJR9/Iut1wCbE6Zpy9JkiRJ0pRV23D9zPzDGk7/L/DziFgC/Bx4N3Dy\nWO9Zzb+fCbwGeH91ny9Wp3cAbu+2wB5wS3WcRXnp0Jo60G3KQXvda0fb1pkzNxrtRyVJkiRJGpYJ\nXXgvM5PSM35wTZc8idJzfwZl8b2XZuby6tzmwF09Pnd3ddykre7KzLx/GHUlSZIkSZqSJmMLvZXA\n1jVd62bKqvqzgFcCV0TEyzPzp8B61b16tQFgRnUcSd1RWbp0xVg+LkmSJGkEHEmrtdWEhvyI2Bl4\nMbCmof3Dlpmfa7v2vsDFwOcj4hmUfe6n9fjo9Op4X3UcSV1JkiRJkqakOrfQO3uI+2wJvJASps+v\n674tmXlJRHyP8hJhB2A5vYfYt8pbQ/GXAzMiYnpmdvbod9aVJEmSJGlKqrMn/9ChqwCwmLKN3YhF\nxLrAXGAgM7/bpcqt1fHxwI3AnIhYv8tc++2BVcBN1c83As+n7ASQXerSpVySJEmSpCmlzpD/hjWc\nWwXcC1yXmb8e430WAysi4omZ+XDHuV2BQeC3wJWUkQMvAC5tVYiIGcAewPWZ2Zoof2XV/jk8OszP\npfTi3zDGdkuSJEmSNK7q3ELvvLqutYZ7/DUiLgJeBxwNfLB1LiLeAjwbuCQzb4+I84HjgBMj4gdt\nw/CPAzYG2qcXfAP4GHBMRHwtM5dV1zyEsqjfRzJz1Tg/niRJkiRJYzIwODhY+0Uj4knAbMo8/JWU\nbe5+mJl31HDtrYEfAU8CvgNcB+wGvIjSg79XZt5W1f0gcCylF34x8HRgHnAV8KL2+fcR8WbgTOB3\nwAWUHQD2A34NPK8V/Edr6dIV9X/RkiRJkrqaOXOjgclugzQZag35EbExcBYlHHf+Q7UK+Brw1ra9\n7Ed7ny2Bk4B9gZnAbcBFwMmZeWdbvQHgrdWfHYA/VfXen5mPWkgvIv4ROAZ4GrCM8hLhPZn5x7G0\nFwz5kiRJ0kQy5GttVVvIr+a6XwH8LWUO+7cpPevrAH8DvJQyTP7/AXtm5kO13LhPGPIlSZKkiWPI\n19qqzoX3jqAE/EuAAzPznvaTVS//l4B9gMMoc+AlSZIkSVJNHlPjteYDfwbmdwZ8gKpsf+BO4MAa\n7ytJkiRJkqg35D8VuCIz7+tVoTp3BWXFekmSJEmSVKM6Q/5DwAbDqLcBZS97SZIkSZJUozpD/s+B\n2RGxTa8KEbEtMKeqK0mSJEmSalRnyP8UsD7wnYjYvfNkRDwX+E9gOvDpGu8rSZIkSZKocQs9gIg4\nn7K43iDwe+CW6tT2wNbAAPDVzJxf2037hFvoSZIkSRPHLfS0tqpzCz2AA4AfUbbT2w5oH7p/K3Aq\ncFrN95QkSZIkSdQc8jNzMCKuoWyT9wNgK0rv/XTgtcCPM9MebUmSJEmSxkFtw/UjYgD4GPA24BeZ\nuWvbuQXAWcAq4F8z83213LSPOFxfkiRJmjgO19faqs6F9w4E3k6Zi/+JjnNfA94A/AE4PiIOqPG+\nkiRJkiSJenvyfwTsBOyUmbf1qPMk4AZKT//zarlxn7AnX5IkSZo49uRrbVVnT34AS3oFfIDM/D1w\nBbBLjfeVJEmSJEnUG/IfBqYNs97DNd5XkiRJkiRRb8j/OTAnIrbtVSEitgLmVnUlSZIkSVKN6txC\n70xKgL8sIt4BXJqZDwNExGOAFwEfBzYAPlXjfSVJGjdHX3L8ZDdhwpyy78mT3QRJkjRGtYX8zPz3\niHgRsAC4BHgwIm6vTm9BGco/AHwuM79Q130lSZIkSVJR53B9MvPNwGuA71MC/ZOrP48BrgEOyMx/\nrvOekiRJkiSpqHO4PgCZeRFwEUBEbF7dY1lmPlT3vSRJkiRJ0mq1h/x2mXnneF5fkiRJkiStVutw\nfUmSJEmSNHkM+ZIkSZIkNYQhX5IkSZKkhjDkS5IkSZLUEIZ8SZIkSZIawpAvSZIkSVJDGPIlSZIk\nSWoIQ74kSZIkSQ1hyJckSZIkqSEM+ZIkSZIkNYQhX5IkSZKkhjDkS5IkSZLUEIZ8SZIkSZIawpAv\nSZIkSVJDGPIlSZIkSWoIQ74kSZIkSQ2x7mQ3QJIkaW1w9CXHT3YTJswp+5482U2QpLWWPfmSJEmS\nJDWEIV+SJEmSpIZwuL4kSZo0h59y8WQ3YcJM22myWyBJWhvYky9JkiRJUkMY8iVJkiRJaghDviRJ\nkiRJDdGXc/IjYkvgRGAesAWwDLgMOCEzb+6oexBwJDALWA5cUNW7t8t15wHHAzsD9wOLgYWZece4\nPYwkSZIkSTXpu5BfBfwfA9sA3wW+AgTwOmDviNgjM2+q6i4EFgE/B04DnkEJ/HtExNzMfLDtuvOB\n84GbgTOBJwMHA3Mi4tmZedfEPKEkSZJGY21ayPHjR//9ZDdB0hTVdyGf0oO/DfCuzPxoqzAiDgS+\nAHwE+PuI2BY4CbgGmJOZD1X1TgLeCywATq/KNgTOoAT83TLznqr8UuCzlN79oybi4SRJkiRJGq1+\nnJP/D8BS4GPthZn5ReA3wMsi4jGUEL8usKgV8CuLgHuAQ9vK5gObAae2An51zXOABA6OiHXG4Vkk\nSZIkSapNX4X8KmgvAk7MzFVdqqwEpgHrAbOrsiXtFTLzAUrv/q4RsUlV3Kp7eZdrLgE2p8zTlyRJ\nkiRpyuqr4fqZ+TDw8W7nImJHYEfgN5m5MiJ2AG7vtsAecEt1nAX8BNih+vnmIepeO7qWS5IkSZI0\n/voq5PdSDc8/nTIy4eyqeHPgtz0+cnd13KSt7srMvH8YdUdl5syNxvJxSZLGnf+tUl38XRp/fseS\neumr4frdRMQA8CngRcB/s3qu/nqU4fvdtMpnjKKuJEmSJElTUl/35EfEusCnKVvd3Qy8sm1bvPsp\n8/O7mV4d7xtF3VFZunTFWD4uSdK4879Vqou/S+PP73hojnbQ2qpve/IjYgPgm5SAfxPwwsy8ra3K\ncnoPsW+V391Wd0ZETB9GXUmSJEmSpqS+DPkRsRnwfWAf4H+AvTLzfzuq3QhsERHrd7nE9sAqysuB\nVl2A7XrUhbKVniRJkiRJU1bfhfyImAFcAjwX+AEwNzPv6FL1SsrzvaDL5/cArs/MFW11AeZ0uc5c\nSi/+DWNuvCRJkiRJ46jvQj6wCNiTstf93pl5T4965wMPAyd2DMM/DtiY1avwA3wDWAEcExGPaxVG\nxCGUrfM+k5mr6nsESZIkSZLq11cL70XElsBh1Y83AMdGRLeqH8zMX0XEh4Fjgf+JiMXA04F5wFWU\nBfsAyMxlEXEMcCbws4i4ANga2I8ylH/ROD2SJEmSJEm16auQTxlm31oF/5A11PsY8ACwEPgd8Fbg\ncOBPwKnA+zPzEVvmZeZZEbEcOIbyImEZcB7wnsxcVudDSJIkSZI0Hvoq5GfmN4CBEdQfBM6o/gyn\n/leBr46udZIkSZIkTa5+nJMvSZIkSZK6MORLkiRJktQQhnxJkiRJkhqir+bkS5KmhsNPuXiymzBh\npu002S2QJEkaPnvyJUmSJElqCEO+JEmSJEkNYciXJEmSJKkhDPmSJEmSJDWEIV+SJEmSpIYw5EuS\nJEmS1BCGfEmSJEmSGsKQL0mSJElSQxjyJUmSJElqCEO+JEmSJEkNYciXJEmSJKkhDPmSJEmSJDWE\nIV+SJEmSpIYw5EuSJEmS1BCGfEmSJEmSGsKQL0mSJElSQxjyJUmSJElqCEO+JEmSJEkNYciXJEmS\nJKkhDPmSJEmSJDWEIV+SJEmSpIYw5EuSJEmS1BCGfEmSJEmSGsKQL0mSJElSQxjyJUmSJElqCEO+\nJEmSJEkNYciXJEmSJKkhDPmSJEmSJDWEIV+SJEmSpIYw5EuSJEmS1BCGfEmSJEmSGsKQL0mSJElS\nQxjyJUmSJElqCEO+JEmSJEkNse5kN0CSxsPRlxw/2U2YMKfse/JkN0GSJElThD35kiRJkiQ1hCFf\nkiRJkqSGMORLkiRJktQQhnxJkiRJkhqi7xfei4itgBuA92Xmx7qcPwg4EpgFLAcuAE7IzHu71J0H\nHA/sDNwPLAYWZuYd4/cE0sQ5/JSLJ7sJE2baTpPdAkmSJGni9XVPfkRsCFwEbNzj/ELgPMpzngZc\nSwn8l0bEtI6684FLgCcAZwLfBw4Gro6ITcfpESRJkiRJqk3f9uRHxLaUgP+sNZw/CbgGmJOZD1Xl\nJwHvBRYAp1dlGwJnADcDu2XmPVX5pcBnKb37R43n80iSJEmSNFZ92ZMfEUcA1wG7Unrcu1lAeYmx\nqBXwK4uAe4BD28rmA5sBp7YCPkBmngMkcHBErFPfE0iSJEmSVL++DPnAEcCtwGzgCz3qzK6OS9oL\nM/MBSu/+rhGxSUfdy7tcZwmwOWWeviRJkiRJU1a/hvw3Ac/MzKvXUGcH4PZuC+wBt1THWW11oQzX\nH6quJEmSJElTUl/Oyc/M7wyj2ubAb3ucu7s6btJWd2Vm3j+MuqMyc+ZGY/m4JPXkv19UF3+XVBd/\nl8af37GkXvq1J3841gNW9jjXKp8xirqSJEmSJE1JfdmTP0z3A9N6nJteHe8bRd1RWbp0xVg+Lkk9\n+e8X1cXfJdXF36Xx53c8NEc7aG3V5J785fQeYt8qv7ut7oyImD6MupIkSZIkTUlNDvk3AltExPpd\nzm0PrAJuaqsLsF2PulC20pMkSZIkacpqcsi/kvJ8L2gvjIgZwB7A9Zm5oq0uwJwu15lL6cW/YXya\nKUmSJElSPZoc8s8HHgZO7BiGfxywMXB2W9k3gBXAMRHxuFZhRBxC2TrvM5m5avybLEmSJEnS6DV2\n4b3M/FVEfBg4FvifiFgMPB2YB1wFfLqt7rKIOAY4E/hZRFwAbA3sRxnKv2ii2y9JkiRJ0kg1uScf\nYCHwNmAQOBzYGTgVmJeZj9gyLzPPAvYHlgKHAbOB84C5+f+zd+fxdlX1/f9fEUgCJYxeRVEBUT6g\nCGIVETGJdagYa21VSgT5IqVxQAUV0CAiUo3UCREQREVwQOUHagFrpQhBAji0VhDEDygGBypEEiBg\nGCT398faRw6Hc3KnfYez7+v5eOSxc/deZ+21z72X8D5rylw5kY2WJEmSJGk0+r4nPzPPBM7scW0Q\nOKX6M5y6vg58va62SZIkSZI0kZreky9JkiRJ0rRhyJckSZIkqSEM+ZIkSZIkNYQhX5IkSZKkhjDk\nS5IkSZLUEIZ8SZIkSZIawpAvSZIkSVJDGPIlSZIkSWoIQ74kSZIkSQ1hyJckSZIkqSEM+ZIkSZIk\nNcT6k90ADe3Qj54/2U2YECce8crJboIkSZIk9TV78iVJkiRJaghDviRJkiRJDWHIlyRJkiSpIQz5\nkiRJkiQ1hCFfkiRJkqSGMORLkiRJktQQhnxJkiRJkhrCkC9JkiRJUkMY8iVJkiRJaghDviRJkiRJ\nDWHIlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSGMORLkiRJktQQhnxJkiRJkhrCkC9JkiRJUkMY8iVJ\nkiRJaghDviRJkiRJDWHIlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSGWH+yGyC1HHHh0ZPdhAnz0Vd8\ncLKbIEmSJKmB7MmXJEmSJKkhDPmSJEmSJDWEIV+SJEmSpIYw5EuSJEmS1BCGfEmSJEmSGsKQL0mS\nJElSQxjyJUmSJElqCEO+JEmSJEkNYciXJEmSJKkhDPmSJEmSJDXE+pPdgKkmItYH3gb8C7Ad8H/A\nF4DjM/OByWybJEmSJEnrYk/+I50CfAK4HTgR+D1wHPDVyWyUJEmSJElDMeS3iYg9gUXAucDczHwP\nMBf4IvDqiHjFZLZPkiRJkqR1MeQ/3CHV8QOZOQhQHRcDg8DBk9UwSZIkSZKGYsh/uLnAHzPz2vaT\nmXkLcAMwb1JaJUmSJEnSMBjyKxExC3gC8KseRZYDm0XEwIQ1SpIkSZKkEXB1/YdsUR3v6HH9zuq4\nKbBipJUPDMwZTZvUUP48qE7+PKku/iypLv4sjT/fY0m9zBgcHJzsNkwJEfEk4Gbg/Mz8+y7Xvwi8\nHnhG53B+SZIkSZKmAofrP2RNdZzZ4/qs6njPBLRFkiRJkqQRM+Q/5E5gLWU4fjebtpWTJEmSJGnK\nMeRXMvN+ynD97XoU2Q5YkZkrJ65VkiRJkiQNnyH/4ZYBW0XEDu0nI+LxwA7ADyalVZIkSZIkDYMh\n/+G+WB2XRMSjACJiBvDh6vzpk9IqSZIkSZKGwdX1O0TE14B/An4EXArsCbwAOBfYJzN9wyRJkiRJ\nU5I9+Y/0euAY4NHAYcBW1df7G/AlSZIkSVOZPfmSJEmSJDWEPfmSJEmSJDWEIV+SJEmSpIYw5EuS\nJEmS1BCGfEmSJEmSGsKQL0mSJElSQxjyJUmSJElqCEO+JEmSJEkNYciXJEmSJKkhDPmSJEmSJDWE\nIV+SJEmSpIYw5EuSJEmS1BCGfEmSJEmSGsKQL0mSJElSQxjyJUmSJElqCEO+JEmSJEkNYciXJEmS\nJKkhDPmSJEmSJDWEIV+SJEmSpIYw5EuSJEmS1BCGfEmSJEmSGsKQL0mSJElSQxjyJUmSJElqCEO+\nJEmSJEkNYciXpGkiImZMdhskSZI0vtaf7AZI0niKiGOB9wPvy8wPTnJz1mmkbY2I/YEvAWdl5oHV\nufnApcD3MvPFbWWfDZwCPLf2hvdu33JgG+CJmfm7ibrvaETEE4DfAjdn5raT2I6PAa8GdsrMe9vO\n7w+8FXgG5QP6BL4AnJyZD3apZwfgA8BewJbAL4HPAqdk5toRtGdD4DBgf2A74A7g28Axmfl/o3nG\nIe4XwE+BD/X6HYiIzYDFwD8ATwRuBc4DPpCZd3Upvx5wMPAm4KnAGuB71TPcMML2PZvyO/ocYGPg\nOuDEzDy7rcwzgf/teOmU/x2QJDWHPfmSND1cCew+2Y1QbxExD3gncHhHwP8I5cOcZwJXUD7E2R74\nJHBu5wiNiNgV+DGwL3Az8J+UMPwp4IsjaM8GwL8DS4A5wH8AKymB+ScR8aRRPWjv+w0A3wRmr6PM\nJsBlwJHAWuDC6vhO4KqI2LTLyz4HnAY8Afgu8Gvgn4D/iYjdRtC+l1B+j/amhPtLKR+6fCUiPtRW\ndCXwlerPPcOtX5KkuhjyJWnqOBnYCTh1DHX8qKrjDR3n/e/9FBYR61OC6A8z87y287sAhwMrgF0y\n86WZ+XJgR2A58CrgH9vKz6AE+U2A12fmXpn5j8AOwDXAfhHx6mE2623ASyg990/NzNdQQu2Hga0o\nI0NqERE7A8soP7vr8kFgF8qohKdl5mspz/Yl4GnV9fZ6/xE4EPgJ8JTMfHVm7k7p1d8YOHM401iq\nEQ1frr58SWa+KDP/jvJ+/A44KiL+GiAzf5OZ+2fm/sAfh3x4SZJq5v/0SdIUkZl/zMxfZObtY6jj\nT1Udv62zbRp3B1GC+0c7zr8YmAF8uX1oeWb+Hvh09eXctvIvoYTgpZn55bbyK4A3V1++fajGRMSj\nKL3jg8BbM/O+qp5B4GjKdIFXRMR2w33AHvfZKCKOAX5ICeu/XkfZzSijCO4C3tWadpCZfwbeAqwC\n/jki/qrtZYdXx3dm5p2tk5n5GeC/KO/V/GE09fXAY4CvZOalbfX8Cnh39eWQ76skSRPBOfmSpo2I\neAXwHmA34H5KsHh/Zv6wrcx8usxpb7v+Z2C9zJzRdm45ZYjxkynzdRcCA8CNwIcz86vV0OaPUEIY\nwH9ThmX/rK2eY+kyJz8iZlPCyv6UOe6/AU4EVndp38PaHxEHUuZut64PUoZwP5fSA3kv8NjM/FNH\nPRsAvwc2BLbKzLEMO54TESdShkhvAvwMOKk9hLbd9wnAu4C/BZ5E+XfqFsow6w9W4bZV9ljK+/V3\nwHqUsLUL8ABlSPcxmXlNl3u8DjiU0vN7N/BV4PThPkxEbMs6wmiHF2bm0iHqmwEcQemtP7/jcmv+\n/NZdXvro6riy7dzLquO3Ogtn5pURcRuwV0TMycxH/Py02bm6508zc3lHPWsj4vyqzXvz0IcNo7EP\nZe2AP1B+vnelfE+7mUv5efxuZ9sz8+6IuBh4LTAP+I/qQ4E9KO/P5V3q+xbl93Fvyu/MuvR8XylT\nBh6s6pEkadLZky9putgPuICyCNl3gdspQfL71RzmsdqAspjX24Crgf+hDOU9OyIOocyR3osSNv4I\nvBRYFhFbravSiJhJmVP9r8AWlKHTKylDpd8zjHb9ijI3eLD6+ivANzPzVuA7lCHLr+ryur0pH1Sc\nO8aAD/ANSi/y1cBSSpD7UjXX/C8i4mmURdcOA/5Mee5llB7UNwFXRsScLvUfTAlfm1K+t3cAfw9c\nXgXy9nt8mPIe7AJ8v2rTIZSF24brbh6acz3Un1uHUd9ewFOAb1e90u2+S/nevTYi3hMRAxGxWUQc\nRPmgYhVwRlv5p1fHa3vcKyn/9j9tiDYNVc8vquMzhqhnKLdTQv1TM/ObNbdpJ8ooiJ/3WGxwJM/Q\n897VYn+3AAMR8dhh1CVJ0riyJ1/SdLEjZYjvJ+Avc6DPA15JWbX8X8ZY/xaUns+ntXo+I+LjlCHP\nJ1NC6MLMvLe69/coPZP7UhZQ6+XtlJ7Jy4EFrR7MiFhICZHrlJmXU8LuvpQRCPu3XT6D0gv+euDs\njpceUB3PHOoew/A4YI/M/AlARDydEvaPiIhvZuZVVbmPUj6EOSwzT2y9OCIeQ1nwbHvK96vzuf8e\neHNmnlaVn0n5AONvKB8OvKc6vzult/9WYF5mZnV+Z+CS4T5MZv6R0utcl5dWx+93udf1EbGIMnLj\nw9WfliuBN3RMzXhcdey18n3r/FBhtK561ikzL6B8+DYcI21Tnc8wnLqeWNU1nA92JEkaN/bkS5ou\nftgK+PCXebytcL1LTff4t46hzV9r+/thrRXTq3u3hv0+ZYg631gd/6V9iHJmfhU4Z2zN5dvAbcBL\n2nsgI2JzSvi/iS7BcxQ+0gr4AJl5HXBs9eWb28rdTOn1P6n9xZl5G2XVdShD+Dtd0Qr4Vfn7KQuz\nwUM9sACLKD27x7QCflX+WuCYETxP3eZVx6t7XF8GXExZqf2S6u+rKbslvKVj4bjWfPSHTb9os6Y6\nbjxEm+qqp04jbVOdz9Cqa02P65PxfkiS1JUhX9J0cWWXc60e0M1quscPOr5urax9R2be3HHtjuq4\nru3CtqZ8CHBTeyht8++jamUlMx+grBi+HmUdgZZ9gZnAF6uF1sbqq13OXVgdX9DWnrdUq5//ZWh1\nRDwuIl5O2T6Oql2dftjl3B+qY/sibK0w/Z0u5cf0Xo5R64OL5Z0XImIPyo4JTwaeXq3q/hLKyJSf\nUIbsf6DtJQ9Wx6G+b0P9+19XPXUaaZvqfIYHgcFh/D74/1WSpEnncH1J08UdXc615j+vV9M9VnZ8\n3QoE3VbLH054fnx1/H2P68uHUcdQvkCZUvB6HhrZ8P8o7Turhvof5KEPU9r9rjo+vv1kRDyTslL6\n7pQPOFohvfV+ddvubF3f2/bQ1fP9zMz/i4j7u9TzCHUvvEdZ+wDKqvGdPknZo/6g9g+KMvOWaspG\nAu+IiOOrxRNb6yds2ONerfN3D9Gmuuqp00jbVOcz3ANsFhGzWyNyxlCXJEnjypAvabrotvDWiFTD\notfVU/fAWO/RYagPAjoXaRuxzLw2In4MPCcidqSE8udStmBbPtb6gT93WUwOHgrrf3nPIuLdwPHV\nlz+jDN3/OaWn/oXA+3rcY7ijDdb1QQEM//1sLbw3HMOZn71BdXzYz1a1N/vulJEgP+58UWbeFBFJ\nmZLwFOAaygJwz6TsY/+Lztcw9NzylluqY6+FIYdbT51G2qY6n+EWyoifrej+4dpkvB+SJHVlyJek\nh2t9GNDtv4+b0DsgjodWj/M2Pa4/rsf5kfoC8Bzg1TwUdM+sqe5ZEbFFZnaOcmg90+8Aqv3Wl1BG\nQ7ysM9RW2x+O1e8pe7E/iY6e+IjYFNhoOJWMw8J7KykLtj2ah4IplN0CZvDQsPNuWt+v1jSGa4GX\nU1bPX9pesPqQqvVBzs+HaFNrFfleq/DvVB1/1uP6eBhpm35O+X3eqXvxET3DtdV9n0ZHyI+ITSij\nRFZUu1ZIkjSpnDsmSQ/XGm7brfdvj4lsSGb+HyWoPCkidutS5OUjqG5dvd1fBe4F/oGyUv3dwLkj\nqHsoL+ly7tXVcWl1fA7l36SLugT8RwEvqr4cy79bF1fHXlsGTpYbquPjO87fRvkAYMtqZ4CHqdZs\n2Am4n4d67f+zOnZ7xj0pUwOWde4z3ykzr6cshPisiHhix30fRdnlYJCyxd9E+T5lgbsXR0T7WgtE\nxMbAiyk/u5cDVFs/LgMeExF7dqmv9R79xzDuva739e8oU36GU48kSePOkC9JD5eU0BQR0drajIh4\nHGWLt4nWmid/RkS05m5TLUb3zyOo597qdZt2XsjMOyir1/815YNgYONtAAAgAElEQVSMc6uAVJeP\nR8STW19Ui8kdTemFPrk63Zq3//yI2KKt7OyqzK7VqZ4LFQ7DpynTA46JiGe33ePJwEfGUO9YtRaF\nfF77yWoBws9VX36uCvUARMSjKYsmzgTOyMzWh1OXAddRdkz4l7byA5TnB/h4+30i4tERsWNEdO5c\ncColvH6+I1T/K2VExDcz81dt9WxQ1bNjRGxAzaqfybOAzYFPV1tRtrbDPIUynP70jg8wWs/86eo9\na7V1EeVDgZ90rpnQ9gztIzvOo3zocmD1u9cq+2TKFJNB4BNIkjQFOFxfktpk5j0R8RngbcB/RMQl\nlND/QkqP67XAzhPYpM9ResJfC9xYtWdLyqr0P2T4owtuBHYDLouI6zJzv47rZ1BW2J9BfUP1oYTq\nW4FrI+J7wCzKe7ke8LZq+zooK8hfSeltvjEillVl9qSEup9Thkr3ml89pMy8LiLeRdlz/qq27+2L\nKN/Xrdf1+nF0AfBuYC4d2wcC76fMy58P/DIiLqMEyj0oofYHwOGtwpm5NiIOAr4HnB4R/0yZAjCf\n8j5+ttqbvt1bq/tcVpVrOQF4BeXn78aIuBIIys//zdXr2m0NXF/9fTvqWRiy03spPz8HAHtFxE+A\nZ1F2H/hJ9Rx/kZlfj4h/BPYBboiIpVU7d6cs2HhAl3u0nuGFVCNNMvOu6kOT84ALq+/DasrPzkbA\nezPzmvoeU5Kk0bMnX5Ie6R2U4HQDZdu1Z1L2XZ/HQyt2T4hqy659KR86/IYyrHwbyr7u7xlBVW8E\nfkoZ3v2S9t7yylWU+cs3UYZF12UtJSR+jRLY96rutXdmntIqlJkPUoY9f4oSvvYGnk+ZL70fJQAP\nAnu3enBHIzNPokxzuILSc/484OvAyxj+An61yswrKMHypZ3D0KuV3F8KHEbpoX8BJYj/hvL9n985\n6iIzf0RZPPE84KnV628G3gS8eQTtuh/4W0rP/Z8ogX9j4HTgedV0kglVre2wJ+XnZAPKz8xaykiM\nv2kb0dBuP8oOErdQvvdbU34ed8/M60Zw7/Mp/w24iPKB2TzKYof7ZOaS0T6TJEl1mzE4OCn/TyNJ\nmkIi4vXAF4GjM/NDk92e6SYiXkdZsf/gzPz8ZLdntCJiS+CPwEC1QOG0FhHLKR/KPTEzf7fu0pIk\n1cOefEmapiJidkTMqOYVf4AydL1vA2af+xqlN/+QahX8frU3ZX2F2ye7IZIkTVfOyZek6ev/Uean\nz6TMxf+3zPxDZ6GI+PII612Rme+ooX3TRjWX/o2UOeCtXv2+EhGbAx8DFlXTTKalagHD1vD9R6+r\nrCRJ48GQL0nT188pW5L9ibLY3tE9ynUu0jeUmynrGmgEMvPyiPgY8OGI+EZmrpnsNo1EZq6KiKf0\nmBc/nWzByH9nJEmqjXPyJUmSJElqiL7tyY+I/YBDKVv53ElZKfmozLyho9wBlB6lHYBVwDnAMd16\nGiJiAaUna2dK79YFwOLMvG0cH0WSJEmSpFr05cJ7EfFB4MuUPYI/TZnD+CrgBxGxbVu5xcBZlOc8\nCbiaEvgvioiZHXUuBC4EHgOcClwCHAhcGRGbjesDSZIkSZJUg77ryY+I3YGjgMso+yyvqc6fB/x/\nlL2jD4qIbYDjKPsxz8vMB6pyxwHvAxYBJ1fnNgZOoewPvVtm3lWdv4iy0vTRlD2zJUmSJEmasvqx\nJ/+Q6rioY1Gi84DTgV+1rlM+xFjSCviVJcBdwMFt5xYCmwMntAI+QGaeASRwYESsV+tTSJIkSZJU\ns34M+XsDP+uce5+Zg5n5xsz8UHVqbnVc2lHuXkrv/q4RsWlH2Uu73G8psCVlnr4kSZIkSVNWXw3X\nj4jHAAPAxRGxI6VX/m8o+ztfBByZmb+uim8P3NpjK5/l1XEH4MdVWSjD9ddV9uoxPoIkSZIkSeOm\nr0I+8PjquDXwI+CXwBnAjsBrgLkRsXtm3kzpff9111rKavwArZ78LYH7euxJ3Fl2tNyrUJIkSZo4\nMya7AdJk6Lfh+n9VHecC3wSek5nvzMyXA2+nrIz/yarMBsB9PeppnZ89irKSJEmSJE1J/daTv7Y6\nPgi8IzMfbLt2CnAYsCAiNqLscz+T7mZVx3uq40jKjsqKFavH8nJJkiRJIzAwMGeymyBNin7ryW8N\nnV+emSvbL2TmWuAaSq/8k4BV9B5i3zrfqm8VMDsiZg2jrCRJkiRJU1K/hfybKL34vXrdN6iOfwJu\nAB4bERt2KbcdZVTAjdXXrZX6t+1RFspWepIkSZIkTVl9FfKr7e/+G3hiRDyl/VpErA/sCtwO/B5Y\nRnm+F3SUmw3sAVyXma0x9Muq47wut51P6cW/vp6nkCRJkiRpfPRVyK+cXh0/FREbtJ1/F/AE4IvV\nXP2zKb3+x3YMwz8K2KStHoBvAauBIyNii9bJiDiIsnXe56rpAJIkSZIkTVkzBgf7a2e3iJgBfAN4\nFfBz4DvATsDLKcPud8/MO6uyxwPvpvTCXwA8HVgAXAG8KDPva6v3TcCpwG+Bcyjb9O1D2abveZ1r\nAIzUihWr++uNliRJkvrYwMAct9DTtNR3PfmZOQi8FnhndeqtwDOBTwN7tgJ+ZXF1fRA4FNgZOAFY\n0B7wq3pPA/YFVgCHULbpOwuYP9aAL0mSJEnSROi7nvx+ZU++JEmSNHHsydd01Xc9+ZIkSZIkqTtD\nviRJkiRJDWHIlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSGMORLkiRJktQQhnxJkiRJkhrCkC9JkiRJ\nUkMY8iVJkiRJaghDviRJkiRJDWHIlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSGMORLkiRJktQQhnxJ\nkiRJkhrCkC9JkiRJUkMY8iVJkiRJaghDviRJkiRJDWHIlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSG\nMORLkiRJktQQhnxJkiRJkhrCkC9JkiRJUkMY8iVJkiRJaghDviRJkiRJDWHIlyRJkiSpIQz5kiRJ\nkiQ1hCFfkiRJkqSGMORLkiRJktQQhnxJkiRJkhrCkC9JkiRJUkMY8iVJkiRJaghDviRJkiRJDWHI\nlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSGMORLkiRJktQQhnxJkiRJkhrCkC9JkiRJUkMY8iVJkiRJ\naghDviRJkiRJDWHIlyRJkiSpIQz5kiRJkiQ1xPqT3YDRiIh/BY7ucfnrmblvW9kDgHcAOwCrgHOA\nYzLz7i71Lqjq3RlYA1wALM7M2+p9AkmSJEmS6teXIR/YFbgPOL7LtWtbf4mIxcAS4BrgJOAZlMC/\nR0TMz8z728ouBM4GbgJOBZ4EHAjMi4hnZ+Yd4/MokiRJkiTVo19D/i7AzzPz2F4FImIb4DjgKmBe\nZj5QnT8OeB+wCDi5OrcxcAol4O+WmXdV5y8CPk/p3T98vB5GkiRJkqQ69N2c/IjYBNiG0ju/Loso\nH2IsaQX8yhLgLuDgtnMLgc2BE1oBHyAzzwASODAi1quh+ZIkSZIkjZu+C/mUXnwYOuTPrY5L209m\n5r2U3v1dI2LTjrKXdqlnKbAlZZ6+JEmSJElTVj8O12+F/IGI+C/g2dXX3wPem5lZfb09cGu3BfaA\n5dVxB+DHVVkow/XXVfbq0TdbkiRJkqTx1c8h/3DgfOCz1blXAy+uFtT7KaX3/dc96rizOrZ68rcE\n7svMNcMoOyoDA3PG8nJJkiRJkobUjyH/QeBm4MDMXNo6GRH7AV8GzgCeBWxAWYG/m9b52dVxJGUl\nSZIkSZqS+i7kZ+YhwCFdzn8lIhYBcyMiKPvcz+xRzazqeE91HEnZUVmxYvVYXi5JkiRpBBxJq+mq\nHxfeW5efVMftgFX0HmLfOt8air8KmB0Rs4ZRVpIkSZKkKamvQn5ErB8Rz4mI5/YosmF1vBe4AXhs\nRGzYpdx2wFrgxurrG6rjtj3KQtlKT5IkSZKkKauvQj6wHnAF8J3OfesjYgawJ/Bn4KfAMsrzvaCj\n3GxgD+C6zGyNoV9WHed1ued8Si/+9fU8giRJkiRJ46OvQn5m3gdcAGwOvKfj8ruAZwBnZ+YdwNmU\nRfqO7RiGfxSwCXB627lvAauBIyNii9bJiDiIsnXe5zJzbc2PI0mSJElSrWYMDg5OdhtGJCK2Ba4C\ntgIupuxd/9eUHvefA3Mz8/aq7PHAuym98BcATwcWUEYDvKj60KBV75uAU4HfAucAWwP7AL8EnpeZ\nK8fS7hUrVvfXGy1JkiT1sYGBOTMmuw3SZOirnnyAzFwOPJuyVd7OwNsp8+Y/DuzZCviVxcBbgUHg\n0Kr8CcCC9oBf1XsasC+wgrJ6/1zgLGD+WAO+JEmSJEkToe968vuVPfmSJEnSxLEnX9NV3/XkS5Ik\nSZKk7gz5kiRJkiQ1hCFfkiRJkqSGMORLkiRJktQQhnxJkiRJkhrCkC9JkiRJUkMY8iVJkiRJaghD\nviRJkiRJDWHIlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSGMORLkiRJktQQhnxJkiRJkhrCkC9JkiRJ\nUkMY8iVJkiRJaghDviRJkiRJDWHIlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSGMORLkiRJktQQhnxJ\nkiRJkhrCkC9JkiRJUkMY8iVJkiRJaghDviRJkiRJDWHIlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSG\nMORLkiRJktQQhnxJkiRJkhrCkC9JkiRJUkMY8iVJkiRJaghDviRJkiRJDWHIlyRJkiSpIQz5kiRJ\nkiQ1hCFfkiRJkqSGMORLkiRJktQQhnxJkiRJkhrCkC9JkiRJUkMY8iVJkiRJaghDviRJkiRJDWHI\nlyRJkiSpIQz5kiRJkiQ1hCFfkiRJkqSGWH+yG1CHiPgY8C7ghZm5tOPaAcA7gB2AVcA5wDGZeXeX\nehYARwM7A2uAC4DFmXnbuD6AJEmSJEk16Pue/IjYHTisx7XFwFmU5zwJuJoS+C+KiJkdZRcCFwKP\nAU4FLgEOBK6MiM3Gq/2SJEmSJNWlr3vyq6B+BrBel2vbAMcBVwHzMvOB6vxxwPuARcDJ1bmNgVOA\nm4DdMvOu6vxFwOcpvfuHj/fzSJIkSZI0Fv3ek/9e4KnAxV2uLaJ8iLGkFfArS4C7gIPbzi0ENgdO\naAV8gMw8A0jgwIh4xAcJkiRJkiRNJX0b8iNiF2Ax8GHgui5F5lbHpe0nM/NeSu/+rhGxaUfZS7vU\nsxTYkjJPX5IkSZKkKasvQ37Vq/554EZKz3w32wO3dltgD1heHXdoKwtluP5QZSVJkiRJmpL6dU7+\n4cCzgL0y8/6I6FZmS+DXPV5/Z3XctK3sfZm5ZhhlR2VgYM5YXi5JkiRJ0pD6ric/InYAjgU+nZlX\nraPoBsB9Pa61zs8eRVlJkiRJkqakvurJj4gZlGH6t1Hm46/LGmBmj2uzquM9oyg7KitWrB7LyyVJ\nkiSNgCNpNV31W0/+IcBewJt7zLVvt4reQ+xb5+9sKzs7ImYNo6wkSZIkSVNSX/XkA6+pjt/uMQ//\n0ur8dsANwLyI2LDLXPvtgLWUhfuoyj4f2JayZV5nWbqclyRJkiRpSum3kH8mHVviVV4GPBc4i7Ia\n/h3AMuCFwAuAi1oFI2I2sAdwXWa2xtAvA94AzOORYX4+pRf/+lqeQJIkSZKkcdJXIT8zz+x2PiI2\no4T8MzNzaXXubOAo4NiIuCwzWwvoHQVsApzeVsW3gE8CR0bEuZm5sqrjIMrWeR/PzLX1P5EkSZIk\nSfXpq5A/Epn5i4j4GPBu4H8j4gLg6cAC4Args21lV0bEkcCpwE8j4hxga2AfylD+JRPdfkmSJEmS\nRqrfFt4bqcXAW4FB4FBgZ+AEYEFbzz4AmXkasC+wgrLA31zK8P/5rZ59SZIkSZKmshmDg4OT3YZp\nYcWK1b7RkiRJ0gQZGJgzY7LbIE2GpvfkS5IkSZI0bRjyJUmSJElqCEO+JEmSJEkNYciXJEmSJKkh\nDPmSJEmSJDWEIV+SJEmSpIYw5EuSJEmS1BCGfEmSJEmSGsKQL0mSJElSQxjyJUmSJElqCEO+JEmS\nJEkNYciXJEmSJKkhDPmSJEmSJDWEIV+SJEmSpIYw5EuSJEmS1BCGfEmSJEmSGsKQL0mSJElSQxjy\nJUmSJElqCEO+JEmSJEkNYciXJEmSJKkhDPmSJEmSJDWEIV+SJEmSpIYw5EuSJEmS1BCGfEmSJEmS\nGsKQL0mSJElSQ9QW8iPigIh4/jDKvSoijqvrvpIkSZIkqaizJ/9MYNEwyr0eeFeN95UkSZIkScD6\no31hRBwObNRxeteIOGYdL9sUeBnwp9HeV5IkSZIkdTfqkA9sCBwLDAIzquMzgF2G8drPjOG+kiRJ\nkiSpi7GE/I8Af6YM+Z8BHAf8FDivR/lB4F7gRuDCMdxXkiRJkiR1MWNwcLCWiiJiOXBeZjrfvosV\nK1bX80ZLkiRJGtLAwJwZk90GaTLUFvK1boZ8SZIkaeIY8jVdjWW4flcR8VfADsBfsY7V+zPz+3Xf\nW5IkSZKk6ay2kB8R6wEfB94EbDBE8cE67y1JkiRJkuoN2u8E3l79PYE/UBbmkyRJkiRJE6DOkP8G\nSqh/WWZeUmO9kiRJkiRpGHrOmR+F7YBLDPiSJEmSJE2OOkP+7ZS59pIkSZIkaRLUGfL/HdgzIh5b\nY52SJEmSJGmY6gz57wV+B1wYES+sttKTJEmSJEkTpM6F9y6ifGjwLOBigIhYS/ch/IOZOavGe0uS\nJEmSNO3VGfKf3eXcejXWL0mSJEmS1mHG4KBr5U2EFStW+0ZLkiRJE2RgYM6MyW6DNBnq7MmfMBGx\nJfB+YAHweODXwJnAJzLzzx1lDwDeAewArALOAY7JzLu71LsAOBrYGVgDXAAszszbxu1hJEmSJEmq\nSZ0L702IiJgDLAPeBlwHnAzcCfwb8M2ImNFWdjFwFuU5TwKupgT+iyJiZke9C4ELgccApwKXAAcC\nV0bEZuP7VJIkSZIkjV1tPfkRcdMIig9m5vajvNViYEfg0Mz8VNv9zwYWAi8Hvh0R2wDHAVcB8zLz\ngarcccD7gEWUDwiIiI2BU4CbgN0y867q/EXA5ym9+4ePsr2SJEmSJE2IOnvytx3Gn22AjYGNxnif\n3wKf7jj/ter4vOq4iPIhxpJWwK8sAe4CDm47txDYHDihFfABMvMMIIEDI8JFBCVJkiRJU1qdIf+J\nPf5sCzwTeDNwC/Dj6vyoZObrMvNJnXPvKb37ALdWx7nVcWnH6++l9O7vGhGbdpS9tMstlwJbUubp\nS5IkSZI0ZdU2XD8zf7+Oy78BromIpcA1wHuAD471ntX8+wHgNcAHqvt8ubq8PXBrtwX2gOXVcQfK\nhw6tqQPdphy0l716rG2WJEmSJGm8TOjq+pmZVdA/kBpCPmXO/dHV328FXpqZq6qvt6Ssut/NndVx\n07ay92XmmmGUHZWBgTljebkkSZIkSUOajNX17wO2rqmum6hW1af06F8eEc+qrm1Q3atXGwBmj6Ks\nJEmSJElT0oT25EfEzsCLgXUN7R+2zPxCW92vAM4HvhgRz6Dscz+zx0tnVcd7quNIyo7KihWrx/Jy\nSZIkSSPgSFpNV3VuoXf6EPfZCnghJUyfXdd9WzLzwoj4HuVDhO2BVfQeYt863xqKvwqYHRGzMrOz\nR7+zrCRJkiRJU1KdPfkHD10EgAso29iNWESsD8wHZmTmf3UpcnN1fDRwAzAvIjbsMtd+O2AtcGP1\n9Q3A8yk7AWSXsnQ5L0mSJEnSlFJnyH/DOq6tBe4GfpaZvxzjfS4AVkfE4zLzwY5ruwKDlAX3llFG\nDrwAuKhVICJmA3sA12Vmawz9sqr983hkmJ9P6cW/foztliRJkiRpXNW5hd5ZddW1jnv8OSK+AbwO\nOAI4vnUtIt4MPBu4MDNvjYizgaOAYyPisrZh+EcBmwDt0wu+BXwSODIizs3MlVWdB1G2zvt4Zq4d\n58eTJEmSJGlMZgwODtZeaUQ8AZhLmYd/H2V7u+9n5m011L018APgCcB3gZ8BuwEvovTg75WZt1Rl\njwfeTemFvwB4OrAAuAJ4Ufv8+4h4E3Aq8FvgHMoOAPsAvwSe1wr+o7Vixer632hJkiRJXQ0MzJkx\n2W2QJkOtIT8iNgFOo4Tjzl+qtcC5wFva9rIf7X22Ao4DXkHZOu8W4BvABzPz9rZyM4C3VH+2B/5Q\nlftAZj5iIb2I+CfgSOBpwErKhwjvzcz/G0t7wZAvSZIkTSRDvqar2kJ+Ndf9cuCvKXPYv0PpWV8P\neDLwUsow+f8B9szMB2q5cZ8w5EuSJEkTx5Cv6arOhfcOowT8C4H9M/Ou9otVL/9XgJcDh1DmwEuS\nJEmSpJo8qsa6FgJ/BBZ2BnyA6ty+wO3A/jXeV5IkSZIkUW/IfypweWbe06tAde1yyor1kiRJkiSp\nRnWG/AeAjYZRbiPKXvaSJEmSJKlGdYb8a4C5EfHEXgUiYhtgXlVWkiRJkiTVqM6Q/xlgQ+C7EbF7\n58WIeC7wn8As4LM13leSJEmSJFHjFnoAEXE2ZXG9QeB3wPLq0nbA1sAM4OuZubC2m/YJt9CTJEmS\nJo5b6Gm6qnMLPYD9gB9QttPbFmgfun8zcAJwUs33lCRJkiRJ1BzyM3MwIq6ibJN3GfB4Su/9LOC1\nwI8y0x5tSZIkSZLGQW3D9SNiBvBJ4K3AtZm5a9u1RcBpwFrgQ5n5/lpu2kccri9JkiRNHIfra7qq\nc+G9/YG3Uebif6rj2rnAG4DfA0dHxH413leSJEmSJFFvT/4PgJ2AnTLzlh5lngBcT+npf14tN+4T\n9uRLkiRJE8eefE1XdfbkB7C0V8AHyMzfAZcDu9R4X0mSJEmSRL0h/0Fg5jDLPVjjfSVJkiRJEvWG\n/GuAeRGxTa8CEfF4YH5VVpIkSZIk1ajOkH8qMBu4OCL2joj1Whci4lER8RLgYmAj4DM13leSJEmS\nJFHjwnsAEXEasAgYBO4Hbq0uPZYylH8G8IXM/OfabtonXHhPkiRJmjguvKfpqs6efDLzTcBrgEso\ngf5J1Z9HAVcB+03HgC9JkiRJ0kSotSe/U0RsCawPrMzMB8btRn3AnnxJkiRp4tiTr+lqXEO+HmLI\nlyRJkiaOIV/TVa3D9SVJkiRJ0uQx5EuSJEmS1BCGfEmSJEmSGsKQL0mSJElSQxjyJUmSJElqCEO+\nJEmSJEkNYciXJEmSJKkhDPmSJEmSJDWEIV+SJEmSpIYw5EuSJEmS1BCGfEmSJEmSGsKQL0mSJElS\nQxjyJUmSJElqCEO+JEmSJEkNYciXJEmSJKkhDPmSJEmSJDWEIV+SJEmSpIYw5EuSJEmS1BCGfEmS\nJEmSGsKQL0mSJElSQxjyJUmSJElqCEO+JEmSJEkNYciXJEmSJKkhDPmSJEmSJDXE+pPdgNGIiK2A\nY4EFwGOBlcDFwDGZeVNH2QOAdwA7AKuAc6pyd3epdwFwNLAzsAa4AFicmbeN28NIkiRJklSTvuvJ\nrwL+j4A3AtcDJ1Zfvw74cUQ8ta3sYuAsynOeBFxNCfwXRcTMjnoXAhcCjwFOBS4BDgSujIjNxvep\nJEmSJEkau37syT8WeCLwrsz8ROtkROwPfAn4OPDKiNgGOA64CpiXmQ9U5Y4D3gcsAk6uzm0MnALc\nBOyWmXdV5y8CPk/p3T98Ih5OkiRJkqTR6ruefOAfgBXAJ9tPZuaXgV8BfxsRj6KE+PWBJa2AX1kC\n3AUc3HZuIbA5cEIr4Fd1ngEkcGBErDcOzyJJkiRJUm36KuRXQXsJcGxmru1S5D5gJrABMLc6t7S9\nQGbeS+nd3zUiNq1Ot8pe2qXOpcCWlHn6kiRJkiRNWX01XD8zH6TMwX+EiNgR2BH4VWbeFxHbA7d2\nW2APWF4ddwB+DGxffX3TEGWvHl3LJUmSJEkaf30V8nuphuefTBmZcHp1ekvg1z1ecmd13LSt7H2Z\nuWYYZUdlYGDOWF4uSZIkSdKQ+mq4fjcRMQP4DPAi4L95aK7+BpTh+920zs8eRVlJkiRJkqakvu7J\nj4j1gc9Strq7Cfj7zLy/uryGMj+/m1nV8Z5RlB2VFStWj+XlkiRJkkbAkbSarvq2Jz8iNgL+nRLw\nbwRemJm3tBVZRe8h9q3zd7aVnR0Rs4ZRVpIkSZKkKakvQ35EbA5cArwc+F9gr8z8TUexG4DHRsSG\nXarYDlhL+XCgVRZg2x5loWylJ0mSJEnSlNV3IT8iZgMXAs8FLgPmZ+ZtXYouozzfC7q8fg/gusxc\n3VYWYF6XeuZTevGvH3PjJUmSJEkaR30X8oElwJ6Uve73zsy7epQ7G3gQOLZjGP5RwCY8tAo/wLeA\n1cCREbFF62REHETZOu9zmbm2vkeQJEmSJKl+MwYHBye7DcMWEVsBN1MWyTsD+G2Posdn5r0RcTzw\nbkov/AXA04EFwBXAizLzLyvqR8SbgFOrOs8Btgb2AX4JPC8zV46l7StWrO6fN1qSJEnqcwMDc2ZM\ndhukydBvq+vvwUOr4B+0jnKfBO4FFlNC+1uAQ4E/ACcAH2gP+ACZeVpErAKOBA4BVgJnAe8da8CX\nJEmSJGki9FVPfj+zJ1+SJEmaOPbka7rqxzn5kiRJkiSpC0O+JEmSJEkNYciXJEmSJKkhDPmSJEmS\nJDWEIV+SJEmSpIYw5EuSJEmS1BCGfEmSJEmSGsKQL0mSJElSQxjyJUmSJElqCEO+JEmSJEkNYciX\nJEmSJKkhDPmSJEmSJDWEIV+SJEmSpIYw5EuSJEmS1BDrT3YDJEmayo648OjJbsKE+egrPjjZTZAk\nSWNkT74kSZIkSQ1hyJckSZIkqSEM+ZIkSZIkNYQhX5IkSZKkhjDkS5IkSZLUEIZ8SZIkSZIawpAv\nSZIkSVJDGPIlSZIkSWoIQ74kSZIkSQ1hyJckSZIkqSEM+ZIkSZIkNYQhX5IkSZKkhjDkS5IkSZLU\nEIZ8SZIkSZIawpAvSZIkSVJDGPIlSZIkSWoIQ74kSZIkSS1rdpQAACAASURBVA1hyJckSZIkqSHW\nn+wGSJKk6evQj54/2U2YMCce8crJboIkaRqwJ1+SJEmSpIYw5EuSJEmS1BCGfEmSJEmSGsKQL0mS\nJElSQxjyJUmSJElqCEO+JEmSJEkN4RZ6kqQRm07bns3cabJbIEmSNHz25EuSJEmS1BCGfEmSJEmS\nGqLvh+tHxOOB64H3Z+Ynu1w/AHgHsAOwCjgHOCYz7+5SdgFwNLAzsAa4AFicmbeN3xNIkiRJklSP\nvu7Jj4iNgW8Am/S4vhg4i/KcJwFXUwL/RRExs6PsQuBC4DHAqcAlwIHAlRGx2Tg9giRJkiRJtenb\nnvyI2IYS8J+1juvHAVcB8zLzger8ccD7gEXAydW5jYFTgJuA3TLzrur8RcDnKb37h4/n80iSJEmS\nNFZ92ZMfEYcBPwN2pfS4d7OI8iHGklbArywB7gIObju3ENgcOKEV8AEy8wwggQMjYr36nkCSJEmS\npPr1ZcgHDgNuBuYCX+pRZm51XNp+MjPvpfTu7xoRm3aUvbRLPUuBLSnz9CVJkiRJmrL6NeS/EXhm\nZl65jjLbA7d2W2APWF4dd2grC2W4/lBlJUmSJEmakvpyTn5mfncYxbYEft3j2p3VcdO2svdl5pph\nlB2VgYE5Y3m5JEnjzn+rxpfvryRpIvRrT/5wbADc1+Na6/zsUZSVJEmSJGlK6sue/GFaA8zscW1W\ndbxnFGVHZcWK1WN5uSRJ485/q8aX7680sRw9o+mqyT35q+g9xL51/s62srMjYtYwykqSJEmSNCU1\nuSf/BmBeRGzYZa79dsBa4Ma2ss8HtqVsmddZli7npb5z6EfPn+wmTJgTj3jlZDdBkiRJmnBN7slf\nRnm+F7SfjIjZwB7AdZm5uq0swLwu9cyn9OJfPz7NlCRJkiSpHk0O+WcDDwLHdgzDPwrYBDi97dy3\ngNXAkRGxRetkRBxE2Trvc5m5dvybLEmSJEnS6DV2uH5m/iIiPga8G/jfiLgAeDqwALgC+Gxb2ZUR\ncSRwKvDTiDgH2BrYhzKUf8lEt1+SJEmSpJFqck8+wGLgrcAgcCiwM3ACsCAzH7ZlXmaeBuwLrAAO\nAeYCZwHzM3PlRDZakiRJkqTR6Pue/Mw8Ezizx7VB4JTqz3Dq+jrw9braJkmSJEnSRGp6T74kSZIk\nSdOGIV+SJEmSpIYw5EuSJEmS1BCGfEmSJEmSGqLvF96TJEnqB0dcePRkN2HCfPQVH5zsJkjStGXI\n7wOHfvT8yW7ChDjxiFdOdhMkSZIk/f/t3XeYJGW1x/HvEiRfEEEQFXYVOAQlyZJhFwFhCZIFBGRR\nEIElZ8k5iJKjCAtKRiQsoIAEQcleEAGPiqQrSA4SJLn3j/PWTk1PVXdVT8/OTvP7PA9Psd01VW9X\nn36rTr2hZEhTd30RERERERGRLqEkX0RERERERKRLKMkXERERERER6RJK8kVERERERES6hJJ8ERER\nERERkS6hJF9ERERERESkSyjJFxEREREREekSSvJFREREREREuoSSfBEREREREZEuoSRfRERERERE\npEsoyRcRERERERHpEkryRURERERERLqEknwRERERERGRLjHNYBdARGQg7DPhoMEuwmTzo3WPGuwi\niIiIiMgUQi35IiIiIiIiIl1CSb6IiIiIiIhIl1CSLyIiIiIiItIllOSLiIiIiIiIdAkl+SIiIiIi\nIiJdQkm+iIiIiIiISJdQki8iIiIiIiLSJZTki4iIiIiIiHQJJfkiIiIiIiIiXUJJvoiIiIiIiEiX\nUJIvIiIiIiIi0iWU5IuIiIiIiIh0CSX5IiIiIiIiIl1CSb6IiIiIiIhIl1CSLyIiIiIiItIllOSL\niIiIiIiIdAkl+SIiIiIiIiJdQkm+iIiIiIiISJdQki8iIiIiIiLSJZTki4iIiIiIiHQJJfkiIiIi\nIiIiXUJJvoiIiIiIiEiXUJIvIiIiIiIi0iWU5IuIiIiIiIh0iWkGuwBTGjObBtgF2B4YAbwAXAAc\n5+4fDmbZRERERERERJpRkt/XGcD3gbuB64AVgSOAxYFNBrFcXW+fCQcNdhEmmx+te9RgF0FERERE\nRLqQuuvnmNkKRIJ/FbCKu+8PrAJcBGxsZusOZvlEREREREREmlGS39vOaXm4u08ESMsDgInAdoNV\nMBEREREREZFWlOT3tgrwirv/Of+iuz8P/BUYNSilEhEREREREalASX5iZtMBXwCeLFnlaWA2M5tz\nshVKREREREREpAZNvNdj9rR8o+T9N9NyVuDluhufc85Z2imTdCnFg3SS4kk6RbEknaJYEhEZPMMm\nTpw42GWYIpjZvMAzwHXuvn7B+xcBWwNfbezOLyIiIiIiIjIlUHf9Hu+l5adK3p8uLd+ZDGURERER\nERERqU1Jfo83gf8S3fGLzJpbT0RERERERGSKoyQ/cfcPiO76I0pWGQG87O6vTb5SiYiIiIiIiFSn\nJL+3u4G5zWzB/ItmNg+wIHDvoJRKREREREREpAIl+b1dlJbHmNlUAGY2DDg2vX7uoJRKRERERERE\npALNrt/AzC4DNgPuB24HVgBWBq4CvuXuOmAiIiIiIiIyRVJLfl9bA4cAcwC7A3Onf2+lBF9ERERE\nRESmZGrJFxEREREREekSaskXERERERER6RJK8kVERERERES6hJJ8ERERERERkS6hJF9ERERERESk\nSyjJFxEREREREekS0wx2AaR9ZvZTYG53Xy/32uzAEcC6wGeBJ4AT3P3yCts7DDi0xWp3uvvo3N+s\nQjxicFkinh5J+7u61ofpW5bFgCOBVYAZgL8Cp7v7uTW2sQGwH7A48F/gfuAId7+jYN3ngC+UbGqM\nu/86t+70wL7AVsC8wD+B64DD3f2NtM4dwKjcNpZ094erlr0TSuJjSB/X/jKzJYAHgE3d/ZqSdbYE\ndgO+ArwJ/B74obv/teI+Kh9jMxsBHAV8I637Z+Ckot+rmc0NHAasA8wFvAbcChzi7v9I6xxG79/w\nHu5+cpVy5/bTJ24a3l8XuJ6SmDazqYGdgO2BBYCXUzkPcvfnK5ahcr2SvtMjiOMN8EfgWHe/pWDd\nBYjjszowO/AiMIE4hi9XKVtJeVt+N03+dhxwGrCtu4+vuL+Oxk1u3RmJ474Z8HngFeK7PtDdX0nr\njAUuyP3ZKe6+e0k5i+qgrwEHAysDswDPAVcCR7r7Oy0+91XAxsAId3+62bq5vxmd9rcs8B/gD2lf\nDxSsW7lsZjYfcAywBjAb8DRxXH7k7h9VKVtJeT9DxOg6wDzAU8B44CeN2zWzWVJ5NyLqzH8DdwGH\nVT3f1ImltH5b9WNRnNeJpbpKYm9Rom5envh+HyaOa1G90u+6ombstX3+a+d3UbH8JwJ7AasWnd9z\n680EPAZcU+f7S/XNAcAWRH3zFHAGcGb2yGozGw9sk/uzDcvO3SLSm1ryhygzWxUYC+yTe20m4BZg\nR+Be4HTi4uOydIJt5Q7g8JL/nkjr3Jnb35rAbcAKwBXAecAI4JdmtlM/PtvixMlwHeAm4CxgZuAc\nMzu+4ja2A34FGHERcTEwEvhtSlLy685OJKL3UfzZ/55bd9pUpsOB54FTiQvB3YFfm9mn0qrj0zqP\n1PrwHVISH91wXNuWkp2raHJz08yOAn5B/G7OJH4TGwD3mtnwCvuofIzNbCHgQeDbRJycm8p2mZmd\nUFD2+4EdiN/iKenf3wYeSBek0PMbvrZVWUvK3yduGt5fmN4X5UUuJL6/D4k66BFgW+BuM5utQhkq\n1ytmNoo43usSn308kRj9xsx2blh3EeIGzxbAPcQx/BvwA+A+M5ujVdlKylv1uyn62/mAY2vubyDi\nBjObiojZ/Yjk/lTgUeD7wB/MbNa06sNEjF3YopxFddCqxPc1BvhN2seraZ+3p0SnbHsbE4lMZWa2\nOfBbYCUiYboUWJKIxQ0KylupbGb2eaJe+zYRS6cC7xNJ/8V1ythQhlmAu4FdiKTpdCKRPh74lZkN\ny607I5HQ7wO8lMpwC1H33GNmK1bYX+VYSuu3VT82ifNKsVRXk/Pf/cBaRJz/lEgsf2lm+zT8fb/r\nipqx1/b5r53fRRVmtkzaf6v1piFifr6a25+auIF2EODEMc7OGT/KrXoNcVzubNyGiDSnlvwhKFWq\n5wKXuPtfcm/tBiwFjHP3M9K6RxInqePN7Ap3f6lsu+lO7R0F+1sGOBD4HVHZZk4EJgKjsjvTZnYs\ncbFwvJld2KplpsRRwEzk7tia2cHAQ8DeZna2uz9V9sfphHkCcXG0VHZn28xOJ07cpxJ35DOLpeUl\n7n5qi7LtBowmWmv2ze3zdGBnYHPgolxLxXCixXuyaRIfQ/64tthGqXSBdzXwpSbrLAP8kLiYGOPu\n76XXf0lcjBwCfLfFruoc47OJFqJ93P3EtO7UxEX0PmZ2Y6715DDgi8Be7v6TXJm3An4O/Bj4ZvYb\nTi1k67coa+PnL4ub7P1VgcuB0gtcM9sE2BK4DNjS3f+bXt+buHDblWh1b6ZSvZKO1flE6+Om7n5V\nWncG4NfASWZ2s7v/LW33J8CswMb5ljszO4ho3Tskla+uw6jw3ZT87bnETaA6Oh436eUNid4QvwI2\nyX13xxCtbbsTrYoPAw9btFLmW9gmaRJLZxKNCyu6+/1p3WHAOUTPj52I76lxe7MTLXyVpZsSZwMf\nA6Pd/Z70+qFEMv8zM/udu7/WRtn2J3pFTOopY2YHED0kvmVmZ7p7O0nJAcBCwG75OtPMLiESzrWB\nG9LLuxLnllPdfbfcuqOI5PIseurgMpVjqZ/1Y2GcV4mluprE3lnAtMDy7v5QWvdg4H+BI8zsfHd/\nNa3br7qijdhr6/zXzu+iinRT4Xxg6hbrzU7U9Wu0sZvNiHg+0d33Sds7mKi790z1/KPpPHqNRS+1\nUaVbE5E+1JI/NG0CzE8kVXk7EV3Kzs5ecPd/A0cDMxJ362tJJ8wLgY+A7+Yu/KYnuus9mu96lrrj\n3kCc0L9Sd3/JSOD1fJcsd3+buBM+FbBMi7//MvBp4LZ81zV3f5To4TDCzObKrZ9dCP2pQtnGEd0y\nD2x4/UTiOL1XYRsDrSw+PpHHNbVI3Q98jmglK5O1/H4/u4BNfklcND5ZYXeVjnFqYR1FtK7+OLfu\nx8De6Z975La7IdHtvVfXe3f/RSrXmqkltj8K48bMZjCz84gEZiqiO3yZXYguwztndUVyFpFUlt5k\nTPuqU6+MJG7a/CZL8NO67xHJ0rREXGUtpKsDDxV0zT2O6Eo7plnZmmjruzGzbYku0jdW3dEAx83I\ntBzf8N1lw0yWq1pOCmIptY4uBFybJdGpLBPpufFT9h2cBHyKqGeqGkMkaudnSVba32tpf7OTEss2\nypYdq/Nz635ITy+XOscqbzjRgntmw+uXpeXyudc2Im6GHZxfMd1cuAP4aupxUKiNWGqrfmwnzvup\nKPb+h7j5OiFL8GFS3Xw9MD3Ryt6puqJy7CXtnv/a+V1UcSAx1OrWshXMbAsidtYgepDUtTNxXXlM\n9kL6DR0EDAO+18Y2RSRHLflD057AX/InKzP7MtH17Kp0ks67PS1H0XCxV8H3iYufo9w9fxJ/H3gH\nmMfMpk2Vcya7sGh3jOurgJnZp9399Ta2m90d79V9LLXKfI7oEvZm7q1KyWi6EJyPaDnJf15S0ju2\nRbkmlz7xkXxSj+s+xLjR7YnWg5VK1htDJJe9xpamC/0dKu6r6jEekZb3Z2MPc/v7p5m9mpUztawd\nA3zYkHxl3icu9KZN/9+usriZi7jgup4YCnQ00WOoFzObOZV5Qq6FKvtM7wDfqVCGOvVKdgyLLnCz\nmMu+66mI8a7/Klj3Y+Jis26LetvfjZl9jmgtvJDosrx2xV0OZNxkrZiN3W7bqc+LYuktouv7n0vK\nAgXfgZmtRcTOtkTX8KqqxsdJbZQtf6wezb3er3Ofu5fdiF8oLV/MvXY2MJe7v1WwfunxzKkcS0nt\n+rEfcd4ffWIvHaOyHnWNx7YTdUXl2Gv3/NeP30VTFnPKHEDUHbMRNzyK7EDcfFgPeJsarflmNh1x\nw/vhhvMkxA35d1GrvUi/KckfYlIyP5IYv5T35bTsczfd3f9lZv8BFqy5rxmIbmmvEd2089ucaGbn\nECfU88zsQKKi35E4KVzrLSacauJs4i78JWa2C3Hy3ZQ42f2RFmOz3P0lM7sa2MjMjiNaKYalz7Ig\nMbnPf3J/shhx0badmW1DtA6+QLQ8HuPu2QVT1oL4mJmtTdztXhJ4g2ipPcTbG57QMU3iAz65x3Ud\nd78RwMwKVzCzzwJzArdajFM9Bvh6+nw3A/t6k6EMOVWPcfbZpysoy1TEReR0ZjZzam0q+j6zMbUL\nAU/mjmdtLeLmdWAld/99WrdsM4sQF8iPmdlyRLfW5YjPei2wv7eYsKpmvVJ6DIlWNEgJq7u/SUE3\n8GQN4njf16xsJeX9mPa+mzOBD4jPWeXmR2Yg4+ZS4rd3iJk9ScTqQkR39Q+o2C24LJbc/f9oOI/k\nbJiWjzVsaxailfhWdx9vDWOZW6gTH3XLdg6R9J5vMU/J34k42pdoib+Kfko3T+ckWqYPB54lutGT\nynx+yd/NQUwc+A7ROlymciwRPQHbqR/bjfO2tKjH8utNTSTiuxLf44TUI61TdUXl2KON818/fxel\n0nH5GTH/wDGU/yYgeiT8wd3/k4Zb1DEfkX8UXa9+bDFhb63rVRHpS931h57Raflgw+ufScuyWVjf\noufkUtWWRCvemanbf6N9iIp+a+LC5nXixPALYvxgW9z9NGLowWrEyeYt4sRzO7BGQU+FIlsRJ8H9\niC7CLxLdw04gLjiASRczixLHbw+im+PPiLv1hwA3pCELEBN6Qdy5voE41mcTd/z3JCbImbadz9xB\no9OyMT4+scc1S/BbyMrweaIlYTjRFff3xEX2vRaTR7XaV9Vj/DjRCvJ165nQLLMmPReHpb/ZdIxP\nJ+rxyk9HKDE6LYvi5s0swW8hO4ZLEROCTUdMbvU4MVb37oLPWqRqvZK11K2Xi6VMNs686f4sJi/L\nLuj7ewzz2y39bsxsM6LlbdfGHg8VDFjcpER3FeJ3fQNxc+VB4ntd3d2r3gQZnZZ9YqmkPHPR0yW+\n8Ts4gahDqvakycv2v1HBe1Xjo7Bs7n4dMdnZgkQL9dvEXAZPEmP6i1rX6zqCqF/PIHpIfaOg1bPI\nj4iZ4y9qceOvTizVrh/7GeftGp2WrWLvDqJ+3oX4DJu32nDNuqJO7LVz/uvP76KZvYn6ezt3/6DZ\niu5+W8NN/TpaXa++CcxYUK+LSA1K8oeerJvs4w2vZyeBspP6+8S4szp2IcafnVby/npEQvMqMQP2\nWURrw+ZUmJW1TGoFPIBoAbiIaBl9gmjJO8JyMww38R1iDoJniYuknxEzRo8jkofMnMTJ/g5gYXff\n2d3HEa3QE4hkLZvRe6a0XJcYl7iOu+9JtBxcSXS/a/upAh1SFh86rs1lZcgmHhvp7nu6+9pEa89n\nqTDUpeoxThdHZ6TtXm9mS5jZzKkl5zyiFQ6ipaxoP9mEYKsRF5R1h+E0Ko2bGrJjuCZwvLuvko7h\nKsTF8YLERHCtVKpX3P0ZosV0UeByM1vQzGY1s28TM3m/S8nxg0mTS12Z/v5ad7+ixmct1ey7Sa2s\npwHXe4XHmjYayLixeDrL4USPjNuJnjoTiC6755jZvBWLWTmWUnJ5A3Ez+dT8eHiLCeR2oMJjCEvc\nRUwI+g0zO9PM5jWzz6QeNjsRw4uaxUezsi1ATLI5AzEZ5UnE8VwSODl1R+6vf5Bm1Sfq07vMrM8w\nmYYyH0T0GnqGvuO7e6kZS7Xqx/7GeT9Ujb07iPHu9wArArdZTCJXqI26ok7s1Tr/deB3UcjMsvr5\nzPw8AgOkyvUq1L9mFZEcJflDz2fT8pWG17OJWcoetTIdPSftlixmI1+MeO5pn8myLJ6teyUxydZX\n3H17d9+J6Hp2H3BMulioxWKCnBuIloil3H0bj5mDlyAm+NmZ6LrbbBsrEXfCH0tlG+fu26Wy/ZPo\nYvkVAHd/0d2XcPdVPfcs2nQBlM2em7UeZuNa/9fdf5pb92N6HtXzrbqfucMK40PHtaWsDB8TM2bn\nezWcQVxwr5Nacwq1cYwPJB4RtzIxw/O/iaTqF/TMo/FuwX6mIVrRtkvlWr9Vq0sFZfVKHdkxfIne\nT+GA6L3xDi2+xzbqle2JC/aNiMcwvUE8Ru9g4tj0OX5pPzMRj7Vam7gY37povboqfDenEBeu/blp\nNVBxcwrR8rqfu3/d3ff2eMb4JsDCxPdSRaVYMrM5iUclfi2Vf6/cezMQieZDtHkDK40V35gYM78j\nkfi+QtwA2pZIJMrio1nZpk6vLUA8P3zzlJQtQxzDjYihKv3i7he4+/7uvhHxpIw5gIvKbsaa2RFp\nv68SQ5SqtPpXjaW69WMn4rwdlWLP3Q92933cfQWi58MylHxn7dQVNWOv8vmvE7+LIimmfkbU3Qd0\nartNVLlenUjJ71NEqlGSP/RkXbwaK7/XG95v9D/0nhStlaxLWdmF3ZbE3dgj3X3SZECpW3/WbXts\njf3l9zs70XIyaYKfdDE6ruJ2s/cPyA8zSOU8iIj7luMD0xjD1+mZRCc7fn1mF0+tim/QMzfCYCmL\nDx3X5rIyPN3YtdRj0rI/EfHerDWz1jF29w/cfTPiefD7Eo9RWsTd9wPmJnoD9LpQTxfR16bt/I1I\nMp6v80FLlMVNHdkxfNT7TiD1DlHeeazJs9CpWa+kG0hfJ2bv3p9IKuZPwybmpvdEZcCkBO52osfB\nvUQ36KLhSLW0+m7MbF2iF8z+qWt8WwYiblLiuhUxhjv/jGo8Zhi/CVjGYpKwVlrGUho7fQ/R8nod\n8ci+j3KrHEl0Cf+eVxtGVMjdn0v72IB4/Nt2RL3za2JsdVF8tCrb8kSvlEs9N4wlJXb7EvXV2HbL\nXPI5JhCPxVuUhrrQzKa2ePrFwUSStpq7P9Z3K4XbrRpLlevHTsV5m9qpxw5K6/d55Gh/6ooasVfn\n/NeR30WBnYkeAzt6zOUx0Fpdr84KvO3FE4aKSEUa7zL0ZCfYWel9tzpLKkbQwGKG2+mJlq6q1iZa\n3m4qef+LaflEwXvZBUbV7p2VtuvuL5rZKxW2W7lsFhOuGXHx8lx+xXR3e3piXDXExTGU332ehoaL\n60FQFh86rs39g2ilKitD1r2w2cVjW8c4dY2c1D3Seh4j9xfPzXptZp8mfo/LEq1uaxX1smlTWdzU\n0ep7nJaYk6FZr4Pa9Uo6RreQe4xTGh88B/FMahpev4Vohb0Z2Mg7MFlmxe9mk7Q8w8yKJrG7wMwu\nIBLwO1rts8Nx81mi9cy9Yab15DFigrJ5ad0VumksmdkSwG/SPi8kxv9+1LDaJsTv/hErnujxKTPD\n3VsOMUrbvjb9l5Uhm7m712epWLZmv/MPzOzvwNJmNr3XGLOcelqMBoa5e9EjyZ5JyzmIif6yWcqv\nJIa4PE0koX8r+NumWsWSmdWpHzsa5zUVxl7qir8i8Iy793raS/rOXgC+kH+9E3VFxdirc/7r2O+i\nQfad3VCy3dvT6yM89/jcfniaOA8UXa9OTfzG+jN0TERQkj8UvZCWc5CbmdTdnzWzZ4GVzGyqhjug\no9Oy0jgri0lelgLu897Pw83L7kIvSN/HxCyQlkWPoGklv93Gcn2amLCl1XPX89toLENj2dYluqmd\nRk838szXiDGX2SQ69xMnplFmNnX+TrrFjMMzE60tg6kwPtBxbcpjhuAHgWXNbH53/3uuDNMQj196\nlRiWUKbWMTazu4Hp3H1kw+pjiJsgv8mtOz3RjXZZYtbzb3pnJvfKlMVNHU+m7SxtZrPkW7zMbDai\nNeq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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 1073, + "width": 508 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 使用pd.cut()切分数据， 将连续变量humidity和temp离散化\n", + "BikeData['humidity_band'] = pd.cut(BikeData['humidity'], 5)\n", + "BikeData['temp_band'] = pd.cut(BikeData['temp'], 5)\n", + "\n", + "# 使用map方法，将holiday数据做映射， 0对应'non-holiday'， 1对应 'holiday'\n", + "BikeData['holiday_cat'] = BikeData['holiday'].map( {0: 'non-holiday', 1: 'holiday'} )\n", + "\n", + "# FacetGrid绘图\n", + "sns.FacetGrid(data = BikeData, row='humidity_band', size=3, aspect=2).