{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tree-based methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thanks to my students Marcela Aguirre and Fabian Villena." ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [], "source": [ "# Iris dataset\n", "from sklearn.datasets import load_iris\n", "\n", "# Scikit's libraries\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.externals.six import StringIO \n", "from sklearn.tree import export_graphviz\n", "from sklearn.model_selection import GridSearchCV\n", "from sklearn.metrics import recall_score\n", "from sklearn.metrics import precision_score\n", "from sklearn.metrics import f1_score\n", "from sklearn.model_selection import cross_val_score\n", "from sklearn.model_selection import cross_validate\n", "from sklearn import metrics\n", "from sklearn.metrics import make_scorer\n", "\n", "# XGBoost\n", "import xgboost as xgb\n", "\n", "# Pandas\n", "import pandas as pd\n", "\n", "# Numpy\n", "import numpy as np\n", "# Set random seed\n", "np.random.seed(0)\n", "\n", "# Plots\n", "%matplotlib inline\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "from IPython.display import Image \n", "import pydotplus" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['data', 'target', 'target_names', 'DESCR', 'feature_names'])" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris = load_iris()\n", "\n", "# I check the information contained in iris\n", "iris.keys()" ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#dataset description\n", "\n", "#print(iris.DESCR)" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)
05.13.51.40.2
14.93.01.40.2
24.73.21.30.2
34.63.11.50.2
45.03.61.40.2
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" ], "text/plain": [ " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n", "0 5.1 3.5 1.4 0.2\n", "1 4.9 3.0 1.4 0.2\n", "2 4.7 3.2 1.3 0.2\n", "3 4.6 3.1 1.5 0.2\n", "4 5.0 3.6 1.4 0.2" ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a dataframe with the four feature variables\n", "df = pd.DataFrame(iris.data, columns=iris.feature_names)\n", "\n", "# View the top 5 rows\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(150, 4)" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)species
1145.82.85.12.4virginica
626.02.24.01.0versicolor
335.54.21.40.2setosa
1077.32.96.31.8virginica
75.03.41.50.2setosa
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" ], "text/plain": [ " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n", "114 5.8 2.8 5.1 2.4 \n", "62 6.0 2.2 4.0 1.0 \n", "33 5.5 4.2 1.4 0.2 \n", "107 7.3 2.9 6.3 1.8 \n", "7 5.0 3.4 1.5 0.2 \n", "\n", " species \n", "114 virginica \n", "62 versicolor \n", "33 setosa \n", "107 virginica \n", "7 setosa " ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Add a new column with the species names, this is what we are going to try to predict\n", "df['species'] = pd.Categorical.from_codes(iris.target, iris.target_names)\n", "\n", "# You can use *sample* instead of *head* to have a random sample\n", "df.sample(5) " ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EBFZctMIQl9d8/BosyXi+9BjVme0bxtSOMd9f1Br3F9f8r2vQtj07zo9FjjH2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\nrH8cB+ODXLnuyqQftVV/WTVc7uoTrmbpuqW80fsGi2ctpj3SPuoLj4Rg8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k4AACAASURB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\nD4n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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(df, hue='species')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Divinding in training and testing" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)speciesis_train
1126.83.05.52.1virginicaFalse
155.74.41.50.4setosaTrue
414.52.31.30.3setosaTrue
1357.73.06.12.3virginicaFalse
965.72.94.21.3versicolorFalse
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" ], "text/plain": [ " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n", "112 6.8 3.0 5.5 2.1 \n", "15 5.7 4.4 1.5 0.4 \n", "41 4.5 2.3 1.3 0.3 \n", "135 7.7 3.0 6.1 2.3 \n", "96 5.7 2.9 4.2 1.3 \n", "\n", " species is_train \n", "112 virginica False \n", "15 setosa True \n", "41 setosa True \n", "135 virginica False \n", "96 versicolor False " ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# using 75% of data from training and 25% for testing\n", "df['is_train'] = np.random.uniform(0, 1, len(df)) <= .75\n", "\n", "df.sample(5)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Dataframes for training and testing\n", "train, test = df[df['is_train']==True], df[df['is_train']==False]" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Observations for training: 114\n", "Observations for testing: 36\n" ] } ], "source": [ "# Number of observations in each dataset\n", "print('Observations for training:', len(train))\n", "print('Observations for testing:',len(test))" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# I move from species name to codes\n", "y = pd.factorize(train['species'])[0]\n", "y" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n", " max_depth=None, max_features='auto', max_leaf_nodes=None,\n", " min_impurity_decrease=0.0, min_impurity_split=None,\n", " min_samples_leaf=1, min_samples_split=2,\n", " min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=1,\n", " oob_score=False, random_state=None, verbose=0,\n", " warm_start=False)" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# I run RF with default values\n", "features = df.columns[:4]\n", "clf = RandomForestClassifier()\n", "clf.fit(train[features], y)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# prediction for the testing subset\n", "preds = iris.target_names[clf.predict(test[features])]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Confusion matriz" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Predicted Speciessetosaversicolorvirginica
Actual Species
setosa1100
versicolor0141
virginica019
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" ], "text/plain": [ "Predicted Species setosa versicolor virginica\n", "Actual Species \n", "setosa 11 0 0\n", "versicolor 0 14 1\n", "virginica 0 1 9" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.crosstab(test['species'], preds, rownames=['Actual Species'], colnames=['Predicted Species'])" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Another way to visualize the confusion matrix" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Predicted Speciessetosaversicolorvirginica
Actual Species
setosa0.3055560.0000000.000000
versicolor0.0000000.3888890.027778
virginica0.0000000.0277780.250000
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" ], "text/plain": [ "Predicted Species setosa versicolor virginica\n", "Actual Species \n", "setosa 0.305556 0.000000 0.000000\n", "versicolor 0.000000 0.388889 0.027778\n", "virginica 0.000000 0.027778 0.250000" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#normalised version\n", "confusion = pd.crosstab(test['species'], preds, rownames=['Actual Species'], colnames=['Predicted Species'],normalize=True)\n", "confusion" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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IP3RycnL4fNp4+hx5MgUFhUx8bwynnnYBn3/+ZV0XrUprFo6v6yKsk0qlOOqks7nnX3+l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\n5M45l3D/D6zGugM8uP/BAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# seaborn is very cute\n", "import seaborn as sns\n", "sns.heatmap(confusion, annot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Variable importance list" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('sepal length (cm)', 0.060634219844178827),\n", " ('sepal width (cm)', 0.014494874491302583),\n", " ('petal length (cm)', 0.46467756010663341),\n", " ('petal width (cm)', 0.46019334555788516)]" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(zip(train[features], clf.feature_importances_))" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0.06063422, 0.01449487, 0.46467756, 0.46019335])" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "values = clf.feature_importances_\n", "values" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.barh(np.arange(4), values)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.barh(np.arange(4), values, tick_label=features, color=\"purple\")" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Another way to do it" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
importancevariables
20.464678petal length (cm)
30.460193petal width (cm)
00.060634sepal length (cm)
10.014495sepal width (cm)
\n", "
" ], "text/plain": [ " importance variables\n", "2 0.464678 petal length (cm)\n", "3 0.460193 petal width (cm)\n", "0 0.060634 sepal length (cm)\n", "1 0.014495 sepal width (cm)" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Using an ordered dataframe\n", "featuresImportance = pd.DataFrame({'variables':features,'importance':clf.feature_importances_}).sort_values(by='importance',ascending=False)\n", "featuresImportance" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.barh(featuresImportance.variables,featuresImportance.importance)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Averaging over 50 runs" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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VILvariables
20.454324petal length (cm)
30.415536petal width (cm)
00.105425sepal length (cm)
10.024715sepal width (cm)
\n", "
" ], "text/plain": [ " VIL variables\n", "2 0.454324 petal length (cm)\n", "3 0.415536 petal width (cm)\n", "0 0.105425 sepal length (cm)\n", "1 0.024715 sepal width (cm)" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rf_vil = []\n", "for i in range(0,50):\n", " rf = clf.fit(train[features],y)\n", " rf_vil.append(rf.feature_importances_)\n", "media_rf = np.mean(rf_vil, axis = 0)\n", "\n", "df_rf = pd.DataFrame({'variables':features, 'VIL':media_rf}).sort_values(by='VIL', ascending=False)\n", "df_rf" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.barh(df_rf.variables,df_rf.VIL)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ploting a tree" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A tree with depth 2" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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vX7qs4gkn5Lpnz54l7M5grRwjRgzOgrN8+XLau3cvxxJGubu7Owfe37x5MzM9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Sf39PIU43i9C0xYVDohMQjjlyhWWmkiuE1hgIEs1bRRK3GuI8cPC5q+8SOnUVeOF4aneDwIrCgo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\ndR719JrExr+t3svE5qyjLGYYqknAktO3/f01ddE6hsQoiCPjL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Q2oGlA1oGqg\n4TWgGtuG17l6RVUDqgZUDagaaGEaUI1tC/vB1dtVNaBqQNWAqoGG18D/A2plTnZvulyFAAAAAElF\nTkSuQmCC\n", "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tree = DecisionTreeClassifier(max_features=None, max_depth=2).fit(train[features],y)\n", "\n", "dot_data = StringIO()\n", "export_graphviz(tree, out_file=dot_data, \n", " feature_names=features, class_names=['0','1','2'], \n", " impurity=True,\n", " filled=True, rounded=True,\n", " special_characters=True)\n", "graph = pydotplus.graph_from_dot_data(dot_data.getvalue()) \n", "Image(graph.create_png())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A tree built until there is one observation in each leaf " ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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Xb8iZ5ZGaEiypnzZu2GgITCaTJE+RXIt2/RhfPn+3KBcuXBjumtK8atUqiBL8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X8CjdHGPrb1AGFXOxrorDAfNx5clmsXd6cL6nTxZrclu/F3kCyUKxLaycCFwiFHwvjGu0S+Sd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\nThKStlTvcPAXFBvqixaUSqiQXF85L64FWWc1Y5+5PqNkZ12MEajYNqQQSh8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pE5uGChTf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sUtX6CY5QC13NCsSI/9qAMa+bfGV1NWGbvbGs/vpS964vGRAzFz5swqGWub1u1hm9gRD/l/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zZpdW5dIbe3rTdcxc3S/glmaYzcUPWVR5VqS1CnbtQ4h7NlcsbW/ueBdbv7gyi97a25f+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\njT45OEHt2qaDDXXyHEZdvSZwdHMNVdSWkCl11A60DsprCmlf5tIGXwD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oRDYyCqORkHVd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DJT3PJtFP7UVQm7eiYGKLyZU76b8ljuQzxUMLCqqH1WNmjEAzM3W9Bnqz5Kfn4+MrPSYePuVh/D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\nQ70rV9X5XNtj0r70TQ3lPk29q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"text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tree = DecisionTreeClassifier(max_features=None).fit(train[features],y)\n", "\n", "dot_data = StringIO()\n", "export_graphviz(tree, out_file=dot_data, \n", " feature_names=features, class_names=['0','1','2'], \n", " impurity=True,\n", " filled=True, rounded=True,\n", " special_characters=True)\n", "graph = pydotplus.graph_from_dot_data(dot_data.getvalue()) \n", "Image(graph.create_png())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Grid search" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)speciesis_train
05.13.51.40.2setosaFalse
14.93.01.40.2setosaTrue
24.73.21.30.2setosaFalse
34.63.11.50.2setosaTrue
45.03.61.40.2setosaFalse
\n", "
" ], "text/plain": [ " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n", "0 5.1 3.5 1.4 0.2 \n", "1 4.9 3.0 1.4 0.2 \n", "2 4.7 3.2 1.3 0.2 \n", "3 4.6 3.1 1.5 0.2 \n", "4 5.0 3.6 1.4 0.2 \n", "\n", " species is_train \n", "0 setosa False \n", "1 setosa True \n", "2 setosa False \n", "3 setosa True \n", "4 setosa False " ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)
05.13.51.40.2
14.93.01.40.2
24.73.21.30.2
34.63.11.50.2
45.03.61.40.2
\n", "
" ], "text/plain": [ " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n", "0 5.1 3.5 1.4 0.2\n", "1 4.9 3.0 1.4 0.2\n", "2 4.7 3.2 1.3 0.2\n", "3 4.6 3.1 1.5 0.2\n", "4 5.0 3.6 1.4 0.2" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train = df.iloc[:,0:4]\n", "X_train.head()" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Y_train = pd.factorize(df['species'])[0]\n", "Y_train" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": true }, "outputs": [], "source": [ "n_estimators = [50,100,200,400] \n", "max_features = [2,3,4]" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": true }, "outputs": [], "source": [ "param_test = {\n", " 'n_estimators': n_estimators, \n", " 'max_features': max_features\n", "}\n", "\n", "gsearch = GridSearchCV(estimator = RandomForestClassifier(oob_score = True, \n", " max_depth=3, min_samples_leaf=1),\n", " param_grid = param_test, \n", " scoring='accuracy',n_jobs=1,iid=False, cv=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It takes some time, don't worry " ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "({'max_features': 2, 'n_estimators': 400}, 0.96666666666666656)" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gsearch.fit(X_train,Y_train)\n", "gsearch.best_params_, gsearch.best_score_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Heatmap" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.95333333, 0.96 , 0.96 , 0.96666667],\n", " [ 0.96 , 0.95333333, 0.96 , 0.95333333],\n", " [ 0.95333333, 0.95333333, 0.96666667, 0.96 ]])" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scores_rf = gsearch.cv_results_['mean_test_score'].reshape(len(max_features),len(n_estimators))\n", "scores_rf" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6, 8))\n", "plt.subplots_adjust(left=.2, right=0.95, bottom=0.15, top=0.95)\n", "plt.imshow(scores_rf, interpolation='nearest', cmap=plt.cm.Blues)\n", "plt.ylabel('max_features')\n", "plt.xlabel('n_estimators')\n", "plt.colorbar()\n", "plt.yticks(np.arange(len(max_features)), max_features)\n", "plt.xticks(np.arange(len(n_estimators)), n_estimators, rotation=90)\n", "plt.title('Grid Search Accuracy Score')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Different metrics to measure performance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At least using this code you cannot use it for more than two classes, but I let it anyway if in the future you have binary classification (thanks Marcela!)" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy RF: 0.9666666666666666\n" ] } ], "source": [ "rf_model = RandomForestClassifier(max_features = 3,oob_score = True, \n", " n_estimators=100, max_depth=3)\n", "\n", "acc_rf = cross_val_score(rf_model,X_train,Y_train, cv=10, scoring='accuracy')\n", "#auc_rf = cross_val_score(rf_model,X_train,Y_train, cv=10, scoring='roc_auc')\n", "#prec_rf = cross_val_score(rf_model,X_train,Y_train, cv=10, scoring='precision')\n", "#recall_rf = cross_val_score(rf_model,X_train,Y_train, cv=10, scoring='recall')\n", "#f1_rf = cross_val_score(rf_model,X_train,Y_train, cv=10, scoring='f1')\n", "\n", "print(f'Accuracy RF: {np.mean(acc_rf)}')\n", "#print(f'AUC RF: {np.mean(auc_rf)}')\n", "#print(f'Precision RF: {np.mean(prec_rf)}')\n", "#print(f'Recall RF: {np.mean(recall_rf)}')\n", "#print(f'F1 RF: {np.mean(f1_rf)}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## XGBoost" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "collapsed": true }, "outputs": [], "source": [ "xgb_model = xgb.XGBClassifier()" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy XGB: 0.96\n" ] } ], "source": [ "acc_xgb = cross_val_score(xgb_model,X_train,Y_train, cv=10, scoring='accuracy')\n", "print(f'Accuracy XGB: {np.mean(acc_xgb)}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One can do grid-search to find optimal parameters (the ones below are random)" ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "collapsed": true }, "outputs": [], "source": [ "xgb_par = xgb.XGBClassifier(colsample_bytree=0.25,\n", " gamma=0.0, \n", " learning_rate=0.0001, \n", " max_depth=3,\n", " min_child_weight=1, \n", " n_estimators=100, \n", " reg_alpha=1,\n", " subsample=0.7)" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy XGB: 0.9466666666666667\n" ] } ], "source": [ "acc_xgb = cross_val_score(xgb_par,X_train,Y_train, cv=10, scoring='accuracy')\n", "print(f'Accuracy XGB: {np.mean(acc_xgb)}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing accuracy" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Boxplot (10-fold CV)')" ] }, "execution_count": 99, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(3.6,3.6))\n", "plt.boxplot([acc_rf,acc_xgb])\n", "plt.xlabel('Classification Method', fontsize=10)\n", "plt.ylabel('Test Accuracy', fontsize=10)\n", "plt.xticks([1,2],['RF','XGB'],\n", " rotation=90)\n", "plt.title('Boxplot (10-fold CV)')\n", "\n", "#plt.savefig('boxplots.png',bbox_inches='tight')" ] } ], "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": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }