{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import os\n", "import subprocess\n", "\n", "import pandas as pd\n", "import numpy as np\n", "from sklearn.tree import DecisionTreeClassifier, export_graphviz\n", "from sklearn.tree import DecisionTreeRegressor\n", "import matplotlib.pyplot as plt\n", "from sklearn import datasets\n", "from scipy.misc import imread\n", "import matplotlib as mpl\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def visualize_tree(tree, feature_names, fh=10, fw=10):\n", " \"\"\"Create tree png using graphviz.\n", "\n", " Args\n", " ----\n", " tree -- scikit-learn DecsisionTree.\n", " feature_names -- list of feature names.\n", " \"\"\"\n", " with open(\"dt.dot\", 'w') as f:\n", " export_graphviz(tree, out_file=f, feature_names=feature_names)\n", "\n", " command = [\"dot\", \"-Tpng\", \"dt.dot\", \"-o\", \"dt.png\"]\n", " try:\n", " subprocess.check_call(command)\n", " except:\n", " exit(\"Could not run dot, ie graphviz, to \"\n", " \"produce visualization\")\n", " plt.figure(figsize=(fh, fw))\n", " plt.imshow(imread('dt.png'))\n", " plt.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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PassengerIdSurvivedPclassNameSexAgeSibSpParchTicketFareCabinEmbarked
0103Braund, Mr. Owen Harrismale2210A/5 211717.2500NaNS
1211Cumings, Mrs. John Bradley (Florence Briggs Th...female3810PC 1759971.2833C85C
2313Heikkinen, Miss. Lainafemale2600STON/O2. 31012827.9250NaNS
3411Futrelle, Mrs. Jacques Heath (Lily May Peel)female351011380353.1000C123S
4503Allen, Mr. William Henrymale35003734508.0500NaNS
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" ], "text/plain": [ " PassengerId Survived Pclass \\\n", "0 1 0 3 \n", "1 2 1 1 \n", "2 3 1 3 \n", "3 4 1 1 \n", "4 5 0 3 \n", "\n", " Name Sex Age SibSp \\\n", "0 Braund, Mr. Owen Harris male 22 1 \n", "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38 1 \n", "2 Heikkinen, Miss. Laina female 26 0 \n", "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35 1 \n", "4 Allen, Mr. William Henry male 35 0 \n", "\n", " Parch Ticket Fare Cabin Embarked \n", "0 0 A/5 21171 7.2500 NaN S \n", "1 0 PC 17599 71.2833 C85 C \n", "2 0 STON/O2. 3101282 7.9250 NaN S \n", "3 0 113803 53.1000 C123 S \n", "4 0 373450 8.0500 NaN S " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titanic = pd.read_csv('train.csv')\n", "titanic.head()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "feature_names = [\"Sex\", \"Age\", \"SibSp\"]\n", "\n", "target = titanic[\"Survived\"].copy()\n", "data = titanic[feature_names].copy()\n", "data[\"Age\"].fillna(data[\"Age\"].mean(), inplace=True)\n", "data[\"Sex\"] = list(map(int, data[\"Sex\"] == 'male'))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Sex Age SibSp\n", "0 1 22 1\n", "1 0 38 1\n", "2 0 26 0\n", "3 0 35 1\n", "4 1 35 0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Survived\n", "0 549\n", "1 342\n", "Name: Sex, dtype: int64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titanic.groupby(\"Survived\")[\"Sex\"].count()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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y8uRJOjo6KCgo4MiRI3zuc59jbm6O9vZ2fv3rX0s7sd544w3Onj1Le3s7Pp+P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OFEwRQgghhKwDBVOEEEIIIetAwRQhhBBCyDpQMEUIIYQQsg4UTBFCCCGErAMFU4QQQggh60DB\nFCGEEELIOlAwRQghhBCyDhRMEUIIIYSsw/8ATnG8qwNfTQkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf = DecisionTreeClassifier(max_depth=1, criterion=\"entropy\")\n", "clf.fit(data, target)\n", "visualize_tree(clf, feature_names)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.21766010666061419" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "information_gain(549, 342, 81, 233, 468, 109)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0.29026677128380363, 0.45278102393122904, 0.96070790187564692)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = 549\n", "y = 342\n", "x1 = 81\n", "y1 = 233\n", "x2 = 468\n", "y2 = 109\n", "t = x + y\n", "entropy(x1, y1) * (x1 + y1) / t, entropy(x2, y2) * (x2 + y2) / t, entropy(x, y)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def entropy(x, y):\n", " t = x + y\n", " return -x / t * np.log2(x / t) - y / t * np.log2(y / t)\n", "\n", "def information_gain(x, y, x1, y1, x2, y2):\n", " t = x + y\n", " return entropy(x, y) - (entropy(x1, y1) * (x1 + y1) / t \n", " + entropy(x2, y2) * (x2 + y2) / t)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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lyxaOHTvGunXriIuLw8HBgXHjxhEYGGhsQ6vV0qZNG86ePcuhQ4do1qwZ7du3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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf = DecisionTreeClassifier(max_depth=2, criterion=\"entropy\")\n", "clf.fit(data, target)\n", "visualize_tree(clf, feature_names)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "SibSp Survived\n", "0 0 398\n", " 1 210\n", "1 0 97\n", " 1 112\n", "2 0 15\n", " 1 13\n", "3 0 12\n", " 1 4\n", "4 0 15\n", " 1 3\n", "5 0 5\n", "8 0 7\n", "Name: Sex, dtype: int64" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titanic.groupby([\"SibSp\", \"Survived\"])[\"Sex\"].count()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.010126533258115078" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "information_gain(549, 342, 398+97+15, 210+112+13, 12+15+5+7, 4+3)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": true }, "outputs": [], "source": [ "iris = datasets.load_iris()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ICK2trSwvLz+w11qL5O+Gz+djYGCAlpYWdu/eLe2aDQaDUgHZvr4+Wlpa2Lt3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cXFNDc343Q6GRkZISUlhcrKym0X0RQE4d+JkSlB2GGxpeEXLlygra2NSCRCfX09R48eJS0tbct1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IIYSUgIIpQgghhJASUDBFCCGEEFICCqYIIYQQQkpAwRQhhBBCSAkomCKEEEIIKQEFU4QQQggh\nJaBgihBCCCGkBBRMEUIIIYSUgIIpQgghhJASUDBFCCGEEFICCqYIIYQQQkpAwRQhhBBCSAn+Bzxq\nXIodbSnCAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf = DecisionTreeClassifier(max_depth=1, criterion=\"entropy\")\n", "clf.fit(iris.data, iris.target)\n", "visualize_tree(clf, iris.feature_names)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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glGT61cx8FSAihmXmn4C3VDcsSZIkqf6V0mf62YjYFrgW+F1ELAXaqxuWJEmS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\nO4F9ImIkcG1E7JmZj2xKmfX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(1,figsize=(12,5))\n", "plt.title(\"Decision Line: Depth = 1\")\n", "plt.xlabel(iris.feature_names[3])\n", "plt.ylabel(\"number of samples\")\n", "\n", "data_t0 = np.array([row for i,row in enumerate(iris.data) if iris.target[i] == 0])\n", "data_t1 = np.array([row for i,row in enumerate(iris.data) if iris.target[i] == 1])\n", "data_t2 = np.array([row for i,row in enumerate(iris.data) if iris.target[i] == 2])\n", "\n", "plt.hist([data_t0[:,3], data_t1[:,3], data_t2[:,3]], label=iris.target_names, range=(0,3), bins=25, stacked=True)\n", "plt.plot([0.8, 0.8],[0,30],linewidth=2, color='k')\n", "plt.legend(loc='upper right')" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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dO336NCdOnKC6uprNmzdTVlaGj4/PZQdTDoeDkpISduzYwY4dOwDQaDQkJCT0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\natFgAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf = DecisionTreeClassifier(max_depth=2, criterion=\"entropy\")\n", "clf.fit(iris.data, iris.target)\n", "visualize_tree(clf, iris.feature_names)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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/z4HfpzhbV3yLpHJJr0o6x92btnsNO8UAgFTKe6e4vYuQuNgOpSiin+fIaorzRSgGAKRV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\nZsmcq26MFBEJT2aWCPyfc65XsNsSCN79lV9yzl3fCGU9Bbz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(2,figsize=(12,10))\n", "plt.title(\"Decision Line: Depth = 2\")\n", "plt.xlabel(iris.feature_names[3])\n", "plt.ylabel(iris.feature_names[2])\n", "\n", "data_t0 = np.array([row for i,row in enumerate(iris.data) if iris.target[i] == 0])\n", "data_t1 = np.array([row for i,row in enumerate(iris.data) if iris.target[i] == 1])\n", "data_t2 = np.array([row for i,row in enumerate(iris.data) if iris.target[i] == 2])\n", "\n", "plt.plot(data_t0[:,3], data_t0[:,2], 'o', label=iris.target_names[0], markersize=8)\n", "plt.plot(data_t1[:,3], data_t1[:,2], '*', label=iris.target_names[1], markersize=8)\n", "plt.plot(data_t2[:,3], data_t2[:,2], 'x', label=iris.target_names[2], markersize=8)\n", "\n", "\n", "plt.ylim([0.9,7.])\n", "plt.xlim([0,2.6])\n", "plt.plot([0,2.6],[2.45,2.45],linewidth=2, color='k')\n", "plt.plot([1.75, 1.75],[2.45,7.],linewidth=2, color='k')\n", "\n", "plt.legend(loc='lower right')" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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DLFq0iPj4+B4lec3NzVRUVDBw4EDCwsLOmaX7rtDQUKZPn87YsWOpq6vj6NGjvP322xw+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pYeXKlWzZsoUDBw7Q09NDcnIyN954Iw888ADBwcH86U9/IigoiEcffZQFCxZw9OhR9u7dS1xc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mu2gEQiISAgQGwochOxt7fHz8+Puro6ysrKCAsLEzIdrHMhB8t8uB74+/szYsQITp48SXNz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\nEEIIIYQQ4mT+D/A7ZLdrU4XqAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf = DecisionTreeClassifier(max_depth=3, criterion=\"entropy\", )\n", "clf.fit(iris.data, iris.target)\n", "visualize_tree(clf, iris.feature_names, 15, 15)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Np8AQigEAQLgKrEBE1kIbTwGJ+j7FAAAA+RVawZPQxlMgmCkGAABh275ARLHfvi608RQI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\niIhEPAXFIiIiIhLxFBSLiIiISMT7f4Ylp2OOgLyCAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(3,figsize=(12,10))\n", "plt.title(\"Decision Line: Depth = 3\")\n", "plt.xlabel(iris.feature_names[3])\n", "plt.ylabel(iris.feature_names[2])\n", "\n", "data_t0 = np.array([row for i,row in enumerate(iris.data) if iris.target[i] == 0])\n", "data_t1 = np.array([row for i,row in enumerate(iris.data) if iris.target[i] == 1])\n", "data_t2 = np.array([row for i,row in enumerate(iris.data) if iris.target[i] == 2])\n", "\n", "plt.plot(data_t0[:,3], data_t0[:,2], 'o', label=iris.target_names[0], markersize=8)\n", "plt.plot(data_t1[:,3], data_t1[:,2], '*', label=iris.target_names[1], markersize=8)\n", "plt.plot(data_t2[:,3], data_t2[:,2], 'x', label=iris.target_names[2], markersize=8)\n", "\n", "plt.plot([0.8, 0.8],[0.9,7.],linewidth=2, color='k')\n", "plt.plot([1.75, 1.75],[0.9,4.95],linewidth=2, color='k')\n", "plt.plot([1.75, 1.75],[4.95,7.],linewidth=0.5, color='k')\n", "plt.ylim([0.9,7.])\n", "plt.plot([0.8, 1.75],[4.95,4.95],linewidth=2, color='k')\n", "plt.plot([1.75, 2.6],[4.85,4.85],linewidth=0.5, color='k')\n", "plt.xlim([0,2.6])\n", "\n", "plt.legend(loc='lower right')" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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p06dMmDCBL7/8kqdPn3L58mUWLVrEw4cP8fb25ty5c5w4cYKAgAB27tzJmjVrAFCpVAQG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wwM5Pr16/Tp04eWLVty9+7d7Pg1iRzO398fHx8fNm7ciIeHB2PHjuWbb77h3Xff5aeffqJw4cJs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2bNlH/f7v3LmDg4MDDx8+BGDy5MnExsYSFxenWRxVED5EcnIy8+bNY+XKlVqLIXNt0Zs3b3Lq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IHZs2dnuxXqn6bT6WjXrh3h4eHq2DRISRDTs2dP9u/fT1xcHD179sTJyYnOnTsDsHDhQq5f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\naMcIaaf8UWkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf = DecisionTreeClassifier(criterion=\"entropy\")\n", "clf.fit(iris.data, iris.target)\n", "visualize_tree(clf, iris.feature_names, 15, 20)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GG1VUVKQOHTpo2rRp+v3vf68mTZroxRdf1AsvvKC6deuWOcf//M//6KSTTlKnTp3UuXNn\nnXTSSbrpppuq9bvHy4oHhiWSmbkg63jh5V2BnRsIq/wPr9K4jWvU84LRiS4FSHsHnNtHyfDvMUoz\ns3K/l+jxMvcP6akCAADwAaEKAADAB4QqAAAAHxCqAAAAfECoAgAA8AGhCgAAwAeEKgAAAB8QqgAA\nAHxAqAIAANVy3nnn6YknnqiVn6/ptWoDGyoDAIBqeemll2rt52t6rdpATxUAACG2cuVKPffcc1q6\ndGmiSyll3759iS6h1hGqAABIUkVFRVq4cKHefPNN7dixo8z7Ux55RN06d9bDl1yis089VXfedpvv\nNYwfP179+/cvdWzEiBG67rrrdOaZZ2ry5MmSpKlTp6p79+4aOXKkGjdurPz8fBUVFWnUqFFq0qSJ\n2rVrpwceeEAZGRkqKiqSpDI/f8YZZ+iPf/yjDj30ULVr104vv/xy7Jol20rSww8/rI4dO6phw4Y6\n7rjjtGTJEknSnXfeqfbt28eOz5492/fPpCKEKgAAktDevXt14Tnn6Dc9euiG3r11fLt2Wr16dez9\n7777Ttdfc43+tXu3/rltmxbt2qW7/vxnrVq1qtR5np45U+d3764+ubl67bXXPNcxcOBAzZkzRzt3\n7pQUCXozZszQxRdfXKbte++9p/bt2+urr77STTfdpEmTJumVV17RRx99pEWLFmn27NkyK7MPccz7\n77+vY445Rt98843++Mc/6re//W257WbOnKlbb71V06ZN07Zt2/T888+rUaNGkqT27dtrwYIF2rZt\nm8aOHashQ4Zoy5Ytnn/v6iBUAQCQhCZNmqRdCxbok5079c62bfr91q36/bBhsfc3b96sJnXrqkP0\ndVNJR2dl6fPPP4+1mfGPf2jUpZdq+IIFGjB/vi7u00cFBQWe6mjVqpVycnL07LPPSpJef/11HXDA\nATrllFPKtD3iiCN09dVXKyMjQ/Xq1dPMmTN13XXXqVmzZjrooIN04403Vnqt1q1b67LLLpOZadiw\nYfryyy/11VdflWn36KOPavTo0crJyZEktW3bVi1btpQk9evXT4cffrgkqX///jrqqKP0/vvve/qd\nq4tQBQBAElq1fLnO2b1bmdHX5xcVaWWJXqjWrVtre0aG5kRfvy/pk717dfTRR8faPHL33bpv1y5d\nJGmIpLG7d+uxBx7wXMugQYM0ffp0SdL06dPL7aWSFAs2xTZt2lTq2P7v769p06ax59nZ2ZJU7m3P\nzz//XO3atSv3HI8//rhOPPFEHXLIITrkkEO0bNkybd26tdLr+oVQBQBAEup00kl6ukED7ZDkJE2t\nW1edO3eOvZ+dna2nX3xRlx18sJpmZ6tXgwaaPH26mjVrFmtjZio5XPxHSZbh/Z/+/v37q6CgQBs3\nbtSzzz6rwYMHl9tu/1t7zZo10xdffBF7vWHDBs/XLk/Lli1L3Qotef7LL79cDz74oL799lt9++23\nOvbYY+Wc8+W6VWFJBQAAktCwYcP07rx5ajVjhn5Wt64aHXGEXnzssVJtunfvrg1ffaUtW7bosMMO\nU1ZWVqn3fzdmjK4cOFDbdu/WD5Juy87W8yNGeK6lcePG6tGjh4YPH662bduqQ4cOVf+QpAEDBui+\n++7TeeedpwYNGmj8+PGer12e//qv/9KoUaPUrVs35eTkaPXq1crKytLOnTuVkZGhxo0bq6ioSFOn\nTq3VWZH0VAEAkIQyMjI08fHHtWztWr2+ZIk+WL68VC9UsczMTLVo0aJMoJKkPn366NFZs/TKeefp\nXxdcoOdee01du3atVj2DBw/W66+/XurWX2WDziXpv//7v3X22WerU6dO6tKli84//3zVrVtXGdHe\nsqp+vuT7JZ9fdNFFuummmzR48GA1bNhQF154of7zn//omGOO0ahRo3TaaaepadOmWrZsmbp3716d\nX7darLa6xCotwswFWccLL+8K7NxAWOV/eJXGbVyjnheMTnQpQNo74Nw+tXaLKpFefvllXXXVVVq7\ndm2iS4mLmZX7vUSPl0mE9FQBAIBA/PDDD5ozZ4727dunjRs3Kj8/X3379k10WYEhVAEAgEA45zR2\n7Fgdeuih6tKli4499ljl5+cnuqzAMFAdAAAEIjs7u9bWiEoG9FQBAAD4gFAFAADgA0IVAACADxhT\nBQBAgrVq1rTKNZtQ+1q3bu2pPaEKAIAE+2TypESXkDIa9OqdsGtz+w8AAMAHhCoAAAAfEKoAAAB8\nQKgCAADwAaEKAADAB4QqAAAAHxCqAAAAfECoAgAA8AGhCgAAwAeBhioz62Bmi81sUfTP783s2iCv\nCQAAkAiBblPjnFsh6URJMrMMSV9IejbIawIAACRCbd7++5Wk1c65z2vxmgAAALWiNkPVbyRNr8Xr\nAQAA1JpaCVVmlimpj6SZtXE9AACA2hbomKoSzpW00Dn3dUUNxo0bF3uem5ur3Nzc4KsCAACoQkFB\ngQoKCqpsV1uhapCquPVXMlQBAAAki/07e/Lz88ttF/jtPzNroMgg9WeCvhYAAECiBN5T5ZzbJalJ\n0NcBAKSuuQsXacqs2ZKk4f3ydFaXnARXBJRVW7f/AAColrkLF+mKW+/QnYWFkqQrli3XxFvGEKyQ\ndAhVAICkNmXWbN1ZWKhhxQcKCzVl1mxCFZIOe/8BAAD4gJ4qAEBSG94vT1csWy5Fb//dkJWlif3y\nElwVUBahCgCQ1M7qkqOJt4yJDVSfyEB1JClCFQAg6Z3VJYcghaTHmCoAAAAfEKoAAAB8QKgCAADw\nAaEKAADAB4QqAAAAHxCqAAAAfMCSCgCAcgW5iTEbJCMVEaoAAGUEuYkxGyQjVRGqAABlBLmJMRsk\nI1UxpgoAAMAH9FQBAMoIchNjNkhGqiJUAQDKCHITYzZIRqoiVAEAyhXkJsZskIxURKgCANQYSyQA\nhCoAQA2xRAIQQagCANQISyQAESypAAAA4AN6qgAANcISCUAEoQoAUCMskQBEEKoAADXGEgkAY6oA\nAAB8QagCAADwAaEKAADAB4QqAAAAHxCqAAAAfMDsPwBAudjPD/CGUAUAKIP9/ADvCFUAgDLYzw/w\njjFVAAAAPqCnCgBQBvv5Ad4RqgAAZbCfH+AdoQoAUC728wO8IVQBQIix7AGQPAhVABBSLHsAJBdC\nFQCEFMseAMmFJRUAAAB8QE8VAIQUyx4AyYVQBQAhxbIHQHIhVAFAiLHsAZA8GFMFAADgA0IVAACA\nDwhVAAAAPiBUAQAA+IBQBQAA4ANCFQAAgA9YUgEA0kSYN18OsvYwfy5ILoQqAEgDYd58Ocjaw/y5\nIPkQqgAgDYR58+Ugaw/z54Lkw5gqAAAAH9BTBQBpIMybLwdZe5g/FyQfc84FewGzgyQ9Iuk4SUWS\nLnPOvbdfGxdkHS+8vCuwcwNhlf/hVRq3cY16XjA60aWgloR5QDYD1RGvBr16B34NM5NzzvY/Xhs9\nVfdJesk519/M6kpqUAvXBIC04CUQhHnz5TDXjvQRaKgys4aSznDOXSpJzrkfJW0L8poAkC6YuVZz\nfIbwU9A9VUdK2mpmUyR1lvShpOucc7sDvi4ApDxmrtUcnyH8FHSoqispR9LvnHMfmtm9km6UNHb/\nhuPGjYs9z83NVW5ubsClAQAAVK2goEAFBQVVtgs6VH0h6XPn3IfR109LuqG8hiVDFQCgasxcqzk+\nQ8Rj/86e/Pz8ctsFGqqcc1vM7HMz6+CcWyHpl5KWB3lNAEgXZ3XJ0cRbxsQGqk9k5ppnfIbwU23M\n/rtW0pNmlilpjaThtXBNAEgLzIqrOT5D+CXwUOWc+7ekk4O+DgAgcYJe64m1pBAGrKgOAKiRoJcl\nYNkDhAWhCgBQI0EvS8CyBwgLNlQGAADwAT1VAIAaCXpZApY9QFgQqgAANRL0sgQse4CwIFQBQIDS\nZVac12UJvNbNsgcIA0IVAASEWXHlC2vdQFUIVQAQEGbFlS+sdQNVYfYfAACAD+ipAoCAMCuufGGt\nG6iKOecSXYPMzAVZxwsv7wrs3EBY5X94lcZtXKOeF4xOdCkpLV0GqnsV1rqR/Br06h34NcxMzjnb\n/zg9VQAQoKBnrYV1VlxY6wYqQ6gCANRYmHvk6DWDXwhVAIAaCfPSESzvAD8RqgAANRLmpSNY3gF+\nYkkFAAAAH9BTBQCokTAvHcHyDvATSyoAaYolFeAnBqojWbCkAgAkUJj/UQ1r7UFuqDz+qRl64pnI\nuYf2zdPogQN8OzdQGUIVgLQW5tlfyVK71zqCrHv8UzN0z9RpmhB9fe3UaZJUZbAC/ECoApDWwjz7\nK1lq91pHkHU/8cxsTZB+OrekW5+ZTahCrWD2HwAAgA/oqQKQ1sI8+ytZavdaR5B1D+2bF7vlJ0nX\nSrq+bzi+T4Qfs/+ANMXsv5+EdbC3lDy1e60jyLq9DlRHamH2HwAkUJhnfy1euUofr1oVex6W3yPI\nz3z0wAEEKSQEoQoAQipZZrolyyxEINEYqA4AIVVyptswSROix2pbydl8wyTdGZ3NB6QbQhUAAIAP\nuP0HACGVLDPdkmUWIpBohCoACKnisVO3Rm/5XZ+gmW5ndcnRxFvGxG75TQzZDErAL4QqAPDR1mXv\n66NVBYGc+/CfNdexPYeUOpYsM93CPIMS8AuhCgB8tGXLCr1zeisd2OpoX8+7Y8On6rD1Rx2+7H01\nPvYUX8/th6DXy0qW9biAyhCqACAAxzXv6uv5lkrS1qW+ntMvQS+pwJINCAtCFQCgRoLe2DlZNo4G\nqsKSCgAAAD6gpwoAUCNBL6nAkg0IC0IVAKBGgl5SgSUbEBaEKgBIE0HOoGNJBYBQBQBpIcwz6MJc\nO9ILoQoA0kCYZ9CFuXakF2b/AQAA+ICeKgBIA2GeQRfm2pFeCFUAkAbCPIMuzLUjvRCqACBNhHmG\nXphrR/ogVAEAypVMmxgnUy1ARQhVAIAykmkZg2SqBagMoQoAUEYyLWOQTLUAlWFJBQAAAB/QUwUA\nKCOZljFIplqAyhCqAABlJNMyBslUC1AZQhUAeORlJtqitz7Q7GlPS5LyhlyknDNOTlgt45+aoSee\nibQd2jdPowcO8LWWZMFMQSQKoQoAPPAyE23RWx/ojpH5KjxzjyRp+chlGnP3WN+ClZdaxj81Q/dM\nnaYJ0dfXTp0mSRUGq2SaceellmSqG+mHUAUAHniZiTZ72tORQHVCtKn2aPa0p30LVV5qeeKZ2Zog\n/dRW0q3PzK4wVCXTjDsvtSRT3Ug/zP4DAADwAT1VAOCBl5loeUMu0vKRy1SoyO2/rHn1lHf3RQmp\nZWjfvNgtP0m6VtL1fSueQZdMM+681JJMdSP9mHMu2AuYrZP0vaQiSXudc6eU08YFWccLL+8K7NxA\nWOV/eJXGbVyjnheMTnQpoVPZQOhlb0zT7OPr6rTThkvyb6D60k3vqPmipTqzqIMaH/vTX6NBDlRP\npgHfXmpJprpR+xr06h34NcxMzjkrc7wWQtUaSV2cc99W0oZQBdQyQlUw9g9VfqkoVAEoLZGhqjZu\n/5kYuwUghQTZExLkEgxe66bHB/CmNkKVkzTXzPZJmuSce7gWrgkAgQhyyn6QSzB4rZulCQDvaiNU\ndXPOfWlmTRQJV5845/5VC9cFAN8FOWU/yCUYvNbN0gSAd4GHKufcl9E/vzazZyWdIqlMqBo3blzs\neW5urnJzc4MuDQAAoEoFBQUqKCiosl2gocrMGkjKcM7tMLMDJJ0tKb+8tiVDFQAkqyCn7Ae5BIPX\nulmaAPjJ/p09+fnlRplgZ/+Z2ZGSnlVkXFVdSU865/63nHbM/gNq2fgPJ2jg0kd0SqsuiS4ldN5Z\nu1nPf/CZJKnPyT9X1yObSpK2bN+kb374Vit6do5r9t/STe9ox4ZPdcC6L2LHVq78j976MPL6jJNa\n6KijDpUkHbHmGzWqf4g6tc+t9uw/BqojHaTs7D/n3FrFRgcASCbNXSd9eOE52lT4XaJLCZ0Fa77T\nezsjq8T86L7TluNbRN9ppQNbna3TmneN6zw7Nnyqrm9vUKf2uT8d7Bx97O84lRumvKw9dVaXHIIR\nECBWVAfSWIuDO+uUtm0TXUaozHjoSc3/50fSuZHX8//5kVq2ytGAqy6u1vkO/1nzavc8ed0k2Qtm\n/wHesX7p6+FOAAAgAElEQVQUAHgwe/qsSKA6Ifo4N3osAUpukjxM0oToMT+UnP03TNKd0dl/ACpG\nqAIAAPABoQoAPMgb1E+aI2lJ9DEneiwBhvbN07WSpkYf10aP+WF4vzzdkJUVO/cNWVkazuw/oFKM\nqQIAD4rHThXf8su7ul+1x1PVVPHYqVujt/yuj2OT5Hid1SVHE28ZE7vlN5HZf0CVCFUA0p7X/fYG\nXHVxwoLU/lZt3KTtu3bHnvuJ2YKAN9z+A5DWivfbW3LQIi05aJHuGJmvRW99kOiy4nL5Xffqhdfe\n0F/27dNf9u3TC6+9ocvvujfRZQFpi1AFIK2V2m/vBKnwzD2xXqtk9+q8+WVm/706b35iiwLSGKEK\nAADAB4QqAGktb8hFyppXLzabL2tePeUN8We/vaCdfWaPMrP/zj6zR2KLAtIYA9UBpLWcM07WmLvH\n/jRQ/e6qB6oni0mjRuhySX+M3vLrfWYPTRo1IrFFAWmMUAUg7eWccXJogtT+Jo0aIRGkgKRAqAIQ\nCl6XPfBixkNP/rTu1KCq153yUkuQdQNILoypApD0glz2YMZDT2rag49px2nbteO07Zr24GOa8dCT\nvtQS5uUaAHhHqAKQ9IJc9sDrBsleagnzcg0AvCNUAQAA+IBQBSDpBbnsgdcNkr3UEublGgB4x0B1\nAEkvyGUPvG6Q7KWWMC/XAMA7QhWAUPC67IGXWXftj+ug9sccFXvupzAv1wDAG27/AUg5Qc7QY0Yf\ngIoQqgCknCBn6DGjD0BFCFUAAAA+qHJMlZmdJOkMSc0l7Za0VNJc59y3AdcGANWSN+QiLR+5TIXa\nIyk66+7uimfoxdu2Ou0BpI8KQ5WZDZd0jaS1khZK+kxSfUndJd1gZksl3eyc21AbhQJAvIKcoceM\nPgAVqaynqoGkbs653eW9aWYnSDpKEqEKQNLxMuvO6ww9ZvQBKE+Foco590BlP+icW+J/OQDgjyA3\nMr7ugiu1dt1qSdKRbdrpvuf+z7c65i5cpCmzZkuShvfL01ldcnyqGkDQqhyobmZHmtndZvaMmT1f\n/KiN4gCgOoJc9uC6C67U2jWrpXMknSOtXbNa111wpS91zF24SFfceocuXLxEFy5eoituvUNzFy7y\npW4AwYtn8c/Zkh6V9IKkomDLAYCaK7XsgaRCRZY98KO3au261T9twFx87JXVvtQxZdZs3VlYqGHF\nBwoLNWXWbHqrgJCIJ1T94JybEHglAAAAIRZPqLrPzMZKelWKziGW5JyjTxpAUgpy2YMj27TT2jkl\neqbmSEe2bedLHcP75emKZculwkJJ0g1ZWZrYL8+XugEEz5xzlTcw+7OkoZJW66fbf84519O3Isxc\nVXXUxAsv7wrs3EBYTfugQB1O+UKntG2b6FICEYaB6u++O0V5H/+oY3sOiR1joDpQMw169Q78GmYm\n55ztfzyenqr+kto65wr9LwsA4hNkSJrx0JOaPX1W5NyD+mnAVRdX2r6yELU/r8svnNUlhyAFhFQ8\n29QslXRw0IUAQEWC3PR4xkNPatqDj2nHadu147TtmvbgY5rx0JNB/SoAUlg8oepgSZ+a2SssqQAg\nEYLc9Hj29Fk/zeY7QdK5ivVaAYAX8dz+Gxt4FQAAACEXT0/VBknvOefmO+fmS3pf0vpgywKAn+QN\nuUhZ8+pJSyQtic6iG1L5psfxts8b1E+ao1hbzYkeAwCP4umpminp9BKv90WPsfEVgFoR5KbHxYPS\nYwPVr656oDoAlCeeUFW35Mw/51yhmWUFWBMAlBHkpscDrrqYIAWgxuK5/fe1mfUpfmFmF0jaGlxJ\nAFBzMx56UoN/0VeDf9GX2XwAakU8PVVXSnrSzO6Pvv5CkcVAASApFS+ToHMjr6c9+Jgk0RsFIFBV\n9lQ551Y7506T1FFSR+fc6c658ncPBYAkwDIJABKhwlBlZkPMLPa+c26Hc25HiffbmVn3oAsEAAAI\ng8pu/zWStNjMFkpaKOlrSfUltZfUQ5FxVTcGXiEAeJQ3qF/slp+kyDIJV7NMAoBgVRiqnHP3RcdR\n9ZTUTVInSbslfSJpqHNuQ+2UCADesEwCgESodKC6c26fpLnRBwAkTJAbKoe5FgDJI54lFQAgobxu\nqBzkJsleawGQPghVAJKe5w2VA5z957UWAOmDUAUAAOCDKhf/NLN6kvpJalOyvXPu1uDKAoCf5A25\nSMtHLlOh9kiKbpB8dyUbKgc4+89rLQDSRzwrqj8n6XtFllXYE2w5AFCW1w2Vg5z957UWAOkjnlDV\nwjnXK/BKAKASXjdUDnKTZK+1AEgP8YSqt83seOfcx4FXAyDUkmmpgRkPPflTT9Ug1qkCELwKQ5WZ\nfSzJRdsMN7M1itz+M0nOOdepdkoEEAbFSw0UnhkZJbB85DKNuXtsQoIVGyoDSITKeqp+XWtVAAi9\nUksNSCpUZKmBRISqUksqlDhGqAIQpMq2qVkvSWb2hHNuaMn3zOwJSUPL/UEAAIA0FM86VceWfGFm\ndSR18XIRM8sws0Vm9ryXnwMQHnlDLlLWvHrSEklLoksNDEnMUgN5g/pJcxSrRXOixwAgQJWNqfp/\nksZIyjazbcWHJRVKmuTxOtdJWi6pYXWKBJD8kmmpATZUBpAIld3++7OkP5vZn51z/6+6FzCzFpLO\nk/QnSSOrex4A6c3rzMJN6zZq945dsecAELR4llSYaWY5+x37XtJ659yPcfz8PZL+KOkgr8UBCI8g\nZ/95Pfe9N4zXGy/Njc3+e+OluZKkEXeOrnEtAFCReMZUPSjpXUVu+T0cfT5T0mdmdnZlP2hm50va\n4pxbositQ6tZuQCSVZAbDXs99/y5b5TZUHn+3Dd8qQUAKhJPT9UmSb91zi2TJDPrKOlWSaMlPSPp\n1Up+tpukPmZ2nqRsST8zs8edc5fs33DcuHGx57m5ucrNzY3zVwAAAAhOQUGBCgoKqmwXT6jqUByo\nJMk5t9zMjnbOrTGrvOPJOTdGkcHuMrMekkaVF6ik0qEKQPgEudGw13P3OKtn7JafJGmO1OO8nr7U\nAiD97N/Zk5+fX267eELVMjN7SNJT0de/kbTczOpJ2luzMgGkiiBn/3k9d/HYqeJbfj3O68l4KgCB\niydUXSrpakkjoq8XSPqDIoHqzHgv5JybL2m+x/oAhIjXjYaD3CtwxJ2j4w5SybRnIYDwqjJUOed2\nS7or+tjfDt8rApAWvMzoS6aZhQBQkSpn/5lZNzOba2YrzGxN8aM2igOQurzM6EummYUAUJF4bv89\nKul6SQsl7Qu2HAAAgHCKZ52q751zc5xzXznnvil+BF4ZgJTmZa/AIPcVTKY9CwGEWzw9VfPM7C+K\nrEm1p/igc25RYFUBSHleZvQl08xCAKhIPKHq1OifJ5U45iSx6AuAGvEyW9DrzMKg6gCAisQz+y/u\nZRMAwAuWMgCQSuKZ/Xe4mT1qZnOirzua2W+DLw1AKiteymDJQYu05KBFumNkvha99UGiywKAaotn\noPpjkl6R1Dz6eoV+WggUAKqFpQwApJp4QlVj59wMSUWS5Jz7USytAAAAUEo8oWqnmTVSZHC6zOw0\nSd8HWhWAlMdSBgBSTTyz/0Z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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_classes = 3\n", "plot_colors = \"bgr\"\n", "plot_step = 0.02\n", "cdict = {'red': ((0.0, 0.0, 0.0),\n", " (0.5, 0.0, 0.0),\n", " (1.0, 1.0, 1.0)),\n", "\n", " 'green': ((0.0, 0.0, 0.0),\n", " (0.5, 0.6, 0.6),\n", " (1.0, 0.0, 0.0)),\n", "\n", " 'blue': ((0.0, 1.0, 1.0),\n", " (0.5, 0.0, 0.0),\n", " (1.0, 0.0, 0.0))\n", " }\n", "from matplotlib.colors import LinearSegmentedColormap\n", "cmap = LinearSegmentedColormap('custom1', cdict)\n", "\n", "plt.figure(4,figsize=(10,10))\n", "\n", "pair = [3,2]\n", "X = iris.data[:, pair]\n", "y = iris.target\n", "\n", "clf = DecisionTreeClassifier().fit(X, y)\n", "\n", "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, plot_step), np.arange(y_min, y_max, plot_step))\n", "\n", "Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n", "Z = Z.reshape(xx.shape)\n", "cs = plt.contourf(xx, yy, Z,cmap=cmap,alpha=0.3)\n", "\n", "plt.xlabel(iris.feature_names[pair[0]])\n", "plt.ylabel(iris.feature_names[pair[1]])\n", "plt.axis(\"tight\")\n", "\n", "for i, color in zip(range(n_classes), plot_colors):\n", " idx = np.where(y == i)\n", " plt.scatter(X[idx, 0], X[idx, 1], c=color, label=iris.target_names[i], cmap=cmap)\n", "plt.axis(\"tight\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\ivypa\\Anaconda3\\lib\\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" ] } ], "source": [ "mpl.rcParams['axes.color_cycle'] = ['#7FB5C7', '#E63E65', '#5B5BC9', '#55D957']" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, 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datetemperaturehumiditywindspeedcount
02011-01-032.71607045.71534621.414957120
12011-01-042.89667354.26721915.136882108
22011-01-054.23565445.69770217.03457882
32011-01-063.11264350.23734910.09156888
42011-01-072.72391849.14492815.738204148
\n", "
" ], "text/plain": [ " date temperature humidity windspeed count\n", "0 2011-01-03 2.716070 45.715346 21.414957 120\n", "1 2011-01-04 2.896673 54.267219 15.136882 108\n", "2 2011-01-05 4.235654 45.697702 17.034578 82\n", "3 2011-01-06 3.112643 50.237349 10.091568 88\n", "4 2011-01-07 2.723918 49.144928 15.738204 148" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bikes = pd.read_csv('bikes.csv')\n", "bikes.head()" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1fH3qLFedPQNgNTK8XZ3ruvvvIBhBlUJwEPEXhCDgT8qYI766UOvzfqsro+Xe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\nq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "plt.plot(bikes['temperature'], bikes['count'], 'o')\n", "plt.xlabel('temperature')\n", "plt.ylabel('bikes')" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "DecisionTreeRegressor(criterion='mse', max_depth=2, max_features=None,\n", " max_leaf_nodes=None, min_samples_leaf=1, min_samples_split=2,\n", " min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n", " splitter='best')" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regressor = DecisionTreeRegressor(max_depth=2)\n", "regressor.fit(np.array([bikes['temperature']]).T, bikes['count'])" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 189.23183761])" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regressor.predict(5.)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 769.08756039])" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regressor.predict(20.)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Lz1iN8LcndU8aL82Zx/XaDdB1ncsnDvOnBx/gntF3u/XeVkaipKrOleBffb/9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\nuI9Go/GA3vPXaJoW5VhM9ABfA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xx = np.array([np.linspace(-5, 40, 100)]).T\n", "\n", "plt.figure(figsize=(8,6))\n", "plt.plot(bikes['temperature'], bikes['count'], 'o', label='observation')\n", "plt.plot(xx, regressor.predict(xx), linewidth=4, alpha=.7, label='prediction')\n", "plt.xlabel('temperature')\n", "plt.ylabel('bikes')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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8mT17Nj169ODKlSsFHQqhoaEsXLiQJk2aAJCens6qVato1KgR69atIzk52bjv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\nKZVKtn37dr4sKiqKPXz4kK/j0cc6aldycjKbMWMGm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_tree(regressor, ['temperature'])" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "276.6241134751773" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bikes[bikes['temperature'] <= 14.3801][\"count\"].mean()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }