{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### TU257-Lab4-Demo2-Decion-Trees and more\n", "\n", "This notebook contains two more examples of Classification. This time it is using Decision Trees.\n", "\n", "There are some Exercises later in this notebook. These ask you to develop a RandomForest and \n", "XGBoost models. These are done in a similar manner to creating a Decision Tree model.\n", "\n", "Final exercise is to compare the results from all the models to see which one would you recommend using.\n", "This recommendation should be based on the data and the results generated by testing the model\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot as plt\n", "from sklearn import datasets\n", "from sklearn.tree import DecisionTreeClassifier \n", "from sklearn import tree\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# load the iris dataset\n", "from sklearn.datasets import load_iris\n", "iris = load_iris()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'data': array([[5.1, 3.5, 1.4, 0.2],\n", " [4.9, 3. , 1.4, 0.2],\n", " [4.7, 3.2, 1.3, 0.2],\n", " [4.6, 3.1, 1.5, 0.2],\n", " [5. , 3.6, 1.4, 0.2],\n", " [5.4, 3.9, 1.7, 0.4],\n", " [4.6, 3.4, 1.4, 0.3],\n", " [5. , 3.4, 1.5, 0.2],\n", " [4.4, 2.9, 1.4, 0.2],\n", " [4.9, 3.1, 1.5, 0.1],\n", " [5.4, 3.7, 1.5, 0.2],\n", " [4.8, 3.4, 1.6, 0.2],\n", " [4.8, 3. , 1.4, 0.1],\n", " [4.3, 3. , 1.1, 0.1],\n", " [5.8, 4. , 1.2, 0.2],\n", " [5.7, 4.4, 1.5, 0.4],\n", " [5.4, 3.9, 1.3, 0.4],\n", " [5.1, 3.5, 1.4, 0.3],\n", " [5.7, 3.8, 1.7, 0.3],\n", " [5.1, 3.8, 1.5, 0.3],\n", " [5.4, 3.4, 1.7, 0.2],\n", " [5.1, 3.7, 1.5, 0.4],\n", " [4.6, 3.6, 1. , 0.2],\n", " [5.1, 3.3, 1.7, 0.5],\n", " [4.8, 3.4, 1.9, 0.2],\n", " [5. , 3. , 1.6, 0.2],\n", " [5. , 3.4, 1.6, 0.4],\n", " [5.2, 3.5, 1.5, 0.2],\n", " [5.2, 3.4, 1.4, 0.2],\n", " [4.7, 3.2, 1.6, 0.2],\n", " [4.8, 3.1, 1.6, 0.2],\n", " [5.4, 3.4, 1.5, 0.4],\n", " [5.2, 4.1, 1.5, 0.1],\n", " [5.5, 4.2, 1.4, 0.2],\n", " [4.9, 3.1, 1.5, 0.2],\n", " [5. , 3.2, 1.2, 0.2],\n", " [5.5, 3.5, 1.3, 0.2],\n", " [4.9, 3.6, 1.4, 0.1],\n", " [4.4, 3. , 1.3, 0.2],\n", " [5.1, 3.4, 1.5, 0.2],\n", " [5. , 3.5, 1.3, 0.3],\n", " [4.5, 2.3, 1.3, 0.3],\n", " [4.4, 3.2, 1.3, 0.2],\n", " [5. , 3.5, 1.6, 0.6],\n", " [5.1, 3.8, 1.9, 0.4],\n", " [4.8, 3. , 1.4, 0.3],\n", " [5.1, 3.8, 1.6, 0.2],\n", " [4.6, 3.2, 1.4, 0.2],\n", " [5.3, 3.7, 1.5, 0.2],\n", " [5. , 3.3, 1.4, 0.2],\n", " [7. , 3.2, 4.7, 1.4],\n", " [6.4, 3.2, 4.5, 1.5],\n", " [6.9, 3.1, 4.9, 1.5],\n", " [5.5, 2.3, 4. , 1.3],\n", " [6.5, 2.8, 4.6, 1.5],\n", " [5.7, 2.8, 4.5, 1.3],\n", " [6.3, 3.3, 4.7, 1.6],\n", " [4.9, 2.4, 3.3, 1. ],\n", " [6.6, 2.9, 4.6, 1.3],\n", " [5.2, 2.7, 3.9, 1.4],\n", " [5. , 2. , 3.5, 1. ],\n", " [5.9, 3. , 4.2, 1.5],\n", " [6. , 2.2, 4. , 1. ],\n", " [6.1, 2.9, 4.7, 1.4],\n", " [5.6, 2.9, 3.6, 1.3],\n", " [6.7, 3.1, 4.4, 1.4],\n", " [5.6, 3. , 4.5, 1.5],\n", " [5.8, 2.7, 4.1, 1. ],\n", " [6.2, 2.2, 4.5, 1.5],\n", " [5.6, 2.5, 3.9, 1.1],\n", " [5.9, 3.2, 4.8, 1.8],\n", " [6.1, 2.8, 4. , 1.3],\n", " [6.3, 2.5, 4.9, 1.5],\n", " [6.1, 2.8, 4.7, 1.2],\n", " [6.4, 2.9, 4.3, 1.3],\n", " [6.6, 3. , 4.4, 1.4],\n", " [6.8, 2.8, 4.8, 1.4],\n", " [6.7, 3. , 5. , 1.7],\n", " [6. , 2.9, 4.5, 1.5],\n", " [5.7, 2.6, 3.5, 1. ],\n", " [5.5, 2.4, 3.8, 1.1],\n", " [5.5, 2.4, 3.7, 1. ],\n", " [5.8, 2.7, 3.9, 1.2],\n", " [6. , 2.7, 5.1, 1.6],\n", " [5.4, 3. , 4.5, 1.5],\n", " [6. , 3.4, 4.5, 1.6],\n", " [6.7, 3.1, 4.7, 1.5],\n", " [6.3, 2.3, 4.4, 1.3],\n", " [5.6, 3. , 4.1, 1.3],\n", " [5.5, 2.5, 4. , 1.3],\n", " [5.5, 2.6, 4.4, 1.2],\n", " [6.1, 3. , 4.6, 1.4],\n", " [5.8, 2.6, 4. , 1.2],\n", " [5. , 2.3, 3.3, 1. ],\n", " [5.6, 2.7, 4.2, 1.3],\n", " [5.7, 3. , 4.2, 1.2],\n", " [5.7, 2.9, 4.2, 1.3],\n", " [6.2, 