From e06b7e5d9a2059e5e26f98e65e97e800fb492a21 Mon Sep 17 00:00:00 2001 From: rasbt Date: Thu, 29 Sep 2016 21:53:10 -0400 Subject: [PATCH] adding alternative syntax for sklearn 0.18 --- code/ch02/ch02.ipynb | 20 +- code/ch03/ch03.ipynb | 98 +++--- code/ch03/tree.dot | 20 ++ code/ch04/ch04.ipynb | 234 +++++++------ code/ch05/ch05.ipynb | 170 ++++----- code/ch06/ch06.ipynb | 314 +++++------------ code/ch07/ch07.ipynb | 188 +++++----- code/ch08/ch08.ipynb | 190 +++++----- code/ch09/ch09.ipynb | 135 ++++---- .../pkl_objects/classifier.pkl | Bin 16778033 -> 0 bytes .../movieclassifier/pkl_objects/stopwords.pkl | Bin 892 -> 0 bytes code/ch09/movieclassifier/reviews.sqlite | Bin 2048 -> 0 bytes code/ch09/movieclassifier/vectorizer.py | 24 -- code/ch10/ch10.ipynb | 324 ++++++++---------- code/ch11/ch11.ipynb | 41 +-- code/ch12/ch12.ipynb | 30 +- code/ch13/ch13.ipynb | 10 +- 17 files changed, 814 insertions(+), 984 deletions(-) create mode 100644 code/ch03/tree.dot delete mode 100644 code/ch09/movieclassifier/pkl_objects/classifier.pkl delete mode 100644 code/ch09/movieclassifier/pkl_objects/stopwords.pkl delete mode 100644 code/ch09/movieclassifier/reviews.sqlite delete mode 100644 code/ch09/movieclassifier/vectorizer.py diff --git a/code/ch02/ch02.ipynb b/code/ch02/ch02.ipynb index c93bed18..9198b307 100644 --- a/code/ch02/ch02.ipynb +++ b/code/ch02/ch02.ipynb @@ -44,7 +44,7 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2016-08-31 \n", + "last updated: 2016-09-29 \n", "\n", "CPython 3.5.2\n", "IPython 5.1.0\n", @@ -741,7 +741,7 @@ "data": { "image/png": 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q6htACYCXnGwJ89yngNvxZoB6WgCnisg0EflQRI6NarRJ6G9/g6lT4aWX4J57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\nyBxHZW3o+c0WTgF2VtXxQbZO0lJh1qgXXpOj/62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6qD+3j6+nu4C/kjQG+CPwMeDjzQ3JWkVvBhWtlHwA2JL03Z+xFVZygjKrtaYm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\n9X6Vzs8CSX9X8vpVkr6u7Oa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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1421,7 +1421,7 @@ { "data": { "text/plain": [ - "<__main__.AdalineSGD at 0x1156090b8>" + "<__main__.AdalineSGD at 0x1151f0fd0>" ] }, "execution_count": 23, diff --git a/code/ch03/ch03.ipynb b/code/ch03/ch03.ipynb index 1c34ce68..00b21d38 100644 --- a/code/ch03/ch03.ipynb +++ b/code/ch03/ch03.ipynb @@ -44,7 +44,7 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2016-08-31 \n", + "last updated: 2016-09-29 \n", "\n", "CPython 3.5.2\n", "IPython 5.1.0\n", @@ -52,7 +52,7 @@ "numpy 1.11.1\n", "pandas 0.18.1\n", "matplotlib 1.5.1\n", - "sklearn 0.17.1\n" + "sklearn 0.18\n" ] } ], @@ -121,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -131,6 +131,19 @@ "%matplotlib inline" ] }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Added version check for recent scikit-learn 0.18 checks\n", + "from distutils.version import LooseVersion as Version\n", + "from sklearn import __version__ as sklearn_version" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -196,11 +209,14 @@ "cell_type": "code", "execution_count": 5, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ - "from sklearn.cross_validation import train_test_split\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.cross_validation import train_test_split\n", + "else:\n", + " from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " X, y, test_size=0.3, random_state=0)" @@ -417,7 +433,7 @@ "data": { "image/png": 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a5OuLrW8SiQGQkJ1AC72600LJ3tGeYweOlTg9vJG5EfqG+urlqkwPX5dUdLp3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\nTC+71ceISJpb9t8i0iiCeMa6C9mtdeOKBR4CrnXrHisiA0V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GlSz9fZ1HWQYySRkORVFYOHpPwQKLRNfU1nL2xRVtPj4+HNh3ACdPJ5Ljkhnx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\nyDUpiU7dKLRV9507t4vFi0cydOjXPPr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Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n", - " DeprecationWarning)\n" - ] - }, - { - "data": { - "text/plain": [ - "array([[ 2.05743774e-11, 6.31620264e-02, 9.36837974e-01]])" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "lr.predict_proba(X_test_std[0, :])" + "if Version(sklearn_version) < '0.18':\n", + " lr.predict_proba(X_test_std[0, :])\n", + "else:\n", + " lr.predict_proba(X_test_std[0, :].reshape(1, -1))" ] }, { @@ -734,7 +734,7 @@ "data": { "image/png": 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ELp+7zLejvmXK0in4dPQpc1xVLr2qcvfV9ro+qc+xGwsVOikhxNiqbtamTX3g5ubG5x9/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\ndjbwU3cfm5WIq49BSaqBvvOb3/DlgQO5d+5cSCT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QAZVy/U2s92OtuUm0tOyVLKrTimuxghtFBH6f54rvMe07dgyzIxHsfksXqYRC\noazCKlWva8DnwicGlbX/ZMkW/PWawYUTm7aPgEj+O2XH96QOHtTzRfPm6XC69NLU4ZB4nKq3khhG\nmUrMTRUNsDouGAouoJIVF2x9KvWQW9L1N5My7QZZnVfbgsyNoMhlyMx0mOUawJFIBEMA3BA7Ptrb\ni1qDoZ14Ey0tTVI40b0cm0f8FE33jbV9rWhUF0osX66H+KxhuiVLsruhm+ytmCgaYHVcMPgyoFpb\ngc43EooMTp4EIpGkhQUVALZf/48pQsc/62/IHLvzPyaeDDs2FMKO8XpIrT4cdjzE4wsnprz3Mr54\n6keoqBtrpHzazg3dr70VVscVPk8DKt1uBE2jfoybyv69/xNlyFDRVlxDbqSH2SKxucKjSmFuc3PW\nIXHi5EmUh8M4FjfXeOT994Hu7pTfE9/LOqoUarPcEiG+t3e8uxvjursx4cwz+84JIKveW3vHOXhs\nx3kYerwDj/dcgdHnDsPnPqcLFEw95yvdcbrvY2+FnOBqQLXcMjiMUu9GUA0WGhSX8rIyVB45gmhs\nf8iISNrQiUQimBp7HMO5kciAIb9snIhE8ByA8wF8BOAy6OCxJBtGtPbns75WHw73fS3ldeJ7eyNH\nZv2oinh965yu/R1uvHcqhpwxDCNGAE88AVx7rbNhkKqEPP7zyY7zPS+RxdWAmjm8HWvueyfhs9Vu\nNoE8ks2c0caVK1Hf1JTV0F15WRnmdXXh3FgPqDwUQpqVZ3lJN4zodvGGtc7phq+PwQfqE1i0SI9A\nXHqps5VpqUrIlywB1qzJfyFsIS2kJe+4GlCDw4m84GS1XKpzm14zlDTMYr2ZbJSXlWFfVxd6ATQC\nOAngGIBINJrTUKGbrBv3GVMmor1dT7k6XT6dqoS8tNTeQlgupKVs+LJIgpzl5ALTfM4dH2pHu7ow\nNxzGxnHjMn6fndL3jStXYvyKFfj8xx8D0IU2lQD+dehQfNnwLhmmSvQvWTEdx3tH40/K+3sebhQk\npCoht7sQlgtpKRMGFHluwPqicBhze3uzmtux28s5d+RI7Bg5ErvfegtTQyHURyKoHTcOiLu2iWAx\n2Rub9ecTMWuWuYKEbOaBUpWQ2y0t50JayoQBRa7I9mZfO24czs2jiMAJfhvm64yMxiSYK5/OZh4o\nVQn5kiX2Ssv9WppO/sKAKkJO7gqR6txu3OzznVsLhULYHYngqFKoD4c9fdRGKjW3zAdCIaNPW81m\nHihdCbmiOYcMAAARTklEQVSd0nKWplM2GFBFyMmwyOfcpgIz1/mvvuvGvqfWZ1srJcpln71sZTMP\nlKrHlilMMpWNcyEtZcKAIs95FQp+DqMBWlsBzLd1ilRzTabmgVg2Tk5gQBG5bG5zMw4kLEieOmFC\n8sBsa0NN++NA5cS8r5duLZOpeSAvysa50Df4GFAUGIlDhUfD4QGP0fDL7ugnTp7EcwCmxrZKqs+0\nC0YolN1zK1NIt5bJ5DxQVRUwbdrA4UKnQoM9tuLAgCLfybfYIfE12e5K4QdHursdDdNUc00m54EO\nHgSeeQb47Gd1CA4dCuzd60xocKFvcWBAke/4+fHy6cLTzg4dIaWSvueadc1AyH67nV5zZD2u45pr\n9KPiq6t1eFiPjHcCF/oGHwOKKAfpwjPbYC0vK8Pnu7sR7e0FoOeghogMfmFbGxC60nb1nhtrjuLL\nxj/+WIfGlVfqoHIKF/oGHwOKAit+Tup4dzc+iEQwfvlyAECJCCalKkxwWL6PnM9WsnkfN9YcJasK\nrK52JjS40Lc4MKDId5zYYqi+qQno7saO2OM5dkciuMFHQ4em3nO64oF4ThUuuBUaXOhbHBhQ5Dt+\nqLRLJV2Q2N28NtFDKw/l1Dar52QVD0ybBrz6qnvFA26HBhf6Bh8DiigH6cLTaLC2tqKl63HMvD67\n+afEnlN1NfD008AXvuDuvAxDg0xiQFFRKC8rw+7uboyPFSaUiGCSD/fcG2D4sKz33ovvOdXU6PqK\nhgbdg3JqHojIabYCSkS+CGAVgE8BmK6UetVEo4hM8/OwoSmVlXpY7+mngdmzgauuAg4fZvGAKdy5\nwn12/3h3AbgawBYDbSGiPEWjwAMPAL/5jR7W27NHH1dWMpxMsIZQOzr0cUeHPo5GvW1X0NnqQSml\n9gGASLJFHESUr4feuDzn74lt7Qfrf6N1zHCyjztXeINzUD5lZ1cCKnAtLWjp2oKZ14/N+ltKSvSu\nDS+/3L+zQvyTd8k+N3au4DDiQBkDSkReABD/P0UAKADfUkqtz+Viq9b3v7xx8mQ01tbm8u1Fxc/b\n/ZALRo3K+eGEhw8P3lmhslJ/Lf4JufHHflEIN2Y3tosqlg1w9+3bjP37N2d8XcaAUkrNM9EgAFi1\ncKGpUxFRnFSLZKNR4KOPgAUL9OvWr9fPZ/TTTa8QbsxubRdVLMOItbWNqK1t7DvesOHupK8zOcTH\neSgieDM8m2qR7OHDwNq1wMMP688PHw4sXOivm14h3JjdWoTMDXAHsvXHKyKLROQwgBkANojIr800\ni8rLylAfDvf9ynfrG3KfNTxr/Ur7rKcklrxzX17XTbZItqoKmDlTb+D68cf6YxM3vcTqNbvVbPE3\n5ro6f96Y3ViEnDiMaFUNFiu7VXxPAXjKUFsoDgsivOdWTyj+OuGuXrwbrcb8RVcbOXdHB7B1q342\nE6A/tjt30tsLrFnTPyR38KB+1IadHgV3JucGuMmwio+KTrbB41ahSvx13un+GJ8JdeVcIJFMNAps\n3AiUlwOLF+vPrV9v76YXjepwmjKlf9eK3/wGWL48/5uodWNetEifz7oxL1min/pbLLgB7mBF9NdP\npDkdPKZ2JrerpAS48cb+jwFdih5/nM85rfmi8nIdJHPm6GCx084lS3TwWcOSjY36uNhu0NzLcCAG\nFJFhfhqedeKGZ21Gu2kTcMEFeoivo8PekFxpqf8LJch9DCiiFNzqCcVfJ6x6cbp0giPXMeXQIf1Y\n9zlz9MeXXmpmroQVbJSIAUVFJ9vgcasn1HedtjbUrGtG2Z9MdOW6+YhGgc2b9VBhdXX/mqUlS+z3\ndgqhUKIQFhQHiShrwy6nLySi1IMPunIt8hdu25SdJbeNwVZ8Fk33Zb/FkRecuEkXymJdv7exUC1b\nJlBKDVpLyx4UOS7I2zaZDt+K8/0dToAz81qFUMFWCAuKg4YBRUXDiZ5ckMPXbYVQwcZ5MncxoMj3\nTAULw4TscmqejHNbyTGgyHF2q+HsBosVcEe7ulDf3Y3yUAgbx43L6RxETu30wLmt1BhQ5DjTBRFH\nurtR39TUd5ysRxXf6zra1YWNpaWIiGBqKIT6SMRYW0yVoj+08hC2npqPClMNI+Ocmifj3FZqDCgq\nOCGlMvao4ntd9d3diEQiCIVC2B2J4KhSxjbgNRW+baemo6JuIpYuNXK6tDiclD+n5sk4t5UcA4p8\nL76XcqS7G4hGsfuttwAAoVBIP+AoC7WxYb1zw2HsaGlxprE+l8twEoPMPYWwBswLDCjyvfheSn1T\nE9DdjamhEABgdxbDdeWhEOb19uLccFgfF/GjS7IdTnJix3JKjruYp8aAooJTHjePdFQp1CYJnAFz\nQyNHopaLg/tkGk6ydiyvrR24Y/nNN/OG6YRCWAPmFQYUFZz4Crz6cDhp8LgVRk7tkuHk8Fqm4aSS\nEr2b+OrVwIQJ+qf5adOAtja9vRFvnOYVwhowL/CPgQqK3540bPfpuQBwyYrp2HqqDpMm6WNrnsh6\nmmpHhz62+9Ra69zWcFJDg/5906bB566uBqZOBXbvBsaNA3bu1M+A4o2T3MQeFBUUvw7T7Tt2DBGr\nQrCpKeee1MzrJ/Y9pNDJsuNsh5MOHdLhNHUq8MYbuge1dy9w8cUMKXIP/6kRGRCJRDA1FMK5Inn3\npOLFzxPV1Zmt6Mo0nGTtWH711UAkosPy9dd1j4vhRG5iD4oCya0d1K1ijKNK4dxIBOWx6kK7vCw7\njn/CrVVZdsEFuoqPc1DkJgYUBZJb++5ZoVff1DTgenb4oey4tHTg9WpqdDsYTuQmBhSRAflueVRz\ny3wAwKS4z/ml7JiVZeQ1BhSRAXaGD5tWD36CLsOBiAFFAWVqE1ci8g4DigLJr+XoRJQ9DhwQEZEv\nMaCIPGIVSBBRcrYCSkTuFZE9IrJTRJ4QkXJTDSMKtLY2IBRKWiBBRJrdOajnAXxTKRUVke8BaIr9\nInKVWwtzicg9tgJKKfWfcYfbAFxrrzlE+XFrYS4RucfkHNRXAPza4PmIiPKWuEO7id3gyV0Ze1Ai\n8gKAsfGfAqAAfEsptT72mm8BOK2UWpvuXKvWr+/7uHHyZDTW1ubTZqLC1taGmnXNgJlt+yiJXB5t\nT+7bt28z9u/fnPF1GQNKKTUv3ddF5C8BXAFgbqZzrVq4MGODiPJRcAtzQyE03T/e61YElpOPLCH7\namsbUVvb2He8YcPdSV9naw5KROYD+AaABqVUj51zEdnBgghKlOnR9uR/dn+euB/ASAAviMirIrLa\nQJuIiGxLfGSJ9YRiKhx2q/gmZX4VEZG7/PDIErKPe/ERuckqkBjO/3pO8ssjS8ge/i+houb6At8D\nB4Dhw9B039jMryVb+MiSwseAoqLGBb5E/sWfKYiIyJcYUEQuWvL6N71uAlHB4BAfFTVXF/i2tGDr\nqS1oWs35J6JsMKCoqLm+wHfUKHevR1TAOMRHRES+xIAiIiJfYkARueSSt5/0uglEBYUBReSCh1Ye\nQmdkNJqay71uClHBYEARuaVyotctICooDCgiIvIlBhSRwx5aeQgtXTd73QyigsN1UEQOazs1HRV1\nE7F0qdctISos7EEREZEvMaC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OHo6kxKVorx3cHbBoYlHmddFcemX9w11R7j47R7satxuSupy7oVDtPSkhxHr9m2M8mJiY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\nA/tkAC385a8Bfwrst8l/vzXwEV6LswewFejsf+dF8eMBpwS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lHWQ+MUiSEqKU7fljD1Pem8Ki3UsY3GYpkRe+I/F2InbO9iTdcOP2rZPUbFGT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\nlwy8hIM797C4bUteObMpL+5uRbNdBxj86U+z7oM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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1153,7 +1153,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": { "collapsed": false }, @@ -1162,7 +1162,7 @@ "data": { "image/png": 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lS/n+++/Zt28fkHpgbdOmDcHBwTRq1EjeY5EpScJ2QJKwuNfFixeZMmUKs2bN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\n0tIN0llXtMFgsCxFio6Obr9u6tGj8MADdinGcfpyI9BmUf58189469y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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1230,7 +1230,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": { "collapsed": false }, @@ -1239,7 +1239,7 @@ "data": { "image/png": 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5Wh65VHHB0sqStPtpJR6XUjT53ZPqDvQAvIUQs7O95AykF3dgilIe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\nuHs3x69fN3c4iqIoD2XM5b4kIYQH2g/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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1275,7 +1275,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": { "collapsed": false }, @@ -1290,7 +1290,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": { "collapsed": false }, @@ -1302,7 +1302,7 @@ "" ] }, - "execution_count": 33, + "execution_count": 32, "metadata": { "image/png": { "width": 600 @@ -1332,7 +1332,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": { "collapsed": false }, @@ -1341,7 +1341,7 @@ "data": { "image/png": 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dg8/e/ozEhIrbJLYkDLmSCgN+EkJYABloS9KllFL92aAoFdiCGQvY88seXnzv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\nw98REWsl/VX2cNwWEb+QdKak/yabT/UreWY2M7O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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1385,7 +1385,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": { "collapsed": false }, @@ -1397,7 +1397,7 @@ "" ] }, - "execution_count": 35, + "execution_count": 34, "metadata": { "image/png": { "width": 400 @@ -1412,7 +1412,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": { "collapsed": false }, @@ -1421,7 +1421,7 @@ "data": { "image/png": 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rGmtNf7a6oDJJyif/V03ZjWb6bwLqsvR39B5lKWSSqjkySVVOXU1YGkUr2nx8\nfNi/dz8Ong6kxKcQ+FQgQW8Hlbp/dY82avr6Uvkq/DCvECIWQFGU/kKIjgU2va0oylHUPf0kSSpB\nQACA+t5V6LdtcX7gJBdQJ6xUf3V1YG1NWEUr2iJDI1nw/AKmrJiCeyt3LkdeZsGEBQx5fAiefp41\nXgFX09eXqkaX56QURVF6CiHC8l88gO4r+kpSvVc0YSU9cBKbJglYOqcSZZuq3c/FtXZUChataMu8\nk4mDpwONWzQGwL2lO/Ye9kRHROPp51njFXA1fX2panRJUk8DvymKYpf/OjX/PUmSKkibsGLbErrk\n3vvOD5wkrbu6UhBqNmFlZ2fzb8i/RByJwEZlw0MjH+LcqXOcPnYaWztbHhz4YKGKNsuGlqTEp3Dl\nzBXtSCo1IRX/1v7qz1ZOBdzd9Lts/3M758+cx8nFiaFjh+Lk6qS3z1Pe9dNS0ti8cjNXLl3B09eT\nwYGDsVHZ6O36UtWUmaQURTEB/IUQ7TVJSghxs1oi04GPi4tcbsLAXFx8yt9JqhR1wtJoC4fbau9l\n1VTCiouJ4/kRz+Pc2JkH+j9ATGQMP8/4GTdPN8ZMHsO1hGs8O/hZeg3qxcrXVt6r5uvbiwUTF2Dv\nYU9qQiqBTwXi6ad+ZKOsJdZPHDzBq4+/SqtOrejQvQMxkTGM7DCSVz95lUcn6+e5vbKu/8/6f/ho\n6kc8OOBBmrZpyoF/D/DTjJ+Y9fssec/KSOjSBf2wEKJLNcVTWgwlFk4Yu+BZ6qUF6Nmz6N9IklQu\nTcLSFF4UZIjO7Hl5eYzpPIbAqYE8/uxYLp2PZfKAyYyYOIKdG3bx+LOP4e7tjpOrE+9Pfp9n33qW\nVp1baSvailb3FVW0Ai79djpDWw/lo18/os/QPsRfiCc6IhprG2vee/o9Pg7+GFcP11Ir5sqrqCuv\nujAuJo6JvScye+NsPH09tdvOnznPy4++zJpDa3Bxd9H79yyVrMLVfdodFOVz4AawErijeV8Ikazv\nIMuIoVYmKQAWLCC46VcySUlVUnCllhbTVgBoKwb1Ncra//d+vnv/O5bvW8kTvVaREP8TmemZ2Dqp\nyLrlSvqdM9zX7T5S4lPo3LUzN67cYOGOhUDlqufWzF9D2I4wvlv5HcFfBLPy95Xa6kAXJxcS4hJo\n16ddiecr73q6xPP1O19jZmZG195di+27a+MuGrk2Yur7U/Xy3Urlq8pSHYH5fxbsACkA2fBNV2Fh\ncO4cTJ7cFwczAAAgAElEQVRc05FItVShf+McHguoE1eLaSuIzm/UVNUWTdGno+ncqzNX4hK4nhRM\nh1GdMTFVaDO4HYunLMQk04QX17/I5cjLzBs3j6yb6o4Sla2e01wv/kI8K39fyeSlk3Fv6U7CqQR+\nffRXGtg0YFLwpAovF69rPNER0YyeNLrEfR954hHCdoRV+ruU9EeXBrOlr4gnlW/yZIKA4FmJMGuW\nnPqT9CYggEIJiyomLHsnew6FHiI6IhpHbwfcW7sTsT0Ca/sG2Dayxcxc/deFe0t3rB2sMc1Rr9hT\n2eo5eyd7Ei4mEB0RjYOnA+4t3QFw8XfB2t4aaxvrEs9X3vV0jcfByYFzEedK3PdcxDnsnewr9P1J\nhqFTKbmiKG0URXlcUZQnNT+GDqyuCXrXiaCeEepR1YIFNR2OVMdo1r5yOTyWM9+OJToa1kdEaH90\nWQur34h+HA07iqmZKclxKTjf50r03rNcOn6JxOhEWvRrAUDC6QSunbvG4McHA5VfUn3YuGFsWr4J\n+0b2pMSncDnyMgBXzlzhxsUbtHm4TYnnK+96usYzYsIItq7aSnJCcqF9UxJS+Hvd3wwfX35Ta8nw\ndLkn9RHq3nqtgM3AYGCvEKLaWmbX6ntSJdAWVLz7bs0GItUbl3y2YumsfiZLZVt64cWWVVv46s2v\nMDHrQJY4gmICKfEpmJhYonJrQEPHhlyPuY5jI0f++u8vrBuqRzuV7V/327e/sSp4Fc3bNefYkWNY\n2VlxI+YGTs5OuPi5aHsDVnS5eF3iEULw8Qsfc/Dfg5hYmtDIpxHXL14nOz2b/qP788YXb1T4e5Yq\nryqFEyeB9sCx/FJ0V2CpEKK/YUItMYY6laQgP1HJqT+pGt25k8LNm1e43SaCBra22oa4RRPWqcOn\nWPrzMo6H/4cwEbR+oDXcgdPHTmNmZsbAxwby9BvPYN3QSntMXh7cvlm5/nXh/4SzfM5yzp44i1UD\nK0ZMGMGTrz5J+q30ClXvVXQ7qBPVtjXbWBm8kssXL+N1nxfjnh9HvxH95OMt1awqSeqgEKKboihH\ngL7ALSBSCNHCMKGWGEOdS1KEhhIclv+XgxxRSQYWcXobW/+djspNRdrVNAb1+ZjWrQZqR1j+/uo2\nTRqpualER0PmdftiySwvDz6a4sG455Jo1SmD00etWD7biZlzE9BxuTVJKqYq1X2HFUWxB+YBR4Db\nwH49x1f/BAQQFIC6RH0WclQlGcydOyls/Xc6j30TiItvYxIvXmH169Px9emGV+wgImNOknk9ochR\n9tyO8chfP0s9Xbj+1r1FHsc9l8R37zdm4JhUtv1pz2ufXpEJSjIIXar7ns//dY6iKFsBlRDihGHD\nqkcmTyYoNJRgTbWrTFSSnt28eQWVmwoXX3VvPRffxqhcVdy8eYWGDR0KLeRYSIG/HTTJDCLAP4LW\nnVozcEwqaxY68ujTybTqlFE9H0aqd8paPr5TWduEEEcNE1I9FBBA0LkF6kQlk5SkZ3Z2jUm7mkbi\nxSvakVTatTTs7BpX6DwtzdoSGQ4QwfX0W2z7049Hn05m6xo7TM32kpl5EjsHO3oP7a0tqJCkqipr\nPald+b9aAV2A46iXeG8HHBZC9KiWCKmj96RKsmABwYmjwMVFPvgr6ZX2nlR+tZvmnlRlxHltZfPs\nZjz6+jnsXKKZ9ciPJCdkMfTxrlyNv8LJQyd597t3GRI4RM+fQqrLqlI4sRb1ku4n81+3AWbIEnQD\nkQUVkgHk5cHdu+rqPju7xjRo4FDoHlJeHmW+Lmr3bnDucZxlnwfSrFN/Hn6vB05OJri4QlxEHLNG\nz+K1Ja/R7YFuBlszS66GW7dUpXCiuSZBAQghTimKUrx7pKQfRQsq5KhKqqK8PFi8GPr2dcDHx4HY\nWNi1C558Up2I7m0HHx+KbS9J795w6tQVrE0bMmHwjyyZpuAbcA5X7wyuxXXGqoHCkrd2YLKgGVG2\nqXpflViutFt/6DKSWo66sezS/LfGAzZCiHEGjq1gDPVnJFWQHFVJehIbC2vXQufOcOQIPPKIOiHp\nur0kISEfk5OTxahRnxQ7vl+/iyxf3oshQy7h/ID637iabu5V7eCelpLGC4EvFOq3t/K1lfyy8hc5\noqrFShtJ6VI0+n9ABPBK/s/p/PckQwsIULdTcvlL3fdPtlOSKsnHR51A9uxR/1k0AZW3vSRWVrbc\nupVY4vEqVSJWVioCAtQFFy3N2nLm27Gk3YKEnKLl7hVTVm8+qe4pN0kJITKEEN8JIUbn/3wnhJD1\nptVp8mR137/E/Ca1BddtkOql5OQ4Dh5czrFj68jIuF3u/qtWfc/q1e1IT+9JWNhZjh2L5uDBPzh+\nfCNZWXc5duwcO3f+gZ9fCIcOZRAbW34MnTo9ytGja0hLSyQ2Vj2C6tVL/WdIyE907Vp4siUgQP1w\ncFVVtlegVDvpMt3XE5gB+FDgHpYQotqW6qi3030lkRWA9Vp2dgbLlk3lxImNNG/ej4yMNC5ePMTw\n4TPp1++lYvtfunSCTz/thBC5KIopQuShXmnHhM6dHyUt7Qrnzx9ACEuaNx9Mbm4ily6dwsPje15/\nfXy5D+iGhHzMoUMrsLf/kuHDH8LGJo51677m7NlwPvlkDzY2hZPSJZ+t9HyQKt+bqmyvQMl4VaW6\n7wzwGupuE7ma94UQSfoOsowYZJIqQq76Wz8tXjyZu3dvMnHi71hb2wBw/XoMP/wwiJEjP6Fr18BC\n+0+daoqimPD225H4+vrz66+juHHjAgkJJ2jatDeWlg2xsLDm/Pn9TJq0kFatBnDp0nF++mkITz+9\nhBYt+gGQkwNmBcqscnIgM1NdLXj+/D727JlPfPx/WFmp6Np1LEOHzsTW1qFY/PpKUiCr++qaqtyT\nuimE2CKESBRCJGl+DBCjVAHae1Vy6Y96IyUlgWPH1jFx4m+sWmWjnZJLT29Co0a/sHXrrEL7b978\nKULk8eGHF5g1y5/vvjvNxYsHcXI6BHTi3LndJCSc4OGHl5Ob+xV//fUFAHl57XF2/pxt274E1Alp\nxgwID1efNzwc3ntvG7MXDWJT+CscODGP9h2Gc1/r9rTo2Z6E5APEXTpYKJbQUEjssgLn+1L1VuGn\nclDRpGUTmaDqOF1K0HcpivIVsBbI1LwpO04YAbmgYr1y4UI4TZv2wtralr59C1fTjR79MF9/HUVG\nxm2srNQjrH37FmFiYoq7uycdOsB//+3FzGwQJ05YcN99mzh/vjF2dgPYsMGMUaNGsnTpU4SGqs83\nYsQIfv5ZvXS6mRkMGwYrV0JEBJw8mUIjr+k8nt8LMPZkDItf+ZGg+W/iep9Hod6ADRuqR1POD5ys\n8srBUv2ky0jqftQdJz4Dvsn/+dqQQUkVI0dV9YOFhTV3794EilfTubndAQSmpuaF9s/LywPguefA\n0tKanJybNGwIgwcfBuDy5VQ6d4Y2bVIxM2ugPV+jRqlYWNxrbdS9O7RpA//9B/7+V3D1u9cL0NLK\nEntPBxy9HIHCvQElqap0qe7rW8JPv+oITqqAyZMJetdJVgDWUunpqZw6tYXIyL/Jzi65eLZ5875c\nvhzB5csRxarpNm5cQJs2QzA3t9TuP2HCbECwa9cvzJ4NmZlDgZ3cuXOJ2bMnop5I2Ul4+GUWLfoS\nc/PuNG++h8OHc1mz5it8fbsRHb2XvLxcwsPh1Cno0AGioxtz7YK6FyBAZkYmqfEpJF9KBqh0b8CC\nYqNj2b15N6ePnqa8++ZS3VZu4QSAoihDgdao+/gBIIT42IBxFb2+LJyoCFkBWGvk5eWyfv0HhIbO\nwdu7M9nZGVy7dpYRIz6md+/niu0fFraQkJCZODv/yOjRw3Bzu83GjfMJDf2Sd97Ziadn4em0t95y\nzx/R9KVNm83Y27/C3r3zgTx69/4GK6tE/v77e3Jzs/DyepDc3GSuXo0iLy+bpk37cPduCunpqeTk\n/MqYMUPo3l19T2rt2m24+E7HLr+6rqXfCCIvbCi1N2BoKLSYtoIuzcvuOnHj6g0+ePYDzp44S6uO\nrYiLjsOygSUfz/2YVp1a6etrl4xQVar75gDWqBc8nA88ChwUQlTb334ySVWOrAA0fn/99T7nzu3h\nmWdW4eDgBsCVK5H88ssIhg+fwf33jy92zPHjG9i8+TPi4o5gYmJC+/YjGTp0Bh4e9/4SL1iN97//\ndSI+/ph2m6KY0LChK3fv3iAvL5eGDR2xsrInJSWWvLxcVCo3srMzePHFjTRp8gBRUbsJDn6cF17Y\ngJ/f/drza6r77Owa07Chg3blX83rojQLLJaWqLKzsxnbYyx9h/VlyntTuHvnLolXEjkefpyfZvzE\nirAVuHm5Ven7loxXVZLUCSFEuwJ/2gBbhBC9DBVsCTHIJFVZmtZKclRldO7evcl77/ny4YcRbNjg\nXqh33vr1oSQlTWHGjNOlLmOenZ2JqakZJiamhd7XVOMNG4Z25BMSAq+8Eo+trT0WFjYsXgytWh1n\n9epBPPvsRX7+2ZL+/Q+zZ89IRo68yB9/LMLXdwNvvrmB2FhYvnw2dnZ/89xzf1bpM5dVgr5j3Q6W\n/riU33f+zr6/9xXqzedk74RvM19e/eTVKl1fMl5VKUG/m/9nuqIo7kA2UPnJZql65bdWkveqjM/F\ni4fw8GiHo6O7tlovNFT954gRvbhzJ6nM4gNzc8tiCQoKV+MtWKD+c9gwcHb2xMrKBhMTdTPZkJAw\nnJ2HsWmTJQMGwLZtYVhajmTNGnMeemgMMTE7C8QzhqionXr53FGXU0t8/9DuQzw8+mFupd5izldz\nCPwukEnBkwj8LpC42Dj2/yMXBK+PdElSIfnLx38FHAUuAssNGZSkf0HvOqlbK8kKQKNhZmZJVlY6\nULxaz8srh5ycLMzMLCp17oLVeG3aqF8X5OMDvr6WXLmSTufO6iTm4WHJjRvptGkDffumY25uqY3H\nxSUdU9PKxVLQhSWDuH7enojMiGLbzC3MuZt+t8TefFYqq2L7S/WDLknqSyFEqhDiT9StkVoAnxg2\nLMkg5KjKqPj53U9KSjyXLh0vVq23efMynJz8uHHjInl5ueWeKyPjNjEx+4iLO0ZeXl6harxTp+49\niKsRGwtJSUPJydnMgQPXCQmBq1eHoSgbOHkymYUL59OgwSPaeDZtmk/Hjo9U+TMHBMDtGA+ioymW\nqPqN6MfGZRuxd7Qv1pvvUuQlHh75cJWvL9U+utyTOiqE6FTee4Yk70kZgFwGxCjs2/c7GzfOwNU1\nmFGjHsbdPYtffpnImTN/4uraDBMTU7Ky7jB69BfFWh6Bujpww4aP2L37V1xcmnL3biq5ublkZX3L\nmDEjCt2TmjFDPRVYcP2oY8fe5+jRrSQnz2H8+K7Exb3KgQNruXMnnaCgA7Ru7cL69XPZs+cbpk/f\nh4uLn14+d2TOSfz6RxRatkMIwWuBr5Gbm0vf4X1Z98c6rOysOH/0PKaKKWuPrsVGZaOX60vGp8KF\nE4qiuAEeqNeRegL10vEAKmCOEKKFgWItKRaZpAxEVgAaRkVWuj169E9CQj4mOTmWrKx0zM2tGDt2\nAT16PAZATMx+5s59jPHjf6V9+xEAZGSAlRWsWjWNS5eOMn78UtzcPBFCEBW1m3nzxvLMM39oe+9p\n9tfIygILC3Vi+PffX9m+/WsyM2+Rk5NBo0b3cft2Ejk5meTkZNCq1UBGjpxF48bN9Pb9hIZC99e3\n4t+scBFFdlY2cz+by+oFqxF5gsyMTPqN6McbX7yBk4uT3q4vGZ/KJKlJwFOou00c4l6SugX8LoRY\na5hQS4xFJilDkqMqvarMSrdCCG7cuMinn3bg3Xcj+PRTTwYMUN8r2rgRQkI24eg4nc8+O8z+/QpL\nlsCjjyYSEtKc4cOjWb3aiYkT4YEHYP9+WLp0Oe7u83j//Z1cuKC+DfnMM+DrCxcvwvz56mJPPz91\nfDt35jF69A2srKyxsrIhLy+P27dvYGFhrW2zpE+hoeA3sfSS9OzsbNKS07Cxs8HSyrKUs0h1SVVK\n0Mfk34+qMTJJVQ85qtKfyqx0GxGxja1bP+f113cREgKbNoG3N8TFQdu2eRw/7kjHjtGcPduIzp3h\nwIHVWFsvJStrvfY6bdqo70H17ZvFpk02jB17i//+s6RHD3Xy0uxX9LUu8RnCJZ+ttO6RKnv6SVUq\nQfdUFEWlqM1XFOWooigD9BWYoiiDFEU5oyhKlKIob+vrvFLFFaoAnDWr/AOkUlVmpVtFMSEvLwdQ\nj6C8vdXJztsbpkzJw8Qkl1OnTGnTBiZMAG9vE27ezNG+LljNN2hQLiYmEBZmQufO6uq+gvEUfV0T\nCQpKL6KQJA1dktTTQog0YADgBEwEPtfHxRVFMQF+Bgaibrs0TlGUarvXJZWg6JL1sgKwUopW6+my\n0q2/f0+uXIkkMTGaDRuyiY2NwN39HLGxgi+/XAe0p2NHB06dgqVLISGhHyYm+zhx4jJLlxau5gsO\nXoSlZXc6drzE4cOC8PDC8RR9HR19l4SEUyQl6RCoHmmWlU+8Vq2XlWoRXZbq0Ay/hgCLhRARSmmP\nwFdcN+CcECIWQFGUFcBI4Iyezi9V1uTJBIWGEhyGemQl71XpLC9PfQ9KM4Xm41P+PSlQdy0fPPh9\nvvzyQW7dyqNhQ3vu3EnH0tKUixdv0r//Wh59FPbtgyVLYOJEB5KTXyMsbBh79/7Ok0+2o2vXLL75\nZhInT65EpfLi3397Ym3twdq13/D8873x9VWPzDT3pHx8comN/ZjvvvuFRo1cuHPnBs7O/jz++Pf4\n+XWrtu8s7Rasj4got7efVP/okqSOKIqyHfAD3lUUxRbI09P1PYBLBV7Ho05ckjEICCAooMC9Kkkn\nJiaFE5KPT/kJSlP9l5eXg6mpKba2JpibZ5KVlYWtrQpFMaFVK/XzUg88oB4xWVuDEB/SoIEd27YN\nISTEnD/+uIaJiSkTJiyhV6/x5OXl8t9/f7Fs2aMIEQLcj6/vvXL0P/54ievXz/Dhhwdxc7uP3Nwc\nDh9eyc8/D2XatF14eLQx9Nelvv15eCyXfLZCc4NfTqpldElSk4EOwHkhRLqiKE7A/xk2rOJmbNyo\n/b1Ps2b0aS7/a64uQS5/ETwL2f+vAoompPIS1OLF0LPnHbZt+5yJEw+xZo0PY8ZcwNfXgrQ0L/78\ncx0bN35Eq1b9ycuDVas01YMK/v6vEBf3Ar16Heannwbw8ccxrFvnjLc3+PiY4uQ0BheXZDZt+oQX\nX1T/f2RmBklJsRw+vJL//e8Cq1er8s9nhpvbeJycrrJlyyyeeWaZAb+l4lJz9bdyr2TcDu0+xKHQ\nQ+XuV+ZzUkKIq2UerMM+5RzfHZghhBiU//odQAghviiyn6zuq2myUa1BxcbCkiXbycj4BCen0GLV\nd6NG5fD994589tlFGjZ0LLF68Nq15Rw5sornnltXbPvw4el8840dv/ySoe33Fxo6l5iYffzf/y0q\ntv/AgYnMnduUH364WW3fQWTOSZy6R8gVfOupylT3bdbhvLrsU5ZDgL+iKD6KolgAY4ENVTynZAgB\nAerKv8REWUxhAD4+4O8vSEsruRrPx0cBFO0CgCVXDwrUtUjFt3t7F7+NLERZ+5sA1bvYYMEiioSc\nhGq9tmS8yprua68oSloZ2xWgrO3lEkLkKoryIrAddcJcIISIrMo5JQMKCCDo3AJ1McW5c3JEpUex\nsRAf/wBCnCA8PA4LC+9C1XdZWZtxc2uOjY2Tdv+C2318oHnzfixf/gJ37iRz44Zjoe03b66kZcuH\nC3VNb9VqABs2fEhm5h2uXm1YaP/ExD9o02ZItX8PAQFw6bw9abdSoXnJS3pI9YtOK/PWNDndZ3zk\ng7/6U7BDRUTEp4SH/0lW1gqmTGmGr69gz55QVq0aR1DQfNq1G1JmR4s1a6YRG3sYW9vFDB7si7e3\nYOfOLaxd+xSvvrqOpk17Frr24sXPkJISj5XVAgYN8sDLK48dO9axYcNU3nprBz4+HWrkOylr3Smp\nbqp0xwljIJOUkdIsU18Ly9Mr0luvOq5fsJfe9u1fs2PH16hUrmRlpaMoCqNHf0mnTqPLjT8vL5eQ\nkI/599+fcXT0Jj09BUtLG8aM+ZY2bYo/g5+bm81ff73P3r3zcXLy5fbt69jYNOKxx36kefNqW9e0\nmEs+W3G+L7VQA1qpbpNJSjKMBQsIJqhWTf1VpreeIa9ftLdebCz8808mffuewsLCgsaNW2NSwcCy\nstK5fPk0FhbWNG7cstTVfTUyMm5x9eoZrKxUuLo2K3d/QwsNhRbTVsgiinpEJinJYGrj1F9leusZ\n8vrG0kvPmETmnOT+CREySdUTpSUpXZ6TQlEUU8C14P5CiDj9hSfVZkHvOuWXqFNrklTBarZevao/\nIRS9fvfu6im/mopHkoxVuXMIiqK8BFwDdgCb8n9CDByXVNtoklMtaUxbmd56WVl3tcu96/v6RXvp\nxcaqV9vNzs7Qy/VqK9l8VtJlqY5o4H4hRI31xpHTfbWIppjCiKf+KnpPKjp6Lxs3ziA6ei8Avr5d\nGTbsI1q2rNxy5uXdk9qxYwNbtnxCVtZJhBC0aPEQI0f+D2/valsM22iEhkK3j1bQzF329KvrqrKe\n1C6gvxAix1DBlUcmqVomNJTgc32NuphC1+q+M2d2Mn/+WEaP/oZu3R7HxMSE//77ixUrXmbChLna\nlXJzctSthjSKvi56/tL2379/MevXf0Bg4K+0bz+YnJwswsOXsH79+7z00mZ8fbuWGW9dU9oKvlLd\nU+GOE4qiTFMUZRpwHvhXUZR3Ne/lvy9JJQsIUHemMOKpP1166wkh+PPPNxk7di5btkzkyBFLTE3N\nyc5+DEVZxpo1b5CXl0dOjrpha3i4+rjwcPXrnPx/1mlGTpopxdhY9VIbeQXaNJuZQU5OFmvXvsVz\nz23g+PFhXLpkioVFA7y8goDPWb78fe3xixcXPr4uu5YIh8+myi4U9VRZhRO2+X/G5f9Y5P9AdfdL\nkWqdoHed1FN/tbgxbVJSLKmpCXTqNJKcHFi5EiIi1Os1Pf54XzZvFiQknMTLqz3DhhXeHhh4b6Rk\nYqKe2itaTVg0McbEhOHo6IOPT4di+48ePZ6lS1/h779vcvKkXYnH10UBAUDsICJjTpLqHyFHU/VQ\nqf+ZCyFmCiFmAqc1vxd4T7Yukso3ebK6318tlZOTgaWlDSYmJnTvXnjl2x49FKysVOTkqAsbim7v\n3r3wuXRZqTc7O4MGDVQl7t+zpyXm5hbs25dVoyvp1qToaNgVV3v/e5IqR5d/i5XUTqD2tRiQakbB\nqb9a1pjW2bkJ2dl3iY8/QXh44ZVvd+y4QFLSRTw82gIU266Z+tPQpZrQ17crFy8e4vbtG8X2/+uv\n3YArvXs30rkasS7RNJ+V6p9Sp/sURRmMejVeD0VRfiywSQXUWBGFVPtop/5qWWNaU1NzBgx4i99+\nm0R6+kYCAz3p3h127brGmjXjGTjwFSwsrMnJgZAQ9RRf9+7qBBUSAl26qKf8dF2p18amET16PMX8\n+eOxsVnBI4844OMDNjbRzJ8fxODBH9K7t4Kvb/V2yDAWmuaz62/J5Tzqk7LWk2oPdARmAtMLbLoF\n7BJCpBg+PG0ssrqvjtB2p6gl/f6EEGzZ8hnbt3+Nr29XTE3NOH9+Pw8++ByjR3+ibVdU0eq+0qrz\ncnOzWbVqGgcOLMXf/0Gysu4QH3+cIUNm8PDDL5V7fH2gWXdKZYvs7VeHVKUE3VwIkW2wyHQgk1Td\nEjwryaifoyrJ3btpREX9ixB5NG0aQMOGjga9XlraNaKjwzAzs6B5875YWjY06PVqG/n8VN1T4SSl\nKMpJyqjiE0K00194ZZNJqo6Rq/xKenDJZyuWzql0aS4TVV1QmZV5hwHDga35P+Pzf7ZQ9RV5pfos\nIEB9nyoxUd1qQZIqwSt2EJnX7UnNTa3pUCQDKqsEPVYIEYu628RbQoiT+T9vA8UXppGkCtImqlpW\n9ScZjwtLBhEdDesjIuTDvnWULrdeFUVRehZ48YCOx0lSuYJ6RkBYmFF3p5CMV0AAuBweS1J4aw6f\nTZXNaOsgXZLNZOBXRVEuKooSC/wKPG3YsKR6I3/qL8jlLzn1J1Wa5jkq2TW97ik3SQkhjggh2gPt\ngXZCiA5CiKOGD02qV5o2lfeopCoJCICk8NZERyOn/uqQsqr7JgghlpbWTFYI8a1BIysci6zuqw80\nVX9Qa56jkoyPfI6qdqpMdZ/mwQzbUn4kSb8KTv3NmiVHVVKlaKb+rp+3lwUVdYAuD/NaCSFqdHlQ\nOZKqhzSjKjmikqogMuckfv0j5IiqFqjMSErjlKIoYYqifK4oylBFUewMEJ8kFVZwOXpZoi5V0vV9\nbUm7Jbun12bljqQAFEXxBnoBPVE3nU0VQnQwcGwFry9HUvWVZjl62Z1CqgJNdwrZmNZ4VXokpSiK\nJ+rk1At1w9kIYKXeI5SkkkyefO+hX0mqJK/YQdrKPzmqql10me6LA14Ftgghegghhgoh5JOXUvWT\nU39SFWgKKkxu28tiilpElyTVEVgMPKEoyn5FURYriiLnXaRqFfSu073uFLLqT6qkgAC4lojsTlGL\nlLrooYYQ4riiKDFADOopvwlAb0D+TSFVr4AAgghVL54oSZXkFTuI0CXAtBVEo05U8l6V8dKlBP0w\nYAnsA/YAe/Ibz1YbWThRvXJyc/nj4EEWh4dz/fZt2ri782KfPvRo0qSmQ1PTFFPUsjWpJOMUGgot\npq1AZYtcn6oGVWXRQ2chxHWDRaYDmaSqT05uLo8FB5N46xZv9O+PX6NG7I6K4svt2/lo6FCCjCUp\nyDWpJD0rWAFobyqTVXUrLUnpMt1XowlKql6Lw8O5cfs25tnZfLpqlfZ9b2tr3l63jhHt2+NmZwSP\nysmpP0nPNNOAmRO3AmDpHCGnAY2AXHJDKuT3fft4e+BAbt++zWEbG+1PdkYGYzp25I+DB2s6xHsC\nAvK5dzoAABliSURBVGQLJUmvAgLUycordpC2q/quONlaqSbJJCUVcjUtDX8XlxK3+bu4cDUtrZoj\nKsfkyeqqv8REuSaVpFeataqun7cn6rJc/bemlDrdpyjKI2UdKIRYq/9wpJrWqnFjwqKjS9wWFh3N\nmE6dqjkiHQQEEBSAuqBiFrLfn6RXF5YMwnLaCiIyI+TUXw0oa6mO38o4Tgghqm3hQ1k4UX3+iYzk\nmSVLcLeyIvPuXe37WaamXM/MJObTT7G2sKjBCMsWPCtJFlNIeqepAATo0lwWVRhCpav7jIFMUtXr\n6+3b+XzrVsbffz9+Tk7sPneO8PPn+ev557nfz6+mwytX8Kwk9S+yRF3SM9kD0HCqlKQURRkKtAas\nNO8JIT7Wa4RlX18mqWp28cYNlh44oH1Oasnu3aTfuaPdrrK1Zed779VghOVYsIBgguSIStI7Oaoy\njKo0mJ0DBAIvAQrwGOBT1YAURXlUUZRTiqLkKopihDc66jffRo34YOhQfggM5NlevUi/c6dQtV/a\nrVs1HWLZ5HL0koFoCiqSwlvL9krVQJfqvgeEEE8CKUKImUAPoJkern0SGA3s1sO5JKmw/FV+tVV/\nsjGtpGeahrXR0cgVgA1IlySluXueriiKO5ANNK7qhYUQZ4UQ51CPziTJIGRjWsmQio6q5DIg+ldu\nxwkgRFEUe+Ar4CgggPkGjUrSu/0xMfy2bx9Xbt6khZsbQb160dTVtcR9hRDsjopS9+67dYu2Hh6Y\nN2hAl9u3tfuobG0L7b8jMpJlBw6Qkp5ORy8vnu3VC08HB4N/Lp3kl6gHz8ofVcmCCknPWpq1JfTb\ntrSYtoL1ERHyXpUe6dK7z1IIkan5HXXxRIbmvXKO3QEU/JtQQZ3k3hdCbMzfZxfwuhDiaBnnkYUT\nVfDuunX8cfAgL/XtSzNXV/bFxLAgLIwfAwMZ161boX2FELy4fDnbTp/mxT598GvUiNBz51i0fz8L\nJ01iRPv2hfbPy8vjqUWLOBwbywu9e+Ph4MA/kZGsOHyYFc88w0MtW1bnRy2fpucfyOepJIOIzDmJ\nU/cIVLbQ11tWAOqqKg1mjwohOpX3XmXpmqQ+GjZM+7pPs2b0ad5cH5ev87afPs0Ly5fjZmHB3fR0\n7fumlpacu3mTiBkzaGxnh9PUqZgLQQZwB2gI+Ds6avePTUsjJTeXNnZ2mJmYaKv7FoaFMW/PHixy\ncrhToPovz9yc+PR0Ln72mVE+VyXL1CVDkhWA5Tu0+xCHQg9pX8/5dE7FkpSiKG6AB7AUeIJ7945U\nwBwhRAt9BJqfpN4QQhwpYx85kqqkR+fOZWCrVszdvJnDNjba97vcvk3n1q3xa9SIdwYNwm3KFK4q\nCgOEYDLwCnDV21u7v0d8PAFWVvSytOR5W1u63L7N4VmzuH/WLGYMH86Hy5YVO7+ruzvjunZlQvfu\n1fiJK6DgqApkwpL0To6qdFeZLugDgacAT+DbAu+nAVV+QEZRlFHAT0Aj1Pe9/hNCDK7qeaXCLt64\nQQcvrxK3tff05ERC4Yqki0CHUs7V3tycizk5hd6LTU4u8/yxyckVjLgaadopQX7CQl1gIacBJT3R\n3Kvym7iVXUTI9aoqodTqPiHEIiFEX+ApIUTfAj8j9dG3TwjxlxDCSwjRQAjRWCYow/Br1IhjcXEl\nbvvv0iX8nJwK7w8cK+Vc/2Vn42dW+N81vk5OpZ8/Ph7fIuc3WpqSdZAl65JeaTqrXz9vT2qubFRb\nUbrck3IDPgX+v717j5KiPPM4/n1ghuswjtwEuYwKERlAiYiImEGJJhA9iaviQlgWlYjrbbPLkuQY\ng0ZN1CTeEl3DEgmKRokJHEUNGiIC4TIKig73i1wEAYdwmxmIMD397h9VDT3D3ICu6Zru3+ecPlR1\nV1c/XcC881Q99T5nOueGmVkeMNA5V2/1vDrdd/LmrF7N7S+/THajRuw4cICyaJRmjRuT1bw5nxUX\n863evemXm8uvXn+dplDtNalPDxzgQHk5OZmZtMjI4Kw2bVg4cSJTFy1i0oIFNCsvr3BNqjwzkx3+\nNanmIbwmVSMVV0gAdOqvZic94wQwFXgHONNfXw/8VwJjkwBdlZdH19at+aSoiLyuXRk1aBDRzEzW\n+6fpvtO3L1v37qVxy5b8/q672DdpErdfcQVt2rZl5JAh3HPDDbisLIqjUUZefDFPjhrFVX37sm7/\nfuatW8eYgQPJ69iRL44cYfSVV/Lj4cO5uE8fth88yPRbb214AxQcn1WJJEDPjD5HW3+8vmqVZqqo\no7pkUkudc/3NbLlz7qv+cx8756q7dJFwyqRO3vz16xnz/PM8O3IkbxQWUrh9O6t27uTJ4cOZMGMG\nax94gHatWlGwaRNXP/MM6x98kNYtW7Lo0095YckSPtm2jc179jB3/Hj6dDp2Lv3dNWsYOWUKm/1Z\n0eeuXcsfPviAfYcO0bdzZ2792tc4Mycnid88MSY/skcFFZJwyqqOdyol6POA64E5zrkLzewS4BfO\nucGBRFp1DBqkTtKI3/2Or3XvzsMzZ0Ikwt5olKZmmF9unoF3au8w0KhJE1pkZHBGs2ZHS8yveuop\nxg4axOQ5cyrM15fdqhWtcnK49oILuHnQoCR9u3qgU38SIM2qfsypnO4bD8wCupnZImAa3mSz0gBs\nLCqi/1lnQSTC5xkZ9DDjvcaNaQo8DowCdpnRFLi/ZUuubdSowgSysfcXl5QcN8HsRbm5bNy9O3lf\nrj74p/7GtX9N0ypJwnXZOpQ9Bb2OtqmX49U6SPk32Q4GLgVuA3o55wqDDkwSo/Ppp7Nqx45j68Aq\nP3te7a/HrCoro3Ol6r3K74+3eufO8Ex9FDTNqi4B0bWqmtU6d5+ZNQPuAC7Dm9Lo72Y2yTn3ZdDB\nSfV27N/PtIICtu3dS/f27Rl9ySW0jbuZNuZ7l13GD2fOpCwa5Wfl5ZQDPywv5yDwf8A5QKFzlADP\nlZaSbcarBw/yZfPmR9//8OzZRCudFj4UifD2qlU8O3IkAGt37aowd9+I/v1p2bRpoMegXuXnMw7/\nXqoFC3SNShKuy9ahLHgRGD+dola6pyqmLqf7puE1PHwaeMZffjHIoKRm05YsofcDD7Blzx7O69CB\nT7Zvp8d99/Fm4fEJ7tV9+tA+K4vdwEPl5Sxwjp1AKRABNgN/Ag7h/QZy2IzlZWWsLi5mwp/+xOgB\nA+jWrh3rS0s5a88ezt23j45FRWwsLeW50aPJadGCn7z2GoMfe4zDkQjnnnEGswoLOfe++/h427Z6\nPCr1ID/fO+23aJHuo5JAxGZV370pR72qfHUpnFjtnMur7bkgqXDimJWff87Xn3yS+RMmcF6HDkef\n/2DzZoY9/TSFEyfSKe4UXMGmTVw/aRKPXncds1euZNnWrWwsKmJ4v3689sknnN68OV+UlPCd889n\nVmEhWx55hK6tW3PT88/zwpIlrHvwQbq3a8dbK1YwraCAf5SWcn7nztw+eDDndejAjI8+YuKsWSyY\nMKFCJvfqsmX8YMYMNv7sZ2Q2blyvxyhwU6YwuehaaN9enX8lMLH5/7JbkRZZ1alU970EPOOcK/DX\nBwB3+o0Q64UGqWPueuUV2mVlMX/FiuOq7Xrk5nJmTg4Tr76aTnffDZEI+6JRMs1o5BxNgd1AJtAc\n78bdWIVfFt58V5lADl61337/tTb+ere4m3tj1X9XPP44d1x+Ob99553j4ilv0oTvDxnCdRemZuNl\nTVIr9SFdKgBPpbqvH7DYzLaY2RZgCdDfzFaYmQoo6tmanTsZ1L17ldV2l3XvzpqdO70N/Wq+PDPm\n+NV8u4AmeHdnx6r7wGsU1hS4Fq/l8i5/vSfQOm69qvbxa3btYlC3blXGM6hbN9bs2lVPR6b+Ha36\nU0NFCVCXrUPTugNwXZoeDg08CqmzDqedxoaioipfW//FF3TIzq64PbAhLltuCXzgL2/A+y1lftx6\nfPOvnZXWq4wnO7v6eIqKGNYrdX/zA2DsWMahhooSrPx8YNkItuW+DWnWpaguJehba3rUR5ByzE0D\nB/LUu+9SXuk0bVk0yu8WLmTMwIEVnr+5cWMei0aJbf1dYDJQhlf9MgDvJriDwAq8ua9exiuk2E/F\n6e+rcvOll/LI7NlUPm38z0iEuWvXckO/fifxLRsetamX+lD6aae0K6ioSyYlIXJlz55c1bMnzy9a\nxNlHjtCscWMORSIUHTnCPcOGcUGsbUZGBp0iEZxz7HeOI8BpeL+V/BNvEMoECoEoXrUfwCt45Zz4\n297iLx+GKtvH3z54MH9ZuZJNhw7RvayMzEaNKCkrY/fhw7xwyy2c5peypwW1qZeAxVp/MH46G0mP\nNvW1Fk6EgQonKnLO8UZhIc8tXMi2ffvo3q4d/5GfX22r9mg0yozly5m6eDE7DxygR/v2RKJR5m/Y\nQMmXX3IkEuGctm35bN8+IuXltGjShG/k5fH+li1seOihWjvrHolE+MP77/NS7D6prl25+4orqu0z\nlRZi0ympAlACkmrz/510dV8YaJCq3ZCHHz6uum7uj6vvTRnbflNpKVkZGZQcOkT8rbeHgUt792Z4\nv37cdOmlwQWe4lQBKEFKpTb1p1LdJw1AVdV1ddm+o3O8lZ19tPov9mgKXNGjB4XbtwcffAqrcK1K\nbT8kwWI3/+4p6MWydftTcv4/DVJprm2jRmwtL6/yta179lQ51ZKcIHX9lYD1zOjD2idGUFySemXq\nGqTS3L+3bMljxcVUPulbDryydCmjBgxIRlgpSVmVBClVsyoNUikiu1UrLiotPfqIVd/Vtv2zzrE8\nGmUvcDrQFq8KcC/wo29+k9w2bYIPPp0oq5KAxbKq2KzqDT2rUuGEcCQS4feLFvH8kiUUlZTQq2NH\n7h4yhG/k1dv0jOlJDRUlYA2pAlDVfSJhFZuwVhWAEoAFC+Ds0d78f2GuANQgJRJmyqokYGHPqjRI\niTQEagMiAduW+za9Bu4P3Yzquk9KpCEYO9arACwqUgWgBKL0005s3EiDmf9PmZRIWCmrkoCE8dSf\nTveJNES6ViUBClNDRQ1SIg2ZsioJSFja1GuQEmnolFVJgJKdVWmQEkkVuq9KApLMrErVfSKpIlYB\nuGFDsiORFBOb/2/3ppzQdADWICXSEOXnHytT1/x/kmBdtg5l7RMj2Lgx+bOqa5ASaaDG3dOGce1f\n82ZVnzIl2eFIiollVYd3Jzer0jUpkRSgDsASpProAKxrUiIpTFmVBCmZWZUyKZEUo6xKghRUVqVM\nSiRNVOgArKxKEiy+A/D6HfsD/zwNUiKpKNYBWBWAEpDdi/tQXELgbeqTNkiZ2S/NbI2ZfWxmM8ws\nO1mxiKQqZVUSlPx8WPvECIpLgi1TT9o1KTO7EpjrnIua2aOAc85VOdeLrkmJnDpdq5KgJGJW9dBd\nk3LO/c05F/VXC4DOyYpFJB1UyKrUq0oSqGdGH9Y+4c1UkeisKhTVfWY2C5junHu5mteVSYkkkLIq\nCcrJZlVJmWDWzOYAZ8Q/BTjgXufcG/429wIXOueur2E/GqREEk2zqktAFiyAs0d7s6rXtUw9lLOg\nm9lNwK3AEOfc4Rq2c/dfc83R9cvPPZfLe/QIPkCRNKCsSoJSU1a1dP5Sli5YenR90s8nhWuQMrOh\nwONAvnNuTy3bKpMSCZKyKglQXXpVhS6TMrMNQBMgNkAVOOfuqGZbDVIi9UG9qiQgtV2rCt0gdSI0\nSInUI2VVEqDqsioNUiJyYpRVSUCqyqo0SInIiVNWJQGKZVUX9chhWNawcN3MKyINgD8H4Lj2r3k3\nAGtqJUmgLluHcnh3DvvLq5+oVoOUiNRu7FhvtorYhLUiCbL5xaGsWpJT7es63SciJyZ2rap9exg7\nNtnRSIq47TbT6T4RSQBlVVKPMpIdgIg0QPn5jMvHy6oeQVmVBEaZlIicPGVVEjBlUiJyapRVSYCU\nSYlIYlTOqtSyXhJAg5SIJE78fVVqWS8JoEFKRBJv7FjG3dNGWZWcMg1SIhIYZVVyqjRIJci8deuS\nHUKo6fhUL+WPzSlmVevWzQsmrhSQDsdGg1SCzFu/PtkhhJqOT/XS5dicbFa1fv284IJq4NLh2GiQ\nEpH6o2tVcoI0SIlIvauQVWmgkho0mAlmkx2DiIgEq8E2PRQRkfSk030iIhJaGqRERCS0NEiJiEho\naZBKIDP7pZmtMbOPzWyGmWUnO6awMLMbzGylmZWb2YXJjicszGyoma01s/Vm9qNkxxMmZjbFzL4w\ns8JkxxI2ZtbZzOaa2SozW2Fm/5nsmIKiQSqx/gr0cs71BTYA9yQ5njBZAfwLMD/ZgYSFmTUCngG+\nCfQCRprZecmNKlSm4h0bOV4EGO+c6wUMBO5M1X87GqQSyDn3N+dc1F8tADonM54wcc6tc85tAI4r\nMU1jFwMbnHNbnXNlwHTgO0mOKTSccwuBfcmOI4ycc7uccx/7y6XAGqBTcqMKhgap4NwCzE52EBJq\nnYBtcevbSdEfNBIcMzsL6Au8n9xIgqHOvCfIzOYAZ8Q/BTjgXufcG/429wJlzrmXkxBi0tTl2IhI\n4phZFvBn4Pt+RpVyNEidIOfcVTW9bmY3Ad8ChtRLQCFS27GR43wOdI1b7+w/J1IrM8vAG6BedM69\nnux4gqLTfQlkZkOBHwDfds4dTnY8IabrUp6lQHczyzWzJsAIYFaSYwobQ/9eqvN7YLVz7tfJDiRI\nGqQS62kgC5hjZh+Z2bPJDigszOxaM9sGXAK8aWZpf73OOVcO3IVXFboKmO6cW5PcqMLDzF4GFgPn\nmtlnZnZzsmMKCzMbBIwChpjZcv/nzdBkxxUEzd0nIiKhpUxKRERCS4OUiIiElgYpEREJLQ1SIiIS\nWhqkREQktDRIiYhIaGmQkgbJzMaYWYc6bDfVzK6r6/MJiOueuOVcM1tRxxg3mdm4Gra5wMyGJTDO\nMWb29Cnu471Y2xUze/NUW9OY2WAzi00tdqOZbTAz3dyc5jRISUN1E+GcjPXHldbreiPiBOfc5Bpe\n74s33VYi1fkmSTNrXOOOnLvGOVd86iF5MTnnXgW+l4D9SQOnQUqSzs841pjZS2a22sxeNbNm/msX\nmtk8M1tqZrPNrIOZXQ9cBLzk32nf1Mwmmtn7ZlZoZpNO8PMrf8YZ/vPvmdmj/n7X+nf5Y2bNzeyP\nfhPHmWZW4O/jEaC5H9OL/u4zzGyyv+3bZta0DvEM9xvZLffjygQeBG709z3czPqb2WIz+9DMFprZ\nV/z3jvEbbs42s3Vm9ou4/d7sP1cADIp7/hr/O3xoZn81s3b+8/eb2TQzWwhMM7NmZjbdb7Q3E2gW\nt4/NZtbazG6LmwFhk5m967/+DT/eZf6xa+E/P9T/u18GJDyzlRTgnNNDj6Q+gFwgClzir08BxuNN\ngLwIaOM/fyMwxV9+D/hq3D5y4panAVf7y1OB66r4zKl4PxRr+4xf+cvDgDn+8v8Av/WXewFHgAv9\n9eJK36sM6OOv/xH4bnWxxK0XAh395Wz/zzHAb+K2yQIa+ctfB/4ct91G//WmwBa8jLMDsBVo7X/n\nhbH9AafF7Xds3He+H29+wSb++n8Dz/nLffzvFvvem4DWcfvJwGtw+S2gjb/c3H/th8BP/Pg+A86J\nOz6z4vYxOH5dj/R8aBZ0CYvPnHMF/vJLwN3AO0BvvLkQDS/z3xH3nviJR79uZj8AWgCnAyuBt+rw\nuT1q+YyZ/p8f4g06AJcBTwE451ZZze3NNznnYtelPgTOqkNMC4EXzOzVuM+vLAcvu/kK3imy+P/L\n7zq/bYOZrfLjbge855zb6z//R+Ar/vZd/M/qCGQCm+P2Ncs5d8Rfzgd+DeCcW2Fmn8RtV3kS2N8A\nc51zfzGzq4E8YJF/jDOBJcB5eMdnk/+el4BbazgukoY0SElYObwffCudc4Nq2tA/hfa/eL/V7zCz\n+4k7FVWL2j4jNpt9OdX/f7FqluPfH9tHrXE55+4ws/7ANcCHseKESh7CGwSuM7NcvKyvqs+MxsVd\n3WziTwOPOefeMrPBeBlUzMEaQq1yf+a1q+ninLsjbru/OudGVdrughpiEgF0TUrCo6uZDfCXvwv8\nHVgHtDOzS8Drn2Nmef42xUCsmqwZ3qC2x7wmcDecwOfW9BnVWQT8q799Ht6pr5gjlYoMTviHsJmd\n45xb6py7HygCugAlHPu++Mux3lN1mR38fSDfzE73r3ENr7SvWPY4poZ9LMCbeRsz6w2cX0Xs/fBO\nh/5b3NMFwCAz6+Zv08LPANcCuWZ2tr/dyDp8D0kzGqQkLNYBd5rZarxTWZOcc2V4A84vzOxjYDkw\n0N/+BWCSmX0EfAk8h9fuYjbwQdx+q6tgi1WR1fQZ1b33WaCtma3EK2hYCRzwX5sMrIgrnDiZNgO/\n8gtACoHFzrlCvEwpL1Y4AfwSeNTMPqTm/8ex77kL+CnegPF3YHXcNg8AfzazpcDuGvb1WyDLP4X4\nU2BZ5c8B7sQ73fqeH+tk59w/8KoxX/FPES4Gejiv59ptwF/8wokvajookp7UqkOSzj9d9aZzrk+t\nG4eAmTUCMp1zh83sHGAO3g/dyEnubyre95+RyDgbOjO7HBjvnPt2smOR5NE1KQmLhvTbUgu8TCHT\nX7/9ZAco3wHgQTNr42q+VyptmNmNHKsulDSmTEpEREJL16RERCS0NEiJiEhoaZASEZHQ0iAlIiKh\npUFKRERC6/8BkKvUsanLmEAAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/code/ch03/tree.dot b/code/ch03/tree.dot new file mode 100644 index 00000000..d3de07df --- /dev/null +++ b/code/ch03/tree.dot @@ -0,0 +1,20 @@ +digraph Tree { +node [shape=box] ; +0 [label="petal width <= 0.75\nentropy = 1.5799\nsamples = 105\nvalue = [34, 32, 39]"] ; +1 [label="entropy = 0.0\nsamples = 34\nvalue = [34, 0, 0]"] ; +0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ; +2 [label="petal length <= 4.95\nentropy = 0.993\nsamples = 71\nvalue = [0, 32, 39]"] ; +0 -> 2 [labeldistance=2.5, labelangle=-45, headlabel="False"] ; +3 [label="petal width <= 1.65\nentropy = 0.4306\nsamples = 34\nvalue = [0, 31, 3]"] ; +2 -> 3 ; +4 [label="entropy = 0.0\nsamples = 30\nvalue = [0, 30, 0]"] ; +3 -> 4 ; +5 [label="entropy = 0.8113\nsamples = 4\nvalue = [0, 1, 3]"] ; +3 -> 5 ; +6 [label="petal length <= 5.05\nentropy = 0.1793\nsamples = 37\nvalue = [0, 1, 36]"] ; +2 -> 6 ; +7 [label="entropy = 0.8113\nsamples = 4\nvalue = [0, 1, 3]"] ; +6 -> 7 ; +8 [label="entropy = 0.0\nsamples = 33\nvalue = [0, 0, 33]"] ; +6 -> 8 ; +} \ No newline at end of file diff --git a/code/ch04/ch04.ipynb b/code/ch04/ch04.ipynb index e5160299..30e25bc7 100644 --- a/code/ch04/ch04.ipynb +++ b/code/ch04/ch04.ipynb @@ -44,21 +44,21 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2016-05-18 \n", + "last updated: 2016-09-29 \n", "\n", - "CPython 3.5.1\n", - "IPython 4.0.3\n", + "CPython 3.5.2\n", + "IPython 5.1.0\n", "\n", - "numpy 1.11.0\n", - "pandas 0.18.0\n", + "numpy 1.11.1\n", + "pandas 0.18.1\n", "matplotlib 1.5.1\n", - "scikit-learn 0.17.1\n" + "sklearn 0.18\n" ] } ], "source": [ "%load_ext watermark\n", - "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,pandas,matplotlib,scikit-learn" + "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,pandas,matplotlib,sklearn" ] }, { @@ -116,24 +116,27 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "from IPython.display import Image" + "from IPython.display import Image\n", + "%matplotlib inline" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "%matplotlib inline" + "# Added version check for recent scikit-learn 0.18 checks\n", + "from distutils.version import LooseVersion as Version\n", + "from sklearn import __version__ as sklearn_version" ] }, { @@ -145,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -197,7 +200,7 @@ "2 10.0 11.0 12.0 NaN" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -221,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -236,7 +239,7 @@ "dtype: int64" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -262,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -298,7 +301,7 @@ "0 1.0 2.0 3.0 4.0" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -309,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -353,7 +356,7 @@ "2 10.0 11.0" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -364,7 +367,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -416,7 +419,7 @@ "2 10.0 11.0 12.0 NaN" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -428,7 +431,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -464,7 +467,7 @@ "0 1.0 2.0 3.0 4.0" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -476,7 +479,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -520,7 +523,7 @@ "2 10.0 11.0 12.0 NaN" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -547,7 +550,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -560,7 +563,7 @@ " [ 10. , 11. , 12. , 6. ]])" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -576,7 +579,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": { "collapsed": false }, @@ -589,7 +592,7 @@ " [ 10., 11., 12., nan]])" ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -615,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -627,7 +630,7 @@ "" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": { "image/png": { "width": 400 @@ -642,7 +645,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -654,7 +657,7 @@ "" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": { "image/png": { "width": 400 @@ -684,7 +687,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -736,7 +739,7 @@ "2 blue XL 15.3 class1" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -769,7 +772,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -821,7 +824,7 @@ "2 blue 3 15.3 class1" ] }, - "execution_count": 17, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -837,7 +840,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -851,7 +854,7 @@ "Name: size, dtype: object" ] }, - "execution_count": 18, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -878,7 +881,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": { "collapsed": false }, @@ -889,7 +892,7 @@ "{'class1': 0, 'class2': 1}" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -903,7 +906,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": { "collapsed": false }, @@ -955,7 +958,7 @@ "2 blue 3 15.3 0" ] }, - "execution_count": 20, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -967,7 +970,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": { "collapsed": false }, @@ -1019,7 +1022,7 @@ "2 blue 3 15.3 class1" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1032,7 +1035,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": { "collapsed": false }, @@ -1043,7 +1046,7 @@ "array([0, 1, 0])" ] }, - "execution_count": 22, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1058,7 +1061,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -1069,7 +1072,7 @@ "array(['class1', 'class2', 'class1'], dtype=object)" ] }, - "execution_count": 23, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1095,7 +1098,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": { "collapsed": false }, @@ -1108,7 +1111,7 @@ " [0, 3, 15.3]], dtype=object)" ] }, - "execution_count": 24, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1123,7 +1126,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": { "collapsed": false }, @@ -1136,7 +1139,7 @@ " [ 1. , 0. , 0. , 3. , 15.3]])" ] }, - "execution_count": 25, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1150,7 +1153,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": { "collapsed": false }, @@ -1206,7 +1209,7 @@ "2 15.3 3 1.0 0.0 0.0" ] }, - "execution_count": 26, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1232,7 +1235,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": { "collapsed": false }, @@ -1381,7 +1384,7 @@ "4 4.32 1.04 2.93 735 " ] }, - "execution_count": 27, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1417,7 +1420,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": { "collapsed": false }, @@ -1559,7 +1562,7 @@ "4 4.32 1.04 2.93 735 " ] }, - "execution_count": 28, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1583,13 +1586,16 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "from sklearn.cross_validation import train_test_split\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.cross_validation import train_test_split\n", + "else:\n", + " from sklearn.model_selection import train_test_split\n", "\n", "X, y = df_wine.iloc[:, 1:].values, df_wine.iloc[:, 0].values\n", "\n", @@ -1614,7 +1620,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": { "collapsed": false }, @@ -1628,7 +1634,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": { "collapsed": false }, @@ -1650,7 +1656,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": { "collapsed": false }, @@ -1719,7 +1725,7 @@ "5 5 1.46385 1.0" ] }, - "execution_count": 32, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -1771,7 +1777,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": { "collapsed": false }, @@ -1783,7 +1789,7 @@ "" ] }, - "execution_count": 33, + "execution_count": 32, "metadata": { "image/png": { "width": 500 @@ -1798,7 +1804,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": { "collapsed": false }, @@ -1810,7 +1816,7 @@ "" ] }, - "execution_count": 34, + "execution_count": 33, "metadata": { "image/png": { "width": 500 @@ -1825,7 +1831,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": { "collapsed": false }, @@ -1850,7 +1856,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": { "collapsed": false }, @@ -1858,10 +1864,10 @@ { "data": { "text/plain": [ - "array([-0.38381621, -0.1580848 , -0.70045149])" + "array([-0.38382693, -0.15807656, -0.70044843])" ] }, - "execution_count": 36, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1872,7 +1878,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": { "collapsed": false }, @@ -1880,18 +1886,18 @@ { "data": { "text/plain": [ - "array([[ 0.28023074, 0. , 0. , -0.02814435, 0. ,\n", - " 0. , 0.71027867, 0. , 0. , 0. ,\n", - " 0. , 0. , 1.23597497],\n", - " [-0.64396786, -0.06877257, -0.05720386, 0. , 0. ,\n", - " 0. , 0. , 0. , 0. , -0.92678323,\n", - " 0.06014983, 0. , -0.37107287],\n", - " [ 0. , 0.06157914, 0. , 0. , 0. ,\n", - " 0. , -0.63545405, 0. , 0. , 0.49780455,\n", - " -0.3584355 , -0.57162628, 0. ]])" + "array([[ 0.28024476, 0. , 0. , -0.02796835, 0. ,\n", + " 0. , 0.71014975, 0. , 0. , 0. ,\n", + " 0. , 0. , 1.23612814],\n", + " [-0.64400828, -0.06877713, -0.05720421, 0. , 0. ,\n", + " 0. , 0. , 0. , 0. , -0.92673065,\n", + " 0.06017769, 0. , -0.37101057],\n", + " [ 0. , 0.06154617, 0. , 0. , 0. ,\n", + " 0. , -0.63574248, 0. , 0. , 0.49795617,\n", + " -0.35815933, -0.57168028, 0. ]])" ] }, - "execution_count": 37, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1902,7 +1908,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": { "collapsed": false }, @@ -1911,7 +1917,7 @@ "data": { "image/png": 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00cgA1UycaMQgGrUAJxoxCzONagONaiNm0YRe6PC06fGyG/DEAze7AbPRwony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\nE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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1974,17 +1980,21 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ "from sklearn.base import clone\n", "from itertools import combinations\n", "import numpy as np\n", - "from sklearn.cross_validation import train_test_split\n", "from sklearn.metrics import accuracy_score\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.cross_validation import train_test_split\n", + "else:\n", + " from sklearn.model_selection import train_test_split\n", + "\n", "\n", "class SBS():\n", " def __init__(self, estimator, k_features, scoring=accuracy_score,\n", @@ -2040,7 +2050,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 39, "metadata": { "collapsed": false }, @@ -2049,7 +2059,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2081,7 +2091,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 40, "metadata": { "collapsed": false }, @@ -2101,7 +2111,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 41, "metadata": { "collapsed": false }, @@ -2123,7 +2133,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 42, "metadata": { "collapsed": false }, @@ -2160,7 +2170,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 43, "metadata": { "collapsed": false }, @@ -2188,7 +2198,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2230,32 +2240,30 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/Sebastian/miniconda3/lib/python3.5/site-packages/sklearn/utils/__init__.py:93: DeprecationWarning: Function transform is deprecated; Support to use estimators as feature selectors will be removed in version 0.19. Use SelectFromModel instead.\n", - " warnings.warn(msg, category=DeprecationWarning)\n" - ] - }, { "data": { "text/plain": [ "(124, 3)" ] }, - "execution_count": 46, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "X_selected = forest.transform(X_train, threshold=0.15)\n", + "if Version(sklearn_version) < '0.18':\n", + " X_selected = forest.transform(X_train, threshold=0.15)\n", + "else:\n", + " from sklearn.feature_selection import SelectFromModel\n", + " sfm = SelectFromModel(forest, threshold=0.15, prefit=True)\n", + " X_selected = sfm.transform(X_train)\n", + "\n", "X_selected.shape" ] }, @@ -2268,7 +2276,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 45, "metadata": { "collapsed": false }, @@ -2317,21 +2325,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.5.2" } }, "nbformat": 4, diff --git a/code/ch05/ch05.ipynb b/code/ch05/ch05.ipynb index c930337e..84730786 100644 --- a/code/ch05/ch05.ipynb +++ b/code/ch05/ch05.ipynb @@ -44,21 +44,21 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2016-07-26 \n", + "last updated: 2016-09-29 \n", "\n", - "CPython 3.5.1\n", - "IPython 5.0.0\n", + "CPython 3.5.2\n", + "IPython 5.1.0\n", "\n", "numpy 1.11.1\n", - "scipy 0.17.1\n", + "scipy 0.18.1\n", "matplotlib 1.5.1\n", - "scikit-learn 0.17.1\n" + "sklearn 0.18\n" ] } ], "source": [ "%load_ext watermark\n", - "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,scipy,matplotlib,scikit-learn" + "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,scipy,matplotlib,sklearn" ] }, { @@ -124,7 +124,8 @@ }, "outputs": [], "source": [ - "from IPython.display import Image" + "from IPython.display import Image\n", + "%matplotlib inline" ] }, { @@ -135,7 +136,9 @@ }, "outputs": [], "source": [ - "%matplotlib inline" + "# Added version check for recent scikit-learn 0.18 checks\n", + "from distutils.version import LooseVersion as Version\n", + "from sklearn import __version__ as sklearn_version" ] }, { @@ -533,7 +536,10 @@ }, "outputs": [], "source": [ - "from sklearn.cross_validation import train_test_split\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.cross_validation import train_test_split\n", + "else:\n", + " from sklearn.model_selection import train_test_split\n", "\n", "X, y = df_wine.iloc[:, 1:].values, df_wine.iloc[:, 0].values\n", "\n", @@ -696,7 +702,7 @@ "data": { "image/png": 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ruKHF5s2bS5x75MiRjBo1ir/+9a+0bNmS3/72tyWO/8tf/sK6desoKCjg1ltv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\n9x/rLKrqCd+Tu//X3X/i7oe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IiMSWkpSIiMSWklSNDAwM8LGPfYyOjg5mzpzJggUL+OlPfxp1WCIiiaIkVSOD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\n", 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r05WNLCdZRpaTY00fhoJfaSmLJvxA2z+vUuoNpVTof4U1APrpGgtROtINOnZN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\nRK5CYII=\n", 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904CHgO8TmoZ+kZnNcvcVMcrdBcyrSvAiIpK49PT0Go1NmAqJjN03B3gXWAZU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\nDB/Tgd1R60uI/UdodJno9+I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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1580,18 +1586,12 @@ "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/Sebastian/miniconda3/lib/python3.5/site-packages/sklearn/lda.py:4: DeprecationWarning: lda.LDA has been moved to discriminant_analysis.LinearDiscriminantAnalysis in 0.17 and will be removed in 0.19\n", - " \"in 0.17 and will be removed in 0.19\", DeprecationWarning)\n" - ] - } - ], + "outputs": [], "source": [ - "from sklearn.lda import LDA\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.lda import LDA\n", + "else:\n", + " from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA\n", "\n", "lda = LDA(n_components=2)\n", "X_train_lda = lda.fit_transform(X_train_std, y_train)" @@ -1608,7 +1608,7 @@ "data": { "image/png": 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5BCJSBZp2tUSrV4cm9ET2ibuHlcpuuy2b1NbQEGrlmuBl+BYtgsWL4bzzYtmaoZq4SDwl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\nK2b2R4QbbW360105zzGgAc4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MpuCFIJvAb7019LXEUZ6+tWvX0tq1a11pS2jRPCQiEkIkEtFuIrqAiGqI6GMi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\n3YwNsmrLeF9LShBiUFCAz5KS4N+9XqQ+8nhwbEMD/l+3Tr6DZgLX7Pw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u2sRkqdWrOTGIUEw1MGbt8bB53KRJ/NvhYA7XoUOsrluzhttNmsThjxtnlbSn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\n9kOHmIiWnMze7DNnMvmtpcx6oUuQ7HRBiE46890UERcsAhc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ON4rIdgClYdcqMcJaok1N0a1QoH0++urVzEefObN90ZQ1a9ju0x3MZkubugvH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\n99sYusPPOYcC3tREl7UxdK2nplI4jx7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4g4FoJ07wnJoaR4Cff55CPnkyvQKrV3NBUVvL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\nAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2068,7 +2068,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 47, "metadata": { "collapsed": true }, @@ -2133,7 +2133,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 48, "metadata": { "collapsed": true }, @@ -2145,7 +2145,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 49, "metadata": { "collapsed": false }, @@ -2156,7 +2156,7 @@ "array([ 0.4816, -0.3551])" ] }, - "execution_count": 59, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -2168,7 +2168,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 50, "metadata": { "collapsed": false }, @@ -2179,7 +2179,7 @@ "array([-0.1192])" ] }, - "execution_count": 60, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } @@ -2191,7 +2191,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 51, "metadata": { "collapsed": false }, @@ -2202,7 +2202,7 @@ "array([-0.1192])" ] }, - "execution_count": 61, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -2220,7 +2220,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 52, "metadata": { "collapsed": false }, @@ -2229,7 +2229,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2254,35 +2254,26 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/Sebastian/miniconda3/lib/python3.5/site-packages/ipykernel/__main__.py:15: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 99 but corresponding boolean dimension is 100\n", - "/Users/Sebastian/miniconda3/lib/python3.5/site-packages/ipykernel/__main__.py:17: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 99 but corresponding boolean dimension is 100\n" - ] - }, - { - "ename": "IndexError", - "evalue": "index 99 is out of bounds for axis 0 with size 99", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 15\u001b[0m plt.scatter(alphas[y == 0, 0], np.zeros((50)),\n\u001b[1;32m 16\u001b[0m color='red', marker='^', alpha=0.5)\n\u001b[0;32m---> 17\u001b[0;31m plt.scatter(alphas[y == 1, 0], np.zeros((50)),\n\u001b[0m\u001b[1;32m 18\u001b[0m color='blue', marker='o', alpha=0.5)\n\u001b[1;32m 19\u001b[0m plt.scatter(x_reproj, 0, color='green',\n", - "\u001b[0;31mIndexError\u001b[0m: index 99 is out of bounds for axis 0 with size 99" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2304,48 +2295,27 @@ "x_reproj = project_x(x_new, X[:-1], gamma=15, alphas=alphas, lambdas=lambdas)\n", "\n", "\n", - "plt.scatter(alphas[y == 0, 0], np.zeros((50)),\n", + "plt.scatter(alphas[y[:-1] == 0, 0], np.zeros((50)),\n", " color='red', marker='^', alpha=0.5)\n", - "plt.scatter(alphas[y == 1, 0], np.zeros((50)),\n", + "plt.scatter(alphas[y[:-1] == 1, 0], np.zeros((49)),\n", " color='blue', marker='o', alpha=0.5)\n", "plt.scatter(x_reproj, 0, color='green',\n", " label='new point [ 100.0, 100.0]', marker='x', s=500)\n", - "plt.legend(scatterpoints=1)" + "plt.legend(scatterpoints=1)\n" ] }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 54, "metadata": { "collapsed": false }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/Sebastian/miniconda3/lib/python3.5/site-packages/ipykernel/__main__.py:1: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 99 but corresponding boolean dimension is 100\n", - " if __name__ == '__main__':\n", - "/Users/Sebastian/miniconda3/lib/python3.5/site-packages/ipykernel/__main__.py:3: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 99 but corresponding boolean dimension is 100\n", - " app.launch_new_instance()\n" - ] - }, - { - "ename": "IndexError", - "evalue": "index 99 is out of bounds for axis 0 with size 99", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m plt.scatter(alphas[y == 0, 0], np.zeros((50)),\n\u001b[1;32m 2\u001b[0m color='red', marker='^', alpha=0.5)\n\u001b[0;32m----> 3\u001b[0;31m plt.scatter(alphas[y == 1, 0], np.zeros((50)),\n\u001b[0m\u001b[1;32m 4\u001b[0m color='blue', marker='o', alpha=0.5)\n\u001b[1;32m 5\u001b[0m plt.scatter(x_proj, 0, color='black',\n", - "\u001b[0;31mIndexError\u001b[0m: index 99 is out of bounds for axis 0 with size 99" - ] - }, { "data": { - "image/png": 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RkJCAPXv2eG1T279mzoCiRqc6AfXnP/8ZL730Epo1839qtNLSUmRmZqJ///5mlGgZVgoo\nangYUFVgQJGn6gTUhQsX3A679TemryOtGjIGFAWDAVUFBhR54gkLieoGT1hIZIKFPyzE1A1TTQ2u\nM8VncMuyW7Dv5D7TxiSiCgwoahKG9hiKj37+CNNs00wJqTPFZzBk2RAkRSehS1wXEyokIk8MKGoS\n2rdsj3V3rTMlpBzh1KttL7xx6xsIET6NiGoDn1nUZJgRUgwnorrDZxc1KcGEFMOJqG7xGUZNTk1C\nqimGU2ZmJnr16mXaeOnp6YiIiEB6erppY5K7rl27onnz5rjrrrvquxRTNP5nGZEX1QmpphhOAHDt\ntddi9+7dAbXduHEjkpOT/bYREbz++uuw2Ww+21R1ivdly5YhNTUV0dHR+OMf/+j8fTzAOOX7vffe\ni9atWyMxMdF5Ondf/I1VHaWlpRg5ciTS0tIQEhKCTZs2VWrj77TsWVlZuOGGG9CyZUv07t0b69at\n83t7/sb65ZdfMHny5BrdDytqGs80Ii8CCammGk7VpVqzU7p78neK9127duHBBx/E0qVLcfToUURE\nRLidonzatGnYv38/Dh06hPXr1+P555/H2rVrvd5OVWNV14ABA7B06VKvvxhf1Snex44di8suuwx5\neXmYNWsWbr/9dpw8edLr7VTndPGNghk/6FefF/DHYslDdR8TRwuP6kWvX6RT1k/R8vJy5/yC8wV6\n7VvX6v0r7tcL5RdMqS01NVVffPFF7du3r/MHPB0/Cquq+umnn2q/fv00JiZG+/fvrzt27FBV1UWL\nFunQoUOd7bp27aqjRo1yTicnJ+v27dsr3d6BAwdURHT+/PmamJioiYmJ+uKLLzqXB3KqeV+1jx49\nWouLi52nIQ8NDdWoqCiNjo52/giuq/T0dF24cGFA68nbKd4nT56sd9xxh3N6//79Gh4eroWFhaqq\nmpiYqF988YVz+dSpU3Xs2LFex69qrJrq2LGjbty40W2ev9Oy79mzR1u0aOF2u9ddd52++eabXscP\n5HTx06dP1/Hjxwd1PwLl67kGnvKdyBzetqRqc8tp+fLlWLt2LX777Tds374db7/9NgDjh2snTpyI\nBQsWIC8vDw888ABuu+02lJaWYuDAgcjMzAQA5OTkoLS0FF9//TUA4Ndff0VRURH69u3r8zZtNhv2\n79+PNWvWYM6cOVi/fj2Aqk8177lV5Fr7jh078PbbbyMyMhKrV69GYmIizpw5g4KCAiQkJJi2vhw8\nT2/euXNnNG/eHHv37sWpU6eQk5Pjtg6qcyp117Fqu27Xun766Sd07twZLVu2rFHdVZ3ivaFjQBHB\nPaSeXPNkre7We/zxxxEfH4+YmBgMHTrUeUK6BQsW4MEHH8Tll18OEcH48ePRvHlzfPPNN0hLS0N0\ndDS2bduGTZs24aabbkJiYiL27t2LTZs2YcCAAX5vc/r06WjRogUuuugiTJgwAe+++y6Aqk81H2jt\ndcHf6c8LCwshIpVOf+44NXp1xqrtul1Py17dOqpzuvjGwP9POBM1Ie1btscnYz5Bl1eNX4bYeM/G\nWvnMyfO06Dk5OQCMD8uXLFmC1157DYCx+720tNR56vfrrrsOGzZswC+//IL09HTExsbCZrPh66+/\n9noCPgcRcTvNd6dOnbBz504AVZ9qPtDa64K/0587fsi3oKAAbdu2dVtW3bFqu27X07JXt47qnC6+\nMeAWFJHdmeIzuPvju/GHnn9A73a9Md02vU5/dDY5ORnPPPOM26naCwsLMXr0aADAwIEDYbPZkJmZ\niYEDB+K6667Dxo0bsWnTJr8Bpao4dOiQc9pxSnfAvFPN18Up3T1Pb75//36Ulpaie/fuiImJQYcO\nHdyWb9++3e+p1H2NVdt1u56WvU+fPs5dtDWp29/p4hsDBhQR3I/W+9eof2HD3RtM/e2+QNx///14\n4403sGXLFgBAUVERVq1a5XzxGjhwIDZs2IBz584hMTERAwYMwOeff46TJ0/id7/7nd+xZ86ciXPn\nzmHXrl1YtGgRxowZA8C8U83Hx8fj5MmTlbYGqsvfKd7vuOMOfPrpp/jyyy9RVFSEqVOnYsSIEc7P\nb8aPH49Zs2bh1KlT2L17NxYsWODzVOpVjTVjxgzccMMNAdddUlLiPF18cXGx83TxgP/Tsnfr1g39\n+vXDjBkzUFxcjA8//BA7d+7EiBEjvN5OdU4X3yiYcaRFfV7Ao/jIQ3UfE76O1vN1dF8w0tLS3E5r\n7nnE1Zo1a/SKK67Q2NhYTUxM1FGjRrkd4ZWYmKgTJ050Tl9xxRV6yy23+Lw9x1F8CxYs0MTERO3Q\noYPbUXzVOdV8VbVPnDhR27Rpo7GxsTU+is/fKd5VVd99911NSUnRqKgoHT58uObn5zuXFRcX6733\n3qutWrXShIQEfeWVV9zGjoqK0szMzIDGmjhxoj777LN+a3WVmprqVnNISIjbqdn9nZY9KytL09PT\nNSIiQnv27Knr1693LvM8rX1VY6k2rqP4eD4oanSqcz6oqo7WO1Z0DDcuuRHDew7HjPQZdbIry0xZ\nWVno3LkzSktLERJSvztMbrrpJnzzzTe4/PLLq/wyan279NJLsW7dOsTGxtZ3KdXSs2dPZGdnY/To\n0ViwYEGt3x5PWFgFBhR5CjSgAj2UvCGHVFZWFtLS0lBWVlbvAUWND09YSFQLqvM9JzNP1VEfGlKg\nErniFhQ1OlVtQdX0S7gNeUuKqDZwC4rIRMH8QkRD35IiamgYUNRkmPHzRQwporrDgKImwczf1mNI\nEdUNBhQ1CUu2LzH1t/UcIbVq3yrsy9tnQoVE5IkHSVCjk5qa6vbzPU4CwOyHSm2MSdRAdOrUCQcO\nHKg0n9+DsmNAERFZC4/iIyKiRo0BRURElsSAIiIiS2JAERGRJTGgiIjIkhhQRERkSQwoIiKyJFMC\nSkQGi8jPIrJXRDJ8tHlVRPaJyDYR6VdVXxGZJiKHReQH+2WwGbUSEVHD0CzYAUQkBMA/ANwIIBvA\ndyLyiar+7NLmZgBdVLWbiFwF4A0AVwfQd66qzg22RiIianjM2IK6EsA+Vc1S1VIA7wEY5tFmGIAl\nAKCq3wJoLSLxAfTlCXeIiJooMwIqCcAhl+nD9nmBtKmq76P2XYL/FJHWJtRKREQNRH0dJBHIltHr\nADqraj8AuQC4q4+IqAkJ+jMoAEcApLhMd7TP82yT7KVNuK++qnrcZf4CAJ/6KmD69OnO6+np6UhP\nTw+0diIiCpLNZoPNZjN93KB/zVxEQgHsgXGgQw6ALQDGqupulzZDADyiqreIyNUAXlHVq/31FZEE\nVc219/+/AK5Q1XFebp+/Zk5EZCFm/Zp50FtQqnpBRB4FsBbGLsOF9oB5wFis81V1lYgMEZFfABQB\nmOCvr33o5+2Ho5cDOADggWBrJSKihoPngyIiIlPxfFBERNSoMaCIiMiSGFBERGRJDCgiIrIkBhQR\nEVkSA4qIiCyJAUVERJbEgCIiIktiQBERkSUxoIiIyJIYUEREZEkMKCIisiQGFBERWRIDioiILIkB\nRURElsSAIiIiS2JAERGRJTGgiIjIkhhQRERkSQwoIiKyJAYUERFZEgOKiIgsiQFFRESWxIAiIiJL\nYkAREZElMaCIiMiSGFBERGRJDCgiIrIkBhQREVkSA4qIiCyJAUVERJbEgCIiIktiQBERkSUxoIiI\nyJIYUEREZEkMKCIisiQGFBERWRIDioiILIkBRURElsSAIiIiS2JAERGRJTGgiIjIkhhQRERkSQwo\nIiKyJAYUERFZEgOKiIgsiQFFRFVS1QY1LjUODCgi8ktVMWTZENgO2Ewd13bAhiHLhjCkyCcGFBH5\nJSLI6J+BkctHmhZStgM2jFw+Ehn9MyAipoxJjQ8DioiqlJ6ajuUjl5sSUo5wWj5yOdJT002pjxon\nBhQRBcSMkGI4UXUwoIgoYMGEFMOJqosBRUTVUpOQYjhRTTCgGrmcnBx06dIFubm59V0KNSLVCSmG\nE9WUKQElIoNF5GcR2SsiGT7avCoi+0Rkm4j0q6qviMSKyFoR2SMia0SktRm1NjUzZ87EgQMHMHPm\nzPouhRqZQEKK4UTBkGC/gyAiIQD2ArgRQDaA7wCMUdWfXdrcDOBRVb1FRK4C8HdVvdpfXxGZA+Ck\nqj5vD65YVZ3k5fa1SXyPYv9+oGVL43pUlPuyqCigsLDS9ZwzZ9C5c2ecP38eERER+PXXX5Hg6Ov4\n69rPMe0Yo7rzvI1XVVtv832NE8xYddXHW82efQNUVAScOgXExFT86wOZ5zoN+F+WnQ2cPQtERgKJ\niRXtw8KA0lLj7+nTRptz54x5HTsC4eEVY6z6yYaHNozEB6OMEHLcxo4CG+76rCKcqqrds1Zv68JR\nl7c2DseOAQcPAikpQPv2tdfG3/KaLPM233Oe6zRgXI+IMP43qsDx40CvXkBamvf7VFdEBKoa9PcH\nmplQy5UA9qlqFgCIyHsAhgH42aXNMABLAEBVvxWR1iISDyDNT99hAAba+y8GYANQKaCahPXrgREj\njBe38HDgkkuAFi0AEeOV5bHHgFdfNaZdrs88fRrlJSUAgAsXLmDmpEmY16yZ0c6xRTVlivHInjXL\nmP7b34CJE4GFC4Gnnw58XkICkJsLPPtsxfiOeb7aepsPeB/HMb8mY9VVH281Ozj6uvbxY8cO4PXX\nK0LikUeMf1NV8wYNAv79b2O6oMAYq1Ur78tOnQL27TP+xsYC3boBrVsDZWXAnj1GmQcOAMXFQH6+\n0S801HgIXnEFEBfnGD8dv2+5HH98dyReuHI5vluejoMhNmxoOxLz0o1wqur+eNb6yCPAxRe7r4uj\nR426evQA4uPd2zh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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2353,9 +2323,9 @@ } ], "source": [ - "plt.scatter(alphas[y == 0, 0], np.zeros((50)),\n", + "plt.scatter(alphas[y[:-1] == 0, 0], np.zeros((50)),\n", " color='red', marker='^', alpha=0.5)\n", - "plt.scatter(alphas[y == 1, 0], np.zeros((50)),\n", + "plt.scatter(alphas[y[:-1] == 1, 0], np.zeros((49)),\n", " color='blue', marker='o', alpha=0.5)\n", "plt.scatter(x_proj, 0, color='black',\n", " label='some point [1.8713, 0.0093]', marker='^', s=100)\n", @@ -2394,7 +2364,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2463,7 +2433,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.1" + "version": "3.5.2" } }, "nbformat": 4, diff --git a/code/ch06/ch06.ipynb b/code/ch06/ch06.ipynb index 27ef1c0e..2968274e 100644 --- a/code/ch06/ch06.ipynb +++ b/code/ch06/ch06.ipynb @@ -44,21 +44,21 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2016-03-25 \n", + "last updated: 2016-09-29 \n", "\n", - "CPython 3.5.1\n", - "IPython 4.0.3\n", + "CPython 3.5.2\n", + "IPython 5.1.0\n", "\n", - "numpy 1.10.4\n", - "pandas 0.17.1\n", + "numpy 1.11.1\n", + "pandas 0.18.1\n", "matplotlib 1.5.1\n", - "scikit-learn 0.17.1\n" + "sklearn 0.18\n" ] } ], "source": [ "%load_ext watermark\n", - "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,pandas,matplotlib,scikit-learn" + "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,pandas,matplotlib,sklearn" ] }, { @@ -119,24 +119,27 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "from IPython.display import Image" + "from IPython.display import Image\n", + "%matplotlib inline" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "%matplotlib inline" + "# Added version check for recent scikit-learn 0.18 checks\n", + "from distutils.version import LooseVersion as Version\n", + "from sklearn import __version__ as sklearn_version" ] }, { @@ -166,194 +169,7 @@ "metadata": { "collapsed": false }, - "outputs": [ - { - "data": { - "text/html": [ - "
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columns]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "import pandas as pd\n", "\n", @@ -623,6 +439,7 @@ ], "source": [ "from sklearn.preprocessing import LabelEncoder\n", + "\n", "X = df.loc[:, 2:].values\n", "y = df.loc[:, 1].values\n", "le = LabelEncoder()\n", @@ -638,7 +455,10 @@ }, "outputs": [], "source": [ - "from sklearn.cross_validation import train_test_split\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.cross_validation import train_test_split\n", + "else:\n", + " from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = \\\n", " train_test_split(X, y, test_size=0.20, random_state=1)" @@ -842,11 +662,20 @@ ], "source": [ "import numpy as np\n", - "from sklearn.cross_validation import StratifiedKFold\n", "\n", - "kfold = StratifiedKFold(y=y_train, \n", - " n_folds=10,\n", - " random_state=1)\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.cross_validation import StratifiedKFold\n", + "else:\n", + " from sklearn.model_selection import StratifiedKFold\n", + " \n", + "\n", + "if Version(sklearn_version) < '0.18':\n", + " kfold = StratifiedKFold(y=y_train, \n", + " n_folds=10,\n", + " random_state=1)\n", + "else:\n", + " kfold = StratifiedKFold(n_splits=10,\n", + " random_state=1).split(X_train, y_train)\n", "\n", "scores = []\n", "for k, (train, test) in enumerate(kfold):\n", @@ -877,7 +706,10 @@ } ], "source": [ - "from sklearn.cross_validation import cross_val_score\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.cross_validation import cross_val_score\n", + "else:\n", + " from sklearn.model_selection import cross_val_score\n", "\n", "scores = cross_val_score(estimator=pipe_lr,\n", " X=X_train,\n", @@ -956,7 +788,7 @@ "data": { "image/png": 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r79vj8uD3+Pv1iaSdMbVJXUsdpjYpSi+iKL1ov7cwiVJKke5NJ92bTklmCXWB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\nkZuby0MPPQR03Lu68sorGTZsGMXFxUy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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -965,7 +797,13 @@ ], "source": [ "import matplotlib.pyplot as plt\n", - "from sklearn.learning_curve import learning_curve\n", + "\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.learning_curve import learning_curve\n", + "else:\n", + " from sklearn.model_selection import learning_curve\n", + "\n", + "\n", "\n", "pipe_lr = Pipeline([('scl', StandardScaler()),\n", " ('clf', LogisticRegression(penalty='l2', random_state=0))])\n", @@ -1038,7 +876,7 @@ "data": { "image/png": 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elqLSG+z8McZQ7C6m2F3M9IrpPZ4/sWQiS2YssQJaWx2b9m+irq2Og8cezHeP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\nFAolpKO2tjZletOlcd++ffh8Pg444IB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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1046,7 +884,12 @@ } ], "source": [ - "from sklearn.learning_curve import validation_curve\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.learning_curve import validation_curve\n", + "else:\n", + " from sklearn.model_selection import validation_curve\n", + "\n", + "\n", "\n", "param_range = [0.001, 0.01, 0.1, 1.0, 10.0, 100.0]\n", "train_scores, test_scores = validation_curve(\n", @@ -1133,13 +976,16 @@ "output_type": "stream", "text": [ "0.978021978022\n", - "{'clf__kernel': 'linear', 'clf__C': 0.1}\n" + "{'clf__C': 0.1, 'clf__kernel': 'linear'}\n" ] } ], "source": [ - "from sklearn.grid_search import GridSearchCV\n", "from sklearn.svm import SVC\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.grid_search import GridSearchCV\n", + "else:\n", + " from sklearn.model_selection import GridSearchCV\n", "\n", "pipe_svc = Pipeline([('scl', StandardScaler()),\n", " ('clf', SVC(random_state=1))])\n", @@ -1227,7 +1073,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 21, "metadata": { "collapsed": false }, @@ -1256,7 +1102,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -1271,6 +1117,7 @@ ], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", + "\n", "gs = GridSearchCV(estimator=DecisionTreeClassifier(random_state=0),\n", " param_grid=[{'max_depth': [1, 2, 3, 4, 5, 6, 7, None]}],\n", " scoring='accuracy',\n", @@ -1353,6 +1200,7 @@ ], "source": [ "from sklearn.metrics import confusion_matrix\n", + "\n", "pipe_svc.fit(X_train, y_train)\n", "y_pred = pipe_svc.predict(X_test)\n", "confmat = confusion_matrix(y_true=y_test, y_pred=y_pred)\n", @@ -1370,7 +1218,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1610,7 +1458,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 32, "metadata": { "collapsed": false }, @@ -1619,7 +1467,7 @@ "data": { "image/png": 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eiSv/phNdKz9SWFjIihUrOHHiBGPGjOHss8+2OiQVoLRjmwpqOTk5LFu2zOow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\nWUkAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1638,7 +1486,15 @@ "\n", "X_train2 = X_train[:, [4, 14]]\n", "\n", - "cv = StratifiedKFold(y_train, n_folds=3, random_state=1)\n", + "\n", + "if Version(sklearn_version) < '0.18':\n", + " cv = StratifiedKFold(y_train, \n", + " n_folds=3, \n", + " random_state=1)\n", + " \n", + "else:\n", + " cv = list(StratifiedKFold(n_splits=3, \n", + " random_state=1).split(X_train, y_train))\n", "\n", "fig = plt.figure(figsize=(7, 5))\n", "\n", @@ -1694,7 +1550,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 33, "metadata": { "collapsed": false }, @@ -1706,7 +1562,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 34, "metadata": { "collapsed": false }, @@ -1743,7 +1599,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 35, "metadata": { "collapsed": false }, @@ -1776,22 +1632,6 @@ "source": [ "..." ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "
\n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "
\n", - "
" - ] } ], "metadata": { @@ -1810,7 +1650,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.1" + "version": "3.5.2" } }, "nbformat": 4, diff --git a/code/ch07/ch07.ipynb b/code/ch07/ch07.ipynb index 94f9197a..9aae104c 100644 --- a/code/ch07/ch07.ipynb +++ b/code/ch07/ch07.ipynb @@ -44,22 +44,22 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2016-06-11 \n", + "last updated: 2016-09-29 \n", "\n", - "CPython 3.5.1\n", - "IPython 4.2.0\n", + "CPython 3.5.2\n", + "IPython 5.1.0\n", "\n", - "numpy 1.11.0\n", - "pandas 0.18.0\n", + "numpy 1.11.1\n", + "pandas 0.18.1\n", "matplotlib 1.5.1\n", - "scipy 0.17.1\n", - "scikit-learn 0.17.1\n" + "scipy 0.18.1\n", + "sklearn 0.18\n" ] } ], "source": [ "%load_ext watermark\n", - "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,pandas,matplotlib,scipy,scikit-learn" + "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,pandas,matplotlib,scipy,sklearn" ] }, { @@ -115,7 +115,8 @@ }, "outputs": [], "source": [ - "from IPython.display import Image" + "from IPython.display import Image\n", + "%matplotlib inline" ] }, { @@ -126,7 +127,9 @@ }, "outputs": [], "source": [ - "%matplotlib inline" + "# Added version check for recent scikit-learn 0.18 checks\n", + "from distutils.version import LooseVersion as Version\n", + "from sklearn import __version__ as sklearn_version" ] }, { @@ -219,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "collapsed": true }, @@ -237,7 +240,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -248,7 +251,7 @@ "0.034327507019042969" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -259,7 +262,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -274,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -283,7 +286,7 @@ "data": { "image/png": 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HjDG7gbNY7VLi7959SqnMmTYNIiKgVCkYOdLpaCx/HviTcX+MI19QPoY0HcLL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\nUOm95BstJ3ul1yZl0nif2nZ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PU7pQad5r+x7drummA3RTcfIktG5tJajatWHxYk1QSuU1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\nSkhFRES1vgOJtW1JroE8AwAAAABJRU5ErkJggg=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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -330,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -341,7 +344,7 @@ "1" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -355,7 +358,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { "collapsed": false }, @@ -366,7 +369,7 @@ "array([ 0.58, 0.42])" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -384,7 +387,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -395,7 +398,7 @@ "0" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -406,7 +409,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 14, "metadata": { "collapsed": true }, @@ -567,16 +570,19 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn import datasets\n", - "from sklearn.cross_validation import train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.preprocessing import LabelEncoder\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.cross_validation import train_test_split\n", + "else:\n", + " from sklearn.model_selection import train_test_split\n", "\n", "iris = datasets.load_iris()\n", "X, y = iris.data[50:, [1, 2]], iris.target[50:]\n", @@ -591,7 +597,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -609,12 +615,15 @@ } ], "source": [ - "from sklearn.cross_validation import cross_val_score\n", + "import numpy as np\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.neighbors import KNeighborsClassifier \n", "from sklearn.pipeline import Pipeline\n", - "import numpy as np\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.cross_validation import cross_val_score\n", + "else:\n", + " from sklearn.model_selection import cross_val_score\n", "\n", "clf1 = LogisticRegression(penalty='l2', \n", " C=0.001,\n", @@ -648,7 +657,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -699,16 +708,16 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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bBlhKglyOZdPwVqXUVhGJL99x2rRpREVFARAWFkZ0dDRDSqoAlr7A7mjnF+QT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\n0KCBHj9+XK9du6YdO3bUSZMmqarqkSNHtGrVqrpz507NzMz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i3BZ72AD8/aFmTZs2USrONA9pC5xVv5iYGD7//HNdbN6BAwdWyHmbs+pnDdxZ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\nx4/nwIED7Nixg8LCQj766CPq1q2r++3m5OTwxx9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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -755,7 +764,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 19, "metadata": { "collapsed": true }, @@ -767,16 +776,16 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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N0JnRSo8en2Hjtk+J8WNA2Lj9Hnbb7TMpy27atI5I5D5UVwM/BwTViSxbNpBR\noy7O+Nady/8gPgXx3Nh18H7bfcdcdwF/G3802rwSuAHnIfIzulQP4okb2z8QkgOIABqbf+k5kMgo\nDKbZ9JSCZjNxww2PccEFtTQnabZz58O58cb/S3MP99Pc3DqCvLn5F0QiB3d4D6VAZl9nGlT1SaCL\niNTk2Z6SZ9OmdTz66N08+uif+OCD9Z6OUVW8to5KnYULbyAW+wFwL3AP0egpLFx4Q9qyzc1nA43A\nPGAu0ERz81lpj4HW/8Ejj3j/H6RidFWs3bJj8UyqOQenpT8fuBPoRLTqXKbd8Vs2r53VZrnmD1OJ\nxs6mtS8RYC9isbFMW7gka9uM/GGazUwpaTYV9913C6TQrOpYd1/7e1AdS3vNjsl4D6WCV/f+YOAB\nYAfQR1V3EZFvA2eq6qmBGVeC7v24WwjUszsoeThaudLaT/Y9oCeOi20zXbosSdlfdtppB9DQ8BHQ\nFUe0ivMQ2UG3bruxaNF/U14nH4F/6YgHR6p2bmuTNNFll105/ZHH2pS/65vH0bT9Y5Bqqoi5Ew4J\nqkr3bjUpuwMKibn3TbOZKGfNijSlDGgOWwB0IoXs0/8HMEdV7xKRzaq6u9vKf01Ve/sx2g+lVuln\nE/wRP0aEUASKBIkTUFNFNHovrckXD6a6+hS+8Q3aCf2mmy5m2TKIxf7cpnxV1fcYNkz4yU/aBtNB\n8EFETU2NvP/+21x00Tda/s+dOx/MzJmP85nP9GkXaJUYmHVPrIovDbiTLzz4CPt1E6qqhC6dUjvb\nCpVpsNIrfdNsZipds8kUI5gykXxU+l7d+4OAP7nrCqCq24GdPVtQAbR1C3lzB8WPKRfXUSb++c8/\nE43OB04n/h3Bj4hG7+Lpp9u7up999gFisYXtysdiC3nmmb+kvEare9Ep35Fb0S+dO3dh8eJZbf7P\nqmNYsmRWyodB585d6Np1Z7p23Zkzdu7Ktucu4J5v/JbrjpzOb788jSlfnNpuWTzsBF7evoXNa2fB\n2uV5s91oj2k2M5Wu2eSlmBV+vvDa0n8ROFdVXxCRD1V1DxEZCtysqoGlzy2lln7bFkPrWNBMLYew\nDgsJio0b3+LCC2vbfUedOx/MLbc8wT779M2pfNsWQ2L5/LUcsvk/+yWebCgxoVAi+fQCVHJL3zTb\nMabZcFHIlv6VwN9E5BqcAL6JwH3AFZ4tKHOyCf7IppVRytx3380pvyPVMdx//805l2/bYmgtn8+W\nQyGCfIY3f+eDAAAgAElEQVT2bmZ0VYzNT5zDLUN/084TkDgLoZE9ptmOMc2WH55a+tAyVv9coC/O\nZDl/UNUVAdpWUi19v8Ef5fT26RW/31FrAI7SOrq0GRFJWb41iKhz0pWbMgYRBXkPQbAgVsWQg9zJ\nhmqE7mR++8/kFajklr5ptmNMs+GikIF8+wHrEtPwutv7qOo7nq3wSSlV+n6DP8KUF79QJH5HyYk4\nUn1HTU2NjB9/LBs2HAvEp2X4Bfvu+wQzZz7ervxNN11MJLIr0ei0Nturqydw7LHbUwYR5XIPyRQy\nyCeeQOiQHk9lnIL4gD8upW9N+rTClVzpm2Y7xjQbLgpZ6ceAJ4Dvq+qHCdu3qqp3K3xSSpW+X8rp\n7TMbvAx5eu21FVx22XeAt0hsWUE/Zsx4iAMPPKJN+fh36gyJc7Y5zyct2+90+brM+bWSYwOSvQK7\nX7iow2uUa6XvF9OsabbYFLLS34aTJ38U8D+q+m93+8equqtnK3xSzpV+Ob19+sXrkKdx445i/fpv\nAMlv+xfTu/cyZs16ss3W+NCc8eOHudm3oHPnw7n55mXsuWf7oTmVQiavwFl7XdDh8VbpO5hmTbPF\npmBpeIGYql4uIv8GHhOR891pdisjJZVPvOSQTvwxhzHvd5A2ORm+xgDKwoU3pHWLrl//CrAKmJls\nHevWtY9BjQ/NcRJwOFHCqmNZvHhWWbpevRJPK7x85UA2J+9Mnj6tQjHNZsY0Wz54bem3uPETJt+5\nC/iZ35a+iJwMTAY+BwzJNGFPqbb0/WbrCmN2r6Bsag2GOg0QunRZmLbl0NCwjebmxpTn6dSpC926\ntZ0NpxIDrXLFS8uhElr6ptn0mGbDQyGH7LX4tFT1RWAocAzQzbMFrbwMfA8nRqDs8JvHO5u830ET\nZC7y1jzei4CFGfN4d+u2C92775FySX54xM9tQ3MMv5hmM2OaLS88VfqqunvS5/eAY4ED/F5QVVer\n6uu0znFYVvjN1hXG7F7Z2DRnzhXcdtuVGcvEZ6+KRptw3HljiUajRCL35eXh6WQPu4mqqp3bLNHo\n71NmDzMMMM1mwjRbfqR174vI0e5seojIsHQnUNXHs7qwyDLg0nJy7/vN1hXG7F5B5iL3m8fbL5Uc\naJUtle7eN82aZkuJoAP5bgUOddfnpimjpGjti8ijwN6Jm9yyl6vqUk8Wu0yePLllvba2ltraWj+H\nF5RkV1X8rTudMPyWjxN0wI5fm+LHqGYO8nHe6rfj5HiKu/N+RDR6O08/XZPzA8QeEPkhEokQiUSy\nPt40m5qgdGuaNcC7bj1n5Ms35dbS9xuQkksAS/ABO8HkIvebl9sInkpu6RdSsxCMbk2zlUUhA/mC\nomz69f0GpGQbwBJkEFHQucj95uU2jCAplGYhON2aZg2/ZOrTfxsP4/BVdT9fFxT5H5xBnHsCHwEr\nVfVbacqWTEs/2xzVfrN7xVOBguY99WfQucgrPaNZGKnkln6hNAvB6dY0W1kEmpFPRI5J+DgEOBP4\nPbAGJ4vCeGC+ql7vw2ZflFKl7zcgJZsAlqCDiILORZ5L0E4Yk6GUA5Vc6RdCsxCsbk2zlUUh0/DW\nAcer6rqEbX2Av6vqoemPzI1SqvQLQbJgiz3RRyFbAWFMhlIOVHKlXyjCpFvTbGlTyDS8+wLbkrZt\nA3p7tsDIifh42ebmV1u2NTf/gkjkYEaNurgoQ4bmz38lYysgX8T7Q0Xg5JMvsCxdRskQNt2aZg2v\ngXwPAA+IyHAR+ZyIfBMnFe8DwZlmJFLozFVesnV17tyFrl13TrnkcyhOGJOhGIYXCqlb06zhBa+V\n/jjgGWA28C9gFvAcNl1HwSh05iov2boKQWtL6eduCyk/mcAMoxAUUremWcMLHbr3xen8GQ1MVtUJ\nwZtkpKJQbjkIl2sul2QohlFsKtGdbpoNNx229FU1CsxQ1U8LYI+RhkK55SA8rrnEFkMcazkYpUSl\nudNNs+HHq3t/qYicFKglRigIk2vOZuAyjI4xzRp+8Frp7wTcLyIREblLRObHlyCNqxS8TnGZbXk/\n+MnWFTQ2A5cRVrLRYFC6Nc0afvA6ZK/OXYwAmDPnCl/jWf2W90qlDi8yDL9ko8EgdGuaNfziqdJX\n1WuCNqRS8RuAE2TATkeuuUIH4tgMXEYYyUaDQenWNGv4xfOEOyLSRUQGi8ixIjIsvgRpXCXgNwAn\nyIAdc80ZRsdko8GgdGuaNfziNQ3v14H7gK5Ad2ArsCvwtqoeEJhxZZ6G129O7rDl3jdKH0vD649s\nNBim3PtGaVPIqXVvAK5V1T2Aj92/U4BbPVvQasi1IvKKiKwUkcUi4v0uygy/AThBB+wUcligYZQi\n2WgwSN2aZg2/eK30DwJuSto2Hbg4i2s+AgxS1cOB14GJWZyj5PE7ntXGvxpGcclGg6ZbI2x4rfS3\n4Lj1ATaIyCHA7sAufi+oqo+pasz9+CzQx+85ygG/41lt/KthFJdsNGi6NcKG10p/CfBtd30esAxY\nAdyf4/XHAA/leI6SxG8AjgXsGEZxyUaDplsjbHgdsvezhPXfichzOK38h1OVF5FHgb0TNwEKXK6q\nS90ylwNNqrog07UnT57csl5bW0ttba0Xk0OP3/GsNv7VKBSRSIRIJJL18abZ3I4xjGzwqltP