\\\n", + " map(sns.barplot, 'temp_band', 'count', 'holiday_cat', palette='deep', ci=None).\\\n", + " add_legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**洞察：** \n", + "* 湿度在 0-60， 温度在20-40之间的租车人数较多\n", + "* 一般情况下，假日的平均租车人数比非假日多。寒冷的天气下，非假日的租车人数比假日多。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4.2 不同季节，每个小时平均租车人数如何变化？" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# 为了作图美观，图例清晰，我们先把季节1234转化为对应的标签\n", + "# 使用map方法进行映射\n", + "BikeData[\"season_label\"] = BikeData.season.map({1:\"spring\",2: \"summer\",3:\"fall\",4:\"winter\"})" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ToT85FG1YvTrqmpuj7+KhxPqGReujIVs/m63Nuo6m9njnjp+I5c3Jd3lGRBwZ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\nio6lzbH17vWxZfuayGYX1un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qtnKz7Hwps6y0b019YfNu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\noOglOp0O+4xZ2GfMwld1Edfrm3Dv2wOR+OweLYH6Ohr/56l+r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fglVLSd5t26fVS7a/GG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6Bi8gpvo2JAkCEIoy752sJtWZuxInHJl2+73R58sLMazXVTr9AvW5mGqzZwlxAR0Xx1oqEP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\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5Ii6Z63Y4HHLHYr48d0zi4q58bzUiIiI5PSUONL/0wqgSon5Biy6TfAmY/ILEK/p772xF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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 569, + "width": 930 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# 绘图\n", + "sns.FacetGrid(data = BikeData, size=8, aspect=1.5).\\\n", + " map(sns.pointplot, 'hour', 'count','season_label', palette='deep', ci=None).\\\n", + " add_legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "**洞察：**\n", + "* 秋天和夏天租车人数最多\n", + "* 春天租车人数显著低于其他季节（可能和本地气候有关？）" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4.3 不同天气情况下，每个月的平均租车人数如何变化？" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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EAAAYnz3HGvXES2VTXUZYsVktlwd+w4SAcdED4d9MD636fAFt2VOldw7Wqr2r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GAYeAR7/x9ZdpahZORM1CEZGeb8HKvVTVNtrW+qXHMW1sf5cTSW9Q01jDxrytrM3ZSH5NYbvm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\na27W6Sef9ltPmz1XVc02ifdYAAAAAEAnljh7oex9Bqjoz0/KW+1/SytfU5N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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "height": 569, + "width": 901 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.FacetGrid(data = BikeData, size=8, aspect=1.5).\\\n", + " map(sns.pointplot, 'month', 'count','weather', palette='deep', ci=None).\\\n", + " add_legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**洞察：**\n", + "* 总体上，天气越好，租车的人数越多（晴天 > 多云、阴天 > 雨天）\n", + "* 5-10月的租车人数较多，从1月到5月，总体呈上升趋势，10月以后有明显的下降趋势。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 作业9-3：\n", + "1. 使用map方法将weather改为有意义的标签\n", + "2. 画出按照星期数划分的每小时平均租车数量，并写出自己的洞察结果。" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 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"* 机器学习是一门交叉学科，涉及概率统计（probability and statistics），优化（optimization），和计算机编程（computer programming）等等。\n", + "* 用途极为广泛：从预测信用卡违约风险，癌症病人五年生存概率到汽车无人驾驶，都有着机器学习的身影。\n", + "* 备受重视：人们在决策分析的时候越来越多得用定量方法（quantitative approach）来衡量一个决策的优劣。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 机器学习的主要任务\n", + "## 监督学习\n", + "* 监督学习（Supervised Learning）：从给定的训练数据集中学习出一个函数，当新的数据到来时，可以根据这个函数预测结果。监督学习的训练集（training data）要求是包括输入和输出，也可以说是特征和目标。\n", + "* 监督学习中又可进一步分为两大类主要问题：预测与分类。房价预测是一个典型的预测问题，房价作为目标是一个连续型变量。信用卡违约预测是一个典型的分类问题，是否违约作为一个目标是一个分类变量。\n", + " \n", + "## 无监督学习\n", + "* 无监督学习（Unsupervised Learning）：训练集没有人为标注的结果。我们从输入数据本身探索规律。\n", + "* 无监督学习的例子包括图片聚类分析，文章主题分类，基因序列分析，和高纬数据（high dimensional data) 降维等等。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 案例分析：波士顿地区房价\n", + "* 房价分析与预测是典型的监督学习中的预测问题。我们将使用boston房价为例子来引入监督学习的概念。\n", + "* 数据来源： Harrison, D. and Rubinfeld, D.L. 'Hedonic prices and the demand for clean air', J. Environ. Economics & Management, vol.5, 81-102, 1978.\n", + "* 我们使用这个案例来展示在python中使用机器学习的一般流程，让大家对机器学习有一个直观感受。撇开艰涩的理论，在应用层面对有python基础的人来说，使用机器学习是水到渠成的。\n", + "\n", + "### 数据描述\n", + "* 目标：自住房的中间价，以1000美元计价。\n", + "* 特征：13个特征，包括犯罪率，每个镇（town）非商用面积百分比，平均每个房子的房间数，房产税率，黑人比例，里波士顿工作中心的加权距离，等等。\n", + "\n", + "* CRIM: per capita crime rate by town 犯罪率\n", + "* ZN: proportion of residential land zoned for lots over 25,000 sq.ft. 后院面积大于25000平方英尺的比例\n", + "* INDUS: proportion of non-retail business acres per town \n", + "* CHAS: Charles River dummy variable (= 1 if tract bounds river; 0 otherwise) 是否靠近查尔斯河\n", + "* NOX: nitric oxides concentration (parts per 10 million) nitric oxides浓度\n", + "* RM: average number of rooms per dwelling 每间住宅的平均房间数\n", + "* AGE: proportion of owner-occupied units built prior to 1940 1940年前建造的自住房房屋比例\n", + "* DIS: weighted distances to five Boston employment centres 离波士顿五个工作中心的加权距离\n", + "* RAD: index of accessibility to radial highways 高速公路可得性指数\n", + "* TAX: full-value property-tax rate per \\$1000 每1000美元地税\n", + "* PTRATIO: pupil-teacher ratio by town 学生教师比\n", + "* B: $1000(Bk - 0.63)^2$ where Bk is the proportion of blacks by town \n", + "* LSTAT: \\% lower status of the population 下层经济阶层百分比\n", + "* MEDV: Median value of owner-occupied homes in $1000's 自住房中间价格" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# sklearn是机器学习模型的主要工具\n", + "import matplotlib.pyplot as plt #作图\n", + "from sklearn import datasets #数据\n", + "from sklearn.feature_selection import SelectKBest, f_regression #特征选取\n", + "from sklearn.linear_model import LinearRegression #线性回归\n", + "from sklearn import metrics #线性回归\n", + "import numpy as np\n", + "import pandas as pd\n", + "%matplotlib inline \n", + " #!/usr/bin/env python -W ignore::DeprecationWarning\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 首选，我们读取数据。\n", + "### 房价预测是典型的监督学习，所以我们的训练集（training data）要求特征和目标。" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(506, 13)\n", + "(506,)\n" + ] + } + ], + "source": [ + "#读取波士顿房价数据\n", + "boston_dataset = datasets.load_boston()\n", + "X_full = boston_dataset.data #导入特征\n", + "Y = boston_dataset.target #导入目标： 房屋中间价 1000美元计价。\n", + "# X_full是一个ndarray\n", + "print X_full.shape #shape method读取数据尺寸，我们有506个数据点和13个变量\n", + "print Y.shape #目标一般都是一维变量。Y是一个ndarray。" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['CRIM', 'ZN', 'INDUS', 'CHAS', 'NOX', 'RM', 'AGE', 'DIS', 'RAD',\n", + " 'TAX', 'PTRATIO', 'B', 'LSTAT'], \n", + " dtype='|S7')" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# feature_names列举了所有特征名字，上方有其对应的描述\n", + "boston_dataset.feature_names" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# 把数据分为训练集合测试集\n", + "# 为了测试模型的表现，我们将数据分为70%的训练集和30%的测试集\n", + "# 使用train_test_split函数可以帮助我们随机选取训练集和测试集\n", + "from sklearn.cross_validation import train_test_split\n", + "X_train, X_test, Y_train, Y_test = train_test_split(X_full, Y, test_size=0.3, random_state=0) " + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# 让我们从最简单的形式开始，我们从这13个特征里只选择一个建立一个线性模型。\n", + "# 我们选择最后一个特征LSTAT （下层经济阶层百分比）\n", + "# 使用reshape将X转为为二维数组\n", + "X = X_train[:, 12].reshape((-1,1)) #X：LSTAT " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 数据可视化\n", + "plt.scatter(X, Y_train, color='black')\n", + "plt.ylabel('Median Home Value')\n", + "plt.xlabel('LSTAT')\n", + "plt.show() #看到什么规律了吗？" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 商业观察：随着低收入阶层的减少, 房价攀升，这与我们的预期相符。\n", + "### 定量建模第一步：简单线性模型 （simple linear regression）。 $y=\\beta_0+\\beta_1 x+\\epsilon$ \n", + "### 我们将使用著名的最小二乘法来拟合一条直线，我们暂时可以将拟合的过程视为一个黑盒子" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "regressor = LinearRegression(normalize=True) #使用sklearn里线性回归的模块\n", + "regressor.fit(X, Y_train)\n", + "plt.scatter(X, Y_train, color='black')\n", + "plt.plot(X, regressor.predict(X), color='blue', linewidth=3)\n", + "plt.ylabel('Median Home Value')\n", + "plt.xlabel('LSTAT')\n", + "plt.show() # 使用抛物线拟合会不会更好？" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Coefficients: \\n', array([-0.96814078]))\n" + ] + } + ], + "source": [ + "# 我们可以查看beta1的估计值\n", + "# 我们可以这样理解beta1：当下层经济百分比增加1%，房屋平均中间价位降低$970\n", + "print('Coefficients: \\n', regressor.coef_) #beta_1的点估计值" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "39.817150504744163" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 使用RMSE来检查预测误差，RMSE越大误差则越大。\n", + "X_1d_test = X_test[:, 12].reshape(-1, 1)\n", + "metrics.mean_squared_error(Y_test, regressor.predict(X_1d_test))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 后续问题：\n", + "* 如何解决非线性问题？\n", + "* 如何预测房价给定某个LSTAT？\n", + "* 仅仅使用一个特征是不是足够？如何将其他特征放入模型中？\n", + "* 如果要使用多个特征，我们应该如何选取？我们在后续课程中会介绍著名的lasso来帮助线性模型选取特征。\n", + "* 如何评判一个模型的好坏？在面对未知的数据是，如何评估一个模型预的测能力？" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 使用经典lasso方法进行模型选取\n", + "## lasso的核心思想是加入$L_1$ panalty以达到参数稀疏性的目的，我们暂时可以理解为一个可以帮助我们选择有用特征的黑盒子方法。" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from sklearn import cross_validation\n", + "from sklearn.linear_model import Lasso, LassoCV" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(100,)" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# alpha是lasso需要的调谐参数（tuning parameters）。\n", + "alphas = 10**np.linspace(10,-2,100)*0.5\n", + "alphas.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 画出参数在不同alpha取值的估计值，当alpha变大时候大部分的参数都为零，从而起到了特征选取的目的 （并不是所有变量都是有用的，一些变量是噪音）。最优的alpha取值由训练集上的交叉检验（cross-validation）来决定。\n", + "* 核心思想是使用不同的alpha拟合模型，alpha越大系数估计值的绝对值趋小，最终alpha足够大时，所有的系数估计值都为0\n", + "* 我们的目标是选取一个合适的alpha，一部分特征值得系数估计值为0，而且模型有着好的预测能力。这样就起到了特征选择的目的。\n", + "* 不必完全理解里面的所有含义，我们使用这个案例来展示python代码的简洁易用性" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lasso = Lasso(max_iter=10000, normalize=False)\n", + "coefs = []\n", + "# 使用不同的alpha训练一个lasso回归\n", + "for a in alphas:\n", + " lasso.set_params(alpha=a)\n", + " lasso.fit(X_train, Y_train)\n", + " coefs.append(lasso.coef_)\n", + "# gca是Get Current Axes的缩写，指的是获得当前图表\n", + "ax = plt.gca()\n", + "# coefs是一个列表，每个元素是13个特征在不同alpha下的估计值\n", + "ax.plot(alphas*2, coefs)\n", + "# 使用log为x坐标轴的计数法\n", + "ax.set_xscale('log')\n", + "plt.axis('tight')\n", + "plt.xlabel('alpha')\n", + "plt.ylabel('weights')\n", + "# 不同颜色的线代表不同变量，总共有13根线代表13个变量\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 现在我们的问题是在那么多alpha中应该选取哪一个？\n", + "* sklearn的lasso模块提供了使用交叉检验(cross-validation)功能帮助我们选取最优alpha" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.75489236729547671" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 利用cross-validation选取最优alpha，这里使用的标准是RMSE（Root Mean Squared Error）。\n", + "lassocv = LassoCV(alphas=None, cv=10, max_iter=100000, normalize=False)\n", + "lassocv.fit(X_train, Y_train)\n", + "# lassoCV帮助我们选取了最优的alpha值为0.755\n", + "lassocv.alpha_" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "30.866801508889896" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 将最优alpha代入lasso模型中即可！\n", + "lasso.set_params(alpha=lassocv.alpha_)\n", + "# 设定alpha之后，使用X_train和Y_train拟合模型\n", + "lasso.fit(X_train, Y_train)\n", + "# 放入多变量之后MRSE显著减小！\n", + "metrics.mean_squared_error(Y_test, lasso.predict(X_test))" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CRIM -0.078710\n", + "ZN 0.048115\n", + "INDUS -0.000000\n", + "CHAS 0.000000\n", + "NOX -0.000000\n", + "RM 1.652658\n", + "AGE 0.002939\n", + "DIS -0.874493\n", + "RAD 0.206365\n", + "TAX -0.014080\n", + "PTRATIO -0.852610\n", + "B 0.007214\n", + "LSTAT -0.677797\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "#查看lasso参数估计，注意到有三个变量系数的估计值为0==》特征选取。\n", + "import pandas as pd\n", + "print(pd.Series(lasso.coef_, index=boston_dataset.feature_names))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 通过以上分析我们可以获得以下商业洞察\n", + " * 房价随着犯罪率的下降尔上升。\n", + "* 房价随着离波士顿五个就业中心的距离增加而下降。\n", + "* 房价随着税收比例的增加而下降。\n", + "* 房价随着下层经济人口百分比的增加而下降，\n", + "* 房价随着学生教师比的增加而下降，这点似乎出乎意料，可以进一步探究。\n", + "* 房价与是否靠近查尔斯河无关。\n", + "* 房价与一氧化氮浓度无关。\n", + "\n", + "# 我们还可以使用这个拟合好的模型对其他地区房价进行预测，以帮助合作伙伴决定新建房的位置面积等等。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 在实践当中\n", + "* 数据的获取往往是很费周折的一个步骤，从确定所需要的数据到采集清理，这个过程可以长达数个月甚至一年。\n", + "* 确定一个有意义的问题是成功的一般，现实问题中我们往往要将商业需要的问题转化为一个数据能回答的问题。\n", + "* 和模型无关的步骤往往要占据整个过程90%以上的时间，正如我们刚看到的，使用python做机器学习是非常简洁的！" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "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": 2 +} diff --git a/xinda/lesson10/intro_to_ML_revised.pptx b/xinda/lesson10/intro_to_ML_revised.pptx new file mode 100644 index 0000000..197a84d Binary files /dev/null and b/xinda/lesson10/intro_to_ML_revised.pptx differ diff --git a/xinda/preview01/Example.ipynb b/xinda/preview01/Example.ipynb new file mode 100644 index 0000000..32f99ba --- /dev/null +++ b/xinda/preview01/Example.ipynb @@ -0,0 +1,314 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1 （多选）以下哪些命令可以产生构建一个列表，请选出所有正确选项（12分）\n", + "\n", + "``\n", + "A. [1, 2, 5, 5]\n", + "B. [1, \"a\", 2, \"b\"]\n", + "C. [ [1, 3, 5], [2, 4, 6] ]\n", + "D. [5, \"b\" * 3, 3]\n", + "``\n", + "\n", + "答案：ABCD" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "2 以下哪个符号可以注释掉一行python代码？注意：注释掉以后的代码将不再运行（6分）\n", + "\n", + "``\n", + "A. *\n", + "B. #\n", + "C. (comments)\n", + "D. //\n", + "``\n", + "\n", + "答案：B \n", + "\n", + "92%的同学答对了" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "3 字符串变量a的赋值是”2”，如何将这个字符串变量转换为数值变量？（6分）\n", + "\n", + "``\n", + "A. a = type(a)\n", + "B. a = int (a)\n", + "C. print(a)\n", + "D. a += 1\n", + "``\n", + "\n", + "答案：B\n", + "\n", + "95%的同学答对了" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "4 请选出以下正确的if条件语句（6分）\n", + "\n", + "``\n", + "A. if a >= 18:\n", + "B. if (a >= 18)\n", + "C. if (a => 18):\n", + "D. if a>= 18\n", + "``\n", + "\n", + "答案：A\n", + "\n", + "96%的同学答对了" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "5 以下哪个命令是正确的方式开始编写一个python函数？（6分）\n", + "\n", + "``\n", + "A. def 函数名称():\n", + "B. function 函数名称():\n", + "C. def 函数名称()\n", + "D. function 函数名称()\n", + "``\n", + "\n", + "答案：A\n", + "\n", + "92%的同学答对了" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "6 选出以下正确的python循环（6分）\n", + "\n", + "``\n", + "A. for a in range(4)\n", + "B. for a loop 3:\n", + "C. for a in range(1,4):\n", + "D. for (a = 0; a < 3; a ++)\n", + "``\n", + "\n", + "答案：C\n", + "\n", + "88%的同学答对了" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "7 选出以下正确的while循环语句（6分）\n", + "\n", + "``\n", + "A. while loop a < 10\n", + "B. while a < 10:\n", + "C. while (a < 10)\n", + "D. while loop a < 10:\n", + "``\n", + "\n", + "答案：B\n", + "\n", + "95%的同学答对了" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "8 如果我们有一个已定义的变量example, 如何正确的查看变量类型？（6分）\n", + "\n", + "``\n", + "A. Type(example)\n", + "B. example.type\n", + "C. getType(example)\n", + "D. type(example)\n", + "``\n", + "\n", + "答案：D\n", + "\n", + "92%的同学答对了" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "9 （多选）选出以下所有对字典的正确描述（11分）\n", + "\n", + "``\n", + "A. 字典是不可改变的\n", + "B. 字典的里的键值对是没有顺序的\n", + "C. 键作为字典的索引，我们可以自定义；而列表的索引则是默认的非负整数\n", + "D. 字典的值是可以是任意数据类型\n", + "``\n", + "\n", + "答案：BCD" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "10 下段的代码试图将相加1到10的整数，解释为什么以下代码不正确（6分）\n", + "\n", + " sum = 0\n", + " i = 1\n", + " while i <= 10:\n", + " sum += i\n", + " i = i + 1\n", + "\n", + "``\n", + "A. while循环编写错误\n", + "B. i = i + 1应改为i += 1\n", + "C. i = i + 1应该缩进\n", + "D. Sum = Sum + i 应改为 Sum += i\n", + "``\n", + "\n", + "答案：C\n", + "\n", + "76%的同学答对了" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "11 (多选)下面哪些字典是正确创建的？（11分）\n", + "\n", + "``\n", + "A. dict = {1: [1, 2], 3: [3, 4]}\n", + "B. dict = {1:\"Xiao Ming\", 3: \"Lao Wang\"}\n", + "C. dict = {“Xiao Ming”: 1, “Lao Wang”: 3}\n", + "D. dict = {[1,2], 1, [2,3],2}\n", + "``\n", + "\n", + "答案：ABC" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "12 以下代码使用for循环，如果使用while循环应该如何改写？