2.9, 4.3, 1.3],\n", " [5.1, 2.5, 3. , 1.1],\n", " [5.7, 2.8, 4.1, 1.3],\n", " [6.3, 3.3, 6. , 2.5],\n", " [5.8, 2.7, 5.1, 1.9],\n", " [7.1, 3. , 5.9, 2.1],\n", " [6.3, 2.9, 5.6, 1.8],\n", " [6.5, 3. , 5.8, 2.2],\n", " [7.6, 3. , 6.6, 2.1],\n", " [4.9, 2.5, 4.5, 1.7],\n", " [7.3, 2.9, 6.3, 1.8],\n", " [6.7, 2.5, 5.8, 1.8],\n", " [7.2, 3.6, 6.1, 2.5],\n", " [6.5, 3.2, 5.1, 2. ],\n", " [6.4, 2.7, 5.3, 1.9],\n", " [6.8, 3. , 5.5, 2.1],\n", " [5.7, 2.5, 5. , 2. ],\n", " [5.8, 2.8, 5.1, 2.4],\n", " [6.4, 3.2, 5.3, 2.3],\n", " [6.5, 3. , 5.5, 1.8],\n", " [7.7, 3.8, 6.7, 2.2],\n", " [7.7, 2.6, 6.9, 2.3],\n", " [6. , 2.2, 5. , 1.5],\n", " [6.9, 3.2, 5.7, 2.3],\n", " [5.6, 2.8, 4.9, 2. ],\n", " [7.7, 2.8, 6.7, 2. ],\n", " [6.3, 2.7, 4.9, 1.8],\n", " [6.7, 3.3, 5.7, 2.1],\n", " [7.2, 3.2, 6. , 1.8],\n", " [6.2, 2.8, 4.8, 1.8],\n", " [6.1, 3. , 4.9, 1.8],\n", " [6.4, 2.8, 5.6, 2.1],\n", " [7.2, 3. , 5.8, 1.6],\n", " [7.4, 2.8, 6.1, 1.9],\n", " [7.9, 3.8, 6.4, 2. ],\n", " [6.4, 2.8, 5.6, 2.2],\n", " [6.3, 2.8, 5.1, 1.5],\n", " [6.1, 2.6, 5.6, 1.4],\n", " [7.7, 3. , 6.1, 2.3],\n", " [6.3, 3.4, 5.6, 2.4],\n", " [6.4, 3.1, 5.5, 1.8],\n", " [6. , 3. , 4.8, 1.8],\n", " [6.9, 3.1, 5.4, 2.1],\n", " [6.7, 3.1, 5.6, 2.4],\n", " [6.9, 3.1, 5.1, 2.3],\n", " [5.8, 2.7, 5.1, 1.9],\n", " [6.8, 3.2, 5.9, 2.3],\n", " [6.7, 3.3, 5.7, 2.5],\n", " [6.7, 3. , 5.2, 2.3],\n", " [6.3, 2.5, 5. , 1.9],\n", " [6.5, 3. , 5.2, 2. ],\n", " [6.2, 3.4, 5.4, 2.3],\n", " [5.9, 3. , 5.1, 1.8]]),\n", " 'target': array([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,\n", " 0, 0, 0, 0, 0, 0, 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,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 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,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2]),\n", " 'frame': None,\n", " 'target_names': array(['setosa', 'versicolor', 'virginica'], dtype=' 2.45\n", "| |--- feature_3 <= 1.75\n", "| | |--- feature_2 <= 4.95\n", "| | | |--- feature_3 <= 1.65\n", "| | | | |--- class: 1\n", "| | | |--- feature_3 > 1.65\n", "| | | | |--- class: 2\n", "| | |--- feature_2 > 4.95\n", "| | | |--- feature_3 <= 1.55\n", "| | | | |--- class: 2\n", "| | | |--- feature_3 > 1.55\n", "| | | | |--- feature_0 <= 6.95\n", "| | | | | |--- class: 1\n", "| | | | |--- feature_0 > 6.95\n", "| | | | | |--- class: 2\n", "| |--- feature_3 > 1.75\n", "| | |--- feature_2 <= 4.85\n", "| | | |--- feature_1 <= 3.10\n", "| | | | |--- class: 2\n", "| | | |--- feature_1 > 3.10\n", "| | | | |--- class: 1\n", "| | |--- feature_2 > 4.85\n", "| | | |--- class: 2\n", "\n" ] } ], "source": [ "text_representation = tree.export_text(clf)\n", "print(text_representation)\n" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "target_name=['0','1']\n", "fig = plt.figure(figsize=(25,20))\n", "_ = tree.plot_tree(clf, \n", " feature_names=iris.feature_names, \n", " class_names=iris.target_names,\n", " filled=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig.savefig(\"decistion_tree.png\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "colnames=['Age', 'WorkClass', 'Fnlwgt', 'Education', 'Edu_Num', 'MaritalStatus', 'Occupation', 'Relationship', 'Race', 'Sex', 'CapitalGain', 'CapitalLoss', 'HrPerWk', 'Native', 'Target'] " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AgeWorkClassFnlwgtEducationEdu_NumMaritalStatusOccupationRelationshipRaceSexCapitalGainCapitalLossHrPerWkNativeTarget
039State-gov77516Bachelors13Never-marriedAdm-clericalNot-in-familyWhiteMale2174040United-States<=50K
150Self-emp-not-inc83311Bachelors13Married-civ-spouseExec-managerialHusbandWhiteMale0013United-States<=50K
238Private215646HS-grad9DivorcedHandlers-cleanersNot-in-familyWhiteMale0040United-States<=50K