0fv5\nRkTOAs4Fhqnqjgzlyjp63zCKjUXvG0bpkI/o/bQtfRF5Cqd1nhFVPdqzFc55TwB+DhydqcI3DMMw\nDCO/ZHLv356w3h+n//1OYA2wH3AmTv++X2YCXYBHRQTgWVW9IIvzGIZhGIbhg7SVvqreGV8XkWeB\n41V1VcK2BTiV/tV+LqiqA7Kw0zAMwzCMHPEavf85oD5p25vAwfk1xzAMwzCMoPBa6T8B/FFEBojI\nziJyEDAXeCo40wzDMAzDyCdeK/2z3L+rgG040+wKcHYANhmGYRiGEQBex+l/CJwmIlXAZ4D3E7Lq\nGYZhGIZRAniq9AFEpAcwEDf1rht5j6o+HohlhmEYhmHkFU+VvptM5xYc135Dwi4FApta1zAMwzCM\n/OG1pT8VOFlVKzJPvmEYhmGUA14D+TrhTIlrGIZhGEaJ4rXS/y1whRvIZxiGYRhGCeLVvX8xsA/w\nCxH5IHGHqu6Xd6sMwzAMw8g7Xiv9HwVqhWEYhmEYgeN1nP4TQRtiGIZhGEawiNe5r0XkcOAoYE+c\nbHwAqOpVvi4o8itgBBAD3gXOUtWNacp6npvbMIxgSDcvd5qyplnDCAHpdOspME9Efgw8DQwDfgkM\nBi4FDszClmtV9TBVPQL4Gz5n6TMMwzAMIzu8RuP/AjhBVb8HfOL+PRlo8ntBVd2W8LEGp8WfNyKR\nSD5PlxfMpo4Jmz1gNhWKMN6T2eSNsNkUNnsgfDZ5rfT3UtX4jHoxEalyE/WclM1FReTXIrIWGA34\n6h7oiLB9wWA2eSFs9oDZVCjCeE9mkzfCZlPY7IHw2eQ1ev8dEemnqm8BrwEjRGQT0JiqsIg8Cuyd\nuAknZe/lqrpUVa/AGff/S+AiYHK6C0+e3LqrtraW2tpajyYbhpENkUgkpweVadYwCo9X3Xqt9K8F\nPge8BfwKuB/oAvw0VWFVHe7xvAuAB/FY6RuGETzJFfU111zj63jTrGEUHq+69Ry93+YgkS5Al6T+\nea/HHqiqb7jrFwFHqeoP0pS1MGDDCAF+oveDtsUwDG+k0q2nSl9EXnSj7ZO3v6CqX/JjhIjcDxyE\nE8C3Bhinqhv8nMMwDMMwDP94rfQ/VtVdk7YJ8IGq7hGUcYZhGIZh5I+MffoiMt9d7ZKwHqcfsCoI\nowzDMAzDyD8dBfLVp1lXnGQ99+XdIsMwDMMwAsGre/94VX24APYYhmEYhhEQXpPzNIrI/gAiso+I\n3Ckid4jIPgHaZhiGYRhGHvFa6d8KRN31GUBnnOj724IwyjAMwzCM/OPVvb9VVbuLSCecmfH64mTj\nW6+qewZso2EYhmEYecBrRr6tIrI3cCjwH1Xd5ibo6RycaYZhGIZh5BOvlf5M4Hmc1Ls/c7d9DXg1\nCKMMwzAMw8g/ntPwishBQFRV6xM+d1XVlwO0zzAMwzCMPJFV7n3DMAzDMEqPtNH7IhLxcgIR+b+8\nWWMYhmEYRmBk6tP/soicDXQ0u5avCXcMwzAMf4jIZ3HSnvfQLNyzIjIR2F9Vf5x343Ik13sz/JHW\nve+29L38AxpV9fh8GmWEGxF5Exirqo+7n08DbgG+B0SAB1X1xITydwGvq+qvROQYYBlwq6qOTyjz\nFPAHVU2e48EwShoReQvYB9hXVT9M2P4icBjQT1XXFtCevsCbQCdVjfk89svA/wF7qWpD0r5/Aber\n6q0dnKPN88MoLGlb+qpaW0A7jBJFRM4Efgd8G9jobv6yiHxFVZ9Nc9h24HQRubaQDzvDKBKKU8mO\nwnk5RkQOBXbGW8MqJ0SkWlWjiZvc63bkxW2Hqj4nIm8DJwMtL+ju/XwOWJCjuUbAeM3IZxjtEJHz\ngOuAb6rqcwm7rgV+k+HQj4A/ApMDM84wwsVdwJkJn88E7kwsICLfFpF/icgWEVkjIlcn7OsrIjER\nqXI/9xKRv4jIByLymoick1D2ahG5T0TuEpGPgDPdbfFK+gn370cislVEjnbPMyjhHJ8Rke0i0jPF\nvcwHzkjadjqOh+8j9/jvikidiHwoIo+LyEB3+3xgP2Cpe+3LUtzbMhH5lYj8wy3zdxFpmcJdRM4Q\nkbdE5H0RuUJE3hSRYR39AwwHq/SNbLkAp9IepqovJmxXnLTNB2UQogJTge+LyIBArTSMcPAssKuI\nDHQrt1OBP9G2tb0NOF1VewDfAcaJyHcT9id6Be4B1uJ0G5wC/EZEahP2fxe4V1V3o33r+2j3b3dV\n7a6qTwILgR8llBkFPKaqH6S4l7uAo0WkN4CICDAa50U+Ppx7AfAT4DPAQ8BfRaSTqp7h2n2ie+3f\npbi3+PXPdI/vClzmnvsQHG/JKKAX0APYN4WNRhqs0jey5TjgWVWtS7HvE5xK/dfpDlbV94DZwK+C\nMc8wQke8tT8ceAVYn7hTVZ9U1VXueh2wCDgm+SRu4NuRwC9VtUlVXwJup23r+xlVXeqe69M09iS+\ncMzHqbjjnO7a2w5VfQfHW3C6u+k4nMRtD7qffwD8VVUfd7sVfofTlfHVNNdOxR2qWq+qO4B7gcPd\n7d8HHlDVZ1S1Gbiqg/MYSVilb2TL+Tit+blp9t8O7C0iJ6bZD/Bb4HgR+XzerTOM8PEnnIr1LBL6\nw+OIyJddV/h7rlv+PCDV3Ca9gA+TAunWAL0TPr/txzBVXQ5sF5FjXFd8f+CBDIfcSWul/yNgUULc\nwL6uPfFzq2tPb7yzMWG9Adgl4dwt96aqnwCpvBFGGrym4cX9IRxG65cPgKrOy7dRRknwLvAN4EkR\nuVVVL0jcqapNInINMAVI5Q1AVT8UkRvdMjZUxyhrVHWtG7n+LWBMiiJ3A78Hjnf1cwOQqk99PbCH\niNSo6nZ3237AusTLZTIlzfZ4Rb4RuF9VGzOcYwlwi9ulMJK2Hon1OPO0JPJZ4B0PtnXEBuCg+AcR\n2ZnU35GRBk8tfRGZBLwEXIrzo4gvP8p0nFHeqOpGnIr/eBG53t2c6Lb7E7ATzkMuHTfguP0+F4iR\nhhEuxuDEwXySYt8uwGa3wh9KW3d7C657/Z/ANBHp6nrKxpLGHZ+C93GmRu+ftP1unGG3PySFJyLJ\nhgZgMXAH8Jaq/ith973Ad0TkWBHpJCKXAZ8Cz7j7NwIHJJ3S60iC+4GTROQrItIZCwb2jVf3/s+A\noar6ZVU9NmGxiMnKpOVNXVXfxqn4Twam4TxM4vtiOH1uu5Pm7V5VP8aJ9t8j1X7DKAMS9fJmUgWZ\nqIsLgCkisgW4AidYLx2jgP1xWtWLgStVdZknY5wXjqnA0250/VB3+zvAv5xV/YeHU92J42FoMwpB\nVV/DaRDejPOC8R3gJLcPHmA6cKV77UvihyWeIoPt/wEuwvlu1gNbgfeAHR7sNfCYe19E1gADOnD3\nGIZhGAEgIvsDq1W1S8DXmQusU9WSCJATkRqcIcAHquqajsobmXPvV8UX4Epgpjs2tCppn2EYhhEs\ng0kIjgsCEemH495PF5wbCkTkRBHZ2a3wrwf+bRW+dzIF8jXT6maJ97eck7A/ntWpOgC7DMMwDEBE\nLgZ+DozvqGwO1/gVTjfub0qgAh1Ba/zCC8BpRbSl5MiUe7+vlxOUwA/EMAzDMAy89+lflpA5KXH7\nJao6IxDLnPPbMC7DCAGq6im62jRrGOEhlW699smnC+q4IntzvKGqvparr77a9zFBL2ZT6dljNrUu\nptlwLGZT6dlTTJvSkTE5T0Lu9GoROZa2YykPAD72/UQwDMMwDKModJSRLx7FuROQmHlPcRIsXBSE\nUYZhGIZh5J+Mlb6q7g/OdIjqzI4Uempra4ttQjvMpo4Jmz1gNhWKMN6T2eSNsNkUNnsgfDZ5CuQr\nFiKiYbbPMCoBEUF9BPKZZg2j+KTTracJd0TkbVKnRtyBM4nCEmCWtqZZLChbly4txmUNo+TpftJJ\nRbmuadYwsiNXzXqdZe/3OLmUf48zreF+wIXAfcCHOBPxfBb4RU7WGIZhGIYRGF4r/bOA4aq6Pr5B\nRB4CHlHVQSKyDHgMq/QNwzAMI7R4rfR7AduStm0H9nXXXwN283pREekKPAl0cW24X1Wv8Xq8YRiG\nYRj+8ZqcZynwFxE5TkQOFpHjcKZzjHfMHQm85fWiqroDOFZVjwAOB74Vn97RMAzDMIxg8Frpnwc8\nB8wBXgRuA54Hxrn7/4szZ7JnVLXBXe2K09q3kF/DMAzDCBBP7n1V/RSY4C6p9m/0e2F3Wt4VQH/g\nFlV93u85DMMwDMPwjtc+fURkIHAYsEvidlWdl/qIzKhqDDhCRLoD/ysih6jqf5LLTZ48uWW9trY2\ndIkODKPciEQiRCKRrI83zRpG4fGqW6+z7E3CmXTnJaAhYZeq6rDUR3lHRK4EtmvSjH1eE33YmF/D\nyA4vY36DSM5jmjWM7PA6Tj+n5DzAz4ChqvpvH7ZlMmZPoElVt4jIzsBwYHo+zm0YhmEYRmq8Vvqf\nAK/m8bq9gDvdfv0q4B5VfTCP5zcMwzAMIwmvlf6VwEwRmQy8m7jD7Zv3haq+DHzB73GGYRiGYWSP\n10r/j+7fcxK2Cc4wu+p8GmQYhmEYRjB4rfT3D9QKwzAMwzACx+s4/TXQMrZ+b1XdEKhVhmEYhmHk\nHU8Z+URkNxFZAHwKvOFu+66I/DpI4wzDMAzDyB9e0/DOBrYAfYFGd9szwKlBGGUUn2g0SjQaLbYZ\nhmF4xDRreMFrn/43gH1VtUlEFEBV3xeRvYIzzSgGK+vrmTZ3Lo+tWgXAcYMGMWnsWA7r37/IlhmG\nkQrTrOEHry39LcCeiRtEZD/A+vbLiJX19Xx/wgRG1NWxRZUtqoyoq2PkhAmsrK8vtnmGYSRhmjX8\n4rXSvx1YLCLHAlUiciRwJ47b3ygTps2dy5QdOxgHdHOXccCUHTuYPi+rKRYMwwgQ06zhF6+V/m+B\ne4BbgM7APOAvwE0B2WUUmGg0ymOrVnFGin1nAI/W1Vl/oWGECNOskQ1eh+wpTgVvlbyRF+IPo+pq\ny+1kGKWAabY8SFvpi4in2fNU9fH8mWMUi+rqao4bNIj5dXWMS9o3Hxh+6KF5EbsFHRlGfjDNGtmQ\nyb0/18Nye9AGGoVj0tixXNm1K7Nx5k9uwAnauLJrVyaOGZPz+QsZdGTDl4xKwDRr+CVtpa+q+3tY\nDsjmoiLSR0QeF5FVIvKyiPwk+1sw8sVh/fuzePp0Hhg8mB4i9BDhgcGDWTJ9el7e6gsRdLSyvp5T\nJ01ir5Ej2WvkSE6dNImXLIrZKFNMs4ZfxOmuL/BFRfYB9lHVlSKyC7ACGKGqryaVUy/2bV26NBhD\nK5h8999Fo1H2GjmSLap0S9rXAPQQ4b0lS3K6XrxVMmXHjpbgpvk4rZ7F06dzuLkj29H9pJM6LCMi\nqKp4OZ9ptniYZisDL5qF9Lr1Gr2fV1R1o6qudNe3Aa8AvYthi5Ga6urqkgvYseFLRiVjmjW8UJRK\nPxER6QccDjxXXEuMIGkJOkqxLx9BRzZ8yTDyi2m2PPGahjcQXNf+/cBP3RZ/OyZPntyyXltbS21t\nbUFsM/LPpLFjGTlhAqRw5S3JQ9CRkR8ikQiRSCTr402z5YNptnTwqtu0ffruNLodoqoxX5a1nr8T\n8FfgIVVNOf7f+gfLj5X19UyfN49H6+oAp7UwccyYvAQdnTppEiNSDF+aDTwweDCLpk7N+RrlhvXp\nGx1hmg0XufbpZ6r0Y0Am9QpO3p6s/DsiMh/YpKqXZChjD5AyxW/QkZfyL9XXMzJNUFC+opnLDav0\nDa+YZsNBkIF8+wMHZFji+30jIl8DfggME5EXReRfInJCNucyShOvQUd+hvMEPXzJMCoZ02x5UJQh\ne16xVkNlk8twHksZ6g1r6Rv5xDQbPAUbsici3xWR60XkThGZH1982GoYvshlOE8pDl8yjFLHNBt+\nPFX6InI1MMctfwrwAXA88FFwphmVjA3nMYzSwjRbGnht6Y8BhqvqxUCj+/ckoF9QhhlGLlgeb8Mo\nLUyzhcFrpb+bqta5640i0llVlwPHBGSXUeFkmxjE8ngbRnEwzZYGXiv9ehEZ5K7XAeeLyOnA5mDM\nMgz/M4gVckYwwzDaY5oNP14r/SuAnu76BOAnwHXApUEYZRjgfzhPofN4+3VHmvvSKHdMs+HHhuwZ\nJUFHw3kKMSNYnJX19UybO5fHVq0C4LhBg5g0dmzaccV+yxcSG7JnBIVpNhgKMmRPRD5Ms/09T1cP\nmOjau2Ht8mKbYQRIWIbz+HVHmvvSqFRMs+HEq3u/c/IGEekMFP8/Cqw4Ynfqoy84lb9RkQQ9I1gc\nv+5ImzrUMFJjmi0OGSt9EXlKRJ4EdhKRJxMXYDXwz4JY2QFz37+OZcO/xYojdmfz2llW+VcofoOI\n/OJ3HLKNW87A2uXmnTNMs0Wgo5b+7cA8oBmYm7DcDpwPjAzUOo+Mroox4I2zmPv+dSwedgIvb9/C\n5rWz7KGSQDkGpCSTGETUHegOlsc7pCw/YpN55zrANGuaDYJOmXaq6p0AIvKsqr5aGJOyZ3RVjOVP\nnMP8o4/ixC2z6Lv6BfqtfZ1qBrQtuN/Q4hhYBMIckBIUqoqItKznixZ3ZIqpQFO5I/2WryTmvn8d\nQ4bP4/ObX2HAi7PYnS9mPsA0a5rNAtNsezxF74vz3zgHGAXsqaqfF5GjgX1U9d6sLiwyFzgReFdV\nP5+mjKdI4KVLt7bbtnxdJzYcvtqp/Hsl/JMib7FHtTgPmTJ/kOQy+UUpUoj79TsVaNinDi1W9H5c\nswtiVQw5yKn8e+6SvvweT62hO92p3u+HXswoWUyzptmOyDV632ulPwUYDtwIzFbV3UTkAOA+Ve3g\nFT3tOb8ObAPmB1Hpx1kQa9+DMeSgeRz76ENlX/mfOmkSI1K8sc7GcaEtmjq1GGYFRqHu995IhClz\n5vDO9u0A9Kmp4apx4zjlmNQJKv2WLyTFrvTBeUF/o1csY/khB83jS0sfom+NabacMM36p1CV/tvA\nEaq6SUQ2q+rubuv/Q1Xd3a/RCeftCywNstJPRRsvwOq36Vfdo+xaEIUcAxsGcr1fr9N6JrZM4r+Y\nu0nfMvFbvtCEodL3Qlyzh/R4imMffcjRLAPKqvI3zbbi9X696LYSNQu5T61bjdMqB4grepeEbSXF\n0N7NjHi/P/d8OoNbhv7Gov4rGL95vxOH8+zqLl6H/3gpb6QmrtnNT5zDLUN/wxMHdrdAwArGj25N\ns23JGMiXwIPADBG5GFr6+KcAgafVmjx5cst6bW0ttbW1eTv36KoYvN+fubHrGDIs3q/4YGuByFsl\n26KohICURLK538Q3+sXxsm4SjlRv9PHhPItpzxnARe5wnvh1/JYPC5FIhEgkkvXxQWp2aO9meL8/\nC2IzWgIBkzVbqt12ptlWOpqgx6tuK0Wz4F23Xt373YE7gW/hJOr5FHgEOENVP87WyGK591ORql+x\nZu/XS7oLIOwBKfnG7/367U/0644sBXdtqbj305Ecs2OaLS2yuV8/uq1UzUKO7n1V3aqq3wP2A74C\n9FfV7+VS4cftcpeiM7R3M6OrYm2WeBdAYuKfUhr773fyi1LnsP79mXbhhUyrqWlxy02rqWH6+PHt\n7jebJBx+M4gVKuNYJZNKsyvevLGl267+zVtLqgvANJtes+Bft6bZ9mR074tIN5wZ9g4F/gVMU9Xn\n83FhEVkA1AI9RWQtcLWq3pGPc+eT0VUxeOMs5saqGDLMjSBeu6Jk3IeH9+/PoqlTPQeqlTIr6+uZ\neMstbQNwtm9nws03M6BPn7wE4EwaO5aREyZAqpZJigxifssbuRPvApgbc3IBOJqdZZoNIabZwpPR\nvS8idwBfAh4Cvg0sU9WLCmRbwV2FHZEc9b9HdVsnRSWMIw4zft31g087jYkNDSnLT6up4eWFC1Ne\nZ2V9PdPnzePRujrAefufOGZMxhm7/JQvJKXu3u+IeLdd4jDdREyzxSWbIXvZ6LbSNAtZDtkTkQ3A\nF1R1g4h8FnhSVffP1li/hO0BEide+SdySI+nKmIccVjJpu9uz+99j52A66HNG/2lOEErm/7855yH\nC+VSvhCUe6UfJ51mnYyAlZH4J2xk03+eq24rRbOQXrcdRe/XqOoGAFV9W0R6+Dex/Ii7DxNZvnIg\nswaOaW1RlFAXQD4Iozg6ogYYjzM0Je6++hbwM2Cmh+P93mspfTflRirNOl0Aid12pdMFkA9KUbOQ\nm25Nsx1X+p1E5Fhag+2SP6OqjwdlXCkxtHczQ4HlT5zDLUOTcv+XcQsiLHnCsxn+04ATsNINiIf+\nVLvbfxuwvUY4SJyvoyXxT3y+jjKt/EtZs2C6zZWOovffw5llLz673gdJn28P1LoSpJIS/8THy46o\nq892R88AAB0kSURBVGOLKltUGeGOl12ZIcFNUPidpjM+wQc4D43qNPuM8qaSEv+UumbBdJsrGSt9\nVe2nqvtnWA4olKGlRnz4UDlP95uYuaqbuxQzc5Wf4U6VMDTH8EfiC3upDtPtiFLWLJhu84Gn5DzF\nIqxBQX6JBxH94IvPMPC2v5ZFv2Ghct3nYl9H5881EUqp9okmUimBfNmwIFbF8UfO59j7TLPx46G4\nmoXcdFspmoXcc+8bOTC0dzPb3x3AuxxN19p+xTanqPjNdZ8t1dXVHQo720QohboHo7gcuKGK/35q\nmg2TZiE73ZpmW/Gae9/IA0+saOLQbko/Xqea0m41FCLXfSHwmwilIPdQUHeyt1ZDpbJ+fRMb4ppd\nS0m39stFs+BPt2G9h2Jh7v0CsiBWRc3er3Na7LaCjw1ubGwEoEuXLnk7Z9C57sNIkPcQXXs3b0W3\n8MGX+uViomfeOXAwZ+11QYflKtW9D8Wdhts0mx/K4R4SCTQ5T7EptwdInAWxqpbx/EE/RO6NRJgy\nezbvNDQA0KdbN646/3xOOeaYvJzfa+aqvE9k0VFrOIAWWWCTcaxdzmZWsGa78sJJ3+L518Zw4IbC\n9LxNGZd8J+2p5Eo/Totmm16h31ObTbOEY/KZjiiHe0gm6OQ8RgCMroqx4LUxHHp+J/rd9mRg17k3\nEuGnM2a0zVzV0MBPrr8eVeUHeZjytNB5wqNr72YrW/nwqL4Zy+3x1KzwZ1lzK/sPo8qy4W5l/0QV\no3s3Q+9Yx8cbBaNFs9+eT7+nTLNG6WKVfpHZylZ2X7s8kJbplNmzuR7auLXi61PmzMnLAyRORw+O\nnOcKT9EazkQQWdZyuockz0SU13kruoU1Az/LX3ucT68nBlplXwKs32yahdIZHlcO95Bvilbpi8gJ\nwI04IwjmqmpFJVM6cEMV9644khMPXBlI5r7GxkbeaWhIOwXlhdu309jYmNf+wo74/vHH81PXpZic\nM/umb34z9UFrl7dUkMuGf4v/bDmqtYLMQHKWtXylRfY9A1dCa56EKPAPtu3Ooqpfsv3dAYxujEEH\n92MUnwM3VPGP/x7Jh8OaA8ncVzaaDRnlPmueX4rSpy8iVcBrwDeA9cDzwGmq+mpSubLsH0wkqOC+\nxsZG9j75ZD6GlH1ZuwLv3n9/QR8gp06axBF1ddThTNsITs7swcCLKQJq4q7814/oy6KqH9Nr5UAn\nh7oPggjE8tQnmvCyEm/Nb393QJvzjK4qfqv+pJO6d1jG+vTbElRwXzloNqyEedY8v5Rqn/5Q4HVV\nXQMgIouAEcCrGY8qQ0ZXxVrn/nZd0ru+eWtezt1rp07M/7Q5pVtr35078fY6b1mU49OR5tJSjkaj\nPLZqFVcALwPxakGB7wDX1tURjUbbudpiF3yXJ9/+Or0ePMB3hQ+tE60siM1gyPB5fH7zK/R8Ibfv\nd9cqmHpOb2ru/QQRYeIpvYGHqX+zbTmnsv8lvVYOZETvZghBJW/kThC/qTjloFlIiL2Jtr4A7lEt\nTqOmCPMaxOMYLp51ByLCjHFnFfT6YaJYlX5v4O2Ez+9AiQ9cz5H4xB+zBubP3bTfBfdx6QznfMmu\nucPOv41r+57i6Tw1e7+elwmEVJX/AaYA9yTYM8Ld19Gxqpp1bu3RVTF44yzmxqogcwygJxo2reOv\ny48EYMfZf6Vbz33bF/qUNq77+D1afvDyIN+/KQhQs1lWtL41mxB78/yJJ/D8a2Nafu/5eo5ky7pN\nm1jwmDM/3GWnnMS+PXt2eEw5ajb0gXyTJ09uWa+traU2j4EsYSM+U1++2HToVzi3uhu/jHbiQhx3\n6i50Z0d1Mz8efCQ9vbY83VbN2efPz3q0QXV1Nb27dWNiQ0PKIKVpNTWtLYbEoL1XG3n9tX5s/esE\nVopw3nm/zur6cfLlUp95z/Vo81mA8uk913PO+Os6PGbOnCuQPNxD0EQiESKRSNbHV5JmIb/dNEFo\ndvBrG2mI+O/GzUaziSNRXr/gcvbZ5fLW33uSd2TAi7MyXj/fo2+mLfwzjc1nA8q0hUuYOf7cDo+5\nbM6diAi/O+/MvNkRFF51W6w+/a8Ak1X1BPfzBECTg/kqoX8wSGbOvIxly3rQ3Hwd0Ohu7UKnTpcx\nbNjHjPdQUcVZEKvi7G/PZ8htT2YlRE/jZW+aCFX1bYP2Vg7kgK5rOO+8ryECc+b8k56pWtUFZNOm\ndZx33ldpaloNQOfOA7nttmcy2uUcE557iGN9+uEiCM0Oi1f6Plv6Xse4s25R25EoHjQbj2XKRD7j\nnNZt2sQR5/2MHU3ONbt2HsDK227K2Npft2kTXzjvYhB4cc6NnjwDhaBU+/SfBw4Ukb7ABuA0YFSR\nbClb/vnPPxONbqGq6uY226PRKE8/3cPXAwSg7o1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MqMV351niYeCRnbW1jVWR/cvLGZOhqshCZHf6JtMsZ4OTiTt9K/RNaFnVX/Cs0DeZZDkb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\n+v287FhVV3uKoPm+TwFeBt7BubBQ4Fe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jhnO2TmXK2xFb6DdzqN92xZTOczqw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\nrEv8PzjZkPV+jleSAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -839,7 +848,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 21, "metadata": { "collapsed": false }, @@ -848,7 +857,8 @@ "data": { "text/plain": [ "{'decisiontreeclassifier': DecisionTreeClassifier(class_weight=None, criterion='entropy', max_depth=1,\n", - " max_features=None, max_leaf_nodes=None, min_samples_leaf=1,\n", + " max_features=None, max_leaf_nodes=None,\n", + " min_impurity_split=1e-07, min_samples_leaf=1,\n", " min_samples_split=2, min_weight_fraction_leaf=0.0,\n", " presort=False, random_state=0, splitter='best'),\n", " 'decisiontreeclassifier__class_weight': None,\n", @@ -856,6 +866,7 @@ " 'decisiontreeclassifier__max_depth': 1,\n", " 'decisiontreeclassifier__max_features': None,\n", " 'decisiontreeclassifier__max_leaf_nodes': None,\n", + " 'decisiontreeclassifier__min_impurity_split': 1e-07,\n", " 'decisiontreeclassifier__min_samples_leaf': 1,\n", " 'decisiontreeclassifier__min_samples_split': 2,\n", " 'decisiontreeclassifier__min_weight_fraction_leaf': 0.0,\n", @@ -921,7 +932,7 @@ " weights='uniform')]]}" ] }, - "execution_count": 48, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -932,7 +943,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -941,17 +952,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.967+/-0.05 {'decisiontreeclassifier__max_depth': 1, 'pipeline-1__clf__C': 0.001}\n", - "0.967+/-0.05 {'decisiontreeclassifier__max_depth': 1, 'pipeline-1__clf__C': 0.1}\n", - "1.000+/-0.00 {'decisiontreeclassifier__max_depth': 1, 'pipeline-1__clf__C': 100.0}\n", - "0.967+/-0.05 {'decisiontreeclassifier__max_depth': 2, 'pipeline-1__clf__C': 0.001}\n", - "0.967+/-0.05 {'decisiontreeclassifier__max_depth': 2, 'pipeline-1__clf__C': 0.1}\n", - "1.000+/-0.00 {'decisiontreeclassifier__max_depth': 2, 'pipeline-1__clf__C': 100.0}\n" + "0.967 +/- 0.05 {'decisiontreeclassifier__max_depth': 1, 'pipeline-1__clf__C': 0.001}\n", + "0.967 +/- 0.05 {'decisiontreeclassifier__max_depth': 1, 'pipeline-1__clf__C': 0.1}\n", + "1.000 +/- 0.00 {'decisiontreeclassifier__max_depth': 1, 'pipeline-1__clf__C': 100.0}\n", + "0.967 +/- 0.05 {'decisiontreeclassifier__max_depth': 2, 'pipeline-1__clf__C': 0.001}\n", + "0.967 +/- 0.05 {'decisiontreeclassifier__max_depth': 2, 'pipeline-1__clf__C': 0.1}\n", + "1.000 +/- 0.00 {'decisiontreeclassifier__max_depth': 2, 'pipeline-1__clf__C': 100.0}\n" ] } ], "source": [ - "from sklearn.grid_search import GridSearchCV\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.cross_validation import GridSearchCV\n", + "else:\n", + " from sklearn.model_selection import GridSearchCV\n", "\n", "params = {'decisiontreeclassifier__max_depth': [1, 2],\n", " 'pipeline-1__clf__C': [0.001, 0.1, 100.0]}\n", @@ -962,14 +976,25 @@ " scoring='roc_auc')\n", "grid.fit(X_train, y_train)\n", "\n", - "for params, mean_score, scores in grid.grid_scores_:\n", - " print(\"%0.3f+/-%0.2f %r\"\n", - " % (mean_score, scores.std() / 2.0, params))" + "\n", + "if Version(sklearn_version) < '0.18':\n", + " for params, mean_score, scores in grid.grid_scores_:\n", + " print(\"%0.3f +/- %0.2f %r\"\n", + " % (mean_score, scores.std() / 2.0, params))\n", + "\n", + "else:\n", + " cv_keys = ('mean_test_score', 'std_test_score','params')\n", + "\n", + " for r, _ in enumerate(grid.cv_results_['mean_test_score']):\n", + " print(\"%0.3f +/- %0.2f %r\"\n", + " % (grid.cv_results_[cv_keys[0]][r], \n", + " grid.cv_results_[cv_keys[1]][r] / 2.0, \n", + " grid.cv_results_[cv_keys[2]][r]))" ] }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 23, "metadata": { "collapsed": false }, @@ -1007,7 +1032,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 24, "metadata": { "collapsed": false }, @@ -1020,7 +1045,8 @@ " penalty='l2', random_state=0, solver='liblinear', tol=0.0001,\n", " verbose=0, warm_start=False)]]),\n", " DecisionTreeClassifier(class_weight=None, criterion='entropy', max_depth=1,\n", - " max_features=None, max_leaf_nodes=None, min_samples_leaf=1,\n", + " max_features=None, max_leaf_nodes=None,\n", + " min_impurity_split=1e-07, min_samples_leaf=1,\n", " min_samples_split=2, min_weight_fraction_leaf=0.0,\n", " presort=False, random_state=0, splitter='best'),\n", " Pipeline(steps=[['sc', StandardScaler(copy=True, with_mean=True, with_std=True)], ['clf', KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", @@ -1028,7 +1054,7 @@ " weights='uniform')]])]" ] }, - "execution_count": 34, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1039,7 +1065,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 25, "metadata": { "collapsed": false }, @@ -1050,7 +1076,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 26, "metadata": { "collapsed": false }, @@ -1066,7 +1092,7 @@ " vote='classlabel', weights=None)" ] }, - "execution_count": 51, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1077,7 +1103,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 27, "metadata": { "collapsed": false }, @@ -1093,7 +1119,7 @@ " vote='classlabel', weights=None)" ] }, - "execution_count": 52, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1119,7 +1145,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 28, "metadata": { "collapsed": false }, @@ -1131,7 +1157,7 @@ "" ] }, - "execution_count": 23, + "execution_count": 28, "metadata": { "image/png": { "width": 500 @@ -1146,7 +1172,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 29, "metadata": { "collapsed": false }, @@ -1158,7 +1184,7 @@ "" ] }, - "execution_count": 24, + "execution_count": 29, "metadata": { "image/png": { "width": 400 @@ -1173,7 +1199,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 30, "metadata": { "collapsed": false }, @@ -1200,14 +1226,18 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.preprocessing import LabelEncoder\n", - "from sklearn.cross_validation import train_test_split\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.cross_validation import train_test_split\n", + "else:\n", + " from sklearn.model_selection import train_test_split\n", + "\n", "\n", "le = LabelEncoder()\n", "y = le.fit_transform(y)\n", @@ -1220,7 +1250,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 32, "metadata": { "collapsed": false }, @@ -1245,7 +1275,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 33, "metadata": { "collapsed": false }, @@ -1283,7 +1313,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 34, "metadata": { "collapsed": false }, @@ -1292,7 +1322,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1365,7 +1395,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 35, "metadata": { "collapsed": false }, @@ -1377,7 +1407,7 @@ "" ] }, - "execution_count": 33, + "execution_count": 35, "metadata": { "image/png": { "width": 400 @@ -1392,7 +1422,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 36, "metadata": { "collapsed": false }, @@ -1404,7 +1434,7 @@ "" ] }, - "execution_count": 34, + "execution_count": 36, "metadata": { "image/png": { "width": 500 @@ -1419,7 +1449,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 37, "metadata": { "collapsed": true }, @@ -1439,7 +1469,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 38, "metadata": { "collapsed": false }, @@ -1475,7 +1505,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 39, "metadata": { "collapsed": false }, @@ -1484,7 +1514,7 @@ "data": { 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LyOeb2S+Cl/0e4GQz+xVQBXwJ/Ch7EUuuau2xfRFpP5QPtm85U+QA\nuPtLwKB6z/056f6dwJ1tHZe0L5qMJyIJygfbt5wqckQyRZPxRCRB+WD7pSJHIktj4yKSoHywfWrq\nZIAiIiIi7ZKKHBEREYkkFTkiIiISSSpyREREJJJU5IiIiEgkqcgRERGRSFKRIyIiIpGkIkdEREQi\nSUWOiIiIRJKKHBEREYkkFTkiIiISSSpyREREJJJU5IiIiEgkqcgRERGRSFKRIyIiIpGkIkdEREQi\nKaeKHDM7xswWmNlCM7ukgW1uM7NFZjbLzA5u6xhFRESkfciZIsfM8oA7gKOBA4Afm9m+9bY5Fhjg\n7gOBXwB3t3mgIiIi0i7kTJEDDAMWuXuFu1cBfwFOrLfNicBDAO4+HehmZr3bNkwRERFpD3KpyOkD\nLE96/FH8uca2WZFiGxERERHysx1Aaxo7dmzt/ZKSEkpKSrIWi4g0T1lZGWVlZRnbn/KBSPuVbj4w\nd898NGkwsyOAse5+TPzxpYC7+/VJ29wNTHb3J+KPFwAj3X1Viv152GPbMGlSBo5ARJprpxNOCL2t\nmeHuls7nhM0HkyZtSGf3EsKMFfnkjShg74EfcNTCu+hStgv0G5btsCTHhM0JYfNBLg1XvQ3sbWbF\nZtYROAX4e71t/g6cDrVF0bpUBY6IiIhIzgxXuXuNmZ0LvExQfE1w9/lm9ovgZb/H3V8ws+PM7EPg\nc+CsbMYsIiIiuStnihwAd38JGFTvuT/Xe3xumwYlIiIi7VIuDVeJiIiIZIyKHBEREYkkFTkiIiIS\nSSpyREREJJJU5IiIiEgkqcgRERGRSFKRIyIiIpGkIkdEREQiSUWOiIiIRJKKHBEREYkkFTkiIiIS\nSSpyREREJJJU5IiIiEgkqcgRERGRSFKRIyIiIpGkIkdEREQiSUWOiIiIRFJ+tgMAMLPuwBNAMbAU\n+KG7r0+x3VJgPRADqtx9WBuGKSIiIu1IrvTkXAq86u6DgNeByxrYLgaUuPtQFTgiIiLSmFwpck4E\nJsbvTwS+28B2Ru7ELCIiIjksVwqGXu6+CsDdPwF6NbCdA6+Y2dtmNrrNohMREZF2p83m5JjZK0Dv\n5KcIipYrU2zuDezmSHdfaWY9CYqd+e4+LcOhioiISAS0WZHj7kc19JqZrTKz3u6+ysx2BSob2MfK\n+H8/NbNngWFAg0XO2LFja++XlJRQUlKSXvAi0ubKysooKyvL2P6UD0Tar3Tzgbk31GnSdszsemCN\nu19vZpcA3d390nrbdAHy3P0zM+sKvAyMc/eXG9in58KxiUhmmBnubmm+V/lAJELC5oNcKXJ6AE8C\newAVBEvI15nZbsC97v5tM9sTeJZgKCsfeNTd/9jIPpXURCJERY6IJLSrIqc1KKmJRIuKHBFJCJsP\ncmV11XYlk/MMsikqxwE6llwVpWNpSFSOMSrHATqWXJXOsajIyYKo/KOLynGAjiVXRelYGhKVY4zK\ncYCOJVepyBERERGJU5EjIiIikRTpicfZjkFEMqslE48zHYuIZNd2vbpKREREtm8arhIREZFIUpEj\nIiIikaQiR0RERCJJRU4rMrMJ8YuPzk567mQzm2tmNWZ2SDbja44GjuUGM5tvZrPM7Gkz2ymbMYbV\nwLFcY2bvmVm5mb0Uv1Bszkt1LEmv/cbMYvHLpuS0Bv4mpWb2kZm9G78dk80YW0r5IDcpH+SeTOYD\nFTmt6wHg6HrPzQG+B0xp+3BaJNWxvAwc4O4HA4uAy9o8qvSkOpYb3H2Iuw8F/gGUtn1YaUl1LJhZ\nX+AogmvBtQcpjwO42d0Pid9eauugMkz5IDcpH+SejOUDFTmtyN2nAWvrPfeBuy8C0loKmy0NHMur\n7h6LP3wL6NvmgaWhgWP5LOlhVyBGO5DqWOJuAS5u43DS1shxtKvfSWOUD3KT8kHuyWQ+UJEjmfIz\n4MVsB9ESZnatmS0DTgWuznY86TKz7wDL3X1OtmPJgHPjwx/3mVm3bAcjoSkf5IjtPR+oyJEWM7Mr\ngCp3fyzbsbSEu1/p7v2AR4H/l+140mFmnYHLqdu93q56CZLcBewVH/74BLg5y/FICMoHuUP5QEWO\ntJCZnQkcR9DaiYrHgJOyHUSaBgD9gffMbAnBkMFMM+uV1ajS4O6f+tazld4LHJ7NeKRpygc5Z7vP\nB/mtF5LEGQ1Xzu2toq5zLPHZ7RcDI9x9c9aiSk/9Y9nb3T+MP/wuMD8rUaWn9ljcfS5QuxIkntgO\ncfdU49u5pv7fZFd3/yT+8PvA3KxElVnKB7lJ+SD3ZCQf6LIOrcjMHgNKgF2AVQRdhmuB24EiYB0w\ny92PzVaMYTVwLJcDHYH/xjd7y91/nZUAm6GBYzkeGATUEKxA+KW7r8xWjGGlOhZ3fyDp9cXAYe6+\nJjsRhtPA32QUcDDBpM+lwC/cfVWWQmwx5YPcpHyQezKZD1TkiIiISCRpTo6IiIhEkoocERERiSQV\nOSIiIhJJKnJEREQkklTkiIiISCSpyBEREZFIUpEjIiIikaQiR0RERCJJRY6IiIhEkoocEWlXzGyJ\nmX2j3nNnmNkb2YpJRHKTihwRiQpdo0ZE6lCRIyKRYmYxM9sr6fEDZnZN0uNvm1m5ma01s2lmdlB2\nIhWR1qYiR0SiwEJtZDYUmACMBnoAfwb+bmYFrRibiGSJihwRaY+eM7M1iRtwZ8j3jQbudvd3PPAw\nsBk4otUiFZGsUZEjIu3Rie7eI3EDfh3yfcXAb5IKpLVAX2D3VotURLImP9sBiIikobHhqS+ALkmP\ndwWWx+8vB37v7n9orcBEJHeoJ0dEomYWcKqZ5ZnZMcDIpNfuBX5pZsMAzKyrmR1nZl2zEaiItC4V\nOSLS3jS1VPw84DvAWuDHwLO1b3SfSTAv5474XJ6FwBmtFKeIZJm569QSIiIiEj3qyREREZFIUpEj\nIiIikaQiR0RERCJJRY6IiIhEkoocERERiSQVOSIiIhJJKnJEREQkklTkiIiISCSpyBEREZFI+v9Q\nSHrfiYisCwAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1568,7 +1598,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.1" + "version": "3.5.2" } }, "nbformat": 4, diff --git a/code/ch08/ch08.ipynb b/code/ch08/ch08.ipynb index 99ac2145..bfc049c2 100644 --- a/code/ch08/ch08.ipynb +++ b/code/ch08/ch08.ipynb @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": { "collapsed": false }, @@ -43,25 +43,23 @@ "name": "stdout", "output_type": "stream", "text": [ - "The watermark extension is already loaded. To reload it, use:\n", - " %reload_ext watermark\n", "Sebastian Raschka \n", - "last updated: 2016-06-30 \n", + "last updated: 2016-09-29 \n", "\n", - "CPython 3.5.1\n", - "IPython 4.2.0\n", + "CPython 3.5.2\n", + "IPython 5.1.0\n", "\n", - "numpy 1.11.0\n", + "numpy 1.11.1\n", "pandas 0.18.1\n", "matplotlib 1.5.1\n", - "scikit-learn 0.17.1\n", + "sklearn 0.18\n", "nltk 3.2.1\n" ] } ], "source": [ "%load_ext watermark\n", - "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,pandas,matplotlib,scikit-learn,nltk" + "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,pandas,matplotlib,sklearn,nltk" ] }, { @@ -111,6 +109,19 @@ "
" ] }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Added version check for recent scikit-learn 0.18 checks\n", + "from distutils.version import LooseVersion as Version\n", + "from sklearn import __version__ as sklearn_version" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -166,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "collapsed": false }, @@ -177,7 +188,7 @@ "text": [ "0% 100%\n", "[##############################] | ETA: 00:00:00\n", - "Total time elapsed: 00:06:23\n" + "Total time elapsed: 00:09:04\n" ] } ], @@ -215,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -236,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "collapsed": true }, @@ -247,7 +258,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -291,7 +302,7 @@ "2 ***SPOILER*** Do not read this, if you think a... 0" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -356,7 +367,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -364,6 +375,7 @@ "source": [ "import numpy as np\n", "from sklearn.feature_extraction.text import CountVectorizer\n", + "\n", "count = CountVectorizer()\n", "docs = np.array([\n", " 'The sun is shining',\n", @@ -381,7 +393,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -390,7 +402,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'sun': 4, 'and': 0, 'is': 1, 'the': 6, 'shining': 3, 'two': 7, 'sweet': 5, 'weather': 8, 'one': 2}\n" + "{'one': 2, 'sweet': 5, 'the': 6, 'shining': 3, 'weather': 8, 'and': 0, 'two': 7, 'is': 1, 'sun': 4}\n" ] } ], @@ -414,7 +426,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -449,7 +461,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "collapsed": true }, @@ -478,7 +490,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { "collapsed": false }, @@ -546,7 +558,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -594,7 +606,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -605,7 +617,7 @@ "array([ 3.39, 3. , 3.39, 1.29, 1.29, 1.29, 2. , 1.69, 1.29])" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -618,7 +630,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -629,7 +641,7 @@ "array([ 0.5 , 0.45, 0.5 , 0.19, 0.19, 0.19, 0.3 , 0.25, 0.19])" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -655,7 +667,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -666,7 +678,7 @@ "'is seven.

Title (Brazil): Not Available'" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -677,7 +689,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -694,7 +706,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": { "collapsed": false }, @@ -705,7 +717,7 @@ "'is seven title brazil not available'" ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -716,7 +728,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": { "collapsed": false }, @@ -727,7 +739,7 @@ "'this is a test :) :( :)'" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -738,7 +750,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": { "collapsed": false }, @@ -763,7 +775,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": { "collapsed": true }, @@ -783,7 +795,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -794,7 +806,7 @@ "['runners', 'like', 'running', 'and', 'thus', 'they', 'run']" ] }, - "execution_count": 21, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -805,7 +817,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": { "collapsed": false }, @@ -816,7 +828,7 @@ "['runner', 'like', 'run', 'and', 'thu', 'they', 'run']" ] }, - "execution_count": 22, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -827,7 +839,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": { "collapsed": false }, @@ -847,7 +859,7 @@ "True" ] }, - "execution_count": 23, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -860,7 +872,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": { "collapsed": false }, @@ -871,7 +883,7 @@ "['runner', 'like', 'run', 'run', 'lot']" ] }, - "execution_count": 24, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -908,7 +920,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": { "collapsed": false }, @@ -922,16 +934,19 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "from sklearn.grid_search import GridSearchCV\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.grid_search import GridSearchCV\n", + "else:\n", + " from sklearn.model_selection import GridSearchCV\n", "\n", "tfidf = TfidfVectorizer(strip_accents=None,\n", " lowercase=False,\n", @@ -963,7 +978,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": { "collapsed": false }, @@ -979,9 +994,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "[Parallel(n_jobs=-1)]: Done 42 tasks | elapsed: 12.0min\n", - "[Parallel(n_jobs=-1)]: Done 192 tasks | elapsed: 53.2min\n", - "[Parallel(n_jobs=-1)]: Done 240 out of 240 | elapsed: 69.4min finished\n" + "[Parallel(n_jobs=-1)]: Done 42 tasks | elapsed: 43.9min\n", + "[Parallel(n_jobs=-1)]: Done 192 tasks | elapsed: 228.2min\n", + "[Parallel(n_jobs=-1)]: Done 240 out of 240 | elapsed: 265.3min finished\n" ] }, { @@ -995,11 +1010,12 @@ " ...nalty='l2', random_state=0, solver='liblinear', tol=0.0001,\n", " verbose=0, warm_start=False))]),\n", " fit_params={}, iid=True, n_jobs=-1,\n", - " param_grid=[{'vect__tokenizer': [, ], 'vect__ngram_range': [(1, 1)], 'clf__C': [1.0, 10.0, 100.0], 'clf__penalty': ['l1', 'l2'], 'vect__stop_words': [['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', 'you...kenizer at 0x111594400>, ], 'clf__penalty': ['l1', 'l2']}],\n", - " pre_dispatch='2*n_jobs', refit=True, scoring='accuracy', verbose=1)" + " param_grid=[{'vect__tokenizer': [, ], 'vect__ngram_range': [(1, 1)], 'vect__stop_words': [['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', '...alty': ['l1', 'l2'], 'vect__norm': [None], 'vect__ngram_range': [(1, 1)], 'vect__use_idf': [False]}],\n", + " pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n", + " scoring='accuracy', verbose=1)" ] }, - "execution_count": 29, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1010,7 +1026,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": { "collapsed": false }, @@ -1019,7 +1035,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Best parameter set: {'vect__tokenizer': , 'vect__ngram_range': (1, 1), 'clf__C': 10.0, 'clf__penalty': 'l2', 'vect__stop_words': None} \n", + "Best parameter set: {'vect__tokenizer': , 'clf__C': 10.0, 'vect__stop_words': None, 'clf__penalty': 'l2', 'vect__ngram_range': (1, 1)} \n", "CV Accuracy: 0.897\n" ] } @@ -1031,7 +1047,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": { "collapsed": false }, @@ -1068,7 +1084,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 36, "metadata": { "collapsed": false }, @@ -1079,23 +1095,33 @@ "array([ 0.6, 0.4, 0.6, 0.2, 0.6])" ] }, - "execution_count": 38, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "from sklearn.cross_validation import StratifiedKFold, cross_val_score\n", "from sklearn.linear_model import LogisticRegression\n", "import numpy as np\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.cross_validation import StratifiedKFold\n", + " from sklearn.cross_validation import cross_val_score\n", + "else:\n", + " from sklearn.model_selection import StratifiedKFold\n", + " from sklearn.model_selection import cross_val_score\n", "\n", "np.random.seed(0)\n", "np.set_printoptions(precision=6)\n", "y = [np.random.randint(3) for i in range(25)]\n", "X = (y + np.random.randn(25)).reshape(-1, 1)\n", "\n", - "cv5_idx = list(StratifiedKFold(y, n_folds=5, shuffle=False, random_state=0))\n", - "cross_val_score(LogisticRegression(random_state=123), X, y, cv=cv5_idx)" + "if Version(sklearn_version) < '0.18':\n", + " cv5_idx = list(StratifiedKFold(y, n_folds=5, shuffle=False, random_state=0))\n", + "\n", + "else:\n", + " cv5_idx = list(StratifiedKFold(n_splits=5, shuffle=False, random_state=0).split(X, y))\n", + " \n", + "cross_val_score(LogisticRegression(random_state=123), X, y, cv=cv5_idx)\n" ] }, { @@ -1109,7 +1135,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": { "collapsed": false }, @@ -1135,13 +1161,19 @@ "name": "stderr", "output_type": "stream", "text": [ + "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.0s remaining: 0.0s\n", + "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.0s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 0.0s finished\n" ] } ], "source": [ - "from sklearn.grid_search import GridSearchCV\n", - "gs = GridSearchCV(LogisticRegression(), {}, cv=cv5_idx, verbose=3).fit(X, y) " + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.grid_search import GridSearchCV\n", + "else:\n", + " from sklearn.model_selection import GridSearchCV\n", + "\n", + "gs = GridSearchCV(LogisticRegression(), {}, cv=cv5_idx, verbose=3).fit(X, y) \n" ] }, { @@ -1160,7 +1192,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": { "collapsed": false }, @@ -1171,7 +1203,7 @@ "0.47999999999999998" ] }, - "execution_count": 40, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1189,7 +1221,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": { "collapsed": false }, @@ -1200,7 +1232,7 @@ "0.47999999999999998" ] }, - "execution_count": 41, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1238,7 +1270,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 48, "metadata": { "collapsed": true }, @@ -1267,7 +1299,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 49, "metadata": { "collapsed": false }, @@ -1279,7 +1311,7 @@ " 1)" ] }, - "execution_count": 33, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -1290,7 +1322,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 50, "metadata": { "collapsed": false }, @@ -1310,7 +1342,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 51, "metadata": { "collapsed": false }, @@ -1330,7 +1362,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 52, "metadata": { "collapsed": false }, @@ -1341,7 +1373,7 @@ "text": [ "0% 100%\n", "[##############################] | ETA: 00:00:00\n", - "Total time elapsed: 00:00:33\n" + "Total time elapsed: 00:00:44\n" ] } ], @@ -1361,7 +1393,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 53, "metadata": { "collapsed": false }, @@ -1370,7 +1402,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy: 0.868\n" + "Accuracy: 0.867\n" ] } ], @@ -1382,7 +1414,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 54, "metadata": { "collapsed": false }, @@ -1423,7 +1455,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.1" + "version": "3.5.2" } }, "nbformat": 4, diff --git a/code/ch09/ch09.ipynb b/code/ch09/ch09.ipynb index 4a10c1e8..1778becf 100644 --- a/code/ch09/ch09.ipynb +++ b/code/ch09/ch09.ipynb @@ -44,21 +44,22 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "Last updated: 08/20/2015 \n", + "last updated: 2016-09-29 \n", "\n", - "CPython 3.4.3\n", - "IPython 3.2.1\n", + "CPython 3.5.2\n", + "IPython 5.1.0\n", "\n", - "numpy 1.9.2\n", - "pandas 0.16.2\n", - "matplotlib 1.4.3\n", - "nltk 3.0.4\n" + "numpy 1.11.1\n", + "pandas 0.18.1\n", + "matplotlib 1.5.1\n", + "nltk 3.2.1\n", + "sklearn 0.18\n" ] } ], "source": [ "%load_ext watermark\n", - "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,pandas,matplotlib,nltk" + "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,pandas,matplotlib,nltk,sklearn" ] }, { @@ -148,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -175,15 +176,16 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import re\n", "from nltk.corpus import stopwords\n", + "from nltk.stem import PorterStemmer\n", "\n", "stop = stopwords.words('english')\n", "porter = PorterStemmer()\n", @@ -205,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -217,7 +219,7 @@ " 1)" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -267,7 +269,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -287,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -307,7 +309,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -317,8 +319,8 @@ "output_type": "stream", "text": [ "0% 100%\n", - "[##############################] | ETA[sec]: 0.000 \n", - "Total time elapsed: 59.019 sec\n" + "[##############################] | ETA: 00:00:00\n", + "Total time elapsed: 00:00:41\n" ] } ], @@ -338,7 +340,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -347,7 +349,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy: 0.868\n" + "Accuracy: 0.867\n" ] } ], @@ -359,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -394,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -420,7 +422,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -477,7 +479,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 12, "metadata": { "collapsed": true }, @@ -489,7 +491,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -505,7 +507,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -515,7 +517,7 @@ "output_type": "stream", "text": [ "Prediction: positive\n", - "Probability: 91.56%\n" + "Probability: 82.52%\n" ] } ], @@ -553,13 +555,17 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import sqlite3\n", + "import os\n", + "\n", + "if os.path.exists('reviews.sqlite'):\n", + " os.remove('reviews.sqlite')\n", "\n", "conn = sqlite3.connect('reviews.sqlite')\n", "c = conn.cursor()\n", @@ -577,7 +583,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -594,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -603,7 +609,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[('I love this movie', 1, '2015-07-15 01:25:15'), ('I disliked this movie', 0, '2015-07-15 01:25:15')]\n" + "[('I love this movie', 1, '2016-09-30 01:31:01'), ('I disliked this movie', 0, '2016-09-30 01:31:01')]\n" ] } ], @@ -613,7 +619,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 18, "metadata": { "collapsed": false }, @@ -625,7 +631,7 @@ "" ] }, - "execution_count": 3, + "execution_count": 18, "metadata": { "image/png": { "width": 700 @@ -635,7 +641,7 @@ } ], "source": [ - "Image(filename='./images/09_01.png', width=700) " + "Image(filename='../images/09_01.png', width=700) " ] }, { @@ -682,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 19, "metadata": { "collapsed": false }, @@ -694,7 +700,7 @@ "" ] }, - "execution_count": 6, + "execution_count": 19, "metadata": { "image/png": { "width": 400 @@ -704,12 +710,12 @@ } ], "source": [ - "Image(filename='./images/09_02.png', width=400) " + "Image(filename='../images/09_02.png', width=400) " ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 20, "metadata": { "collapsed": false }, @@ -721,7 +727,7 @@ "" ] }, - "execution_count": 7, + "execution_count": 20, "metadata": { "image/png": { "width": 400 @@ -731,7 +737,7 @@ } ], "source": [ - "Image(filename='./images/09_03.png', width=400) " + "Image(filename='../images/09_03.png', width=400) " ] }, { @@ -751,7 +757,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 21, "metadata": { "collapsed": false }, @@ -763,7 +769,7 @@ "" ] }, - "execution_count": 8, + "execution_count": 21, "metadata": { "image/png": { "width": 400 @@ -773,12 +779,12 @@ } ], "source": [ - "Image(filename='./images/09_04.png', width=400) " + "Image(filename='../images/09_04.png', width=400) " ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -790,7 +796,7 @@ "" ] }, - "execution_count": 9, + "execution_count": 22, "metadata": { "image/png": { "width": 400 @@ -800,12 +806,12 @@ } ], "source": [ - "Image(filename='./images/09_05.png', width=400) " + "Image(filename='../images/09_05.png', width=400) " ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 23, "metadata": { "collapsed": false }, @@ -817,7 +823,7 @@ "" ] }, - "execution_count": 10, + "execution_count": 23, "metadata": { "image/png": { "width": 400 @@ -827,12 +833,12 @@ } ], "source": [ - "Image(filename='./images/09_06.png', width=400) " + "Image(filename='../images/09_06.png', width=400) " ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 24, "metadata": { "collapsed": false }, @@ -844,7 +850,7 @@ "" ] }, - "execution_count": 12, + "execution_count": 24, "metadata": { "image/png": { "width": 200 @@ -854,7 +860,7 @@ } ], "source": [ - "Image(filename='./images/09_07.png', width=200) " + "Image(filename='../images/09_07.png', width=200) " ] }, { @@ -874,7 +880,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 25, "metadata": { "collapsed": false }, @@ -886,7 +892,7 @@ "" ] }, - "execution_count": 14, + "execution_count": 25, "metadata": { "image/png": { "width": 600 @@ -896,7 +902,7 @@ } ], "source": [ - "Image(filename='./images/09_08.png', width=600) " + "Image(filename='../images/09_08.png', width=600) " ] }, { @@ -921,18 +927,6 @@ "Change current directory to `movieclassifier`:" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import os\n", - "os.chdir('movieclassifier')" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -942,7 +936,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 26, "metadata": { "collapsed": false }, @@ -985,7 +979,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 27, "metadata": { "collapsed": false }, @@ -1035,6 +1029,7 @@ "metadata": {}, "source": [ "
\n", + "...\n", "
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--git a/code/ch09/movieclassifier/reviews.sqlite b/code/ch09/movieclassifier/reviews.sqlite deleted file mode 100644 index e72271b283d65fbebdd32c85c6cad2fce9d56276..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 2048 zcmeHI%SyyB6iu3d&ccN&mvdJ#LW_M^2Z{@4q)1^991FUWw22s|4`{>4Ed3DoevzNx zcX*4=EF64%Ko2+J+~njg4jgiGJ<~?PL*10ZKtMR5l$-+)f|L*o*BTT_ceX~?{{>E* zcfN-z%3cUokKTdaf&V%n=+41#NT2tO$O_e{rB+Y(GTRXAVjfS@7}Cjf7Q^NkMxPYY z_%5}fRh7{tZjfB1@nt->K?=-#cYD-jle0s@-q]*>', '', text) - emoticons = re.findall('(?::|;|=)(?:-)?(?:\)|\(|D|P)', - text.lower()) - text = re.sub('[\W]+', ' ', text.lower()) \ - + ' '.join(emoticons).replace('-', '') - tokenized = [w for w in text.split() if w not in stop] - return tokenized - -vect = HashingVectorizer(decode_error='ignore', - n_features=2**21, - preprocessor=None, - tokenizer=tokenizer) diff --git a/code/ch10/ch10.ipynb b/code/ch10/ch10.ipynb index f9578e66..bbef1011 100644 --- a/code/ch10/ch10.ipynb +++ b/code/ch10/ch10.ipynb @@ -44,22 +44,22 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2016-04-12 \n", + "last updated: 2016-09-29 \n", "\n", - "CPython 3.5.1\n", - "IPython 4.0.3\n", + "CPython 3.5.2\n", + "IPython 5.1.0\n", "\n", - "numpy 1.10.4\n", - "pandas 0.17.1\n", - "matplotlib 1.5.0\n", - "scikit-learn 0.17.1\n", - "seaborn 0.6.0\n" + "numpy 1.11.1\n", + "pandas 0.18.1\n", + "matplotlib 1.5.1\n", + "sklearn 0.18\n", + "seaborn 0.7.0\n" ] } ], "source": [ "%load_ext watermark\n", - "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,pandas,matplotlib,scikit-learn,seaborn" + "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,pandas,matplotlib,sklearn,seaborn" ] }, { @@ -117,24 +117,27 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "from IPython.display import Image" + "from IPython.display import Image\n", + "%matplotlib inline" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "%matplotlib inline" + "# Added version check for recent scikit-learn 0.18 checks\n", + "from distutils.version import LooseVersion as Version\n", + "from sklearn import __version__ as sklearn_version" ] }, { @@ -146,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -158,7 +161,7 @@ "" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": { "image/png": { "width": 500 @@ -217,7 +220,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -250,7 +253,7 @@ " \n", " 0\n", " 0.00632\n", - " 18\n", + " 18.0\n", " 2.31\n", " 0\n", " 0.538\n", @@ -258,7 +261,7 @@ " 65.2\n", " 4.0900\n", " 1\n", - " 296\n", + " 296.0\n", " 15.3\n", " 396.90\n", " 4.98\n", @@ -267,7 +270,7 @@ " \n", " 1\n", " 0.02731\n", - " 0\n", + " 0.0\n", " 7.07\n", " 0\n", " 0.469\n", @@ -275,7 +278,7 @@ " 78.9\n", " 4.9671\n", " 2\n", - " 242\n", + " 242.0\n", " 17.8\n", " 396.90\n", " 9.14\n", @@ -284,7 +287,7 @@ " \n", " 2\n", " 0.02729\n", - " 0\n", + " 0.0\n", " 7.07\n", " 0\n", " 0.469\n", @@ -292,7 +295,7 @@ " 61.1\n", " 4.9671\n", " 2\n", - " 242\n", + " 242.0\n", " 17.8\n", " 392.83\n", " 4.03\n", @@ -301,7 +304,7 @@ " \n", " 3\n", " 0.03237\n", - " 0\n", + " 0.0\n", " 2.18\n", " 0\n", " 0.458\n", @@ -309,7 +312,7 @@ " 45.8\n", " 6.0622\n", " 3\n", - " 222\n", + " 222.0\n", " 18.7\n", " 394.63\n", " 2.94\n", @@ -318,7 +321,7 @@ " \n", " 4\n", " 0.06905\n", - " 0\n", + " 0.0\n", " 2.18\n", " 0\n", " 0.458\n", @@ -326,7 +329,7 @@ " 54.2\n", " 6.0622\n", " 3\n", - " 222\n", + " 222.0\n", " 18.7\n", " 396.90\n", " 5.33\n", @@ -337,22 +340,22 @@ "" ], "text/plain": [ - " CRIM ZN INDUS CHAS NOX RM AGE DIS RAD TAX PTRATIO \\\n", - "0 0.00632 18 2.31 0 0.538 6.575 65.2 4.0900 1 296 15.3 \n", - "1 0.02731 0 7.07 0 0.469 6.421 78.9 4.9671 2 242 17.8 \n", - "2 0.02729 0 7.07 0 0.469 7.185 61.1 4.9671 2 242 17.8 \n", - "3 0.03237 0 2.18 0 0.458 6.998 45.8 6.0622 3 222 18.7 \n", - "4 0.06905 0 2.18 0 0.458 7.147 54.2 6.0622 3 222 18.7 \n", + " CRIM ZN INDUS CHAS NOX RM AGE DIS RAD TAX \\\n", + "0 0.00632 18.0 2.31 0 0.538 6.575 65.2 4.0900 1 296.0 \n", + "1 0.02731 0.0 7.07 0 0.469 6.421 78.9 4.9671 2 242.0 \n", + "2 0.02729 0.0 7.07 0 0.469 7.185 61.1 4.9671 2 242.0 \n", + "3 0.03237 0.0 2.18 0 0.458 6.998 45.8 6.0622 3 222.0 \n", + "4 0.06905 0.0 2.18 0 0.458 7.147 54.2 6.0622 3 222.0 \n", "\n", - " B LSTAT MEDV \n", - "0 396.90 4.98 24.0 \n", - "1 396.90 9.14 21.6 \n", - "2 392.83 4.03 34.7 \n", - "3 394.63 2.94 33.4 \n", - "4 396.90 5.33 36.2 " + " PTRATIO B LSTAT MEDV \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": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -420,7 +423,7 @@ " \n", " 0\n", " 0.00632\n", - " 18\n", + " 18.0\n", " 2.31\n", " 0\n", " 0.538\n", @@ -428,7 +431,7 @@ " 65.2\n", " 4.0900\n", " 1\n", - " 296\n", + " 296.0\n", " 15.3\n", " 396.90\n", " 4.98\n", @@ -437,7 +440,7 @@ " \n", " 1\n", " 0.02731\n", - " 0\n", + " 0.0\n", " 7.07\n", " 0\n", " 0.469\n", @@ -445,7 +448,7 @@ " 78.9\n", " 4.9671\n", " 2\n", - " 242\n", + " 242.0\n", " 17.8\n", " 396.90\n", " 9.14\n", @@ -454,7 +457,7 @@ " \n", " 2\n", " 0.02729\n", - " 0\n", + " 0.0\n", " 7.07\n", " 0\n", " 0.469\n", @@ -462,7 +465,7 @@ " 61.1\n", " 4.9671\n", " 2\n", - " 242\n", + " 242.0\n", " 17.8\n", " 392.83\n", " 4.03\n", @@ -471,7 +474,7 @@ " \n", " 3\n", " 0.03237\n", - " 0\n", + " 0.0\n", " 2.18\n", " 0\n", " 0.458\n", @@ -479,7 +482,7 @@ " 45.8\n", " 6.0622\n", " 3\n", - " 222\n", + " 222.0\n", " 18.7\n", " 394.63\n", " 2.94\n", @@ -488,7 +491,7 @@ " \n", " 4\n", " 0.06905\n", - " 0\n", + " 0.0\n", " 2.18\n", " 0\n", " 0.458\n", @@ -496,7 +499,7 @@ " 54.2\n", " 6.0622\n", " 3\n", - " 222\n", + " 222.0\n", " 18.7\n", " 396.90\n", " 5.33\n", @@ -507,19 +510,19 @@ "" ], "text/plain": [ - " CRIM ZN INDUS CHAS NOX RM AGE DIS RAD TAX PTRATIO \\\n", - "0 0.00632 18 2.31 0 0.538 6.575 65.2 4.0900 1 296 15.3 \n", - "1 0.02731 0 7.07 0 0.469 6.421 78.9 4.9671 2 242 17.8 \n", - "2 0.02729 0 7.07 0 0.469 7.185 61.1 4.9671 2 242 17.8 \n", - "3 0.03237 0 2.18 0 0.458 6.998 45.8 6.0622 3 222 18.7 \n", - "4 0.06905 0 2.18 0 0.458 7.147 54.2 6.0622 3 222 18.7 \n", + " CRIM ZN INDUS CHAS NOX RM AGE DIS RAD TAX \\\n", + "0 0.00632 18.0 2.31 0 0.538 6.575 65.2 4.0900 1 296.0 \n", + "1 0.02731 0.0 7.07 0 0.469 6.421 78.9 4.9671 2 242.0 \n", + "2 0.02729 0.0 7.07 0 0.469 7.185 61.1 4.9671 2 242.0 \n", + "3 0.03237 0.0 2.18 0 0.458 6.998 45.8 6.0622 3 222.0 \n", + "4 0.06905 0.0 2.18 0 0.458 7.147 54.2 6.0622 3 222.0 \n", "\n", - " B LSTAT MEDV \n", - "0 