（6分）\n", + " \n", + " sum = 0\n", + " for i in range(100):\n", + " sum += i\n", + "\n", + "方法一：\n", + "\n", + " sum = 0\n", + " i = 1\n", + " while i <= 100:\n", + " sum += i\n", + " i += 1\n", + " \n", + "方法二：\n", + "\n", + " sum = 0\n", + " i = 1\n", + " while i < 101:\n", + " sum += i\n", + " i += 1\n", + " \n", + "方法三：\n", + "\n", + " sum = 0\n", + " i = 0\n", + " while i <= 99:\n", + " sum += i\n", + " i += 1\n", + "\n", + "方法四：\n", + "\n", + " sum = 0\n", + " i = 1\n", + " while i < 99:\n", + " sum += i\n", + " i += 1\n", + "\n", + "``\n", + "A. 方法一\n", + "B. 方法二\n", + "C. 方法三\n", + "D. 方法四\n", + "``\n", + "\n", + "答案：C\n", + "\n", + "81%的同学答对了" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "13 我们有列表a = [5, 4, 3, 2, 1]，下面哪行命令可以选出4,3,2?（6分）\n", + "\n", + "``\n", + "A. a[1:4]\n", + "B. a[2:4]\n", + "C. a[1:3]\n", + "D. a[1:]\n", + "``\n", + "\n", + "答案：A\n", + "\n", + "91%的同学答对了" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "14 以下哪个选项可以查看字典dict的键？（6分）\n", + "\n", + "``\n", + "A. dict.values()\n", + "B. dict.get()\n", + "C. dict.keys()\n", + "D. dict[1]\n", + "``\n", + "\n", + "答案：C\n", + "\n", + "85%的同学答对了" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "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 +} diff --git a/xinda/preview01/Homework.ipynb b/xinda/preview01/Homework.ipynb new file mode 100644 index 0000000..3485193 --- /dev/null +++ b/xinda/preview01/Homework.ipynb @@ -0,0 +1,600 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 作业1：使用如下代码创建DataFrame\n", + "\n", + "1. 选出亚洲或者北美洲的国家记录 (提示：使用 isin 方法)\n", + "2. 选出gdp大于4兆亿美元的国家" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "gdp = {\"country\":[\"United States\", \"China\", \"Japan\", \"Germany\", \"United Kingdom\"],\n", + " \"capital\":[\"Washington, D.C.\", \"Beijing\", \"Tokyo\", \"Berlin\", \"London\"],\n", + " \"population\":[323, 1389, 127, 83, 66],\n", + " \"gdp\":[19.42, 11.8, 4.84, 3.42, 2.5],\n", + " \"continent\":[\"North America\", \"Asia\", \"Asia\", \"Europe\", \"Europe\"]}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 创建dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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countrycapitalpopulationgdpcontinent
USUnited StatesWashington, D.C.32319.42North America
CNChinaBeijing138911.80Asia
JPJapanTokyo1274.84Asia
DEGermanyBerlin833.42Europe
UKUnited KingdomLondon662.50Europe
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" + ], + "text/plain": [ + " country capital population gdp continent\n", + "US United States Washington, D.C. 323 19.42 North America\n", + "CN China Beijing 1389 11.80 Asia\n", + "JP Japan Tokyo 127 4.84 Asia\n", + "DE Germany Berlin 83 3.42 Europe\n", + "UK United Kingdom London 66 2.50 Europe" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdp_df = pd.DataFrame(gdp, columns = [\"country\", \"capital\", \"population\", \"gdp\", \"continent\"],\n", + "index = [\"US\", \"CN\", \"JP\", \"DE\", \"UK\"])\n", + "\n", + "gdp_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 问题1" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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countrycapitalpopulationgdpcontinent
USUnited StatesWashington, D.C.32319.42North America
CNChinaBeijing138911.80Asia
JPJapanTokyo1274.84Asia
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" + ], + "text/plain": [ + " country capital population gdp continent\n", + "US United States Washington, D.C. 323 19.42 North America\n", + "CN China Beijing 1389 11.80 Asia\n", + "JP Japan Tokyo 127 4.84 Asia" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 是亚洲或者北美洲的布尔索引\n", + "\n", + "# 方法1\n", + "mask = (gdp_df['continent'] == \"North America\") | (gdp_df['continent'] == 'Asia')\n", + "gdp_df.loc[mask]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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USUnited StatesWashington, D.C.32319.42North America
CNChinaBeijing138911.80Asia
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USUnited StatesWashington, D.C.32319.42North America
CNChinaBeijing138911.80Asia
JPJapanTokyo1274.84Asia
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" + ], + "text/plain": [ + " country capital population gdp continent\n", + "US United States Washington, D.C. 323 19.42 North America\n", + "CN China Beijing 1389 11.80 Asia\n", + "JP Japan Tokyo 127 4.84 Asia" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdp_df.loc[gdp_df.gdp > 4]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 作业2：使用鸢尾花数据集，模仿老师课上的例子，完成如下作业，\n", + "\n", + "1. 画出花萼宽度和长度的散点图，使用品种划分数据\n", + "2. 画出花萼长度的箱图，使用品种划分数据" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 首先读取文件" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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5.13.51.40.2Iris-setosa
04.93.01.40.2Iris-setosa
14.73.21.30.2Iris-setosa
24.63.11.50.2Iris-setosa
35.03.61.40.2Iris-setosa
45.43.91.70.4Iris-setosa
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" + ], + "text/plain": [ + " 5.1 3.5 1.4 0.2 Iris-setosa\n", + "0 4.9 3.0 1.4 0.2 Iris-setosa\n", + "1 4.7 3.2 1.3 0.2 Iris-setosa\n", + "2 4.6 3.1 1.5 0.2 Iris-setosa\n", + "3 5.0 3.6 1.4 0.2 Iris-setosa\n", + "4 5.4 3.9 1.7 0.4 Iris-setosa" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "col_names = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width', 'species']\n", + "iris = pd.read_csv('iris.txt')\n", + "iris.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 问题1" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Iris-setosa', 'Iris-versicolor', 'Iris-virginica'], dtype=object)" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris.species.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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e8/gXW6s3sN3zK5HXJIFzIzWSOJZemo/tYj67KvEgbWZXmdkVkq6XfwriDQ02\nOyfpytrXV9Z+/xzOuU8450adc6OFTt8tDAJpebm+Vq36eif30SvGxlqrN8JrkqhgONDySv1cVFeq\nCoaDjvYxtr/xObBZvZG0HMvV14wpt6GWq9WbMhhIqxvOz9Wqr3eqh17zgiOt1RvY7vmVyGuSwLmR\nGkkcSy/Nx3Yxn13VjjXSvy3pXc65FUkXJeUbbHOPpGeuYm+U9OU29LE9hYIUhv5t/6EhP4Zha2//\nJ7GPXjEyIk1N1dempppf1iHxmiSsMFhQOBEq35/X0BVDyvfnFU6EHV0KIUkjhRFNjdWfG1NjU00v\n65DScyz79o7ogeKULq5KF1b92/cPFKeaf/t+d0E6GPq3VHNDfjwYtvTW6rZ76DVXH5Ku2RCarznS\n9LIOafvnVyKvSQLnRmokcSy9NB/bxXx2VTvWSO+XdLt8gH5U0i2SftM5d/O6ba6Q9GlJL5b0oKR/\n7LZopONrpJ8RRf5t/yCIH7aS2EevKJf9co6xsdZC9Hq8JomKFiNVFioKhoOOB8/1ylFZM2dnNLZ/\nrKUQvV5ajuXc+bKefGJGV18zFi/AXor8W6qDQex/yLbdQ6958pRfzvGC1kL0ets9vxJ5TRI4N1Ij\niWPppfnYLuYzUc2ukU48SLdL14I0AAAAdpSu/bAhAAAAsBMQpAEAAIAYCNIAAABADARpAAAAIAaC\nNAAAABADQRoAAACIgSANAAAAxECQBgAAAGIgSHdCFEmzs34E0FC0GGn27Kyixfh/T5LYRxqkZS4S\nmc9LkfTUrB+72UcC0tIHEpTA+YmdjSDdbqWSVCxK4+N+LJW63RGQOqWHSioeL2r89nEVjxdVerj1\nvydJ7CMN0jIXicxnpSTdUZTuHfdjJbuva1r6QIISOD8BHhHeTlHkw/PS0lotn5fm56XCzn6GPfCM\naDFS8XhRS0+v/T3J9+c1f9O8CoPN/T1JYh9pkJa5SGQ+L0U+nKysu/715aWJeWl3tl7XtPSBBCVw\nfqK38YjwNKhUpIGB+lou5+sAJEmVhYoG+ur/nuT6cqosVDq6jzRIy1wkMp+LFWnXhuvfrpyvd7KP\nBKSlDyQogfMTkAjS7RUE0vJyfa1a9XUAkqRgONDySv3fk+pKVcFw0NF9pEFa5iKR+RwMpNUN17/V\nqq93so8EpKUPJCiB8xOQCNLtVShIYeiXcwwN+TEMWdYBrFMYLCicCJXvz2voiiHl+/MKJ8KW3jJP\nYh9pkJZ8MXvyAAAXvElEQVS5SGQ+dxekg6F/uzw35MeDYUtvm6fldU1LH0hQAucnILFGujOiyC/n\nCAJCNLCJaDFSZaGiYDiIHVCS2EcapGUuEpnPS5F/u3wwiB1S0vK6pqUPJCiB8xO9qdk10gRpAAAA\nYB1+2BAAAABoI4I0AAAAEANBGgAAAIiBIA0AAADEQJAGAAAAYiBIAwAAADEQpAEAAIAYCNIAAABA\nDARpAOlwKZKemvVjTOWorJPfPKlyVO5qH2mQmrlIYh8XytL3Tvoxpmgx0uzZWUWL2X5de+U4ekqP\nXDMk9daxdEh/txsAAFVK0jcmpV0D0uqydDCUgqMt7WL67mmdmD3x7O+nxqZ021tu63gfaZCauUhi\nH7PT0nfWjkUvmZJ+vrVjKT1U0uSdkxroG9DyyrLCiVBHX56917VXjqOn9Mg1Q1JvHUsH8YhwAN11\nKZLuKEorS2u1vrw0MS/tLjS1i3JU1oE/PPCc+pkPnNFIYaRjfaRBauYiiX1cKEuff+6x6G1npCub\nO5ZoMVLxeFFLT6/1ke/Pa/6meRUGs/O69spx9JQeuWZI6q1jSQiPCAeQDYsVfwdkvV05X2/SzNmZ\nlurt6iMNUjMXSezjqU163qzeQGWhooG++j5yfTlVFlroIwV65Th6So9cMyT11rF0GEEaQHcNBv5t\nxPVWq77epLH9Yy3V29VHGqRmLpLYx1Wb9LxZvYFgONDySn0f1ZWqguEW+kiBXjmOntIj1wxJvXUs\nHUaQBtBduwt+LV5fXsoN+fFg2NLbiSOFEU2NTdXVpsamml/KkFAfaZCauUhiH1eO+DXR671kqull\nHZJUGCwonAiV789r6Ioh5fvzCifCzC2H6JXj6Ck9cs2Q1FvH0mGskQaQDpci/zbiYBD74l2Oypo5\nO6Ox/WOtBceE+0iD1MxFEvu4UPbLOa4aaylErxctRqosVBQMB5kOn71yHD2lR64ZknrrWLap2TXS\nBGkAAABgHX7YEAAAAGgjgjQAAAAQA0EaAAAAiIEgDQAAAMRAkAYAAABiIEgDAAAAMRCkAQAAgBgI\n0gAAAEAMBGkAAAAgBoI00EXRYqTZs7OKFqNut9J1aZmLR79/l+77yq/r0e/f1bUe0jIXibgUSU/N\n+rGb+wCANujvdgPATlV6qKTJOyc10Deg5ZVlhROhjr78aLfb6oq0zMVXPvUKvX75Yf2UJJ0N9ZW5\nV+gN7/pWR3tIy1wkolKSvjEp7RqQVpelg6EUtHgsSewDANrEnHPd7qEpo6Ojbm5urtttAImIFiMV\njxe19PTSs7V8f17zN82rMFjoYmedl5a5ePT7d+mnvvoOma3VnJO+d/3n9NPXvb0jPaRlLhJxKZLu\nKEora8eivrw0MS/tbvJYktgHAMRgZqedc6NbbcfSDqALKgsVDfQN1NVyfTlVFirdaaiL0jIX/3P+\nsy3V2yEtc5GIxYq/i7zerpyvd3IfANBGBGmgC4LhQMsry3W16kpVwXDQnYa6KC1z8cLiO1uqt0Na\n5iIRg4FfirHeatXXO7kPAGgjgjTQBYXBgsKJUPn+vIauGFK+P69wIsze2/cJSMtc/PR1b9dfDbxC\nzunZX3818IqOLeuQ0jMXidhd8OuZ+/JSbsiPB8PWlmQksQ8AaCPWSANdFC1GqixUFAwH2QxLCUrL\nXDz6/bv0P+c/qxcW39nREL1eWuYiEZcivxRjMIgfgJPYBwC0oNk10gRpAAAAYB1+2BAAAABoI4I0\nAAAAEANBGgAAAIiBIA0AAADEQJAGAAAAYiBIAwAAADEQpAEAAIAYCNIAAABADARpANsWLUaaPTur\naDHKfB9pOZZtuxRJT836EQCawXWjZf3dbgBAtpUeKmnyzkkN9A1oeWVZ4USooy8/msk+0nIs21Yp\nSd+YlHYNSKvL0sFQCjJ4HAA6h+tGLDwiHEBs0WKk4vGilp5eeraW789r/qZ5FQYLmeojLceybZci\n6Y6itLJ2HOrLSxPz0u4MHQeAzuG68Rw8IhxA21UWKhroG6ir5fpyqixUMtdHWo5l2xYr/o7Serty\nvg4AjXDdiI0gDSC2YDjQ8spyXa26UlUwHGSuj7Qcy7YNBv5t2fVWq74OAI1w3YiNIA0gtsJgQeFE\nqHx/XkNXDCnfn1c4EXZ8KUQSfaTlWLZtd8GvbezLS7khPx4Md+zbswCawHUjNtZIA9i2aDFSZaGi\nYDjoavBMoo+0HMu2XYr827KDAf8YAmgO141nNbtGmiANAAAArMMPGwIAAABtRJAGAAAAYiBIAwAA\nADEQpAEAAIAYCNIAAABADARpAAAAIAaCNAAAABADQRoAAACIgSCN7LkUSU/N+rGLosVIs2dnFS12\nt480SGIuEpnPlJwbWHPufFlnyid17ny52610H+cn0HP627FTMzNJfyzpZyQ9KekfOuee3rDNmyX9\nkaRKrTTpnPt2O/pBD6mUpG9MSrsGpNVl6WAoBUc73kbpoZIm75zUQN+AlleWFU6EOvryzveRBknM\nRSLzmZJzA2tO3TetV8+f0H5JOUmnilM69Lrbut1Wd3B+Aj2pLY8IN7PDkn7TOfdeM/uKpI855+7e\nsM2bJb3GOff7zeyTR4RDlyLpjqK0srRW68tLE/PS7kLH2ogWIxWPF7X09Fof+f685m+aV2Gwc32k\nQRJzkch8puTcwJpz58vac/cB7Vn3vufFVeniW89o396R7jXWDZyfQOZ0+xHhT0i6tfb18mW2+xUz\nmzGzT9fuYtcxs/eb2ZyZzUURb4XteIsVfzdnvV05X++gykJFA331feT6cqosdLaPNEhiLhKZz5Sc\nG1jz5BMzqm6oVWv1HYfzE+hZbQnSzrnvOOdmzOyXJQ1I+kKDzR6V9HvOuTFJ10p6fYP9fMI5N+qc\nGy0U+L/2HW8w8G+Jrrda9fUOCoYDLa/U91FdqSoY7mwfaZDEXCQynyk5N7Dm6mvGlNtQy9XqOw7n\nJ9Cz2vbDhmb2S5L+qaR3OOdWGmxyXtKXal9XJF3drl7QI3YX/LrCvryUG/LjwbDjb40WBgsKJ0Ll\n+/MaumJI+f68wolwxy3rkJKZi0TmMyXnBtbs2zuiB4pTurgqXVj1yzoeKE7tvGUdEucn0MPatUb6\nBZI+JenNzrnFTbb5fUmPSLpd0jclvds5d2azfbJGGs+6FPm3RAeDrv5DFC1GqixUFAwHOzJEr5fE\nXCQynyk5N7Dm3PmynnxiRldfM7YzQ/R6nJ9AZjS7RrpdQfp3Jf0fkh6vlT4pacQ5d/O6ba6VVJI0\nKOlu59wtl9snQRoAAACd0GyQbsvH3znn/rWkf73FNv+fpDe04/sDAAAA7cYDWQAAAIAYCNIAAABA\nDARpAAAAIAaCNAAAABADQRoAAACIgSANAAAAxECQBgAAAGIgSAMAAAAxEKSROdFipNmzs4oWo263\ngppyVNbJb55UOSp3uxUAADqmLU82BNql9FBJk3dOaqBvQMsrywonQh19+dFut7WjTd89rROzJ579\n/dTYlG57y21d7AgAgM7gjjQyI1qMNHnnpJaeXtKFH1/Q0tNLmrxjkjvTXVSOynUhWpJOzJzgzjQA\nYEcgSCMzKgsVDfQN1NVyfTlVFirdaQiaOTvTUh0AgF5CkEZmBMOBlleW62rVlaqC4aA7DUFj+8da\nqgMA0EsI0siMwmBB4USofH9eQ1cMKd+fVzgRqjBY6HZrO9ZIYURTY1N1tamxKY0URrrUEQAAnWPO\nuW730JTR0VE3NzfX7TaQAtFipMpCRcFwQIhOiXJU1szZGY3tHyNEAwAyz8xOO+dGt9qOT+1A5hQG\nCwTolBkpjBCgAQA7Dks7AAAAgBgI0gAAAEAMBGkAAAAgBoI0AAAAEANBGgAAAIiBIA0AAADEQJAG\nAAAAYiBIAwAAADEQpLMiiqTZWT9i26LFSLNnZxUtMp9JYD6xGc4NAL2MIJ0FpZJULErj434slbrd\nUaaVHiqpeLyo8dvHVTxeVOlh5nM7mE9shnMDQK8z51y3e2jK6Oiom5ub63YbnRdFPjwvLa3V8nlp\nfl4q8JjsVkWLkYrHi1p6em0+8/15zd80z2PHY2A+sRnODQBZZmannXOjW23HHem0q1SkgYH6Wi7n\n62hZZaGigb76+cz15VRZqHSnoYxjPrEZzg0AOwFBOu2CQFperq9Vq76OlgXDgZZX6uezulJVMBx0\np6GMYz6xGc4NADsBQTrtCgUpDP1yjqEhP4YhyzpiKgwWFE6EyvfnNXTFkPL9eYUTIW81x8R8YjOc\nGwB2AtZIZ0UU+eUcQUCITkC0GKmyUFEwHPAPewKYT2yGcwNAFjW7Rrq/E80gAYUCATpBhcEC/6gn\niPnEZjg3APQylnYAAAAAMRCkAQAAgBgI0gAAAEAMBGkAAAAgBoI0AAAAEANBGgAAAIiBIA0AAADE\nQJAGAAAAYiBIA0DKnDtf1pnySZ07X+5qH9FipNmzs4oWo672AQBpxZMNASBFTt03rVfPn9B+STlJ\np4pTOvS62zreR+mhkibvnNRA34CWV5YVToQ6+vKjHe8DANKMO9IAkBLnzpf16vkT2rNLunKXtGeX\n9Or5Ex2/Mx0tRpq8c1JLTy/pwo8vaOnpJU3eMcmdaQDYgCANACnx5BMzqm6oVWv1TqosVDTQN1BX\ny/XlVFmodLQPAEg7gjQApMTV14wpt6GWq9U7KRgOtLyyXFerrlQVDAcd7QMA0o4gDQApsW/viB4o\nTuniqnRhVbq4Kj1QnNK+vSMd7aMwWFA4ESrfn9fQFUPK9+cVToQqDBY62gcApJ0557rdQ1NGR0fd\n3Nxct9sAgLY7d76sJ5+Y0dXXjHU8RK8XLUaqLFQUDAeEaAA7ipmdds6NbrUdn9oBACmzb+9IVwP0\nMwqDBQI0AFwGSzsAAACAGAjSAAAAQAwEaQAAACAGgjQAAAAQA0EaAAAAiIEgDQAAAMRAkAYAAABi\nIEgDAAAAMRCkAQAAgBgI0gAAAEAMBGkAAAAgBoI0AAAAEANBGgAAAIiBIA0AAADEQJAGAAAAYiBI\nAwAAADEQpAEAAIAYCNIAAABADARpAAAAIAaCNAAAABADQRoAAACIgSANAAAAxECQBgAAAGIgSAMA\nAAAxEKQBAACAGNoSpM07aWZfN7M7zay/wTa7zewuM3vQzG43M2tHL0Aj0WKk2bOzihajbrcCAAAy\nql13pA9J6nfOvVbSkKQjDbb5VUmPOedeKen5ksbb1AtQp/RQScXjRY3fPq7i8aJKD5e63RIAAMig\ndgXpJyTdWvt6eZNt3ijpL2tf3yvphjb1AjwrWow0eeeklp5e0oUfX9DS00uavGOSO9MAAKBlbQnS\nzrnvOOdmzOyXJQ1I+kKDza6SdKH29Q8l7d24gZm938zmzGwuigg62L7KQkUDfQN1tVxfTpWFSnca\nAgAAmdW2HzY0s1+S9E8lvcM5t9Jgk3OSrqx9fWXt93Wcc59wzo0650YLhUK7WsUOEgwHWl6pf5Ok\nulJVMBx0pyEAAJBZ7fphwxdI+h1Jb3PO/d0mm92jtbXTb5T05Xb0AqxXGCwonAiV789r6Ioh5fvz\nCidCFQb5HzUAANCa53yaRkJ+TdK1kr5Q+zCOT0oacc7dvG6bP5H0D83sW5IelA/WQNsdfflR3Xjd\njaosVBQMB4RoAAAQiznnut1DU0ZHR93c3Fy32wAAAECPM7PTzrnRrbbjgSwAAABADARpAAAAIAaC\nNAAAABADQRoAAACIgSANAAAAxECQBgAAAGIgSAMAAAAxEKQBAACAGAjSAAAAQAwEaQAAACAGgjQA\nAAAQA0EaAAAAiIEgDQAAAMRAkAYAAABiIEgDAAAAMRCkAQAAgBgI0gAAAEAM5pzrdg9NMbNI0ny3\n++iyfZLOdbuJHsJ8Jov5TBbzmTzmNFnMZ7KYz2Rtdz6LzrnCVhtlJkhDMrM559xot/voFcxnspjP\nZDGfyWNOk8V8Jov5TFan5pOlHQAAAEAMBGkAAAAgBoJ0tnyi2w30GOYzWcxnspjP5DGnyWI+k8V8\nJqsj88kaaQAAACAG7kgDAAAAMRCkAQAAgBgI0illZh80sy9t8me/YWbfNbP7a7+u7HR/WWFmbzaz\nx9bN1c802Ga3md1lZg+a2e1mZt3oNQuanM8tt0E9M/tnZnafmf2FmQ00+PN9tT9/yMw+2o0es6SJ\n+eQa2iQze8O6efpbM/u1BttwDW1Sk/PJNbRJZjZoZneY2Skz+9gm27T1+kmQTiEzK0o6tsVmtzjn\nDtd+XehAW1n2H9bN1bcb/PmvSnrMOfdKSc+XNN7Z9jJnq/lsdhtIMrOfkvQy59zrJP2FpBc12Owm\nSZ+X9EpJbzGzl3awxUxpcj4lrqFNcc595Zl5kvQtSQ802IxraJOanE+Ja2iz3ivp6865Q5JeZmYj\nDbZp6/WTIJ1Ot0r60BbbTJnZA2Z2aycayrhfMbMZM/v0JndK3ijpL2tf3yvphs61lklbzWez28D7\nRUnPN7O/lvQ6Sd9vsM0bJf2lc25V0l+Jc/RymplPiWtoS8xsj6S/55z7VoM/5hraoi3mU+Ia2qwf\nS9pTm6PdkpYbbNPW6ydBOmXM7D2SHpR05jKbnZZ0s6RRSb9sZkH7O8usRyX9nnNuTNK1kl7fYJur\nJD1zR+qHkvZ2qLcsamY+m9kGawqSIufcL8jfPT3cYBvO0eY1M59cQ1s3LumeTf6M87N1l5tPrqHN\n+y+S3iKpLOl/OOcebbBNW89PgnT6vF3+jsqfSnqNmU012OYH8m9lrEh6TNLVHewva85LemateUWN\n5+qcpGfWSF5Z+z0aa2Y+m9kGa34o6Zm3br8naX+DbThHm9fMfHINbd07JN21yZ9xfrbucvPJNbR5\nH5L0H51zf1/SXjO7vsE2bT0/CdIp45x7T23t1LslnXbOnWiw2b+RdNjM8pJeLOk7newxY35L0rvN\nbJekl0t6uME290g6Uvv6jZK+3KHesqiZ+WxmG6w5Lenna1//Pfnwt9E9ko7U5vT14hy9nGbmk2to\nC2pvm98gv2yjEa6hLWhiPrmGNu8nJF2qff1jSc9rsE1br58E6ZQzs+vN7OYN5T+Q9FFJ90v6iHPu\nf3W+s8w4IemfSPqGpM9IWjKzj2/Y5k8k7Tezb8nfCdjs7TY0N5912zjnLrdMacdzzn1N0jkzm5W/\nk9rf4O/8v5P0VvkfTvq8c+67HW4zM5qcT66hrfl5Sf/dOXfJzK7jGrptW80n19Dm/XtJv2lmX5OU\nl7TY6esnTzYEAAAAYuCONAAAABADQRoAAACIgSANAAAAxECQBgAAAGIgSANARplZYGZ/nNR2LXzf\nd5rZ8Lrf/zEPNQGwExGkAQCteqek4S23AoAeR5AGgA4xs91m9jkz+6qZ/ZmZDdXGU2b272vb/LGZ\n/bmZfcPMbq3VrjWzL5vZ/Wb2+wn08VIz+4qZzZnZP67VvmJmv2NmM2Z2Z602Uvv912t9TZjZF+Uf\nyfspM/u363b7v5vZ12rHtnu7PQJAFhCkAaBzXibJOeeul/RHkt4n6WHn3CFJ15rZz9a2+3Pn3EFJ\nLzWzn5P0k5JukQ+wv5RAHx+T9GFJ10v63dqT1iTpknNuTFLOzF4o6c2SbpX025L+zjl3h3PuiKS/\nkPQu59wH1+1z2Dn3DyQ9KOnnEugRAFKvv9sNAMAO8jeSHjKzz8k/unpA0vVm9gb5pRL7a9vN1sZv\nSrpO0ncl/QtJi2r8CNxWvVTS/yXJSerT2jKNT9bGJ2q9PSrpQ/KP4P2gLm/jfwsAPY870gDQOa+S\n9HXn3Dsk7ZMPyMedc2+Qv+P8t7XtDtbGn5MPszfL30V+v3z43a5HJB2rfd//KGlZkpxzP9qw3Tsl\nvdU5d4Nz7pvr6kuSBjdsu/G/BYCeR5AGgM75vqRpM5uR9EL55R1vNbOvyofkH9S2e5uZfUPSmVqA\n/Zyk/0fSZyQt1pZdbMc/lxSa2Zykn3TOLW6y3WlJ36itz/6Emf1Erf7/1v77WTPLb7MXAMgscy6J\nmxsAgCTUPqbuw865SpdbkZl9QtJLJP1YfnnHbzjnHu9uVwCQHgRpAOgBZvZqSbdtKH/dOXdzN/oB\ngJ2AIA0AAADEwBppAAAAIAaCNAAAABADQRoAAACIgSANAAAAxECQBgAAAGL4/wFXN3P2P/m2BgAA\nAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "setosa = iris.loc[iris.species == 'Iris-setosa']\n", + "versicolor = iris.loc[iris.species == 'Iris-versicolor']\n", + "virginica = iris.loc[iris.species == 'Iris-virginica']\n", + "\n", + "ax = setosa.plot(kind='scatter', x='sepal_length', y='sepal_width', color='red', figsize=(12, 8))\n", + "versicolor.plot(kind='scatter', x='sepal_length', y='sepal_width', color='green', ax=ax)\n", + "virginica.plot(kind='scatter', x='sepal_length', y='sepal_width', color='orange', ax=ax)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 问题2" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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7xoTmAwCARWvs2G6tbU7y5OHDS2Y9dk2Sn5zcWAAAsPh5UxsAAOhEbAMAQCdi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\n", 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