353Private23472111th7Married-civ-spouseHandlers-cleanersHusbandBlackMale0040United-States<=50K
428Private338409Bachelors13Married-civ-spouseProf-specialtyWifeBlackFemale0040Cuba<=50K
537Private284582Masters14Married-civ-spouseExec-managerialWifeWhiteFemale0040United-States<=50K
649Private1601879th5Married-spouse-absentOther-serviceNot-in-familyBlackFemale0016Jamaica<=50K
752Self-emp-not-inc209642HS-grad9Married-civ-spouseExec-managerialHusbandWhiteMale0045United-States>50K
831Private45781Masters14Never-marriedProf-specialtyNot-in-familyWhiteFemale14084050United-States>50K
942Private159449Bachelors13Married-civ-spouseExec-managerialHusbandWhiteMale5178040United-States>50K
\n", "
" ], "text/plain": [ " Age WorkClass Fnlwgt Education Edu_Num \\\n", "0 39 State-gov 77516 Bachelors 13 \n", "1 50 Self-emp-not-inc 83311 Bachelors 13 \n", "2 38 Private 215646 HS-grad 9 \n", "3 53 Private 234721 11th 7 \n", "4 28 Private 338409 Bachelors 13 \n", "5 37 Private 284582 Masters 14 \n", "6 49 Private 160187 9th 5 \n", "7 52 Self-emp-not-inc 209642 HS-grad 9 \n", "8 31 Private 45781 Masters 14 \n", "9 42 Private 159449 Bachelors 13 \n", "\n", " MaritalStatus Occupation Relationship Race \\\n", "0 Never-married Adm-clerical Not-in-family White \n", "1 Married-civ-spouse Exec-managerial Husband White \n", "2 Divorced Handlers-cleaners Not-in-family White \n", "3 Married-civ-spouse Handlers-cleaners Husband Black \n", "4 Married-civ-spouse Prof-specialty Wife Black \n", "5 Married-civ-spouse Exec-managerial Wife White \n", "6 Married-spouse-absent Other-service Not-in-family Black \n", "7 Married-civ-spouse Exec-managerial Husband White \n", "8 Never-married Prof-specialty Not-in-family White \n", "9 Married-civ-spouse Exec-managerial Husband White \n", "\n", " Sex CapitalGain CapitalLoss HrPerWk Native Target \n", "0 Male 2174 0 40 United-States <=50K \n", "1 Male 0 0 13 United-States <=50K \n", "2 Male 0 0 40 United-States <=50K \n", "3 Male 0 0 40 United-States <=50K \n", "4 Female 0 0 40 Cuba <=50K \n", "5 Female 0 0 40 United-States <=50K \n", "6 Female 0 0 16 Jamaica <=50K \n", "7 Male 0 0 45 United-States >50K \n", "8 Female 14084 0 50 United-States >50K \n", "9 Male 5178 0 40 United-States >50K " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "#Load in the dataset\n", "df = pd.read_csv('/Users/brendan.tierney/Dropbox/4-Datasets/adult.csv', names=colnames, header=None)\n", "df.head(10)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isnull().values.any()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rows : 32561\n", "Columns : 15\n", "\n", "Features : \n", " ['Age', 'WorkClass', 'Fnlwgt', 'Education', 'Edu_Num', 'MaritalStatus', 'Occupation', 'Relationship', 'Race', 'Sex', 'CapitalGain', 'CapitalLoss', 'HrPerWk', 'Native', 'Target']\n", "\n", "Missing values : 0\n", "\n", "Unique values : \n", " Age 73\n", "WorkClass 9\n", "Fnlwgt 21648\n", "Education 16\n", "Edu_Num 16\n", "MaritalStatus 7\n", "Occupation 15\n", "Relationship 6\n", "Race 5\n", "Sex 2\n", "CapitalGain 119\n", "CapitalLoss 92\n", "HrPerWk 94\n", "Native 42\n", "Target 2\n", "dtype: int64\n" ] } ], "source": [ "print (\"Rows : \" ,df.shape[0])\n", "print (\"Columns : \" ,df.shape[1])\n", "print (\"\\nFeatures : \\n\" ,df.columns.tolist())\n", "print (\"\\nMissing values : \", df.isnull().sum().values.sum())\n", "print (\"\\nUnique values : \\n\",df.nunique())\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 32561 entries, 0 to 32560\n", "Data columns (total 15 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Age 32561 non-null int64 \n", " 1 WorkClass 32561 non-null object\n", " 2 Fnlwgt 32561 non-null int64 \n", " 3 Education 32561 non-null object\n", " 4 Edu_Num 32561 non-null int64 \n", " 5 MaritalStatus 32561 non-null object\n", " 6 Occupation 32561 non-null object\n", " 7 Relationship 32561 non-null object\n", " 8 Race 32561 non-null object\n", " 9 Sex 32561 non-null object\n", " 10 CapitalGain 32561 non-null int64 \n", " 11 CapitalLoss 32561 non-null int64 \n", " 12 HrPerWk 32561 non-null int64 \n", " 13 Native 32561 non-null object\n", " 14 Target 32561 non-null object\n", "dtypes: int64(6), object(9)\n", "memory usage: 3.7+ MB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AgeFnlwgtEdu_NumCapitalGainCapitalLossHrPerWk