396.90 4.98 24.0 \n", - "1 396.90 9.14 21.6 \n", - "2 392.83 4.03 34.7 \n", - "3 394.63 2.94 33.4 \n", - "4 396.90 5.33 36.2 " + " PTRATIO B LSTAT MEDV \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": 6, @@ -554,26 +557,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/sebastian/miniconda3/lib/python3.5/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n", - " warnings.warn(self.msg_depr % (key, alt_key))\n", - "/Users/sebastian/miniconda3/lib/python3.5/site-packages/matplotlib/__init__.py:892: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n", - " warnings.warn(self.msg_depr % (key, alt_key))\n" - ] - }, { "data": { - "image/png": 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h/WNVOFPWjG8/Ogfl9W3455kGXj+dGi3Ud+871IeUuGAkx7YIxk1iYmHX6DOv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\n1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O2Oj9Fe62iFXAoLCwkIsyoSjkfIpUtvwGg00msw09/XQ3pitMMzs6VDT1+/SRJyud5n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\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VnRff3Mdr72SRU1LvsFMol8s4ml87oFS4xP2B7XdPtbO9l5bEEhHi55CGmKmvISFCLQpR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\n", 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Kq5VS1FcYsfaWXHRc7EdVqRkSDvjRb8dH6D4TrbNuX5gZT7S2TnSfZvtMTDWddKnI66IY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H+Ocm9AJ3mUvLiCSnz/yNzTLmkYn7IUsAwj1uRpVHKwDHWqKYtPZ6sNh/e14dzV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FIpHgxRdfRGJiYpfaefLkSbz22mvYtGkTLl26hDVr1kAoFCItLQ1PP/10p+U5HA48+eST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\n+bjzzju7/R6JgUl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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -596,24 +589,16 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/sebastian/miniconda3/lib/python3.5/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n", - " warnings.warn(self.msg_depr % (key, alt_key))\n" - ] - }, { "data": { "image/png": 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8u95fy/5Pv6HPC+MA8AoNouPwgXw2cQYXo44Ru+8Q68a+TKcRg/AI8q+O5pSL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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -642,7 +627,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "collapsed": true }, @@ -685,7 +670,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": { "collapsed": true }, @@ -719,7 +704,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": { "collapsed": true }, @@ -731,22 +716,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/sebastian/miniconda3/lib/python3.5/site-packages/sklearn/preprocessing/data.py:583: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n", - " warnings.warn(DEPRECATION_MSG_1D, DeprecationWarning)\n", - "/Users/sebastian/miniconda3/lib/python3.5/site-packages/sklearn/preprocessing/data.py:646: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n", - " warnings.warn(DEPRECATION_MSG_1D, DeprecationWarning)\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "\n", @@ -754,12 +728,12 @@ "sc_x = StandardScaler()\n", "sc_y = StandardScaler()\n", "X_std = sc_x.fit_transform(X)\n", - "y_std = sc_y.fit_transform(y)" + "y_std = sc_y.fit_transform(y[:, np.newaxis]).flatten()" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -767,10 +741,10 @@ { "data": { "text/plain": [ - "<__main__.LinearRegressionGD at 0x11a399e48>" + "<__main__.LinearRegressionGD at 0x118f523c8>" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -782,7 +756,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -791,7 +765,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -809,7 +783,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": { "collapsed": true }, @@ -823,16 +797,16 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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Ridx9W9wGrW9jSxE+7JL414SKizsF9Q6mKhIopd7WWj9SOJ5oHheEawVvhHh7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\nuPh4Dh782rLtuPC1BCZOeI6FryU47dT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oURrCtYJXFVThhB0w9YM6orX+qpTyuVtLFFQg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\nWqtEtSC92Rpi38U9w1l4S3tPvAV9M96V+Wm5WjAT2DWVpRd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rN9hNWcEInbZH0n388ceY+cQTjkTZj997E5ufK/Iww5WVlUmWK3q4YBwUCgUS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\n+/jriotROGY4DMYE1FYflpyjI5bJYjopcpZZAP4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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -850,7 +824,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -871,7 +845,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": { "collapsed": false }, @@ -882,18 +856,10 @@ "text": [ "Price in $1000's: 10.840\n" ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/sebastian/miniconda3/lib/python3.5/site-packages/sklearn/preprocessing/data.py:646: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n", - " warnings.warn(DEPRECATION_MSG_1D, DeprecationWarning)\n" - ] } ], "source": [ - "num_rooms_std = sc_x.transform([5.0]) \n", + "num_rooms_std = sc_x.transform(np.array([[5.0]]))\n", "price_std = lr.predict(num_rooms_std)\n", "print(\"Price in $1000's: %.3f\" % sc_y.inverse_transform(price_std))" ] @@ -915,7 +881,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": { "collapsed": false }, @@ -926,7 +892,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": { "collapsed": false }, @@ -950,16 +916,16 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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2CoixsbGseOdt+/2a3tLYKUlC1vqJUJfnflBKqZuAmcAdGEVdw4BdwDCt9f5i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\npYR8AAAAAElFTkSuQmCC\n", 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LvbtRfcR+fZvNhvETJkAIC4dSo8Vttccw5r77POy48POfw/T995hz6iQscQmo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\nCkiMMlKc2UJag0hTlq30eGF3JJhutVp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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -984,7 +950,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -1028,16 +994,16 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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6J7L0Kzw6hHYKDwZ1zt1TW7XqEHK+SGWLwrvrGqOa+H5Qr+GuCRUDlUA/oJ9v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\n56ydHFGgHk/HqIka4Rf7oyUWxJocUNd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7nMf1PE45G2nDJL5kl1fc25Pk5Dgcjp9xuSpITu6F07kzpIavQssh3K2OjgPO\nB0YC/YEXgRe01sX1N5GXgH8opVa7738LpjvFM0opK/A18EIDri8ILZply1YwevRYSkvLgY/xL5x9\nGVPPNA04E0gAjlBe3gmj2DsL6AEUYLHA3LkPM27cQI51OZlLPAMo5RZl5Q2tMMW7nd3X3s/Ro99i\nlqgHUla2jUcfnS3OSWgQNUZQfgcq1Rq4DPgjcFRrPSKShlVjg0RQQouiLiPfPU1ehw4dTmnpE8As\nTN2Sh5Mw49Y7AbdjoqhOmJZGCzCFuYOAFUB/UlLOY/yYcyl5ZDZ/xcV8rDzE33AlPILL5cTp1Jjv\nsLuBRYDHGQ0Absdmu1lGsAt+hDuC8uUU4Awq9aCC0KKpi/OoL6Fez9Pk1WLp4o6cjmDSeZXNV2EH\nycmdOHp0J3Ab/m2JcjCJjK6Y4tzd9D3yLcNnbsLOyZzBnXxHe+ByWlm78NJLplD34MGDXHPNGEpL\n+7gt+QLjBIfICHahwdQmkjgNGIFR2n0MLAXGShgTWzTGH0qhKg0VMIQL3yavlQ4nG9OeKBtIx2Y7\nwJw58xgw4GRmzZrFihWfErwOaStt+SMz2MVFFRVMiW/Pc84dmO5mBUBrjhzZyo4dhd5eeRUVmtzc\nHEpK2mLSfguA3VJsKzSY2gp11wLnAW9j8gDnAg8GGcEhRJHaulQLTR+73c769eu9rYl8XwcvfE2n\nVauZJCVp7r9/NIWF3zBmzA1kZWXRt29fTFrOtxv5t8BormEIWyimjD/Qh0Secx7BdHr4DNPqyA6M\nZ9KkKV5bRo4cTmHhN9x//2iSkjQpKX+XEexCWKgtxXddo1ghCEK1eNJ3CQlZlJcXkJt7FXl5z3lf\nz5kzw9sHr3K44AFeemkZ/fv39zoJz3VMx3InlYKIHfwKB/OxkMRPXMjbbKArcBJWa3scDl/H1x04\nD6VeY/ny5YwYMYKMjAwyMjL429+mMmbMDSIdF8JHTUVSwIyG7A/3AynUDQqg5+6f633I59Q4hLOI\ntjqqdl1YVaXI1mZL108++ZRf4evSpcv9rrFy5UqdlJQWUIibpFtxrP47cfpwUpIeb0nUFp7T8JS7\ne0RWlXtBqvvRQ0Oytlpb+91LEGqCcBbqAtcppbpWs09hVlanNNxNCg0htW2q3/pHatvUKFojhJOq\nYyxaAV0IbNw6YMDJfuMvAqOmSvHE1+5zf81QOjCPI3zAOfRxfsTeuDhcrnuBXRgZ+h2YoYOnk5jY\njbKyHYDejusxAAAgAElEQVQLWIcnUnM4shk9eiyDB58jEZMQdmor1B1U2wW01qvDalENiMxciCXq\nW0RbF+x2O5mZJ/gIIPKB3+OrwLPZcoLKuauea8QTmbzDY9xKT/7HOF4gnzOBLPxrpjyqvgygO3ff\nfRUnnXQS1157PyUlX/rcZQCtWh1h1ap/ekdvCEJ1hFVm3pjORxCEqmRkZJCXN5/RowcRF9eBioq9\n/OlPf+Kf/zwLq7UrFRU/VStGCIy+rJzA7Shu5TRmY+FypuCgM6b+viP+IovOGNXebuBnRowYQfv2\n7YEb8ZeuF1BRoUWtJ0SEutRBCYLQiHgUeocPH0YpC1pbcTjKePbZFSQl9cDhKOCBB+6iZ8/u2O12\nr5P6+uuveffdd7HZbF7xxCD2s4DR7LAc5vW77qJw6/c4ls7BNG3ZSXy8FafT1/FsxRTe/sxNN91A\n+/btKSgwgoxbbjmb8vL2wG6sVguLFj0j6T0hIoTcSSIWkBSfEEs0tP7M44Bat25NcXGxd+3I00fv\nwQcfwWrt5u6jdynwX6CCwPZFycmdcTh+Yvr0+/j6629ZtOg5TAT0Ix1wMEvB2RomYOFlNElJvSkt\n3Y7pJnExcASr9WLi4xOAjpSUfE9CQnu0PsD06ffSqVMnPxXhnDkz6NYtE8CrEpRaPCEU6priC1U9\nNxjTk+/3mFGbo+qixAjXA1GnCc0Ez7gJm+3XGmw6IaGjTkpK0zfdNEEnJbXV0NOtlntQw3/carp/\nuec3aZ/H8RoSNfR2/zSqOwtOPZa/6j2g/47SrWinIcmtxNur4Sb36/4a0nVSUpZesWKFTkxMcSsF\ntXeeU+DsJpstvcpoDERJKoQAdVTxhTry/UFMzH8Lpt3R2JA9oCAIfnz99ddcd91YSkpWUVLyBbCW\n8vKDlJa6ePzxBZSW5mMUdADPAH8CWmMauhTgX2C7E3gLU2j7V6Az/XHyMQMZxWrOoTd/IYEjlALH\nA58Avd3n2IC/AKsoLd3Dtm3bSEjIxPTsWw8cR1xcByyWqqrBgoKCiH0+guAhVAd1FNgDOLXWPxO+\n8e+CEJOkpaehlPI+0tLTwnLdZctW0L//6ZSVdcBflHA8pkVQPPAuppHrVOAQ0AsoBh4D5mPaF/XE\ndCdPwzOaPQUL89jOG5zLAm5kEI/xFfswDV2PAba5r7sa830zHzPO/TigIw8++CxFRd+5rz0WOJ6y\nsl24XD8QOO598LmD/T4fS3yof0oEIXRCWoNSSr0CtAOewgwUzNZaXxFh24LZoUOxVxAaSiQk5JWy\n7zxMk5bVVJV1nwbsBY7F9LXzPeZ0TM+8HYADk3F/D/iY4XzCLMbyBhlM4TD76Y4Z4TYBmIn5LlqB\niZ42+VhlOo/DTcCHmARJvveeCQln8+ijjzBp0hSs1kwcjkLy8uYzatSIGvsQyhqUEIxIdTMfBvTQ\nWm9RSv0Kk3cQmjiysF0/gn1uQK2f5caNG6moSAFyMR3DT8fIuysbrJoiWSvGoZRjUnJlmDqlbphO\n4Z4RF8fQiySeYAAdsHAFyXxMEWbG0w6MUGKm++5OTBS1FX+Z+LeY6br/wERp3fCN7JKSugctAh41\nquq0nbn750akFkxoudTWzXwV5jdmgtZ6C4DWenNjGCZEnljpxt3UKCoqqvLa5XQF/Sw9M5pWrVrN\n7NmPUl5ege8kW7OuZMWsH+3DrAutwT9qygJ+xozQ+AvwBEn05k6eZRxOppPEo3Skgl3AeGBxkGv0\nxDi1S32uuR3TmeIoZhbUcRjHVunAPB3JPf32BKExqS2Cmgb8rLX+pRFsEYSYoab2UdU5o0CWLVvB\nNdfcgMNRgfnjX4F/QWw2xnHsxCzr/hu4k6oFs7swDmwa8ATn8QCPM4uN5HAya9jFOExSoyfwBGbN\nyvcavdz7EzGpxNYYsUUPjOO7jEon5sA0kc3AZjtQbRFw4OeTnJYc9DMQhIZQ48qmNp0kTlBKPaaU\nWqKUelQpdYVSKnQduyA0QQ7uP+gnd61P6vPaa6/H4QB4HSNQeAP4CX8VXiFwsnv7UUxU47v/F+AV\n4O90pA3/xskTzORmHmMYb7OLzhin1A0TIY3HVIL4XuNHTMTUF7O2VYyJ4r7CjNB4C9PS6Db3/bcR\nF19IScl+Ro0a4RWJ+ApHDh04RGrbVK/jPnrwKBPTJ0ofSCGs1JbiewLjxN4EijACiQswM6Kuj7h1\nQkRpLk1mY2EtLfCztMTHu9N5acDlGPXdcCAVM1a9G8YZVGAiKBcwCkjBRDOdMc5pPnGcyc0k8ld2\nM594rmYZpZyGcT67MA4mG9PYdZr7np5r/OjeluE+/ntM5BQYpX2LEWCY4yqczqBRYqR7D7ZEYuH/\nb6xSW4rvV1rrwIaxryqlPoyUQULj0Vx+CRp7LS2YYz+4/6Bfc1aX01ed9yLGSR0DHATuwziD0Zg1\noLYYZ/QG8CVmEu4e4BVOJ5EF/Ip97OEM0viOEowz6oRxTgmYuqW3MVNvfde3hgIPYMoYn8Zi2U1c\nXDscjp/xF0psJTf3KpYuvdyr1CspicxnJ1RF1oKrpzYHZVFKnaW1XuPZoJQ6G5OoFoQWSTDHbrfb\neeONN9zDAANHqbcC0jEDqeOBhZiUXgWmcqM9MAa4BBPBHCAdJzM4lwvR3IZiOTkYGXgy8JL7mkcw\nDV56YUZw+I7TyMak9c7COMjzeeWVFxg27Bocjr9gHGcnLPFf4XK6yMszwtx4q4PCwu/p0KFDuD4u\nQag3tTmoa4HZSqllmPlPLmADcEOE7RKEqFCfdEvlpNpOFBVtwz86KcQ4Eo98/HWMc9mFSfn9FTNG\n3YWJfn7NtdzPQ0zjeRR9SOIwIwFPf73KwlxzXhzwgc/9soFzMOtRWzEVInu44opLuOiii8jLm09u\n7jji4jricBRSVlZV8JGRkVFt+rc5pISFpkPIzWKVUnFa64oG31CpeGAR5utdAib/sAWjjXUBm7XW\n46s5Vwp1hSqEM4cfrEB379691Y4xrzpzyawDeRqrxse3x+nch3Es+4EkTM37boyibzemzqkbJ/Ef\nFnAjSZQylj1sYDdGdt4LU8TrwCjw8t33WgrcjRFgeOgJlAKHMaMxWpOYOJMfftjmtd3TpDYrK4sO\nHTrIulKUaUlrUHUt1K1RxaeU6q6Uelkp9QPwvVJqp1LqdaVU7wbYeCWwT2t9NiY/8TgwG5jqXu+y\nKKWGNuD6QgsjHIo7oNp2RpmZJzBkyFgyM09g2bIVfvs8M5cq03qmy7fF4iQuzoLT+RNwL6bjQzLw\nMmYdai3GsdxDK+L5OwWs4myWMorTeYoN2DHf3/4HfIbpYJ6A0SoNxDiiXKqqAndz9dVDSEqKIyXl\nHWy2ucRbK+jQoYNXgdfr+F6ceuqpUtcUI4Tr/29zpLaJuu8Dd2qtP/HZdjowS2t9Rr1uqFSy+75H\nlFLtMPOjE7TWXdz7/wAM0VrfHORciaCEiOGpnqi6YH0bpiND1em1X3/9Nf37/46ystWYWqfj8W0V\nZJyJ5/9sTyAP0+fuM2Avl9CDebRmNT2ZzJfsoT3G6eQCH7mP89AL+AH4DSbT3gmjAEzEqAJ3YrU6\n2bVrOwA9evag6HBR0Pfk+T1qSd/ehegT7lZHSb7OCUBrvbYhZVBa66MASqk2wPOYJPxMn0OKMFrc\noEybNs37PDs7m+zs7HrbIgiBJKclB8jF2+Byzsc0bX3a28k7IyPDu/ZksZi2RfHxx+B0plO1Cezt\nmKas2zDrUQVk8QaPMZ0eOLiGpeSTg1lT6o+pVbobOAH/9az9mC7nMzHO6kfgjxjRxAGglJycHK/z\nLDpc5G0/VB3ijIRIkp+fT35+fr3Pry2CWoD5evYW5je0DaZDZZnW+sZ631SpLpjfqse11s8qpXZq\nrbu69/0BGKy1viXIeRJBCREj2PqTiX76YeqElmOz5VJY+A1AwNpTPpUqPY/U27cJ7BBgC1ZacTtw\nKweZTRozKcXBJ/i3JXJi5OH3Y5Zlj8O0QXoEmIIprvU9/g2MOMK83rLlMwaeMdAvMpJ1JiEWCHcE\nNQ6jfT0T45wOA68B/2mAgccAK4HxWutV7s0blVJna60/wBQCv1/f6wtCfalabJuKy+npxNARq/VK\n8vLyyMjIYP369SQkZFFSchxmdtJJmMgHjLNIp7IJ7FfAVrJpy3wsfI+dU0mggCcwEZXn+AOYotp7\n3D/XYpzTO5hfxUyMnDywyLaV97Ul3sGJJ54IVDqlqd2nivpOaJLU1upIY1ZpP8a0Vf4I+LiBYcyd\nGEnTXUqpVe51rr8B97kLgK3ACw24viDUC89i9SOPzAJsuJyZmAjoL8DPrFq1kpEjhwOQlZXF0aNb\nMSm8se6fuzFpOidQ4n5MpAMXsAQLz2JnKvu5mGcpoA+mc8QNmOgsDliGSeFlUNlVPMN9XHtM1cd3\nVG1jdMT72hXQAQJg+vbpAFjiLbLGJDQpalPxXY8p3BgIdMVEUq8qpeo9UVdrPVFr3VFrfY7WOsf9\n80utdbbW+gyt9fWSxxMiid1uZ/369djt9qD7b7/9VnJz/4RxHKnANG666QbOOCNQF6Qwqb3PMKk3\nK0a4EA/MxsI/GcsvbMbGbm7kRD7iZeIxM5h8hwB6HFt/9zY7lV3Fcf/8CdNt4naM0+yHSe/1wRL/\nf25b+gFwW4fbgr6v2Xtn+6X9BCHmqWkePKZ03RqwLQFYX5e58uF6GHOF5khq21SNWfDRgE5tmxqR\n+yxdulzbbOk6NXWAttnS9dKly6s9dsuWLXrx4sV6y5YtVfZNmTJVQ2cNe92PdA2bNGgNm3R/UvQn\n9NYfkKRP4kv3dq2hh4Z/aViuIcX9OllDgoYTNdg0KA2Xu6/p2dZOQ0/3NfZqWKfhBPdP9Nz9c3Vy\nWrLfZ2iJt3ifJ6cl67n75+pY/B1qrH97Ifq4//+F/De/tjUoK6ZS0Le1UTIy8l0IM43Rj8xut5Ob\nO46SklWUlBiRQW5uDoMHnxO0JqhPnz706dOnyvaFC59mxow5mGjJk+JrBxxHCod4gKcZxlGm0I9n\n2YnG5T7TEwmNw6TwNKbThAXTJPZ7zJrTHsxSbzeM8m8e8GuM0MKj6tvtPneX166jB49W+Qw9Kj5P\nmi8WkV50QnXU5qDuBz5TSm3FqPhSMMUct0baMEEIN56iWuOcAPr6ycZDwW63M2HCHfgr9U4HOjCC\nbswkgTfI4USs7Oe/VKbiOmKc09kYFd7XVE7TbY3RH71FZY+932PGs+8EnsY4qgxMei8T45zSSEy8\nhrKy6u29tcOt3p8up8tPICE1UEKsU6OD0lr/Vyn1JmbcZgrmt+hrrbWzMYwThHDSunVrSku3YdaN\nsvGdGBsqBQUFxMV1xVdJ14uuzCeFDBK5gkI+5j3MCPU+wGlYLPG4XKXu48/F9M4LdHAZmI7nWZhh\ngikYses6KmXsv8dIyo0TS0y8lI0b1zLwjIG1Rh0up6vKNolchJinLvnAaD+Iwfy5EB4ivQ7hWXuy\n2X6twaaTkrJqXYMKxt69e7XNZtabkjiq7+XP2o7SE7lPx+FwrxOt9FkrSvZbm4JUDX181qS0huPd\n60y+x9k0dA047hhttabolJT+QW0P/Aw9a1Jz98/1Pnw/X999getXjbkOJGtQLQfCuQallKo2ca21\nntpA3ygIXhqaWqopXeW79uSJWrQexIYNHwVdYwqGb4PVvLz5LLt6IHOc5WzAxclMYRd3UTlAMMF9\n1jv4j3jvi5GLe6bmeiKoAkw9k+9x3TFpvcrjbDYHn322luLiYrKysuh1fC9GjRrh954hWKsmf4J1\nlwi2ftVYSFpRqI7a1qD2YloiP4jRsQpCTBIsXWW328nIyAi69pSY2I3i4uKQrr1w4dNMmHA7CQmZ\nHOP4gff69mZYpwzm9uzJ7e/lA3MxXbt2YWY8XYZJ1W3HzGjydUb7UEoTF3cmTmcHzLrUlZjad9/j\nfiI+Ph4XA3A5zRCBkhIYeMZA7x/0YO/ZEm8J2bkEFiYLQqxR2xrUXKXUb4CftNbvNpJNghAWMjNP\nIC9vPoMHn0N5eQG+DiDUtaeFC59m7NgJxNGLcWVbmYri6Q1fcOm6j5hy2lmYaKk7pq5pFLAaeBWz\ndtQTuAJTPtgB2I3VauGxxx5n4sQ7cDqvwTi2ZzAKvRxMR4mfsFotPPtsHqNGjahTZNOmTRs/x3Vb\nh9v8zomLj6v1PQtCrFBbBAVwPWaIjSDEJNUV3JaUrCI313QfN4P6crwjzfPy5teq3PMo9gbyJAuY\nhZ2+/I5v2J3Uhdb/+x9Op8Zf7DAI0z3iDMwY990YKXopVutRbrnlRnJzcykuLiYxsTulpWMx0dcX\nmOGFx5CYOJQlS/7hbfrqm8ILJDBassRbOHTgEJb4yvr7CmdFFQc3MX0iqW1T/RxZYDskS7yFtPS0\niKXfREEohEKtDkprXYqZgIZSqgfg0lrviLRhghAKno7icfHWIH30KmXkI0cOZ/Dgc6odPBiMzatX\ns8Bp4Vzu5DZmsYLhwMkkOgo45phjqLq+1BHTAeIljCKv0nk5HKfz5JNvMH/+P5gzZ4Y7otsNzMfT\ni88SX0BZWQUj/zSyiupuavepHD14FDANN1PbpuJyVp2G61lfqinS0u5GLb5TCaZvn+493/d6kUIU\nhEIo1CaS+CvQSWs9Til1C3AdUK6Ueklr/fdGsVAQqqGq+CEfI8Vei8tpHENp6XZvKi8jIyO0eieX\ni7U3jqfPUwv5kjhO5FUOcwYm0tnKvHnzyMnJISHBTnm577rR91it3XA4WmHWoHydVzeOHFkMJDJp\nUg5z5sxg0iQT0RUfPYzLeQCXT/FGsMhG/qALLY1qHZRSqgMmgX6FUioTGA/8AbPq+y+l1DKt9c7G\nMVMQqlJQUEB8fCfMyHQ7JhJJwRTDdgcK0LqibhfdvBnH9dcTv+5TLmQpGygCLgTak5j4C/PmzWPM\nmBuw2+2cf/45vPrq6Zi1ph+A8TgcC/DMfPIXPfyMcVoZWK2ZDBhwMoWF31BQUMBpp51WrfOZvn26\nt8i2Lvg6uMDzPam7OGtcrY5OUnFCNKkpgsrCrAAPxExH2wn81r2vNeavwZII2ibEGLH2x2rDhs8p\nKtqG6Qj+A6breBHwKVAMZGGznRdap4jiYrj3Xli8mF2jR3Pu1+UcOFyE6S7eBdjKpEm3MWbMDSxb\ntoLRo8dSWlpC5ZTcLCCDxMSXgEtRKo3S0tNJSupOael2zPiMDDwCjcHnDubwwcPe9SKPo0hOSwaM\nYyktLq3RMVUdD2LxKvk81JS6q3D4r0/d2uHWKmM5IpWKC7RdRoAIwajWQWmt1ymlCoGzMDOmx2G+\nCj6M6SYhzqmFEUvrBna7nUmTphDYkSE+3oLT6QBOJSS1ntYcevZZkqZMQZ91FkmbN9PKYqFo9hPA\nBL/rz5uXw9VXX0lu7jhKS58AZmCk5Z6I6SvgIEuWLCQtLY0uXbpQXFzMhg2fM2nSFModf6PC6aCk\nxEjGPetFwT5TX+cU6MQ82zxfDjxfHDzHhxJtpaWn+V0zOS3Z2wrJ8yUkUHARTiQKE0KhNpHEJZje\nLPO01puVUlbMb+zzEbdMEGogWG1TmzbHc8cdVzB9eohqvR072HX55RR9vonJyT147/X3ybssn8GD\nz3Ef0BvfdaT4+K6sW7fOfd8hwM3A+Zh1ry7ADzgcmj//+e+UlxeQlzefkSOHc+qpp3LZZZfQoUMH\nrzOqybkHRi7BnJivE/J1VEVFRbicLu/1q3Mw1X3ZiKUvIYJQWx1UGfBfn9cO4LlIGyUItZGVlVWl\ntsnp3MmYMTcwZswNNav1ysth5kxcs2ax8HAJM/Q6HEdOwdPd/OWXl2Gzdaeo6Ae/65eXF9CzZ093\nP7+vMBGUf5SFZQCHDm0AYNSoEYwd92cOHTjktcNXjVcdB/cf9FPYBcMSb/Ee40m1eiKfQAeTnJYc\nNHUXSHXbJRUnRItQ6qAEAYitdYOMjAxvbZPF0hmX60e/aKnaqGnVKhg3Dnr25Mu8PB699n4ch07B\niCzKiIvrCIDTuQuzppWDaUO0lT/96UqGDPkDFksm8HsSEtIoL++Eb5TlClJ35IunpZBHnReslikU\nZu+dXe09AvGM2piYPjGoxNxDdY7Rk4r0nCsIjYU4KKFJo7ULKHP/rIE9e+C222DNGpg3D4YOpeO+\nfe4o7GHg70AXiou/Z8eOQubMmcGECbcTH98Rp7OABx54gLvvftBP0u5yXURiYgllZb5qverxjVB8\nnYav4u7owaNeJ+FR39XXiXnwRFGBtgT7slGd8EIiJyEahOSglFInA3/Gp6OE1np0pIwSYpNYWp/w\n1ECVlq7G4xyCDh+sqICFC+Gee+C66+Crr6B1a8BEWXPmzGDsWP803S23nI3FokhI6EF5+Q7mzZvJ\ngAEn+6x5rQDG4XR2QutdJCSc7VXrlZdXb3NtqbtgDVt9o5ZAMUQgqW1TKSoq8vt3SU5L9ir5fJ1M\ndSIFES8IsUSoEdRi4HGMllcQok5Iwwc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+DLoF9c/AUtuHATOBz9b55wPH2j4EOFDSfgOO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\nTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1047,13 +1013,22 @@ "source": [ "from sklearn.linear_model import RANSACRegressor\n", "\n", + "if Version(sklearn_version) < '0.18':\n", + " ransac = RANSACRegressor(LinearRegression(), \n", + " max_trials=100, \n", + " min_samples=50, \n", + " residual_metric=lambda x: np.sum(np.abs(x), axis=1), \n", + " residual_threshold=5.0, \n", + " random_state=0)\n", + "else:\n", + " ransac = RANSACRegressor(LinearRegression(), \n", + " max_trials=100, \n", + " min_samples=50, \n", + " loss='absolute_loss', \n", + " residual_threshold=5.0, \n", + " random_state=0)\n", + "\n", "\n", - "ransac = RANSACRegressor(LinearRegression(), \n", - " max_trials=100, \n", - " min_samples=50, \n", - " residual_metric=lambda x: np.sum(np.abs(x), axis=1), \n", - " residual_threshold=5.0, \n", - " random_state=0)\n", "ransac.fit(X, y)\n", "inlier_mask = ransac.inlier_mask_\n", "outlier_mask = np.logical_not(inlier_mask)\n", @@ -1076,7 +1051,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": { "collapsed": false }, @@ -1112,13 +1087,16 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "from sklearn.cross_validation import train_test_split\n", + "if Version(sklearn_version) < '0.18':\n", + " from sklearn.cross_validation import train_test_split\n", + "else:\n", + " from sklearn.model_selection import train_test_split\n", "\n", "X = df.iloc[:, :-1].values\n", "y = df['MEDV'].values\n", @@ -1129,7 +1107,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": { "collapsed": true }, @@ -1144,16 +1122,16 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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kMg5nMU7H12hufihoP6uXI7fbzbhxZ9Hd7QTms3UrjBs3kWXL7gN6X1Yczovo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\nyIRmbQ7tAwAAAABJRU5ErkJggg==\n", 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ejK7DYEl0vxVFyX/s32/K/b6GOlIKCr3filK4aKgjRVEUZUSgAqUoiqLkJcMiUMaYw40x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\nh4TtzEwE0RhzKtAOnCsiZxpjKoCXReQ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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1178,7 +1156,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": { "collapsed": false }, @@ -1196,7 +1174,6 @@ "from sklearn.metrics import r2_score\n", "from sklearn.metrics import mean_squared_error\n", "\n", - "\n", "print('MSE train: %.3f, test: %.3f' % (\n", " mean_squared_error(y_train, y_train_pred),\n", " mean_squared_error(y_test, y_test_pred)))\n", @@ -1222,7 +1199,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": { "collapsed": false }, @@ -1239,6 +1216,7 @@ ], "source": [ "from sklearn.linear_model import Lasso\n", + "\n", "lasso = Lasso(alpha=0.1)\n", "lasso.fit(X_train, y_train)\n", "y_train_pred = lasso.predict(X_train)\n", @@ -1248,7 +1226,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": { "collapsed": false }, @@ -1288,7 +1266,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": { "collapsed": false }, @@ -1306,7 +1284,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": { "collapsed": false }, @@ -1322,16 +1300,16 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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z8OCD8Pzz4Jsxy0SJpJkKlIgbnPznJANDB7L28Fo+euQjWlRs4bZ9DxrUk/Dw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\n1uzYAcWLezuViEjKaBRfFhV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Gp7WW2TaEWWkt9zHlRYa/UXfFilX4+LxNvnxuaH2L5ct/onXr1knPv/ZaF7ZsqUR8/H+B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\ndnZeREVVT3ykOra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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1361,7 +1339,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": { "collapsed": false }, @@ -1373,7 +1351,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": { "collapsed": false }, @@ -1413,16 +1391,16 