{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "id": "Ob58--rXzt3u" }, "outputs": [], "source": [ "import os\n", "import pandas as pd\n", "import numpy as np\n", "import sklearn\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.tree import export_text, export_graphviz\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import confusion_matrix\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "code", "source": [ "penguins = sns.load_dataset('penguins')\n", "print (penguins.shape)\n", "penguins.head()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 224 }, "id": "r34mWSSdz2KY", "outputId": "4cdac981-d319-4e38-a8bd-e2ec2bdd8276" }, "execution_count": 2, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(344, 7)\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ " species island bill_length_mm bill_depth_mm flipper_length_mm \\\n", "0 Adelie Torgersen 39.1 18.7 181.0 \n", "1 Adelie Torgersen 39.5 17.4 186.0 \n", "2 Adelie Torgersen 40.3 18.0 195.0 \n", "3 Adelie Torgersen NaN NaN NaN \n", "4 Adelie Torgersen 36.7 19.3 193.0 \n", "\n", " body_mass_g sex \n", "0 3750.0 Male \n", "1 3800.0 Female \n", "2 3250.0 Female \n", "3 NaN NaN \n", "4 3450.0 Female " ], "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", " \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", " \n", " \n", " \n", " \n", " \n", "
speciesislandbill_length_mmbill_depth_mmflipper_length_mmbody_mass_gsex
0AdelieTorgersen39.118.7181.03750.0Male
1AdelieTorgersen39.517.4186.03800.0Female
2AdelieTorgersen40.318.0195.03250.0Female
3AdelieTorgersenNaNNaNNaNNaNNaN
4AdelieTorgersen36.719.3193.03450.0Female
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", " \n", "\n", "\n", "\n", " \n", "
\n", "
\n", "
\n" ] }, "metadata": {}, "execution_count": 2 } ] }, { "cell_type": "code", "source": [ "penguins['bill_length_mm'].fillna(value = penguins['bill_length_mm'].mean(), inplace=True)\n", "penguins ['bill_depth_mm'].fillna(value = penguins['bill_depth_mm'].mean(), inplace=True)\n", "penguins ['flipper_length_mm'].fillna(value = penguins['flipper_length_mm'].mean(), inplace=True)\n", "penguins ['body_mass_g'].fillna(value = penguins['body_mass_g'].mean(), inplace=True)\n", "penguins ['sex'] = penguins['sex'].apply(lambda x: 1 if x == 'MALE' else 0)\n", "penguins ['Biscoe'] = penguins['island' ].apply(lambda x: 1 if x == 'Biscoe' else 0)\n", "penguins ['Dream'] = penguins['island'].apply(lambda x: 1 if x == 'Dream' else 0)" ], "metadata": { "id": "aLgawN1dz3ra" }, "execution_count": 4, "outputs": [] }, { "cell_type": "code", "source": [ "colnames = ['bill_length_mm', 'bill_depth_mm','flipper_length_mm', 'body_mass_g', 'sex',\n", "'Biscoe', 'Dream']\n", "X = penguins [colnames]\n", "y = penguins.iloc[:,0]\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.3, random_state=123)" ], "metadata": { "id": "koCC-VIk0v7t" }, "execution_count": 6, "outputs": [] }, { "cell_type": "code", "source": [ "pen_tree = DecisionTreeClassifier(criterion = 'gini', max_depth = 3,random_state =1).fit(X_train, y_train)" ], "metadata": { "id": "Yd3lscOn1HxX" }, "execution_count": 8, "outputs": [] }, { "cell_type": "code", "source": [ "fig, axes = plt.subplots(nrows = 1, ncols = 1, figsize = (10,5), dpi = 300)\n", "plotResult = sklearn.tree.plot_tree(pen_tree,\n", " feature_names = colnames,\n", " filled = True)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 798 }, "id": "sOlgNXPL1gCj", "outputId": "d3e5c409-4f88-468e-8981-f61f70eb2a7a" }, "execution_count": 12, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "print(pen_tree.score(X_test,y_test))\n", "pred_y = pen_tree.predict(X_test)\n", "print(confusion_matrix(y_test, pred_y))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rBQy_DQq13ZD", "outputId": "f1f363de-6d46-4a61-dd45-ae9179a2f5ab" }, "execution_count": 13, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "0.9423076923076923\n", "[[47 0 0]\n", " [ 5 16 0]\n", " [ 1 0 35]]\n" ] } ] } ] }