count32561.0000003.256100e+0432561.00000032561.00000032561.00000032561.000000
mean38.5816471.897784e+0510.0806791077.64884487.30383040.437456
std13.6404331.055500e+052.5727207385.292085402.96021912.347429
min17.0000001.228500e+041.0000000.0000000.0000001.000000
25%28.0000001.178270e+059.0000000.0000000.00000040.000000
50%37.0000001.783560e+0510.0000000.0000000.00000040.000000
75%48.0000002.370510e+0512.0000000.0000000.00000045.000000
max90.0000001.484705e+0616.00000099999.0000004356.00000099.000000
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" ], "text/plain": [ " Age Fnlwgt Edu_Num CapitalGain CapitalLoss \\\n", "count 32561.000000 3.256100e+04 32561.000000 32561.000000 32561.000000 \n", "mean 38.581647 1.897784e+05 10.080679 1077.648844 87.303830 \n", "std 13.640433 1.055500e+05 2.572720 7385.292085 402.960219 \n", "min 17.000000 1.228500e+04 1.000000 0.000000 0.000000 \n", "25% 28.000000 1.178270e+05 9.000000 0.000000 0.000000 \n", "50% 37.000000 1.783560e+05 10.000000 0.000000 0.000000 \n", "75% 48.000000 2.370510e+05 12.000000 0.000000 0.000000 \n", "max 90.000000 1.484705e+06 16.000000 99999.000000 4356.000000 \n", "\n", " HrPerWk \n", "count 32561.000000 \n", "mean 40.437456 \n", "std 12.347429 \n", "min 1.000000 \n", "25% 40.000000 \n", "50% 40.000000 \n", "75% 45.000000 \n", "max 99.000000 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Numerical feature of summary/description \n", "df.describe()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Age 0\n", "WorkClass 0\n", "Fnlwgt 0\n", "Education 0\n", "Edu_Num 0\n", "MaritalStatus 0\n", "Occupation 0\n", "Relationship 0\n", "Race 0\n", "Sex 0\n", "CapitalGain 0\n", "CapitalLoss 0\n", "HrPerWk 0\n", "Native 0\n", "Target 0\n", "dtype: int64" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "# checking \"?\" values, how many are there in the whole dataset\n", "df_missing = (df=='?').sum()\n", "df_missing" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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WorkClassEducationMaritalStatusOccupationRelationshipRaceSexNativeTarget
0State-govBachelorsNever-marriedAdm-clericalNot-in-familyWhiteMaleUnited-States<=50K
1Self-emp-not-incBachelorsMarried-civ-spouseExec-managerialHusbandWhiteMaleUnited-States<=50K
2PrivateHS-gradDivorcedHandlers-cleanersNot-in-familyWhiteMaleUnited-States<=50K
3Private11thMarried-civ-spouseHandlers-cleanersHusbandBlackMaleUnited-States<=50K
4PrivateBachelorsMarried-civ-spouseProf-specialtyWifeBlackFemaleCuba<=50K
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" ], "text/plain": [ " WorkClass Education MaritalStatus Occupation \\\n", "0 State-gov Bachelors Never-married Adm-clerical \n", "1 Self-emp-not-inc Bachelors Married-civ-spouse Exec-managerial \n", "2 Private HS-grad Divorced Handlers-cleaners \n", "3 Private 11th Married-civ-spouse Handlers-cleaners \n", "4 Private Bachelors Married-civ-spouse Prof-specialty \n", "\n", " Relationship Race Sex Native Target \n", "0 Not-in-family White Male United-States <=50K \n", "1 Husband White Male United-States <=50K \n", "2 Not-in-family White Male United-States <=50K \n", "3 Husband Black Male United-States <=50K \n", "4 Wife Black Female Cuba <=50K " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn import preprocessing\n", "\n", "# encode categorical variables using label Encoder\n", "\n", "# select all categorical variables\n", "df_categorical = df.select_dtypes(include=['object'])\n", "df_categorical.head()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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WorkClassEducationMaritalStatusOccupationRelationshipRaceSexNativeTarget