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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ubq75ODU1lYiICIs+ycnJ5u/PnTtnnk05eo/ydOzYkZMnT9K1a1cAwsPDuXDh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\nUIqiKIorUQWlKIqiuBJVUIqiKIorUQWlKIqiuJKkKCgROV9Engk6niw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tLa1GawQHB1NQUKBdp6WlERERYdOnJi4pIQS9evVi+fLlvP/++zzzzDNaW0FB\ngVv7rlu3bmXQoEH8+c9/BmD9+vVkZGTYKKjBgwczePDgastrwd/fn/Pnz2vXlmAPZ/2vu+467Toq\nKorNmzc7vH/ZKyjMymOok7ZP3F1QCDESyJJSbhFCTL502/p/eQEQ6O68isrUR7SdSntkH3ctoJpY\nTBWJjIwkOTkZk8lUSYHo9XqKi4u164yMDCIjI236nD17Vnt95swZzZpydY2KdO7cmePHj9OtWzcA\nwsPDK53pS05O1h6oCQkJ7Ny50647sk+fPnz11Vd21zEYDDZ7UGAOZHDHvbdt2zaeeOIJ7fr8+fMk\nJSVx8803uzTe2sVnjT0XX2xsrI1bNCcnh65duzqcu1OnTuzatUu71ul0GI1GOnXqxM6dOyvdvyyw\nhDLb+wEeB3ydtMc6G+9gzPfAtks/54GfgDKr9kHAuw7GyhkzZmg/27Ztk1cCJpNJmkymhhajEuXl\n5fLQoUPy4MGD2s+hQ4dkeXl5Q4tWp5j/bBovRqNRXn/99XL8+PGyqKhIlpaWyt27d0sppbzlllvk\npEmTpNFolBs3bpS+vr5y2rRp2th27drJzp07y5SUFJmTkyN79+4tp06dqrV99913Va5Rkfnz58vR\no0dr12VlZTI6Olq+++67sry8XK5evVp6enrayFEVWVlZcuXKlbKwsFAajUb5zTffSD8/P/nll19q\nfUpLS2WLFi1kenq6dm/kyJFy1KhRduc0mUwyNDRU5ubmavf0er3cvHmzTEtLc1k2VykqKpLXXXed\ndt2lSxeZmZkppZTy5MmTlf7mS0tLZY8ePbTrXr16ycTERIf3GxLL38i2bdtsntmX7ruuL5w2wjtA\nIvBvoIs7E7u0OGwFrsbszrv10r33gQcc9K/9T7KRk1+aL4d9Pky+//P7Lo8pLy+XRUVFda4oioqK\n5OHDh20U1OHDh2VRUVGdrtvQNIX/h2fPnpX33nuvDAkJka1atZJjx46VUkq5d+9e2alTJxkQECCH\nDx8uH3roIRvFEBMTI9988015zTXXyODgYDlq1ChZUlKitVkUlLM1KpKdnS0jIyNlaWmpdu+XX36R\nN9xwgwwICJBDhw6VQ4cOdUtBnTt3Tvbt21cGBwfLwMBA2blzZ7lo0SKbPp999pkcMmSIzb0//elP\nlfpJKeX+/fvlpEmTpL+/v037s88+K2fNmiU//PBDl2Vzh+XLl8tXX31Vzpo1S3700Ufa/RtuuEHu\n27evUv+2wCWWAAAgAElEQVRvvvlGTps2TU6dOtWmv6P7DYWjvxF3FZSQVWyaCiE8gXuAUUAQsBj4\nREpZ7HSgCwghtgJ/AySwEPAEjgBPSjuCCSHs3W76LFgArVvDgw9Walp7dC2DPx2MdzNvvh/5Pd3b\ndnc6VX263AwGA8eOHasUKRgfH39Z70VVjI5UVM3UqVMJDQ11GIpeF/Ts2ZNFixZxzTXXAOaIvOuv\nv54DBw5UmddSUTMc/Y1cul91KKmlvzt/aEKINsBzwBNSypYuD6wlLksF9euv0K0bSAlvvQUvvggV\n/NdPf/U0/977b8L9wvn5yZ+JCIiwO1VDKIwrcQ9KKSiFwjn1qqCEED7AYGA44A8sllIudl3c2uGy\nVFBSwrx5MGGC+fqZZ+Cdd8DqG165sZzbl9/O92e+58Y2N7Jj5A58PX0rTVVcXMzp06e1Crtg3jBt\n164dXl5edRYscaVF8SkFpVA4p14UlBCiHzACuA1YA/xPSlm9hFy1wGWpoCysXAkjRkBZGQwaBJ98\nAnq91pxdnM3NC2/mVO4pJveazMz+M+1mj7BnQYWFhZGRkXFFWTl1iVJQCoVz6ktBbQf+C6yWUl6s\nhpy1ymWtoAB27IB774ULF+Dmm2HDBrDKIfZ/if/HO//3DpNumISXzstuLr6KLjeLcqqotGJjY20O\nCSpcRykohcI59ebiu5SS6G6gJZACfC2lzHVP3NrhsldQAEeOQEICnD4NMTGwcSPEx9u1jqByNvOg\noCAbl1tZWVklt5+F8PBwp4kpFfZRCkqhcE5tKSinJ+wuufh2AO2BUqAb8LMQojrZIxSu0LEj/PCD\nOXDi1Cno1Qt27bJbyRbMxwQqJoO1TiBrL+WRhfT0dHJycur6HSkUCkW1qMrFtw34q5Qyy+peOLBc\nSjmgHuSrKM/lb0FZKCyEYcPgyy/B25uyRYs4cf31Tr+5WwIi9FZ7V/BHpJ2jbzS1HeV3uQdNKAtK\noXBOvVhQgM5aOQFIKdNdnVxRA/z8YM0a+Nvf4OJFvB55hJCFC0FKzZISQlBYXsi/Dv+LclM5UtpP\nBhsUFERsbKzDpdwpE29dht5eW2Zmpk0l4Nxc595gZ/MpFIorm6q+3jpK6KTqSNUHHh4Y3n2XbL2e\n1m+/Tdg//4n3qVOkzZhB3DXXUFpayl2f3MWPWT+SW5bLfwb+x6HF4uPjQ3h4OOnptt8vpJSUlJRU\nsrrs4ezMU25uLikpKTbzAqSmpuLn52dXrivxDJVCoXCdqhRNrBDi9Qo/b2Dek1LUA2Xl5Zx//HGS\n334bk68vwevXE/PEE5gyMwkKCmJewjy8m3nzadKnLDmypNJ4i4VSWlqKr68vrVq1qtQnIyOjSgvG\nWQFES5s9LDWo3JlP0fD8/e9/57XXXqv1vvXFrl276NixY0OLoaghVe1BjXDUJqX8sE4kcsIVtQd1\nCevoPZ8jR4h+9lk8MzOR7dohvvwSOnVixcEVPPzFwwB8MuQThl5rTkBvsVDAeR0gR3tX1jLk5+eT\nkZFh9xAw4DBS0NEel7NDxa5Ycw1JY9+DiomJYdGiRdx2220NLUqT4Pvvv+eRRx6xyeKuqBm1tQdV\nlYtvs709JyGE84RwimphL7jAuq5TWadOJK1cSeyLL+Kxbx/07AmffspDdz1Ean4qE76dwPA1w7mq\nxVV0Ce3iMDCiIiaTyWEhQ2dKznrPy9F/Rkc1qK7UgooXL14kPz8fIQSBgYF4enrWuwxGo1HlorNC\nWu3rKhoXVbn4Pra8EEIst7rvWslIhcvk5uY6DC4ICgoiPj6edu3aEdu7Nx67dpkTyxYUwN13wz//\nyUs9X+SFHi/waOdHuSrgKkpKSlxeWwhht5KntRvOWpnodDob5WNRokIIrTZQaGgo8fHxDveUKo5x\npsyaEoWFhWRnZ5Ofn19JAZeUlJCYmEhmZiaZmZkkJia6FaDiCsOHDyc5OZmBAwcSEBDAvHnzOHPm\nDDqdjsWLFxMdHc2f/vQnAB588EHCw8MJDg6mX79+/P7779o8o0aNYvr06YDZwoiMjGT+/Pm0bt2a\niIgIli5dWq2+58+fZ+DAgQQGBtK9e3emTZtGnz597L4Xi9wLFy4kIiKCiIgI/vGPf2jtZWVlPP/8\n80RERNC2bVteeOEFysvLbeSwEBMTwz/+8Q+6dOlCcHAwQ4cOpaysjOLiYhISEkhLS8Pf35+AgAAy\nMjL4+eefuemmmwgMDCQ8PJyXXnqpZr8YRbVwpWChhbYO7itqiD1FUDG4wKa6roeHORVShw4waxY8\n/zziyBGmzppJWtY5UpJT7LrbHGHZ/6kYzODo4RkWFkZAQIBN3+oUR6yPgor1SUZGBjk5Odo38sDA\nQJvqtOnp6drvV0qJ0Wjk3LlzNtVli4qKSElJwWg04uvrS2RkpFufy7Jly9i5cyeLFy+mf//+gPlB\nD7Bjxw6OHj2qfYlISEhg6dKleHp68vLLL/Pwww/z66+/OnxvBQUFpKWlsXnzZu6//34GDx5MYGDl\n2qLO+j711FP4+/uTlZVFUlISd9xxh+YmdsT27ds5efIkiYmJ3Hbbbdxwww3cdtttzJ49mz179nDg\nwAEABg0axOzZs5k5cyZAJato1apVbN68GW9vb3r16sXSpUsZPXo0Gzdu5NFHHyU5OVnre9999/H8\n88/z8MMPU1xczKFDDZbh7YqmutF4jdcB3wSxdwjXUXCBhk4HM2fCihXg7Q0ffID3X+6mWU6OW8rJ\n2Xo6nc6u685yCLgi1geEXaU6YxojBoNBU05gVkB5eXmUlpZqfexVObUOCrFk/SgvL8dkMlFUVKQp\nF3exl3Fk5syZ+Pr64u3tDcDIkSPR6/V4enoyffp09u/fb1Oa3RovLy+mTZtGs2bNuOuuu/Dz8+PY\nsWNu9TWZTHzxxRfMmjULb29vOnbsyIgRDre5NV555RV8fHy49tprGTVqFJ98Yi7kvWLFCmbMmEFI\nSAghISHMmDGD5cuXO5xn7NixtG7dmqCgIAYOHMhvv/3msK+XlxeJiYnk5OSg1+tdrqirqF2qUlDS\nwWtFLVKj/Zhhw+D77zGFhdF8715ihw7F5/Bhh90tqZEqYm89R4quOgrQGZfDWSiDwWD3S4a1UgoM\nDLTpY7GyLBQXF1eao6SkpNY+b2trzmQyMXHiROLi4ggKCiImJgYhBNnZ2XbHhoSE2JR21+v1dt3C\nzvqeO3cOo9FoI0fFcvMVEULY9I+OjiYtLQ2AtLQ0oqKi7LbZo3Xr1i7JD7Bo0SKOHTtGhw4d6N69\nu8My84q6pSoF1VsIkSaESAdusXrdqx5ku2JwdT/G4YO8e3dMP/1EcZcueGVk0H7ECAK//BKA3LJc\n5h+aj0EaCA8PJyYmhvj4eNq2bVvlevYUpBCiVgMZnO29NSW8vLzsKn7rhLytWrWiRYsW6HQ6mjVr\nRmhoqM0enfVD3Rp3N/Ad9be+v2LFCjZs2MDWrVvJzc3l9OnTlfYaa5tWrVrh4eFhc16uqsg5KaVN\nn+TkZNq0aQNAmzZtbCzMM2fOaG3uYO/zio2NZcWKFZw7d44JEyZw//33u7Wvq6gdnPpVpJSXd0hV\nI6Kq/ZiqDrV6REVRuGkTpU8/TYvVq4mcNImQ5DP8udsBdqf8H2VeZSzpsETbRHa0niWSUKfTkZeX\nV0nO2gxkcGXvramg0+mIiYkhOTmZsrIyPD09iYqKsomWE0IQHh5OeHi43Tn8/f3x9vamtLRU28cK\nDQ11W0GFhYWRlJRkE2ZeUfEUFBTg7e1NcHAwRUVFTJo0qc4j2XQ6Hffddx+vvPIKCxcu5MyZMyxb\ntozo6Gin41599VX++9//kpSUxJIlS1ixYgUAw4YNY/bs2dx4441av0cffdRtuVq3bk1OTg75+fkE\nBAQA8PHHH3PHHXfQsmVLzfJ19AVCUXc4fQoIIaY7apNSzqp9ca5sbAIhrHD5Qe7tTdqMGZRccw1t\n3ngD/fv/YU7C9dzRS8/HBz9GV6Lj5etfBtAUnPX4qs5NCSHw8/Or8n24movPsvdWsRRIWVlZk1NQ\nYLaWrr766mqPF0IQExNDbm4u5eXlNG/e3KXPuyITJ07k2WefZcKECUydOpUhQ4ZUUj7Dhw9n06ZN\nREREEBISwquvvsoHH3zglqzV6btgwQJGjhxJeHg48fHxPPTQQ+zdu9fp+L59+xIXF4eUkgkTJmhR\niFOnTqWgoIDOnTsjhODBBx9kypQpbssbHx/PsGHDaN++PSaTid9//51vvvmGcePGUVJSQnR0NJ9+\n+qm2d6eoP6o6qHsOyAU+wVxqQ/stSyld/99cS1zOB3UNBnNwnj1cOdRqMBg4evSo1q7ft4/IcePw\nzMnhy+4h3JeQR7k0MPKqkYy7bhw6nY74+HjAvM9hNBqrPDflykFad9IXNUSJ+tqgsR/UbUpMnDiR\nzMxMliypnAXlzJkztG/fnvLycmW9NDHqK1lsOPACEAsMBC4CHzeEcrqcMRrNVTYcueOdBVFY9qVK\nSkpsviUWd+3KyZUrKe7Uibt/yuGzz3V4oGPpiaVsTduKEIKcnByOHTvGmTNnSElJqfKhW1XgRmlp\nqTaPK+mLLtezUArHHDt2jIMHDwKwZ88eFi1axH333eewv/oicGVT1R6UAfgS+FII4QfcB6wQQhRL\nKYfWh4BXAr/8AiEhYAloKiyEf/8bJkwwX1se5CkpKTaWSWFhoY21UvGP2RAWxqkPP6TNrFncu349\nn5XDpj9fzZ9a9sZkMpGdne3yA0AIQcuWLR22W7sHK45z5rK73M5CKZxTUFDAsGHDSE9Pp3Xr1owf\nP56BAwc67K8yPFzZVFlRV+soRF/gIaAHsEVKWe9Hqy9nF19ZGViMk8WLYd068w9AUREUF+eSlfWH\nArBXyt0hUhK8ahXhb76Jrryc4uuuo3DRIs7p9c7McO26efPmFBUVaeeiKrrtHFX7tczV2F127qJc\nfAqFc+qrou7NQoj5QoiDwMOY96KubwjldLlj7Tnr1AmmTv3j+u23jbz4olGzkqSUZGRkOJ2vefPm\nwKW0RDodPmPHUrJ5M6aoKPQHD9Li9ttpvnOn3bFRUVFa9JgQgqKiIgCHbjtH1X6hdqP+FArFlUVV\nQRIm4AjwDVCG1WFdKeXkOpeusjyXrQXljIQEIyNGnKFTp2IAPv64BTfeWEp8fLHDMUIIYmNjMZlM\nFBYWkpWVhRCCZrm5REyciP+uXUghODdmDKefGIHe2xwt1rZtW+3kv6PP2l6Ahr1gh9jYWJtzQLVN\nQ1XuVRaUQuGc+gqSGAXMBQ4AR4FjVj+KemLdOkmnTuZDgqWlgvffDyUgwHzwVgjB2bNe2HteFhcX\nU1RURFaWuSiylBJDYCBn3nuPzGeeAcD40X94dOVtfHp8MR06dCAoKMipRWSZxzpYwlGwQ10qp4Y6\n4NuUs10oFE2Nqr52dpRSTnTUKIR401m7onbw9PSgbVtzyY1mzXS88UYqN91kzkKQl+fNX//qy5Yt\nx2je/I8wdCml47QvOh3nxoyhuHNn9vxvHCeaFzL74Ns0Lylh4sPv240ahD82rO257eoz2KGhDvha\nAkEsylihUNinqsPXrlKViy8T+M5RM9BfShnm1oJC6ICFQDxgAv6GOXx96aXrQ1LKpx2MvSJdfBbs\nubS++87I8uUXeOkl855UUpI3q1YF8/LLzveoLHhmZrLz308y+rpTSAHjdX2YM3kbeQUFNhGCYWFh\nmtXk6+trowiqcrXVtiuuIYodNtUzWwpFY6K2CxY+WEX7f1xdyIqBgJRS9r4UGfg6ZmU3WUq5Uwjx\nvhDiHinlumrMfVljL9PEn/7UjG7dPEhNNQc0rF4djLf3Hw/Rs2c98fKStG5t3zUVfcstxN96DP20\nexnh9TVvsZPsZyP537S9+MXHa4qlsLCQ5ORkG4UVEhJS5cFcdw7uuoo9C89kMmE0GjEYDHWiMC63\nrBcKRVPA5TDzWl1UCJ2U0iSEGA70BwZIKSMvtQ0CbpdSPmtn3BVtQdnDOneeyWQiJUVHevoZQkLM\nOfdefrktnTsX8/DD57Ux1q46a2Wx8ZNZDDk8g2f2wNz9obBsGdxxh8Mw8tDQUM6dO+fQqqhLq8Na\n8ZlMJi3i0B0l6I5lpywohaLm1HaQRJ1wSTktBd4FVmBbALEAqFwFTVEJ60CBkydPUlZWxtVX+9Cl\ni7msgJTg6Sn5y1/+SPo6fnxbCgraERsbq2WisHDXsOn89vBO5hj7Q1YW3HknTJhAWWGh3T0XS2Sg\nNdZ1papV58pFLFWGIyMjNcXkSvYKC+4GWaisFwpF/dNgf11SypFCiFDgZ8DXqskfc/4/u7zyyiva\n6379+tGvX786krBx4yxQwGI9pKSkMHv2H4d7U1M9+flnf2JiCjh58jQg2LTJnxEj/AkJMY+5umNv\n2LwF5syB6dPhrbfw3b4dj1mzKGvbtqIYlWoVSSnR6XQUFxfbLXjocp0rF/Dw8KBZs2Zuu96qG2Sh\nsl4oFO6xfft2tm/fXu3xLrn4hBADMCszHbAAmCalXFGtBYV4BGgrpXxTCBEA/AacAF6XUn4vhHgf\n2CqlXGVnrHLxXaKqQIGcnBzS09NtxkgJmZmehIWZ3X+//ebLtGlt2bAhkbi4WIxGE15eXnh6mt1z\nhh078B41CpGcjNHfj7Rp08m76y678liUUVBQELm5uZrSqHjtyP1W3UCK6rjeGiLIQqFQuO/ic1VB\n/YQ5zdF7wEjgMynlrdUUUA8sAcIwK703MJ+x+h/giflg8JP2NJFSUH9QWlpKYmKizT3LgxlwetDW\nwt69erKyPPnLX/KRUrJlSyC7dvnx7rvFmlIRubl4zpvO8BbfsXA9RNz8F9ImT8Z0qW6OZd2oqCg8\nPT05efKk3QO7JpNJs5wqKqKaBlK4O17tJykUDUNtR/FZKAYyAYOUMkMIUW0tIaUsBv5qp6lfdee8\n0qj4QAZs9kQspcOrUlA33mjORGHp9s03AfTrl8+FC+Y9q927mxMS4sUn9wTyw2m45XH4bNVX9L9v\nLymvvUZR9+7aXJZCiPbcbSaTCb1eb1eR+Pj41PhMk7uuN8t+UkVZlHJSKBoXrlpQ64AQ4L+Y94j6\nSSkfqGPZ7MlxxVtQrqQVcpa81RllZQIhzIEVUsIDD8Ty0ksZ3HDTeSb9PIktqVvQSXj7G3j2J8gZ\nPpzM555DentrLr6Kazqz6hwp0dpwt7niMmyoVEkKxZVKXUXxPQiMllIuA74HHqmOcIqa4ygyzno/\nxTrizB28vCSenmaFYTDA3XfncvPNRXg38+bNbvNovncyJgFj74K/3y0IWbaM2KFD8Tl2TIugs6xZ\nMdLNntyOFKjJZKpRgTpXI/Q8PDzQ6/WXnXKy1AhTaZkUTZ2qsplvE0J8BPhJKX8HkFIeklJerBfp\nFJVwVrzQmqCgIGJjY11WUtbh08HBwXh5CR577AIWPXHiuJ4O6ZOZe/NcvHXe+P5pKFmB7fFJTKT9\nsGG0XLIEjEaEEERHR9OuXTvi4+O1vSBH6ZMcyXLy5Mlq5dezjtBzJ+y8qVJRGTVUjkKFoi6oKtVR\nXyBDStkoksMqF58ZV4MCHEWrVQwNB4iJiUEIobm7LO6vkpISMjIyEEJQXm7Cw0NwpuAMP33TmV++\n1/Fh63GEfPopAPk33EjGa7Nof/vtdq2SinJX9busTuDClRShV/HztFcjTAV/KBoTtR7FJ4S4BxiA\n+fBsLrAT+LwhNIVSUH/g6h6LvX2fig8yi5UVFhaGr6+vzZwGg4GSkhJt/NmzZzGZTBw75oOU0KFD\nKX47dxL80isEFmch9XrE66/Ds8+CHTedRW6j0ciZM2ecvsfqKJYrJULP0T5jxS8gl6tyVjRNalVB\nCSHew+wG3Ig5w4M/cBfgKaV8ooayuo1SUO5j+ZZt/bm1bdsWHx+fSiHhgE3VXEAr4y6ltJvayMLM\n55rzgu5Jen73HQI42643F+YtpvOQq4DKCtWVQI7qKpaahq03heAJe5ai5YvG5a6cFU2X2lZQ30sp\n+9q5v1tKeUs1Zaw2SkG5j8Fg4OjRozb3LOeWLNaQPRxF2AUGBpKfn1+pLbkwmYe2PURPGc2H/0oh\nNP080tsH8dpsckeOZOv3F7j66jKE+ENh5ObmkpKS4nD9miSWra6SqYvktnVBVdZxY5dfcWVS21F8\nOiFEnwoL3AqUV0c4Rf1jSSRrjb1v2q6Sn59PbGwsoaGhNnMlFyZjMBn4pvwAXcf68NW9dyIulsJL\nL6G79U+89uhFioqwCVoICgoiOjrablRiVFRUjR6s1YnQa0oBFo5yA4aEhBAfH18pSEWhaIpUpaBG\nAi8JIVKEEKlCiLPAi8CTdS6ZolZwFPXn6+urPeDcCUe3hLSHhobSoUMHoqKiAOgd1pvP/vQZHYM6\nklqaxuCu3/HPRU9iDA8j4Pf9/HixG9ErF4LBQGKiD09e+h/k6+trdx1H9+uSukxuWxdYEuZWVEaX\na/i84srDqYKSUp6UUt4jpWwLREkpIy9dn6gn+RQ1xNE3bTArr9jYWFq1alVpXIsWLWjRokWl+xXr\nLvn7+9O2bVtzeLl/NB/1+4gnrnuCclM5L6Uu4fftq7lw7714Gi8S9s47xA4bxr4PkggP/+O/Xk5O\nS5KTzWHyFjdVQzxcXQ3hb0woZaS4nKlqD6o9MB/oBhgxK7SDwAtSyuP1IqGtPGoPqgKu7rVY9yss\nLHQr3Lsi1oEUlhRDRUVFWvkNKSW/FP9CIYU8ddNT5Obmkvfpp4TPmoVXWhpSCEoff4aL014iJT+f\n8ePb0rVrMcOGmWtWWZRUxYjC+qCp7EEpFE2R2g6S2ApMklL+ZHWvB/APFSTR8FTnYWovyWx1saxr\nL6CiYvSYwWCg7MIFfObMQffOO2A0Uh4aStqkyUz88WGeeTaLwEBzwMazz0bx9NNZdOxoPg9e8X3V\nRZSd9ZxQOaFtXa2rUFxJ1HaQhI+1cgKQUv5YLckUtUp1NvRzc3M5efJkrclgUUr2vjRU3Lvx8PBA\n36oVunnzOPd/WzB264ZnVhbRLzzPB5kP0LLYHM6elubJwYO+xMZevPTeJAsWFFFa6jxTQk3S+1Sc\ns7CwsJLbTGVoUCjqn6oU1H4hxGIhxINCiDuEEPcLIRYDB+pDOIVj3N3Qt1Zo9YH13o218lh7dC3t\nvx3EzGl3kjp5EsbmzQnYvp24e+4hZNky2oSWsGZNopYTcN8+PUuXtsRoLMNgMHDmTApGo61SzsnJ\nqaQ8XFVYrij6phTdp1BcTlSloJ4CNgDdgSFAD+DLS/cVDYg7G/oGg4H8/Pz6Eg2Ali1b4uHhUcny\n2PD7BgrLC3n1t9cYErGV7Z8tJO/222lWUkL4W28R+9e/EnHyD6Pd01Py3HOZeHt7kZOTw5YtAUye\n/EdlXykl6enplZTH0aNHXbJ2XFH0TS26T1EzVLLdxkNVUXwS2AX8APwE/B/wg9oIangcRedV3Bux\nKAjLQ7y+CAkJsWt5vHD1C7zV/S2CvYL56dxPDPr1Cf7xTA9OL1hAWUQEvseP037UKNpOmIBnZiad\nO5cwYoS5OGJ2djbbtgVw660F2jrbt/tz6JBtSLrlfbpi7VSl6A0GA0aj0W5p+4aK7lMP0LpDuXIb\nF1UFSTwBjMacf68Qc6qjPsAiKeV/6kVCW3mUbqyAs4376taFqimW+lQ5OTlcuHDBbp+c0hxe++01\ntqRuIbJ5JKsHrEZvELRcsoRWixahu3gRo68v50aPRj7/PB7Nm5OVlYXBYK5V5eFhLrR4331xTJ6c\nzk03FQFQUKDD399Wmeh0OsLCwggICLD7GaWmplJQ8IfSCw4OJiIiwm5yW4slVRfRfa4EYagow7rj\nSsnj2JDUdhTfbszFCcut7nkBu6WUN9VI0mqgFJR7FBcXc+rUqQZRUK6sKaVkU8omQn1D6dqyq3bf\nMzWVsHnzCPz2WwAuRkeTPmEChbfeajPeYIAvvgjmgQcuIASUl8Mdd8Tz0UdJtGljm+zEIlNoaCgt\nWrTQ3I/29uUsCtZerkILbdu2rVXF4IriUQ/QuuVKyoTfUNR2FJ8nUPFIvx5QWqIJUFJSUu/KCVxP\noSSE4M7IO22UE0B5RARn336bUx98QGlMDN5nztDu6aeJeuYZvJKTtX4eHvDgg2blBHDypA9XX11K\np05+CCEoKvJg7twwpPxDpqysLI4dO0ZWVpbDoBEhBMXFxU4zbFQVJOGOG85REEZpaanNHGovrG5p\nige1L3eq+tr1KvCLEOIEkAcEAHHAuLoWTFEzDAYDGRkZDS1GlYSEhJCTk1PpfrGhmNd8tzH64//Q\n4YsthL7/PgHff4/f7t2cHzqUc2PGYKxgYXToUMr775/hwgWIi4vjvfeMZGYaNAWWl9cMgMBAo3ao\n2B5SSvR6fZWZ1svKylyqe1WVG86ieCqul5iYWOlQtHqA1h2Wfd2KvztlnTYcrtSD8gA6YlZO+cAR\nKWWD7M4qF5/r2HNXNCYsCWELCwvtKqh3Dr3DomOL0Hvo+VuHvzEi6A4iF/yboPXrEVJi9Pcna/Ro\nzg8bhvT2rjS+TZs2pKQ059Sps8TGlgLw3nuhFBTomDjRueJu27Ytfn5+5OTkcO7cOYfy23OtlZaW\nVnINOnPDWeptJScnu1R6pGIWkNrcg1IHkc2oz6HuqPWChY0JpaBcp6ECJFzFEnXoqNxGSlEKbx14\ni61pWwGI8Y9hYpeJ3HahBWHz5uH3kzkUvSwigsyxY8m7806wsogslkdQUJAWqDF1agSPPppDfLxZ\nYb3/fit69izk+uvNBRn9/f2JiIjQlAA4PoQcFhZGSEiIzX1H5UMc7WNYW1omk0lL3Gsv/ZT1HHXx\nAFXBF4r6oLaDJF531CalnOymbDVGKSj3cLfEuju0atWK7OzsOleAuzJ28eb+NzlTaK6+u+72dbT3\nj8Fv1y7C5s/H51LapuLrriPjxRcp7tbNZrxFEebl5dlE6hUX6xgwIJ61a08QGmp2COzfr+eee9pw\n5l1lzjsAACAASURBVIzj4IiK81oe4s6+ENizoBz1j46OpqSkhKysrCrnqC1U8IWivqhtBfU88Hfg\nNcBmUinlh9UVsrooBeU+FZPEOrJY3KVDhw4AnD9/3iZJbF1QZixjWeIyjucdZ+7NcwkJCeH8+fPI\n8nKC160j9F//wjM7G4D8/v3JfOYZLl59tTbenmxGIxw96kOnTmZrKivLg8GD49i/P5fCQtf27qwf\n4o5cqo4KLzqKGIuMjLTr7gsPD69ksdUWKnpNUV/UuotPCPERsFRK+W1NhaspSkHVHHt7JBYsD3KL\neywgIIC8vLxK/So+LA0GAxcuXCAzM7NOZbecQxJC0KJFC23vSldcTMulS2m5dCm6khKkEOTdeSdZ\nTz9NWXS0S3MfPOjLDz/4MWUKnDt3jmPHfFi8uCVz5jhW6BXdbvYsori4OHx8fCqNdWS12Kt0XNfK\nQllQivqitsPMAZ4A9lZfJFuEEB5CiGVCiB1CiB+FEAOFELFCiJ1CiO+FEO/V1lqKyvj4+NgtVGjZ\nV+nQoYNWAC8yMpLw8PBKczRr1szm2sPDA09PT7vr+fv7u1UQ0RnW8/j5+Wmv5yb+m4l9Svlp7Qpy\nhg1DNmtG0MaNXHXPPbSZMQPP9PQq577uuhJGjz5H9iVLbO3aIKKj/wjfzs4OJzHRVtFYIugsVmpY\nWJjN5xoeHm5XOYHjTCC+vr71HqnnalYShaK+cStIQggRC5iklKeqvaAQI4HOUspxQoggYD/wGzBP\nSrlTCPE+8I2Ucp2dscqCqiXsld1wda+kYj9HwQF1SVxcHEVFRRw6dYgBXw/AIA34efjxyFWPMKL5\nbcQv+sQc8Wc0YvL05MIDD3DuyScxtGzp0vyFhTpMJggIMFsy48ZF0q+fkUGD0gBzFovISHNOQOt9\nvoCAAPLz87XrqupaVQx4MBgMHD16tFK/Dh061LnCqE7whYp4U7hDrVpQQogpQoh/X3r9HPA5sFII\n8XINZPwMmHbpdTPAAHSVUu68dG8jMKAG8ytcwGQyodPZ/vrtHfqs6nCo5ZBpfWOp7BviE8JH/T+i\nV2gvCg2F/OfIf+j/63BeuD+AE2vXknvXXQiDgZAVK7g6IYHW8+fTzE5Ye0X8/EyacpISoqLK6N//\nj72pJ59sx969VDpgm5eXZ3Odnp7uNK9bxYq4ZWVllX4vOp2uzg7jWh8odrc6r8pbp6hrHCooIUQo\n8ADwthAiGngaGHrp5x4hRFR1FpRSFkspi4QQ/sAqYAq2ARgFQGB15la4jqun5qvqZ0+B1TUWV5Ql\n0q1TcCc+6PMBS25dQp+wPpQaS8kvz6esXTtS5s4l8fPPye/fH11JCa2WLCH+zjsJmzMHDxf3zISA\n55/P1HL8ZWR4cuqUNy1bWkLR4eOPW1Bebn98xewQznAleW1tJYqtiYJxtUyJSmqrqAnOviq1A7yA\nnsBVQDLmshsAfkA/YFl1FhVCRAJfAP+SUq4UQsy1avYHHP6lvPLKK9rrfv360a9fv+qIcMXj6qn5\nqvrZe6DWFdaJWi0WoHUwwY2tbuTGVjdyPO84zT2aa/cvXn01ye++i++hQ7T64AMCtm+n5Ucf0eLT\nT8m9917OPfYY5W3bVlrPEWFh5WzYcAIPD3Pi2r17m7N6dQseeshcst6iqCpuy0kpSUxMdJrHz/rz\ntowJCwuzyR1YG2eVrBWM5feXmpqKj4+Pw30za+xlv7DOrqHOVSkAtm/fzvbt26s9vqow841ACnAj\n5hpQB4C5QEsp5V+rtaAQrYFtwNNSym2X7q3DXEZ+x6U9qK1SylV2xqo9qFrG1T0EZ/1ycnJIdyEQ\nwRmuhKlHR0fj6+ur7dVU5yDyWwfeIq7Ih1FrThLxzVaElMhmzcj9y1849/jjlLVv77bsR474cO6c\nB7feWgjA118HsnVrAPPmnbXb37KHZ7Ew9Ho9Pj4+Np9xXl4eGRkZNntZGRkZtRZp5yzTiCuJcJ3t\nTQIqKlBhl9o+B+UN/Bk4JaU8JITwxOziWyWldO6rcDznO8CDwFHMrj0JjAUWYE5OewR40p4mUgqq\nceLoHI0lTN3ZQ9YdWrVqRUhIiE1whrOMDxU5kXeC+769DwC9h56BgX34264S+n6+G2E0IoUg//bb\nOffYY5R26mQz1tPTk3JHPrwKTJsWwS23FHDnneYikZs3B9CypYGuXYsB82fTvHlzm4PDer2ekpIS\nm6wSFR/wzrJLuIu7B4vt4chKUueqFI5QqY4U9Y6jyLO4uDg8PDxsLC9HJS7cwfIN35LHzmg0uhRF\neNF4kS2pW1h1ahX7svdp9/sF3czq3dEErV2L7pISKuralewRIyjo25eomBj0er3d92gPc/Z00OnM\n/957bxzTp6fRrZtZQWVne9CyZc33ZWpqlTj6XbijTOxZ1upclcIRSkEp6h1H38YdZVFwdljYVcLD\nwzUXWHUS4p7MP8nnpz7n/9s77/A4qqtxv0daNataki3hXnADDNjGGBdwoRcHCKH3EvgFQpLvCyQO\nJJB8SSAJCaGFFCAJJJTgEHCKDcYNA7YB42AbXHG33GXLlq26u/f3x52VVqtdaXe10o7MeZ9nHs3M\nzsw99+7qnrnnnnvOjC0zuGLAFXzrhG/h2bWLopdeonD6dFIPW3NdbZ8++O6+G268kc1798Zcls8H\ns2blc+GFB52cVcLZZw/mr3/dSK9e0Y3IIpGInFTRLjeIFZ2Dah86u1u/Kiilw2lpPiNcZ9fWSOux\nhFXq1asXPp8v4hxZja+GOl8deek2rXz//v3Z+tlnFLz2Gp/OfY7u28s5cTdQWMjeyy5j/9VX4+3W\nLS65Adaty+Dpp7vz2GN2furgwRR+/etSHnxwR3Cs24Z6QnPzZSDiRG5ubtxyBNNeysRtnanb5ImV\no0Hpt4uCEpGTsanfG9x7jDG3xCVhG1AF5U5ams8IZy5KRKT11pSUiM2KW1NTE/U81THHHENWVlaD\n8rzs7S+z7tB6hh7K4JqltVz9KQw45OHQOeew/8orqRoxgmZaJYyMLcn68suFLFvWhUcesSbK8vJU\nfD5hyJBcSkpK2Lt3b7N0JO1hLnND592eMnT2zv1oMZvGqqCirdmfgaeA8G5JyheagGt0uHmgcGur\nwrmul5aWNlyXlpbWogkwYN4LJRBmKNgVPtr5rkB8Qa/XizGGen89JxeNYE/NXtbkVfDAFHhgCowu\n8zLnhZkMmDmTmkGD2H/llVRcdBH+7Oywzz322GOpr69ny5YtYT+fOLGSceMONxy/+GIR1dUpTJu2\nuyEobiiR6hNvB+8G5RRtyvt46xfOpT4nJ6fTdO6tufUfrUQ7gnrTGHNeB8jTmhw6gnIxXq+X8vJy\n9u3bF9WbaksdTqTwSYG3xnCJ+3Jycpo8r6qqio0bN7Yqd7jQTYFn13prWbJnCbO2zWLujrl09xTy\nwYbzKXztNTyO8vB16ULF1Knsv+IKagcPbrJeK1D3PXv2NEuhEUxgTddDDx3D5ZfvZ8iQekpLS/nO\nd3yMH1/J6NFVTa7v27dvExNfvCMEN4wsog2nFa+cR4NX4Rd1BBWtgvodsBn4L9YtHGPM7DhljBtV\nUJ2DSJ5dsb79VlZWNks9EUvivnAOAOGIZIbctWtXk+gKNb4ath3exqD8QUh9PXlz5lD4t7+R/fHH\nrCiBByfBBd4BTDnrDvpefQee/PyGZ1VXV0ccRRUXF1NeXt6s8ykpGcjAgWnMmLG+wetv8eJsRo2q\nIiODhqSJ8XZebun0WlMgbZWzLfe7YXQZICkvE5s2wWefwUUXJeRx7WXiywCGOBtYJdXhCkrpHHg8\nnib/zPH+Y2VlZTU7F2wyDJQTWPAaHHC1rq4On88XlUNFODMk0CzVSGZqJoPyB9l70tI4eP75HDz/\nfDLWr+fluQ/wRrdPeYONsPu7HPvgNCanDeKSU26h7/EXIimRw156PB66devG3r17m7RRfn4mb799\niOxsH8bYEEv33NObOXPWNsT5C7RTOPNPdXU1qampETtXt5iNog2nFa+c0UZNCcUNo8tgCgoKmlkJ\n2oXKSvj73+H55+GddyA/H3btgigijCSaFmsoIh5jjBe4o4PkUY4y2mL/j6ZjCe1ECgoKqKioaDhu\nzZECCNtZhesUI1E7aBBn9XqMXtXLeXPRn3nnyCo+7+rjc9Yx8MlpnLntaSouvpiKqVOpd9KXBD87\nMJ+Wn59PUVFRk87n1FPz8HqHUFFRwerVB7n99r1kZdn7Vq3K5BvfSGPmzJSwHfyWLVsacnuF61yj\njcfY3sQTTitWOWPt3N06bxX68pcw/H6YP98qpddegyrHpJyVBRdeCBUVUFqa+HJbobVIEi8ZY64R\nkU04pj2c6A/GmNhjwrQRNfF1PhJh/49kZmmLN2BJSQnZ2dktpsGI5dnBSRy9fi/LFv+Dt//zJFP/\nsYoT19q5KiPCkTFjkBtv5P7uK1hzYCPDuw7npKKTGFowlMzUzJgSHP7856UUFPj5+c9tx/v22+X4\n/cIJJ1SHdU0PZ9Jy0yihtTnJ4Kj5oXIm2hR3NMxbRcW6dfDCC3bbFuQDd/rpcOONcPnlkJeXsOJ0\nHZTiKtpzniOa9VThRkEiQn8nOkRLRBtjMD8/n969e4e/f/t2chYvpmDGDPLmzSPFSZsx7OvCmuJG\nuTziYXD+YB6f/Djjjh3XxLwV6HRD5amrE7zeFEaOHITH4+HSS/2cdVY9N9xQx7Zt26ir8xNo4pY6\n10DnHnDUcMN8SygBp5nA9xm8SLk9lKxb5ufahY0b4dVX7fbf/zae79vXKqUbboCBA9ul6Paag1KU\nuIjX/h/NG3E0kdQjfR5sHopUVri5nXAcOnSoIZ9S8DN37doFqakcnjCBwxMmkHLwIPlvvUXBrFn8\nbfpSPuwJH/SEJX2Ez4q9rKpYRXqln02bNjWUGTDRzT0wl9LsUgrrCynJKkFESE83lJTkNZR7yikp\nXH99BllZqRhjuOWW/txzzy5OPNGOqHw+XzM5wX5H4bwi3bJOKDjnWKi5LbCfaFNcvL9b17J5M0yf\nbpXS0qAE6bm5cNllVjGdcYaNz+UidASldAixmGBieSMOvTYQoDaU0DVS0bx9txTCKZJnYYDWXNw9\ne/aQP3s2+W++SZfly6lMh+WlMHZfFyonTeLQ5MkcnjABf04O9f56Tn3jVLzGevLlpuXSP7c//XL6\n8aNTfsQJw05o1qaffXaQc8/NYubMz0lNNfh8huee687NN++jX78ezcxjbh4ttGRuAxJuigv+rQKu\n8eKLmc8/hxkzrFL68MPG8zk58KUvwZVXwjnndKjzQ7uNoERkEDYv1AqgTDWFEgvRTu7GOjkdOvld\nV1fHoUOHmimQ3r17N/FoC7h+t1RWpAXFoYuEw03Yh2bFbVbP7t0pv+46yq+7jrQdO8ibPZtRs2aR\nunUVBTNnUjBzJn6Ph6rRo9k+6TSu6TeVNd4y1h5cy8G6g6zYv4Kth7fiEU8zb7aq+ioe33Avt/yx\nJx9V9yKrNoudq47lrdk53HbbHsrKykhLy0HEQ5cu7vHmi0RrThKJdPSI5eUoWS7oEcv1emHxYvjX\nv+wWHNw4OxumToUrroDzzrPOD52AqFpVRL4OXAoUAs8DxwJfb0e5lC8o8XSWrSk/Y0xDHiloOU1H\naFnhvL9SU1PDmn6CO45I82Lhwh/V9+hB+U03UX7TTaRv3Uru/PnkzZtHl08+IWfxYoYuXszzQPXQ\noRyadBUbJ4xg7THpHPLadB2h5splG5fxzH+faVZ292v7IvJvRIRXXvExc6aH114Df4qfdRXr6JbZ\njby0vAbZEuXN19aOvDVzW6JMcbG8HCXLuaRZuTk5FHzwgVVIM2dCcOSR/Hw4/3xrwrvgAuiEzh3R\nfotXAWcAc40xj4nIR+0ok/IFpq0uxa11ZsGdUDjClRWqAANKq7q6GrBzVaEdR7cIAWVLS0vJzs5m\nw4YNYT+v69OH8htvpPzGG0k9cIDcd98ld8ECct57j6w1a8has4aS38HoggKOjBlD6nl+PLm50Ldv\ngwy+ah/fO+l77KjaQdmRMsqqythRtYNeuUUNdVy6NI1rrrFlrjuwjkvfvhSwa726Z3WnV34vxpWN\n45FzHmkmo9fvxef3keHJaGjT1rzv2tqRt+QmHumzWBVjtC9HyXJB93q9lG3ZQubKleQsWULOkiVk\nLV9uR04Bjj3WjpSmToUJE5qndW5D2ckYLUYbSWIRMB6roKaIyHvGmAntLl1zOdSy+AUgEZ1apH+o\nSJ5/4cITRStjuASDLdGrVy/q6upaDH0UitTWkv3RR+QuWEDuwoWkh3gXmkGDODBqFJWnncaRU0/F\nHybSeb2/nvTU9IY61td7qa+vY+nupZz95B2kFm6n2tcYF/DM/mcy54Y5zZ7z7pZ3OePPZ5CbnktR\nVhF5qXl0Te/KSUUn8cDkBxrd7Z25rVpvLTW+GnLTcklJSUnY3FaiFWO0c3Ed6oJujDXVzZmD9623\nkHfeaUgFA2BSUqgaMYLKiRPpcuWV5I0e3WIA43hI5GixveagXgIWAn1FZCbwRjzCKUo0JGLFfCSz\nXyTPvz59+jQxA7ZEuDfocKbCcOeBBnfpWJSaycho8AZM79OHlLIyPPPnw9tvw7x5yPr1FK5fT+Er\nr2BSU6kZPJgjI0dSNWIEVSNG4CspIT01ndLS0obFzIFOJ7++kN8Nf5/LLkvDm1rP1opdTLxwF//v\n9+Enzw/UHCBVUqmsq6SyrjErsIiwc+dO/H4/2dnZ+Hw+AJbsWcJdi+7CIx7y0/PpPr873XK6cWb/\nM3lg4gPNnn+o9hB7juyhuEsx+Rn5DW0ZTGvOLfGMcKL13GvXBc4+H6xcCe+/b7d33oEdO6x8ziW1\n/fpxeMwYDo8dy5FTTsHvhNQSEYb4fAmPcp/MBctRlWCMeUpE5gHHA2uMMSvbVyzli057rZiP1AnF\nklsp2igTLX0eryWga9eu5Obl2cWTw4bBnXfiramh9r33OPz66+QsWUKXFSvIWr2arNWr4cUXrcy9\nenFkxAiqR46k9uKLKfN4ME4dUlNh9OgdbN1qy6g53IcvDT+Or4yxx+XlcPfd9lEi8KUhX6Lqe1Vs\n2b2FNdvWcKD2AAdqDzTk1Nq9e3eT9qnz15HjyeGw9zDlteWU15azunw1PXJ7hK3j7A2zuXz65QCk\npaRR3KWYbtnduHjIxfzf5P9r1mlW1leyfd12xg4fS15WHvv37291bjES0bwcJdQFvbISlixpVEhL\nlkDQCAmAkhI480w46ywOnnIK2x0HnHjrGAvJdqCJ1sT3VWCwMeZeEZkN/MUY85d2l665HGriUxJC\nW2zqLbmfRxNiqS0Em5y8Xi/79+9nz549DYtsAVJrashcuZLCzz4jdfFisj75hNSqptHQfdnZ1Awd\nSvWwYVQfdxw1xx9Pbd++kJoKwNChQxva5Ykn4IMPrILyer2sWnWAsrIK+vSpi6me9f560gvSMZmG\nvUf2UpBZwIhjRjS77rVVr3Hv2/eyr2pfkxHarSNu5dkvPdvMxPbPLf/k/qX3A5CbnkvXtK4UZRZx\nZo8zuXHwjc3aLeCk0lZi/g1VVsInn8CyZXaB7LJlNhBrqENN//4wfrzdJkyA449vYrYLeKCGBlJu\nj6UBiV6C0F7RzJcBpxpjvCKSBiw0xoyNWbo2ogpKcQvhTEyBN2+fz8e2bdvizhjcEoG5jrq6uojO\nHsXFxRQXFwPYzqW+nsz16+mybBnZn3xC3ooViGM2CsaXlUXN0KHUHHccOePHk3HyyTBsGHvqCqiq\ngoICG83hscdK8HqFe+5pnpOrNdlD3f1bo8Zbw76qfew9spec9BwGFQ1q1mn+c8s/efKzJ9lft586\nX13DvdcOvJZpJ08DoFu3bpSUlADw+6W/575599Errxf9CvrRv6A//Qr6Mb73eEb3HB1TncJiDGzf\nDqtXN1VI69fbz4LxeGDkyEaFNG4cOPEaW6OjPAmTOQcVrYL6yBgzOuh4kTFmXFwStgFVUO7GTakJ\nOoJExwgMDuwKhFVAIjZTcEsJHaFxBBQpRNDBdes4MGeONQWuWkXmqlWkh0kCCUCPHviHDuVAaSm1\nAwbwwsenMOKKYnqOygMRfvazUiZOrGTs2CMt1i8gQ6CepaWlZGVlxfV7Cddp5ufns+/wPpZ8uoR9\nNfsoyihiQN6AJu0B8MD8B/jxwh83e+a08dN4+KyHm51fumMpa/atYXDRYIYUDSE/0875UFdnF8Ou\nWWOVUfDfI2HaIi0Nhg+3CmnECPv3xBPb5P7dUf9ziSqnvRTU94FzgQ+BkcBbxpifxS1lnKiCci9u\nCjraUcSTcBHsP2lRURH79u1rOBdINx/qJh1swgu0a3p6eosxCINjDbYUZDWQYHLv3r0ApO7fT9bq\n1ZRs307Wxo2wapXtbGtqwpbjz8igtrQH720fzPEXFpAysAd1PXqwaOdgjjuvKynd8yA1tUH2cP+7\nLUVbb41I7d/ab9Fv/Ow9spdth7axuWJzw3begPOY0mdK4/Nqa2HrVr694Hs8uuO1hvu716UxZH8K\n//NOHZeujtAfdetm5wgDCmnkSDjuOOjgSPFuo92CxYrIydh8UGuMMcvjlK9NqIJyJ24PldMeRKOQ\nIyVMFJFmESliiVjQ2ggt0PZAxO8FGkP4AE3WdDX5znw+2LIF36efsvedd8jYuJGMjRtJ37oVT1Ay\nx3CYlBS8hYV4i4pIKS2lOj+f+qIivEVF+AoL8eXm4svOxp+biz8nhwEnn4ynsDAhnXiTNktJsSOa\nysqmW0UF7NkDu3dTu20bNdu24dm/H8++faRVVJBy4AAALw6HGUNhXZHdqp2lRc+/DjdUDoChQ60y\nGjYMhg7lP5lbOZDm48SSExlWPIy01MSsRToaSKiCEpHbjDHPisjDNKbbAMAYc1/8YsaHKih38oVJ\nTeAQi0IOHUkFK6e2KPTQdViBZ0Cjsov0vRQXFzdLjlhQUNCqGSe0zJKsLLrs3Uv50qV4yspILyuj\nbu1O2LKT7jXb8YSJiRgVGRnWSzEjw5rFIm1gF6lG2qqrrSI6fLj53E8UmNRUpFcv6NfPRvru1w9/\nn96U9chhXW49xx13BscU9m1237l/PZfZG2w+10xPJiOPGcmYnmO4c/SdHFt4bHxtcpSQ6HVQgQQh\n6wFf3FIpRzVuSXzXngR33rG43oaLOpEI191Qd2hoHtQ00vcSWCAcvK6lvr6ePXv2tDgiDOeC7e3b\nl8rc3Gbl7Aekvp5nHvLQ07OTKydupKC2lk2Lt5N2YB89UneTcuQIqYcPk3L4MKlHjpBWXY0cPGhN\na47ZMWF06WIjdwdv+flQUkJ9166UezzUd+3aMOLzFxfT+6ST6BKy/CAF6O1skbjg2AvITc/lk12f\nsOHABhZtW8SibYu4dvi1Ya/3Gz8p4q4o4m4h2jmo2caYczpAntbk0BGUSzma56BC69bWEVBHmkRD\nZS8uLqa8vLxVD8NwpsBIsgXKCPe/6fNBfb2QlQVDhgzhy19O4YIL6rn88sPs2rWL2toUMjL8jb8X\nY+zI59Ah64RQVwf19U02b00N3qoq0tLTSc3IsJ5waWn2b/AWGInl5EBqakxOLYn6PvZX7+fDsg/5\nsOxDvjfhe2HNfcf95ji6ZXdjcr/JTO43mdN6ndYQRupoo72cJP4GvAisA/wAxph18QrpPHMM8DNj\nzGQRGQj82Xn2p8aYuyLcowrKxRyNXnyROq+AkgrnZh5LSpHg5wYn4Ut0HYJHWtF4GIoIhYWF7N+/\nP6qXjkjzbQECGYcffxxuvdXqDK/Xy9ixwqOPGk4/PXbTZiwvQq3dF+tzE/Vb31m5k56P9sQEzaBk\nejIZ33s8s66dddTNX7WXgpofcsoYY6bEKlzQ8+4FrgcOG2PGicgM4JfGmHdF5LfAm8aYGWHuUwWl\ndCgtza8FzH3p6ekxJ/zzer2sCU6HQMc5lrQ04mmJ1uSL5LkY7FUYTFkZnHUWfPqpXR/s88H3vw8/\n+lF4P4l4RzrR3het0km0tWB/9X4WblnI/E3zmb95Piv3rGR49+Gs+NqKuJ/pVhIei09E8oALjTFV\nrV0bA59j03cEolGMMsa86+zPAs4GmikoReloWppfC4RjiideWXCK9QCh81DtNSItKCggMzOzxRFP\nOFqbJws8N9warXD5sXr2bFROAHPm2NCCP/6xl6qqOvz+dLxeD4G+P965u2jviya8VnvEpivMKuSS\noZdwydBLANhXtY+yQ2Vhr12yfQn3zb2PiwZfxNTBUxlUNCiuMjsLLc7Mic0DtRxYLiLnJqpQY8zr\nQFCMeII1aiWQn6iyFKUtBOKuiQgpKSmISLO4a4EOMJhABxiJ1hxLKioqWLt2LZs3b2bt2rVUtOLS\nHSuZmZn06tWrSb2KiopaDAEUjeNLZmZmQ3sFnmWMYcOGDWHrEFBOAAMHwo9/XNlQ7yee2MV11zW2\nYbzOOIl04onnu46V4i7FnFR6UtjP/rn2n8zfPJ9vz/42g58azJCnhvCDeT9gXXmbZlxcS2sq/xrs\n2qc87GjnrXaSI3jGNheI+N/4wx/+sGF/0qRJTJo0qZ1EUhRLawFE4+kAWwo42lERpMN5Au4PTnjn\nELyYNpryw43QjDGt1qFfPy+1tVsb6r1uXSbnnrsLr7cHHo+HF17wkJfXl2HDtsQUpDWRwV2T7bF6\nz7h7GN59OP9e/29mrZ/FuvJ1/OTdn5Cfmc894+7pEBliYcGCBSxYsCDu+1tbBzUvMNckInONMWfG\nXVLzZ/cFXg6ag/qVMWahMwc1zxgzPcw9OgeluJJ45yXCmfHac11ZLGud2hKOKJ46tHRPVlYXBg2C\n55/3cuKJ1mV/w4YsTjjBQ7RiJcpk2lJ0jo7E6/eycMtCXl75Mj+Y+AP65Pdpdk11fTVZae5J757w\nOajgZ8chT7TcAzzjBKJdDfy9HctSlIQTbw6rcPMebX1LD0S7BsKmuo91rVO457dWz0h18Pl8LIg0\n+AAAFKBJREFUeL3eqHN1BeptDDz66GHy87ewbZtQUwNnnz2Ujz+262ijkSuRKVyMExG9o16Yw9XN\nk+JhSv8pTOkf3l/Nb/wM+80wju9+PHeMuoMLBl2AJ6Vzede2NoLaDczFKqcpzj4Axphr2l265vLo\nCEr5QtBWd+pQ9/WcnJyErPWJRa7Qa01QoNhI90V6fqgn3qZN6fzlL8W89FIeHo+HDRsO8tWvCk8+\nuR1ou2ddMtZMRSLe38KqvasY8fsRDRHee+b25NYRt3LbyNvond/SUuP2I9GhjiZG+swY806MsrUZ\nVVDKF4lYTVItxejr27dvsxQgsZoN4+mcA6O5LVu2NDnf0n2xmj3T09O5//59rF6dwUMPWdPbrl1p\ndO06kFGjYlcaLSmEjg7r1VaFuK9qH89/8jx/WPaHBkeKMT3HsOS2JQmXNRoSauJLhhJSFMUSq0kq\nkidZsDddMLFO7sfj5u3xeEh1Ipq35FIfek9wfTweT4vmv7q6Oi67rILKxtyGvPRSEQUFhlGjoq4e\n0LobeTzm17bMfbU1LFZxl2K+Pe7b/O/Y/+WdLe/wh4//wLkDE+aQ3e50LoOkoigRidRJBjq3cNEv\nYukwO8rNO9IIpiVPvOxsH126NJaRleXnttsaX9Rvvx0uvRTOP795ebHEWQz2CAzUo7S0tNUwUPEu\n6k2U16CIMKnfJCb1mxTxmjc/f5NhxcPoW9A8AG6yiDrdhhtQE5+itEy4OajAmqS2eOWFPj+aDje4\n44820kZrJq14ckAdOQK9e8O6deAkGubFF+Hii8HrjS/OYnl5eTNlH1qfRM1XdUScy4NVBxn41EAq\naiq46oSruHfcvRHXYrWFdgl15BZUQSlK6wTmfXw+X1hl1dYJ/WhMVuE61Wi8HNsyx9OSXPv2NSqn\nTZvg1FNh82Yvmzevxe83+Hw2vmykOIvBCiFaxZPI+ar2jHNZUVHB8g3L+dWKXzFz20x8xiauOGfg\nOXxn3Hc4c0DCVhfFrKA0xruiHGV4PB5yc3NJT09vl6gHHo+HLl26tOgYEVCMfr+/YZEu0OJ90DaT\nVktyBZQT2Gwev/gFiFhz3vLlWdx6a3/Atk9WVhZDhgyhX79+DBw4kPT0dLzexsA30UaTSOSi3tba\nPF4C31VRRhEPjX6ImefO5Ppjryc7LZvZG2bzi0W/SGh5saJzUIpylJK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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1496,16 +1474,16 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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f5ebmkpubazueMWNGqweuaQ1/dVo5Q2v9gNetN64XC5i01scbjv8PuEJrvd/u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\nU6SFK5FIJBJ9iv8CxZpHwIQGo8YAAAAASUVORK5CYII=\n", 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TJ+/h/fcbOPlkKCuDyy+Hs88G5wRBK+vEuf8WtD92FaqYkze3pSD0dNqruKYppZ5WSl2v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\nEjY+/tg4HjUKnnwSjj46qMuEPRLjEgS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R0QwZMoRrrrmG559/HoClS5cybdo0UlJSSElJ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\nCoIgCKqKUFxBEARBVRGKKwiCIKgqQnEFQRAEVcX/AOcuWac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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1575,16 +1553,16 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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vPtjCxPEvGiG+ZWWeQuXGHSfwJeASgFKqOZCjtf7Z0xMT3COofn2ip00j56GH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\nRU5ErkJggg==\n", 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eNgE6o4i+112HlcuXc3lohmECwpcTOArA3QAeBWACsAHAeiI6E9JJhYET2DEGX338KO69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\nX9hfLwXwgIfzQvV8GB905Cggb+n0rt/L3+9ZUlJ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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1626,7 +1604,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": { "collapsed": true }, @@ -1641,7 +1619,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": { "collapsed": false }, @@ -1676,16 +1654,16 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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5zaLfAFD6dandg/rHzf/olgPtoXjtp/UQsLK7fdXicwC/BN4B3MBnwHbg3K5v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\n9cxTDBsxrNNaqnx1805tmMrqcasBqI5WM2zokee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EGkMkZSfx6YZPGXvRWEKhEFVlVZx/9vmkp6ezdu1aAEaOHInNZvwpbdq0ifLy\ncs455xy++uor3njjDQYNGsSwYcMOmHodD5Bl28rQNZ28oXm40lyA0RSXOziXSGOk1U06yZOEN92L\nr86H3W7HarUaP5f6mHPZHCq2VqBpGtIq+ce8f1BXWkf2oGwsNguyeS3Sff5vTn6IZx3q+p4mSJvF\nhkRiERYyvZmkpqbSv6B/l9xo1VIcx54D1aBeAWJALvA2xmwSzwJ/7uRyKUehvb8BV5RXEIlGcNvd\n/Ozin3VL9le8Bre9eDuOLAf19fXYbXZCgRA3LLqBxrpGKjdVkpmeidvj5vkbn2fLli2s+2od2CA5\nKZllnywjFovR0NBAuDFMIBCguLiYjRs3omkaFRUVbQbf+PuxrXgbN51yE+FwmMmPT+b9P7yPsBh9\nQxaLBalLQv4QkWCE+op6gtVBAFatWUWgMdDmdVmsFq594VoKVxcikdhddvKG5fHwmIep2V7DzvU7\niQaj1OyoYefnOxFCEA1FqdhSQSwcw1/lx2E3kiiikeieFxZ7+q3CoTBBW7DDPoMjZQxVR8z/11nX\nfKS9lwdyoAA1QEp5SvPg3HVAGBgrpdzU+UVTEtWh/hHs/Q34qy+/wu6w89wNz5nb2sr+OpjztQyC\noVDITKdOdiWz+KXFrY47b9x5FG0vQkqJv8lPup5OJBoxag66UXPQdR1dGll7DQ0NVFRUMHTgUDKy\nM/jJvJ8QjUZJS0vD7/cTDoVZNGsR6LB8+XKysrLwer34/f42g6/P7+P6BdezY8cOfLU+3nnwHQqG\nFWCxWPa5LiklTo+TzL6ZjJ89nqUPL6VgZAFffbz/tPtAIIBEGinhzbWjjD4ZOJOcLP3jUqq3VaPF\nNLIHZCMsAoHA7rYT9AeJhWO8fPPLhKNhSjeWtpnIEY6E6eHpsd/z78/en1FFRQUWiwWXzYXVak34\nMVSH25zYWS0HidYi0REOFKAaAKSUESGEBfixlLK284ulJKpD/SMoLCzcZ5yN2+2mwW90sP/zn/8k\nPT2dnJwchg4dah4zf/58lixZQkZGBieffPIBzxcPgoFAgC1btmC1WrHb7fzt2r/tc9y2km1c+vCl\nBINB/vP4fyjbXMYL17xAQ0UDWlTjifFPAEbm2gV3XEAsGsNisVBRUYEQgrS0NKqrq6mtrcXpcCIs\nxtigXr16sX37dvx+P26320zBbhl8J0yewOZvN/PJmk+Q0ggeutRZeNNC6srqkFJS8W2FOUYqvk9c\nU1MTvjpMT3rIAAAgAElEQVQfuq7jq/OhaRr+Wj/BQJDidcVEw1F2frUTdCOhwSZs7Nqwi+rt1WTk\nZ2ARFkL+EHZ389RKEqSQhJvCED9VE9icNizSgq7vGfskEGaW33eNA9ufll9UthRtIRgK4nA4zMST\nwsJCrrrqKsaPH3/E1wDa0lkDdI/Ggb8HMyy/QgUnpeUfQXV1NZs2baKiooKZM2fy5z//uc2bSTyo\nRaIRc/zQp599itVmJRwOE4qEKKsvo6S2hPUb1zN16lTzmMLCQlJSUtA0jdWrVzN69GiSk5P3+0cX\nCoXYUrSF8vJyEJCWlkY0GiUcDrN27VqznAAN9Q1IXaLrOmNmjOGt37zF9Dems+uLXVgsFvJH5CMQ\nzJ80n+zB2ZR8VYLVaqWurg4Ah8NBZmYm5eXlSCRut9vsiwIoLS2lvLyc7OxscnJy8Hq9eDwe5s2b\nx/ov15OUnUTP7/UEMJvhIsEIPYf0ZOkfl+JwOxBWARKqtlXR83s9jSbEpgBYYcGVC6jZWYPdYTdq\nSghC/hArHlyB1I2fHckOoqGokWwhm5vnAJvbZkxbJOHFG15s9R5GQ1G0sAY2aKxv5PXbXkcIQSQc\n4ZFzHjGCpYS+ffryP8f/aGpo2m8WY1uJDUVbi1i7bi2njDyFYDCI3WEEyVgsxsqVK7HZbOi6flTU\nANrSWQN0j8aBvwcKUCcIIV7F+PWOPwZASjmlU0umJIyWTWzr169n+PDhVFdXs3LlShwOB+np6d95\nM4kHNZvNZo4fwgI5Q3IQFkFmn0wumX0JNpuNRbcuYva9s4loESLRCI2NjVgsFoQQxEIxNm/ezKhR\no9r8oyssLKSiooJgKIgudYQUVFdXA6BpGuk90tm6dSsTJkygpqaGqC1KU7DJTATQYhrFnxajxTSs\nNis7P98JQO2uWl6+6WViESNpID09nUCt0fcjhCAtNQ1PkgeHw0FKSgqRSISamhqzibCsrIy3336b\nYcOGkZOTQzgcJhqLYpVW42Yv9gQOIQSTH59MyZclRk2mObAsmrmISFMET7qH/JPyuea5a3CluHhw\n1INM+dMUnE4nTqeTF296kdNPPp0dO3aYNZ7eJ/UGCbquk5KTwnl3nMeiWxbhcDvI6JvB1Ken4kp2\nEWoIYbPZ2LlhJ2/e/ib9e/XH5/PhcDiYO3cuX375ZassPYB58+ax+vPVLF+9HO1/Gn97+W/k5OTg\ncrn2Sd+Pm3PZHDON3+12mzWocDhMRloGYNxY964BtOz72bv5trCw8IgJYp01QPdoHPh7oAA1scXj\n9s/KqRw19m7SA/jwww9JT0/H4XDg8Xhoamoyp8aJ30xaBrXPP/+c4cOHt3pdIQSaruG0O7FarWRn\nG4NWHQ4HgVCAa56+BrvDjs/nIxaLYbVaeekXL1FXV7ffP7r58+cTCoWo89UZx1isRKNRdE0nEomw\nefNmgloQu8cOFmOQqRQSi80CmtGUV3BqAcWfFpM3NM9sVkvNTuW8O85j4XULiQQiVFdXE9NjRCIR\nNE2joH8Bu3fvJhKJYLVa2bZrG8nZyQhhBJ3462zYuAHLl8bgV+mWOHEaNR8pkELicDso31xO6del\nRnJEc1ubFtUAmPr0VKMpTko0XSMWNcYvhcNhotEooVAIKSWffPIJ4aYwr93yGsIisDqal73QjUHB\n0WAUqRtTFEWaIsbn0SKfXZc6oWCIL774gn79+nHcccdxwQUXcMEFF7R6v+O/F9jg58/8HIBIJILb\n7WbgwIHtyq7L7ZnLli1biEQiRKNRSktLCYVCHHfccVRXV7eqAcT7fuK/k9FcY//q6mqmTJnC3Llz\nW5UxURMGOmuA7tE48PdACxZ+1FUFURLT3u3ap5xyCsuWLaO4uJhBgwbR1NREJBJhyJAhpKens2HD\nBm677TbefvttNE0jJSUFv99PVVUVjmQH868xgkgoEsKb58VqteL2uM3zaZqGw+Ewv1knJydTW2u0\nLOu6jt1uJxAIMHToUObNm2fefE4++WSWLFlCU6CJ/zfv/xlzxum62fQVDUcJ+AIkZycz8eGJSCTL\n/7KcnicYTWxlG8taXbcr1WU+tjvt9D6xNwAFvY1Zx+uq61g4YyGZmZm4XC7jG319PdFgFIvDwsQ/\nGd/tWvYdvX7b6/gr/DQ2NpKam4rVZuWFa14wnxcWgRbTcCW7jFpPsy0rtyCl5Pkrnzf7uRBgd9nR\nokagQkAkHKGhoYFgTRCry8rEP0/E5rKRPywfMDICn53yLABpuWk0VDRgc9h47srn9pRVgq/Ehx7V\ncTqdbN++nREjRphladlkt2vXLqPJs6GO8opycnNysdvtBJvan9mXnJzMwIED2bJli9HcWxsiIyOD\nQCDAypUr8Yf9OJOcjL1oLA0NDVRWVhIMBomFYmQkZ5CVlUVGRgY+n4/f/va39O9vpLwncsJAZw3Q\nPdTXTdRADgfXB6Ucg/Zu187KymLMmDEsWbKEuro6cnNzGTJkCFlZWRQVFfHtt9/yzTff0NDQgM1m\nIxwOk5aWRkVFBT0dPfE4PFiwENJDXPirC4lpMbxer5HOHI2i6zppaWnmN2ur1UqGN4P6hnp0XeeM\nM87g3HPPZfHixSQnJ/Pxmo/5z//+Q+MzxuQmVqeVc391LlKT5s1cSsnrs14nOTsZq93KB38xljOr\n311vBghfiQ8hjD6c71JbW0swGKRHjx5kJWeR1yOPkpISGhsaSXGn4E5yU1Nfs09SQ1zL7WfNOKvV\ncw63g0W3LiLYEGTrqq2tnhNCYLFZOGvGWQghsDlt9DqhF89f/bxR09IBYQT4kD+ERbfw2i2vGcda\n9tSOpC5ZdOsiBAKL3cKFd1+I1IzalNSNAPXSjS8Ri8Vw2p1YLBa2bNliHl9WVcZlD19GMBiksakR\nh8PB6/e+jo7O83c+TzRs9HdZhIXaXcYXi+kjp/P0uj0NMJ4kY02t1QOMNaRCoRDbt2/HqltJTU0l\nFotRWVlJWloaTVoTv//w9zQ1NfH1119jtVgJR8K8evOrlJaWkpSUhMfjwev1Ultba9bgEz1hoLPG\njR3s6yZyIIcECVDCaAv5K3AyEAJ+LqXc1r2lUqDtdm2bzcbEiROpqakhOTmZ9PR0qqur2bx5M0OG\nDGHFihU4nU4cDgfRaJRYLEZ+fj67du0iOzubQCCAzW3D7XYTChs1D5vNRmpqKjk5xrx35WXl6LpO\nOBTG7rCTm5tL//79eeSRR8w/qKysLGLEuPH5GykrK8Nms/HO3HfIPymf0q9L0aM66GC1W0nvnc7Z\nN5+N3Wk3a00vXPMCZ998NmD08QgheP7q56nbXYc3f8+YFqvVyq4Nu/bM3i0lW7duZevWraxduxZd\n17HZbGRlZVFWVoYny0NLVpsVi9WC1W4lNTcVMMYpLZq5CDCCj91lJApEw1He+NUbZPbNRAiBsAh0\nTSerfxZaWMPuNPaTumT3N7upK63jjV+9YQQXINIYQYtpJLmSyB6Uzfl3nU/fkX3NsjTWNvLy9Jep\n3VGLFtV4ZcYrZPYzvoDEU8mz+mdR9W0VwXCQpIwkikqLzIHKW4u3snD2Qq6YewWOmDEHX3wgbzQc\n5aa3b8JqtSKEYMfnO+gxoAePnfdYq/cjvsDkh0s+BIymwldeeQWX10V5eTn19fVIKXE4HLhSXCQn\nJ5vBye6wm1My2Ww2SktLcbvd7N69Gyklr776KhUVFSxdupTs7GxOOOEE83f3SE8Y6AyJHsgTIkAB\n4wGnlPIMIcRpwJ+atyndbH/t2jfffDNAq+aE6upqCgoKWLFihXm8zWYjFDKabVwuFxkZGQSDQQKB\nAM/d+BxWq5EokJGRQU5ODqnuVIq2FxEMBfF4PETtRt9KOBymqqqKhx56iC+//JIBAwa0Kmd84lar\nzWr2/VitVhxuB+FYGMDc3ha7y443z0uSNwl/pZ+L7t4zWUo0GCXcGEbqkrq6OoLBoFkT0jTN6C+S\n0sjmk3Kf81isFnqd2IuM/Ax+fPuPze2Lbl2E1CUZfTK4+vmrERbBKzNeMQbZvnitWZuTUrL7690s\nvnUxSx9ealwLxtimzL6ZVBRV0FDeYF5zPGD4SnxEQ1Ez2QOMIFS7s5ZoOIoQguQeyUx5YoqZjAGw\ne+NuXp/5OharhSl/noLL7eK0005jS9EWdu7eyb8f/jdCCJKSkqirr0PTNKLRKBJJOBBulfRhERZi\nkdg+/VEtB7Xu3LmTpKQktm7ditPpJCMjg2g0it/vJzvT6JsMhULY7UZwtllt6OgEg0GCwSBffPEF\nVqvV/ILw3nvvmUMAVq5cyejRo8nKyjriEwb2Z8LkCXy69tN97uZWi5WRQ0d+57itnTt3IqXk448/\npr6+nvT0dAYOHJgwgTxRAtRojJnSkVKuEUKccoD9lS5yoHbtlt+y4nPV9enTh6KiIjOLzGKxEAgE\nyMvL49tvv8XtdpPmTiMWjREOhBkwYAAjRozgqaeeYt68eezYuYOXfvESYKQe+/1+bFYb3lQvJSUl\nFBYWYrFYGDRoELFYjNraWkKhkDGlj5TmlD8pKcbCz6GGkFEbEcYMCPHHQgizRiKEwGa3Uba5jMy+\nmSyZu4SGigazX0aLasQiMWypNpw2J6GGPcHDYrGYGXv7C4LxWlK89gbgzfPiK9mTgh1vYjObAZsz\n7+KPpZRmjc9us5uZcK/f9rr5GpqmtXq93if2xp3Woo8vqiF1iRbVjLLGWxylUcZ4TcwMwLpGQYHR\n7xYMBve5PmEVJGcm8+adb6LrOlVbqwCIBCN4UjwkJyVjtVgZ0mfIfvs3+vTpwyeffGJ+3o2NjQSD\nQXRdp6amhpUfryQWi5l9kOFIGIuwmGWMRIxEj127duFyuUhPT8disWC1WtE0jY0bN3LCCSccEQkD\nhzLfoM/vI3tQtjlNV1zxumJW/2n1d57P7Xbz3nvvkZqaisfjoaGhgRUrVnDRRYkxm53YX1t5lxZC\niGeAv0splzb/vB3oL6XUW+yTACVVFEVRDpUApJT7b8rYS6LUoBqAlBY/W1oGp7g5LR6Paf6nKIqi\nJKYVzf8OVaLUoCYA46SU1wohRgH3SCkv2msfmQhlVdov3uS3adMm/H4/1dXVNDY2mn0JAD169CAS\niTBs2DC++uorY8bwqiqzb8pms6FpGj179qSsrAyXy0VurpHOXFtbS120jilPTCEWi7U69xuz3uDS\nCy4lPz+fNevXGMuc19cbCwz668nIz8DmsHHereeh6zr//MM/+fGvfsy/H/431zxvLCnx8oyXmfr0\nVKMPaONutIiG3W7n5V++TH3ZnkUKWzYZZmZm4vV68fl8+P1+ABzpDqY8MaVV8x4YSRq+Eh/ePC9X\nP381r970KhfefSEvz3iZyx+/HDD6v+IWzVxE9kCjT8butnPZI5dRtrGMV37xitkHFS+PM8WJ3WUn\ne1B2q3PaXXYqt1Qy8ZGJZhPs67e9jkDgtDvR0bHarMYU0TaY8pcphMNhc/Zyn8/HC9NfIC8jj3PP\nPZcVn67gJ/N+gq7rLLp3kZHyTnNWJMZyHHpEJy8rD4fDgcNhJFaccsoprTLFCgsLueSSS0hJSaG0\ntJT6+nqEEHg8HgKBAF6vF13XiUajWCwWLBYL/rB/z1RNzdctpTG2y2VxceGFF7JmzRpOO+00CgoK\nqKuro7S0tF3LoXSXsReN3WdgcyAQYO5Fcznr1LPaLPPYi8ZSr9fvt4kvnozSlr2XkAFjGZn8/Pz9\nJkkcTlp682d0xNWg3gZ+JIT4X/PP13RnYZSOEU9Rr6+vx+PxkJWVRWNjI5FIhOOOO466ujqEEPTv\n35/Vq1fj9/tJTk6mR48eVFRU4HA4cDqdeDwefD5jOYlIxJjMddSoUaxbt45AVYBeOb2orKg0+hx0\nDZvNRnKSkfn14YcfMm3aNH76058y+97Z+Pw+gkVBLMKCHtP51yP/wmq3YnPYWHzrYgB2f2NkhEVD\nRnCIB5/4bA1WqxV3mhuHx4EQAqvVatw0hQUtonHppZcas2K8tYia+ho0TWPxrMVY7caA2ZA/hCvF\nWJU3Fo5RtbWKR3/0qJHm3hAipUcKPQYYk7BWba0iZ1AOuq6T0SeD8+44j2goyuJbF/OXi/6CFtWw\nWC2k5qYSaYoQajAG64YaQrjT3Fy14CpqtteAhFgkRs/je/Ly9JdbDUT29vbSWNHID7//Qz767CNm\nPDcDt8fN6/e9zpJ5S9A0jZodNeiablynbsHj8fCP9/+BP+zn1btf3TOZrDSyJtHAHjOmtXK73ZSV\nlZnvU35+vjmoe/z48ebNrkePHgQCASwWC3a7HafTSTAYxGq1EggEzOBktVpxu433/7JHLjM+o/hA\nY2H0yaXYUqipqeG0005j0KBB5u9ky+VQEi2lui3xOSUj0UinpIEf7ODeA6Wld/SYqoQIUM1Voxnd\nXQ6lY8VT1OOzfXs8HrKzswkGg9TV1ZGfn2+kI+/Ygd/vx+VyEQ6HaWxsxOVykZ9vDDAdNWoUb7/9\nNrFYjLS0NDMra9iwYWz71zYzey8aMcbgOJ1OGhsbqZE15OTkmH9EZVVlzP7HbFatWUWfk/sQDofR\nNI2/Tf0bl8+9nIUzFlJbWctrv3zNSH6wWSjbWIbNbgQ8h82YjkcIgSPJwaQ/TTJSoV3NazYJwWsz\nX9uz/LkNrn7qaqKxKOFI2JhXD1h862Iu/b9LASMZodeJvXj1pleJRWKsXLCSQFXACCpALByjosiY\nnNbmsJFZkElNcQ09BvRgyl+nULaxzBh7hHFjjidvgDGn3sJrFtJQ2UBm30xqd9WSmptKcmYyzhQn\nYX/YTPJwuVysX7/emNG8eb7EC2+/0Bg8Gwrx4k0v4tScCF2YiSvYYOKDE6F58vX47BSLZi4iFAhh\ncxi3l8rKShwOB8nJyUgp8fmMyW03bNjApk2bzJtd3759WbNmDSNGjKCwsJCqqiqj9tY8u3t8CfqW\nWZotp4iKj3uzWCzMnz+fhQsXUlRUxIoVK4jFYuZnFwgEWi1Rnygp1W0pLyvHarVis9nMoQzQusze\nFC9Fa4u4f9T9rY6NZ/F9l4Md3Ptdaenjx4/v8DFVCRGglKNT/NtZbm4uVVVVZhbYaaedht1uZ/bs\n2dxyyy1IKUlOTiYcDmO3241Bok6n2bSTnp5Ofn4+dXV1nHvuueYfhdVqJS0tDbfbTTQaJRKJIBDG\nPHvRKNFolOOPP97cv77eaJaz2+zs/GJP6rWvxMdrM1/DaXXSM7MngUCAmBYjGAny7ux36dWrlzlb\nRE1NDXpEx2q3Gs2QuqSpqckcxxUf5+Xz+QgEAgRDQWIxYxZ0GW2e3UJKM6jYXUbGYXzaokgwQmZB\nJn1G9AEgWBfEmexk5/qdxCIxaopriEVixuPtxoDgeCZiy3FWsUgMh8thTpcUZ3PYzCmT4u+hzW6j\nMdyI0+bE7XGb8yVGIsZciFaL1cyOFMIIUKFQCGuKFbfTTUyL4bA7aGxqNLLrNIlVM96fpKQkmpqM\nVYo1TWPgwIEAbNiwgbS0NAYOHGh+PvGaTm1tLSNHjqS0tJT169cTi8XIzMw0p1EKBoNGhqbHGPQb\niUTM8Wk2mw10uOn2m/AH/Oi6jsVqQUMjFothd9kJWUK8+f6bJCUlYbUazZmJEqD2XmsqPluHw+Iw\nt+09nutwl/84mMG9+5uQdsOGDSxfvpzS0tJWg/fh8L4AqACldJqW3850Xaeuro709HSGDh1qfkvL\nyMigrKyMpKQkGhsbzb4kp9PJ9773Pfr3709NTQ1nnnkm27YZY7djsZjZFJGZmcnAgQMJBAJs2rSJ\ncDhspHvTupk7PT3dTEc+ZWTrUQz/8P6Ds08/m82bN9PQ0EBubq45hVNNTQ1bv9rKiBEjCIQCBINB\nHB4Hmq6x7M/LjEG6dhsX33kxdrudsrIyApVGgBJJAo/bQ4O/wQxSwmI06y3/y3LAmOXB6Xbi22Wk\nFltsFjL7ZvLk+CcBo1bicDuo3l5N7xN7kz8sn5KvSoy+F2mkecdnRPfmeTnn5nOQSN68600u+9Nl\nxnIdAnqf0JuqbVUsmbvEOG9zjSPebyORjBkzhhWfrjDfF7OvsDk1PxqNmrUXIQQBfwBN18wZQCwW\ni5nq73Q6cblcBAIBevToQSxmBGCXy0VTUxP19fX07dvXXIokrqCggNTUVJ566ikAJk+ezDfffIPL\n5aKqqoqmpiaEELhcLmK2GOnp6USjUTxuD1ablcbGRmwuG5Mem4Tf7ycWi5lNtItvN2qu8bLZbDaS\nk5N55eZXDvE3vOPtHWza6iPqzvFcbQ3c/+KLL/j8889pamoiNTUVIYxJmkePHn3Yg6NVgFI61YG+\nnQ0dOtRcY0lKSShkjFkaOHAgDz30UKumgcLCQrMpYtW6VbhT3Owu281Np9xELBpDlzp6VMftcWPF\nmDZn8+bNjB49mrq6OmMW9TakpacRCAQoLy8nPT2dpqYmqqurqampweFwYLPZ2LZtG9VN1Ux7Yhou\nt4umcBO9T+iN3WHn2WnPEolG8Pl8SCn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ZXTid3sn8pfMzK9KmT4LZwaPtcBs3/OAGAPbt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\nkgKUiIjEkgKUiIjE0v8DlkGBgCg5Ax0AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1746,21 +1724,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.5.2" } }, "nbformat": 4, diff --git a/code/ch11/ch11.ipynb b/code/ch11/ch11.ipynb index 0796b8fe..e388b945 100644 --- a/code/ch11/ch11.ipynb +++ b/code/ch11/ch11.ipynb @@ -44,7 +44,7 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2016-08-31 \n", + "last updated: 2016-09-29 \n", "\n", "CPython 3.5.2\n", "IPython 5.1.0\n", @@ -52,8 +52,8 @@ "numpy 1.11.1\n", "pandas 0.18.1\n", "matplotlib 1.5.1\n", - "scipy 0.17.1\n", - "sklearn 0.17.1\n" + "scipy 0.18.1\n", + "sklearn 0.18\n" ] } ], @@ -119,17 +119,7 @@ }, "outputs": [], "source": [ - "from IPython.display import Image" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ + "from IPython.display import Image\n", "%matplotlib inline" ] }, @@ -149,6 +139,7 @@ "outputs": [], "source": [ "from sklearn.datasets import make_blobs\n", + "\n", "X, y = make_blobs(n_samples=150, \n", " n_features=2, \n", " centers=3, \n", @@ -168,7 +159,7 @@ "data": { "image/png": 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NZqOqqqqw9PD777+f1qxZo5nRGO3c0aaRpiPd1azMQpVTeYnU1qeyNiK19cHE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\nJqNhAyUB1X3FKutTWRugtj6VtQHq69M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ZSc8xXWEymXh77BjWzH4vJ4A5+z3eHjvGq+utvh7HcBcj6zOyNjC2Pmfaypcv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\nCS+e9z2+qkUPlIEyGF27duWNt8bw885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Ccf1g5ihQiSmcceZZIbmufHexi+n6/KHe+aACTe8Siii2umQR8NTv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\npR5VSu1QSuUrpd5QSp0S6T5ZiYmLspVSA5RSO5V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/QEqWPDOBYUOHcuzIET758H22fPUlmzdtpNsVHfjqo/cYM30+D/37P0x57T3G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\nLP9oB1nvZ1NWAbfeM4gFH3xK1vsfse3Lr5iUmWmYdm5ufjk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GC3M51xC6lFLPrVwN31osFiSnpGDx+sbp6VmDMtBCCBw+xJ14qflxiC9EOb9b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\nSrk+UA0jIqLIJqSUvp9EiM0A8qSU3yl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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/code/ch12/ch12.ipynb b/code/ch12/ch12.ipynb index 6930f3f6..94de1439 100644 --- a/code/ch12/ch12.ipynb +++ b/code/ch12/ch12.ipynb @@ -44,13 +44,13 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2016-05-28 \n", + "last updated: 2016-09-29 \n", "\n", - "CPython 3.5.1\n", - "IPython 4.2.0\n", + "CPython 3.5.2\n", + "IPython 5.1.0\n", "\n", - "numpy 1.11.0\n", - "scipy 0.17.0\n", + "numpy 1.11.1\n", + "scipy 0.18.1\n", "matplotlib 1.5.1\n" ] } @@ -108,25 +108,15 @@ "
" ] }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "from IPython.display import Image" - ] - }, { "cell_type": "code", "execution_count": 3, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ + "from IPython.display import Image\n", "%matplotlib inline" ] }, @@ -202,7 +192,7 @@ "outputs": [ { "data": { - "image/png": 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EnDOYTz75RGbMmCEzZ86UhQsXyocffijbbLON/OhHP5Ltt99eyAfj+frrr2XdunVy4IEH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f2pVWJtHuXxRtEF5XdgRvlJ7DO/UfAn8tk3WKoMzkhxhzOxbPv5KS3Yl9b2Ri4oxr8OaePJlO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\nRK5CYII=\n", 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eDj300KjzY10rOFEBERABEQgRoJzyfXx0mzZtms2YMcO+/fZbdwZk0llnnWWXXnqpde/e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\n4avK8Xt0STm5XHbTI13H+n7flR8qr/zwoo7fAeX7l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xYsqJ/cfvvttZylCZJ+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BqeVAr3hOkJ8aQyYdIxzhOZ1SwmjIGLNVBEf79RYMZqns/7QUMv5IWNkbvXQisE6bMkHxBO4i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A/xa/sRaWPeloux4iPeSUvSEJ5vbG3QniM/Af1wT71PfOO258tHAF5I+T5+MMP5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\nTYTi/0S+WR1ug083LIMdAnfw5A52Z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EM5bHC9yoIR16tcUj7yryeWc1Yw0LnxxFeXXY5b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sDH8mmLTlsqHOt771rbp7Zc18cPnBD35QnvOc59T1oKbdRShN3VL2hJ9snvbB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\nxS6ns2bNqn4R5hIgyg13K8B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9L8pfv3et8qos5TzovIFite0c2NrppQOfE6//S9n5jiPL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\n5YwfZ/3K9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Yo9mIBAQCAgEBAICNRXBMKIZ5Y1o48+QgGXRj412qnjVeCTYIDw8N///d8u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\nS22T8sw2gbaPLCYTjiYgHHpAOPSAcOihSqzbiTM2ywfURPScpvIAlNUJ4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"text/plain": [ "" ] @@ -543,7 +533,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -2020,7 +2010,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.1" + "version": "3.5.2" } }, "nbformat": 4, diff --git a/code/ch13/ch13.ipynb b/code/ch13/ch13.ipynb index 76089816..89cec126 100644 --- a/code/ch13/ch13.ipynb +++ b/code/ch13/ch13.ipynb @@ -1518,21 +1518,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.5.2" } }, "nbformat": 4,

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