07941141390
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" ], "text/plain": [ " WorkClass Education MaritalStatus Occupation Relationship Race Sex \\\n", "0 7 9 4 1 1 4 1 \n", "1 6 9 2 4 0 4 1 \n", "2 4 11 0 6 1 4 1 \n", "3 4 1 2 6 0 2 1 \n", "4 4 9 2 10 5 2 0 \n", "\n", " Native Target \n", "0 39 0 \n", "1 39 0 \n", "2 39 0 \n", "3 39 0 \n", "4 5 0 " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# apply label encoder to df_categorical\n", "le = preprocessing.LabelEncoder()\n", "df_categorical = df_categorical.apply(le.fit_transform)\n", "df_categorical.head()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AgeFnlwgtEdu_NumCapitalGainCapitalLossHrPerWkWorkClassEducationMaritalStatusOccupationRelationshipRaceSexNativeTarget
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" ], "text/plain": [ " Age Fnlwgt Edu_Num CapitalGain CapitalLoss HrPerWk WorkClass \\\n", "0 39 77516 13 2174 0 40 7 \n", "1 50 83311 13 0 0 13 6 \n", "2 38 215646 9 0 0 40 4 \n", "3 53 234721 7 0 0 40 4 \n", "4 28 338409 13 0 0 40 4 \n", "\n", " Education MaritalStatus Occupation Relationship Race Sex Native \\\n", "0 9 4 1 1 4 1 39 \n", "1 9 2 4 0 4 1 39 \n", "2 11 0 6 1 4 1 39 \n", "3 1 2 6 0 2 1 39 \n", "4 9 2 10 5 2 0 5 \n", "\n", " Target \n", "0 0 \n", "1 0 \n", "2 0 \n", "3 0 \n", "4 0 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Next, Concatenate df_categorical dataframe with original df (dataframe)\n", "\n", "# first, Drop earlier duplicate columns which had categorical values\n", "df = df.drop(df_categorical.columns,axis=1)\n", "df = pd.concat([df,df_categorical],axis=1)\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AgeFnlwgtEdu_NumCapitalGainCapitalLossHrPerWkWorkClassEducationMaritalStatusOccupationRelationshipRaceSexNativeTarget
Age1.000000-0.0766460.0365270.0776740.0577750.0687560.003787-0.010508-0.266288-0.020947-0.2636980.0287180.088832-0.0011510.234037
Fnlwgt-0.0766461.000000-0.0431950.000432-0.010252-0.018768-0.016656-0.0281450.0281530.0015970.008931-0.0212910.026858-0.051966-0.009463
Edu_Num0.036527-0.0431951.0000000.1226300.0799230.1481230.0520850.359153-0.0693040.109697-0.0941530.0318380.0122800.0508400.335154
CapitalGain0.0776740.0004320.1226301.000000-0.0316150.0784090.0338350.030046-0.0433930.025505-0.0579190.0111450.048480-0.0019820.223329
CapitalLoss0.057775-0.0102520.079923-0.0316151.0000000.0542560.0122160.016746-0.0341870.017987-0.0610620.0188990.0455670.0004190.150526
HrPerWk0.068756-0.0187680.1481230.0784090.0542561.0000000.1389620.055510-0.1905190.080383-0.2489740.0419100.229309-0.0026710.229689
WorkClass0.003787-0.0166560.0520850.0338350.0122160.1389621.0000000.023513-0.0647310.254892-0.0904610.0497420.095981-0.0076900.051604
Education-0.010508-0.0281450.3591530.0300460.0167460.0555100.0235131.000000-0.038407-0.021260-0.0108760.014131-0.0273560.0642880.079317
MaritalStatus-0.2662880.028153-0.069304-0.043393-0.034187-0.190519-0.064731-0.0384071.000000-0.0096540.185451-0.068013-0.129314-0.023819-0.199307
Occupation-0.0209470.0015970.1096970.0255050.0179870.0803830.254892-0.021260-0.0096541.000000-0.0756070.0067630.080296-0.0125430.075468
Relationship-0.2636980.008931-0.094153-0.057919-0.061062-0.248974-0.090461-0.0108760.185451-0.0756071.000000-0.116055-0.582454-0.005507-0.250918
Race0.028718-0.0212910.0318380.0111450.0188990.0419100.0497420.014131-0.0680130.006763-0.1160551.0000000.0872040.1378520.071846
Sex0.0888320.0268580.0122800.0484800.0455670.2293090.095981-0.027356-0.1293140.080296-0.5824540.0872041.000000-0.0081190.215980
Native-0.001151-0.0519660.050840-0.0019820.000419-0.002671-0.0076900.064288-0.023819-0.012543-0.0055070.137852-0.0081191.0000000.015840
Target0.234037-0.0094630.3351540.2233290.1505260.2296890.0516040.079317-0.1993070.075468-0.2509180.0718460.2159800.0158401.000000
\n", "
" ], "text/plain": [ " Age Fnlwgt Edu_Num CapitalGain CapitalLoss \\\n", "Age 1.000000 -0.076646 0.036527 0.077674 0.057775 \n", "Fnlwgt -0.076646 1.000000 -0.043195 0.000432 -0.010252 \n", "Edu_Num 0.036527 -0.043195 1.000000 0.122630 0.079923 \n", "CapitalGain 0.077674 0.000432 0.122630 1.000000 -0.031615 \n", "CapitalLoss 0.057775 -0.010252 0.079923 -0.031615 1.000000 \n", "HrPerWk 0.068756 -0.018768 0.148123 0.078409 0.054256 \n", "WorkClass 0.003787 -0.016656 0.052085 0.033835 0.012216 \n", "Education -0.010508 -0.028145 0.359153 0.030046 0.016746 \n", "MaritalStatus -0.266288 0.028153 -0.069304 -0.043393 -0.034187 \n", "Occupation -0.020947 0.001597 0.109697 0.025505 0.017987 \n", "Relationship -0.263698 0.008931 -0.094153 -0.057919 -0.061062 \n", "Race 0.028718 -0.021291 0.031838 0.011145 0.018899 \n", "Sex 0.088832 0.026858 0.012280 0.048480 0.045567 \n", "Native -0.001151 -0.051966 0.050840 -0.001982 0.000419 \n", "Target 0.234037 -0.009463 0.335154 0.223329 0.150526 \n", "\n", " HrPerWk WorkClass Education MaritalStatus Occupation \\\n", "Age 0.068756 0.003787 -0.010508 -0.266288 -0.020947 \n", "Fnlwgt -0.018768 -0.016656 -0.028145 0.028153 0.001597 \n", "Edu_Num 0.148123 0.052085 0.359153 -0.069304 0.109697 \n", "CapitalGain 0.078409 0.033835 0.030046 -0.043393 0.025505 \n", "CapitalLoss 0.054256 0.012216 0.016746 -0.034187 0.017987 \n", "HrPerWk 1.000000 0.138962 0.055510 -0.190519 0.080383 \n", "WorkClass 0.138962 1.000000 0.023513 -0.064731 0.254892 \n", "Education 0.055510 0.023513 1.000000 -0.038407 -0.021260 \n", "MaritalStatus -0.190519 -0.064731 -0.038407 1.000000 -0.009654 \n", "Occupation 0.080383 0.254892 -0.021260 -0.009654 1.000000 \n", "Relationship -0.248974 -0.090461 -0.010876 0.185451 -0.075607 \n", "Race 0.041910 0.049742 0.014131 -0.068013 0.006763 \n", "Sex 0.229309 0.095981 -0.027356 -0.129314 0.080296 \n", "Native -0.002671 -0.007690 0.064288 -0.023819 -0.012543 \n", "Target 0.229689 0.051604 0.079317 -0.199307 0.075468 \n", "\n", " Relationship Race Sex Native Target \n", "Age -0.263698 0.028718 0.088832 -0.001151 0.234037 \n", "Fnlwgt 0.008931 -0.021291 0.026858 -0.051966 -0.009463 \n", "Edu_Num -0.094153 0.031838 0.012280 0.050840 0.335154 \n", "CapitalGain -0.057919 0.011145 0.048480 -0.001982 0.223329 \n", "CapitalLoss -0.061062 0.018899 0.045567 0.000419 0.150526 \n", "HrPerWk -0.248974 0.041910 0.229309 -0.002671 0.229689 \n", "WorkClass -0.090461 0.049742 0.095981 -0.007690 0.051604 \n", "Education -0.010876 0.014131 -0.027356 0.064288 0.079317 \n", "MaritalStatus 0.185451 -0.068013 -0.129314 -0.023819 -0.199307 \n", "Occupation -0.075607 0.006763 0.080296 -0.012543 0.075468 \n", "Relationship 1.000000 -0.116055 -0.582454 -0.005507 -0.250918 \n", "Race -0.116055 1.000000 0.087204 0.137852 0.071846 \n", "Sex -0.582454 0.087204 1.000000 -0.008119 0.215980 \n", "Native -0.005507 0.137852 -0.008119 1.000000 0.015840 \n", "Target -0.250918 0.071846 0.215980 0.015840 1.000000 " ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corr_matrix=df.corr()\n", "corr_matrix" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import seaborn as sn\n", "#import matplotlib.pyplot as plt\n", "\n", "fig = plt.subplots(figsize=(17,14))\n", "sn.heatmap(corr_matrix, annot=True)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 24720\n", "1 7841\n", "Name: Target, dtype: int64" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Target'].value_counts()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "# Putting independent variables/features to X\n", "X = df.drop('Target',axis=1)\n", "\n", "# Putting response/dependent variable/feature to y\n", "y = df['Target']\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# Splitting the data into train and test\n", "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.30,random_state=99)\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DecisionTreeClassifier(max_depth=5)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Importing decision tree classifier from sklearn library\n", "from sklearn.tree import DecisionTreeClassifier\n", "\n", "# Fitting the decision tree with default hyperparameters, apart from\n", "# max_depth which is 5 so that we can plot and read the tree.\n", "dt_default = DecisionTreeClassifier(max_depth=5)\n", "dt_default.fit(X_train,y_train)\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|--- feature_10 <= 0.50\n", "| |--- feature_2 <= 12.50\n", "| | |--- feature_3 <= 5095.50\n", "| | | |--- feature_2 <= 8.50\n", "| | | | |--- feature_4 <= 1791.50\n", "| | | | | |--- class: 0\n", "| | | | |--- feature_4 > 1791.50\n", "| | | | | |--- class: 0\n", "| | | |--- feature_2 > 8.50\n", "| | | | |--- feature_4 <= 1846.00\n", "| | | | | |--- class: 0\n", "| | | | |--- feature_4 > 1846.00\n", "| | | | | |--- class: 1\n", "| | |--- feature_3 > 5095.50\n", "| | | |--- feature_0 <= 61.50\n", "| | | | |--- class: 1\n", "| | | |--- feature_0 > 61.50\n", "| | | | |--- feature_1 <= 340601.00\n", "| | | | | |--- class: 1\n", "| | | | |--- feature_1 > 340601.00\n", "| | | | | |--- class: 0\n", "| |--- feature_2 > 12.50\n", "| | |--- feature_3 <= 5095.50\n", "| | | |--- feature_4 <= 1782.50\n", "| | | | |--- feature_5 <= 31.00\n", "| | | | | |--- class: 0\n", "| | | | |--- feature_5 > 31.00\n", "| | | | | |--- class: 1\n", "| | | |--- feature_4 > 1782.50\n", "| | | | |--- feature_4 <= 1989.50\n", "| | | | | |--- class: 1\n", "| | | | |--- feature_4 > 1989.50\n", "| | | | | |--- class: 1\n", "| | |--- feature_3 > 5095.50\n", "| | | |--- feature_0 <= 84.50\n", "| | | | |--- feature_5 <= 22.50\n", "| | | | | |--- class: 1\n", "| | | | |--- feature_5 > 22.50\n", "| | | | | |--- class: 1\n", "| | | |--- feature_0 > 84.50\n", "| | | | |--- feature_6 <= 5.00\n", "| | | | | |--- class: 1\n", "| | | | |--- feature_6 > 5.00\n", "| | | | | |--- class: 0\n", "|--- feature_10 > 0.50\n", "| |--- feature_3 <= 7073.50\n", "| | |--- feature_10 <= 4.50\n", "| | | |--- feature_2 <= 12.50\n", "| | | | |--- feature_4 <= 2218.50\n", "| | | | | |--- class: 0\n", "| | | | |--- feature_4 > 2218.50\n", "| | | | | |--- class: 0\n", "| | | |--- feature_2 > 12.50\n", "| | | | |--- feature_5 <= 43.50\n", "| | | | | |--- class: 0\n", "| | | | |--- feature_5 > 43.50\n", "| | | | | |--- class: 0\n", "| | |--- feature_10 > 4.50\n", "| | | |--- feature_2 <= 12.50\n", "| | | | |--- feature_0 <= 31.50\n", "| | | | | |--- class: 0\n", "| | | | |--- feature_0 > 31.50\n", "| | | | | |--- class: 0\n", "| | | |--- feature_2 > 12.50\n", "| | | | |--- feature_13 <= 35.50\n", "| | | | | |--- class: 0\n", "| | | | |--- feature_13 > 35.50\n", "| | | | | |--- class: 1\n", "| |--- feature_3 > 7073.50\n", "| | |--- feature_1 <= 25115.50\n", "| | | |--- feature_0 <= 37.00\n", "| | | | |--- class: 1\n", "| | | |--- feature_0 > 37.00\n", "| | | | |--- class: 0\n", "| | |--- feature_1 > 25115.50\n", "| | | |--- feature_0 <= 20.00\n", "| | | | |--- feature_8 <= 3.00\n", "| | | | | |--- class: 1\n", "| | | | |--- feature_8 > 3.00\n", "| | | | | |--- class: 0\n", "| | | |--- feature_0 > 20.00\n", "| | | | |--- feature_3 <= 7565.50\n", "| | | | | |--- class: 1\n", "| | | | |--- feature_3 > 7565.50\n", "| | | | | |--- class: 1\n", "\n" ] } ], "source": [ "text_representation = tree.export_text(dt_default)\n", "print(text_representation)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "target_names=['0','1']\n", "feature_names=['Age', 'WorkClass', 'Fnlwgt', 'Education', 'Edu_Num', 'MaritalStatus', 'Occupation', 'Relationship', 'Race', 'Sex', 'CapitalGain', 'CapitalLoss', 'HrPerWk', 'Native']\n", "fig = plt.figure(figsize=(20,18))\n", "_ = tree.plot_tree(dt_default, filled=True, proportion=True, fontsize=10, feature_names=feature_names, class_names=target_names)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20,18))\n", "_ = tree.plot_tree(dt_default, filled=True, proportion=True, fontsize=10, max_depth=2, feature_names=feature_names, class_names=target_names)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 0.86 0.95 0.91 7436\n", " 1 0.78 0.52 0.63 2333\n", "\n", " accuracy 0.85 9769\n", " macro avg 0.82 0.74 0.77 9769\n", "weighted avg 0.84 0.85 0.84 9769\n", "\n" ] } ], "source": [ "# Importing classification report and confusion matrix from sklearn metrics\n", "from sklearn.metrics import classification_report,confusion_matrix,accuracy_score\n", "\n", "# making predictions\n", "y_pred_default = dt_default.predict(X_test)\n", "\n", "# Printing classifier report after prediction\n", "print(classification_report(y_test,y_pred_default))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Exercise: See previous example for creating a Confusion matrix. Create a confusion matrix for th results" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[7096 340]\n", " [1113 1220]]\n", "0.8512642030914116\n" ] } ], "source": [ "print(confusion_matrix(y_test,y_pred_default))\n", "print(accuracy_score(y_test,y_pred_default))" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Predicted 0 1 All\n", "Actual \n", "0 1930 326 2256\n", "1 589 121 710\n", "All 2519 447 2966\n" ] } ], "source": [ "print(pd.crosstab(pd.Series(y_test), pd.Series(y_pred_default), rownames=['Actual'], colnames=['Predicted'], margins=True))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Exercise: Create a model using X_train, y_train, X_test, y_test, for the following algorithms\n", "# - RandomForest\n", "# - XGBoost\n", "#\n", "# See shell code below, modify, and complete the code for each algorithm\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Shell code for RandomForest\n", "from sklearn.ensemble import RandomForestClassifier\n", "\n", "rf_default = RandomForestClassifier(max_depth=5)\n", "rf_default.fit(X_train,y_train)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# making predictions\n", "y_pred_rf_default = rf_default.predict(X_test)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Shell code for XGBoost" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Import library -> you might need to install this -> pip3 install xgboost\n", "from xgboost import XGBClassifier\n", "\n", "xgb_default=XGBClassifier(n_estimators=100)\n", "\n", "xgb_default.fit(X_train, y_train)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "y_pred = xgb_default.predict(X_test)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Exercise: Compare the results from each algorithm for this dataset (Naive Bayes, Decision Tree, RandomForest, XGBoost)\n", "#\n", "#Exercise: Which algorithm gives the best outcome? \n", "# - Which algorithm would you recommend using?" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }