{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Installation" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# run this cell to install pycaret in Google Colab\n", "# !pip install pycaret" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# If you are using Jupyter notebook, you can pip install pycaret using jupyter notebook or command line\n", "# pip install pycaret" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.0.0\n" ] } ], "source": [ "from pycaret.utils import version\n", "version()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Importing Dataset" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IdPurchaseWeekofPurchaseStoreIDPriceCHPriceMMDiscCHDiscMMSpecialCHSpecialMMLoyalCHSalePriceMMSalePriceCHPriceDiffStore7PctDiscMMPctDiscCHListPriceDiffSTORE
01CH23711.751.990.000.0000.5000001.991.750.24No0.0000000.0000000.241
12CH23911.751.990.000.3010.6000001.691.75-0.06No0.1507540.0000000.241
23CH24511.862.090.170.0000.6800002.091.690.40No0.0000000.0913980.231
34MM22711.691.690.000.0000.4000001.691.690.00No0.0000000.0000000.001
45CH22871.691.690.000.0000.9565351.691.690.00Yes0.0000000.0000000.000
\n", "
" ], "text/plain": [ " Id Purchase WeekofPurchase StoreID PriceCH PriceMM DiscCH DiscMM \\\n", "0 1 CH 237 1 1.75 1.99 0.00 0.0 \n", "1 2 CH 239 1 1.75 1.99 0.00 0.3 \n", "2 3 CH 245 1 1.86 2.09 0.17 0.0 \n", "3 4 MM 227 1 1.69 1.69 0.00 0.0 \n", "4 5 CH 228 7 1.69 1.69 0.00 0.0 \n", "\n", " SpecialCH SpecialMM LoyalCH SalePriceMM SalePriceCH PriceDiff Store7 \\\n", "0 0 0 0.500000 1.99 1.75 0.24 No \n", "1 0 1 0.600000 1.69 1.75 -0.06 No \n", "2 0 0 0.680000 2.09 1.69 0.40 No \n", "3 0 0 0.400000 1.69 1.69 0.00 No \n", "4 0 0 0.956535 1.69 1.69 0.00 Yes \n", "\n", " PctDiscMM PctDiscCH ListPriceDiff STORE \n", "0 0.000000 0.000000 0.24 1 \n", "1 0.150754 0.000000 0.24 1 \n", "2 0.000000 0.091398 0.23 1 \n", "3 0.000000 0.000000 0.00 1 \n", "4 0.000000 0.000000 0.00 0 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pycaret.datasets import get_data\n", "data = get_data('juice')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Setting up Environment" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "setup??" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " \n", "Setup Succesfully Completed!\n" ] }, { "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", " \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", " \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", " \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", "
Description Value
0session_id786
1Target TypeBinary
2Label EncodedCH: 0, MM: 1
3Original Data(1070, 19)
4Missing Values False
5Numeric Features 13
6Categorical Features 5
7Ordinal Features False
8High Cardinality Features False
9High Cardinality Method None
10Sampled Data(1070, 19)
11Transformed Train Set(748, 16)
12Transformed Test Set(322, 16)
13Numeric Imputer mean
14Categorical Imputer constant
15Normalize False
16Normalize Method None
17Transformation False
18Transformation Method None
19PCA False
20PCA Method None
21PCA Components None
22Ignore Low Variance False
23Combine Rare Levels False
24Rare Level Threshold None
25Numeric Binning False
26Remove Outliers False
27Outliers Threshold None
28Remove Multicollinearity False
29Multicollinearity Threshold None
30Clustering False
31Clustering Iteration None
32Polynomial Features False
33Polynomial Degree None
34Trignometry Features False
35Polynomial Threshold None
36Group Features False
37Feature Selection False
38Features Selection Threshold None
39Feature Interaction False
40Feature Ratio False
41Interaction Threshold None
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pycaret.classification import *\n", "clf1 = setup(data, target = 'Purchase', session_id=786)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Compare Models" ] }, { "cell_type": "code", "execution_count": 7, "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", " \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", " \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", "
Model Accuracy AUC Recall Prec. F1 Kappa
0Logistic Regression0.83150.89960.74020.81590.77270.6399
1Linear Discriminant Analysis0.82220.89890.75050.79010.76640.6235
2Ridge Classifier0.820800.74690.7890.76290.6197
3CatBoost Classifier0.79820.88680.75720.7430.74610.5795
4Gradient Boosting Classifier0.79540.89490.74320.74370.73820.5712
5Extreme Gradient Boosting0.79010.89190.73640.7360.73170.5601
6Ada Boost Classifier0.78340.87670.69840.7350.71340.54
7Light Gradient Boosting Machine0.77670.87090.72950.71320.71810.534
8Naive Bayes0.77540.8440.77780.69270.73060.5397
9Extra Trees Classifier0.77150.83250.69570.71820.70340.5183
10Random Forest Classifier0.76870.84220.68210.72010.69470.51
11Quadratic Discriminant Analysis0.7580.80640.68890.69910.68130.4892
12K Neighbors Classifier0.74340.78710.60640.70090.64710.4477
13Decision Tree Classifier0.74340.74350.71610.6610.68420.4695
14SVM - Linear Kernel0.565600.20340.17730.11820.0042
" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "compare_models()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 4. Create Model" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AccuracyAUCRecallPrec.F1Kappa
00.84000.90410.66670.90910.76920.6512
10.78670.88370.66670.76920.71430.5455
20.85330.91530.75860.84620.80000.6848
30.88000.94530.82760.85710.84210.7454
40.78670.87260.72410.72410.72410.5502
50.88000.91450.93100.79410.85710.7548
60.85330.91600.75860.84620.80000.6848
70.78670.84260.68970.74070.71430.5444
80.81080.90340.62070.85710.72000.5826
90.83780.89890.75860.81480.78570.6555
Mean0.83150.89960.74020.81590.77270.6399
SD0.03500.02660.08540.05540.05060.0762
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.8400 0.9041 0.6667 0.9091 0.7692 0.6512\n", "1 0.7867 0.8837 0.6667 0.7692 0.7143 0.5455\n", "2 0.8533 0.9153 0.7586 0.8462 0.8000 0.6848\n", "3 0.8800 0.9453 0.8276 0.8571 0.8421 0.7454\n", "4 0.7867 0.8726 0.7241 0.7241 0.7241 0.5502\n", "5 0.8800 0.9145 0.9310 0.7941 0.8571 0.7548\n", "6 0.8533 0.9160 0.7586 0.8462 0.8000 0.6848\n", "7 0.7867 0.8426 0.6897 0.7407 0.7143 0.5444\n", "8 0.8108 0.9034 0.6207 0.8571 0.7200 0.5826\n", "9 0.8378 0.8989 0.7586 0.8148 0.7857 0.6555\n", "Mean 0.8315 0.8996 0.7402 0.8159 0.7727 0.6399\n", "SD 0.0350 0.0266 0.0854 0.0554 0.0506 0.0762" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lr = create_model('lr')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AccuracyAUCRecallPrec.F1Kappa
00.73330.72220.66670.66670.66670.4444
10.77330.76960.66670.74070.70180.5198
20.76000.77890.79310.65710.71880.5126
30.84000.85040.89660.74290.81250.6751
40.70670.73390.79310.58970.67650.4186
50.78670.79240.82760.68570.75000.5668
60.60000.59600.51720.48390.50000.1673
70.69330.68630.65520.59380.62300.3656
80.78380.76090.65520.76000.70370.5350
90.75680.74480.68970.68970.68970.4897
Mean0.74340.74350.71610.66100.68420.4695
SD0.06220.06450.10460.08080.07790.1289
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.7333 0.7222 0.6667 0.6667 0.6667 0.4444\n", "1 0.7733 0.7696 0.6667 0.7407 0.7018 0.5198\n", "2 0.7600 0.7789 0.7931 0.6571 0.7188 0.5126\n", "3 0.8400 0.8504 0.8966 0.7429 0.8125 0.6751\n", "4 0.7067 0.7339 0.7931 0.5897 0.6765 0.4186\n", "5 0.7867 0.7924 0.8276 0.6857 0.7500 0.5668\n", "6 0.6000 0.5960 0.5172 0.4839 0.5000 0.1673\n", "7 0.6933 0.6863 0.6552 0.5938 0.6230 0.3656\n", "8 0.7838 0.7609 0.6552 0.7600 0.7037 0.5350\n", "9 0.7568 0.7448 0.6897 0.6897 0.6897 0.4897\n", "Mean 0.7434 0.7435 0.7161 0.6610 0.6842 0.4695\n", "SD 0.0622 0.0645 0.1046 0.0808 0.0779 0.1289" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dt = create_model('dt')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5. Tune Model" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AccuracyAUCRecallPrec.F1Kappa
00.86670.88150.76670.88460.82140.7159
10.76000.86810.63330.73080.67860.4886
20.86670.91040.86210.80650.83330.7224
30.85330.94230.89660.76470.82540.7003
40.69330.79840.65520.59380.62300.3656
50.88000.90440.89660.81250.85250.7517
60.80000.83280.65520.79170.71700.5645
70.70670.78070.72410.60000.65620.4043
80.75680.86050.51720.78950.62500.4563
90.81080.85820.86210.71430.78130.6171
Mean0.79940.86370.74690.74880.74140.5787
SD0.06470.04740.12440.08790.08670.1359
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.8667 0.8815 0.7667 0.8846 0.8214 0.7159\n", "1 0.7600 0.8681 0.6333 0.7308 0.6786 0.4886\n", "2 0.8667 0.9104 0.8621 0.8065 0.8333 0.7224\n", "3 0.8533 0.9423 0.8966 0.7647 0.8254 0.7003\n", "4 0.6933 0.7984 0.6552 0.5938 0.6230 0.3656\n", "5 0.8800 0.9044 0.8966 0.8125 0.8525 0.7517\n", "6 0.8000 0.8328 0.6552 0.7917 0.7170 0.5645\n", "7 0.7067 0.7807 0.7241 0.6000 0.6562 0.4043\n", "8 0.7568 0.8605 0.5172 0.7895 0.6250 0.4563\n", "9 0.8108 0.8582 0.8621 0.7143 0.7813 0.6171\n", "Mean 0.7994 0.8637 0.7469 0.7488 0.7414 0.5787\n", "SD 0.0647 0.0474 0.1244 0.0879 0.0867 0.1359" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tuned_dt = tune_model('dt')" ] }, { "cell_type": "code", "execution_count": 12, "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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AccuracyAUCRecallPrec.F1Kappa
00.76000.85220.40001.00000.57140.4444
10.70670.78370.60000.64290.62070.3820
20.80000.90100.58620.85000.69390.5527
30.82670.93630.65520.86360.74510.6175
40.74670.78340.62070.69230.65450.4555
50.78670.86660.65520.76000.70370.5385
60.78670.88310.65520.76000.70370.5385
70.73330.80960.48280.73680.58330.3995
80.75680.84670.44830.86670.59090.4417
90.79730.85670.58620.85000.69390.5499
Mean0.77010.85190.56900.80220.65610.4920
SD0.03400.04680.08780.09850.05770.0734
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.7600 0.8522 0.4000 1.0000 0.5714 0.4444\n", "1 0.7067 0.7837 0.6000 0.6429 0.6207 0.3820\n", "2 0.8000 0.9010 0.5862 0.8500 0.6939 0.5527\n", "3 0.8267 0.9363 0.6552 0.8636 0.7451 0.6175\n", "4 0.7467 0.7834 0.6207 0.6923 0.6545 0.4555\n", "5 0.7867 0.8666 0.6552 0.7600 0.7037 0.5385\n", "6 0.7867 0.8831 0.6552 0.7600 0.7037 0.5385\n", "7 0.7333 0.8096 0.4828 0.7368 0.5833 0.3995\n", "8 0.7568 0.8467 0.4483 0.8667 0.5909 0.4417\n", "9 0.7973 0.8567 0.5862 0.8500 0.6939 0.5499\n", "Mean 0.7701 0.8519 0.5690 0.8022 0.6561 0.4920\n", "SD 0.0340 0.0468 0.0878 0.0985 0.0577 0.0734" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tuned_nb = tune_model('nb', optimize = 'AUC')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GaussianNB(priors=None, var_smoothing=0.001)\n" ] } ], "source": [ "print(tuned_nb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 6. Ensemble Model" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AccuracyAUCRecallPrec.F1Kappa
00.80000.85930.70000.77780.73680.5763
10.77330.88110.60000.78260.67920.5087
20.78670.89170.65520.76000.70370.5385
30.84000.90030.82760.77420.80000.6669
40.69330.77920.62070.60000.61020.3575
50.84000.88640.86210.75760.80650.6711
60.70670.78370.62070.62070.62070.3816
70.72000.80100.62070.64290.63160.4059
80.82430.89960.72410.80770.76360.6245
90.74320.87160.62070.69230.65450.4512
Mean0.77280.85540.68520.72160.70070.5182
SD0.05190.04590.08840.07200.06950.1106
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.8000 0.8593 0.7000 0.7778 0.7368 0.5763\n", "1 0.7733 0.8811 0.6000 0.7826 0.6792 0.5087\n", "2 0.7867 0.8917 0.6552 0.7600 0.7037 0.5385\n", "3 0.8400 0.9003 0.8276 0.7742 0.8000 0.6669\n", "4 0.6933 0.7792 0.6207 0.6000 0.6102 0.3575\n", "5 0.8400 0.8864 0.8621 0.7576 0.8065 0.6711\n", "6 0.7067 0.7837 0.6207 0.6207 0.6207 0.3816\n", "7 0.7200 0.8010 0.6207 0.6429 0.6316 0.4059\n", "8 0.8243 0.8996 0.7241 0.8077 0.7636 0.6245\n", "9 0.7432 0.8716 0.6207 0.6923 0.6545 0.4512\n", "Mean 0.7728 0.8554 0.6852 0.7216 0.7007 0.5182\n", "SD 0.0519 0.0459 0.0884 0.0720 0.0695 0.1106" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bagged_dt = ensemble_model(dt)" ] }, { "cell_type": "code", "execution_count": 15, "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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AccuracyAUCRecallPrec.F1Kappa
00.78670.87590.70000.75000.72410.5506
10.81330.83330.76670.76670.76670.6111
20.82670.86770.79310.76670.77970.6369
30.85330.91570.86210.78120.81970.6966
40.72000.78450.75860.61110.67690.4349
50.81330.86810.82760.72730.77420.6162
60.62670.75340.55170.51610.53330.2228
70.69330.75450.65520.59380.62300.3656
80.85140.90800.72410.87500.79250.6783
90.71620.79460.62070.64290.63160.4009
Mean0.77010.83560.72600.70310.71220.5214
SD0.07250.05740.09120.10270.08790.1490
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.7867 0.8759 0.7000 0.7500 0.7241 0.5506\n", "1 0.8133 0.8333 0.7667 0.7667 0.7667 0.6111\n", "2 0.8267 0.8677 0.7931 0.7667 0.7797 0.6369\n", "3 0.8533 0.9157 0.8621 0.7812 0.8197 0.6966\n", "4 0.7200 0.7845 0.7586 0.6111 0.6769 0.4349\n", "5 0.8133 0.8681 0.8276 0.7273 0.7742 0.6162\n", "6 0.6267 0.7534 0.5517 0.5161 0.5333 0.2228\n", "7 0.6933 0.7545 0.6552 0.5938 0.6230 0.3656\n", "8 0.8514 0.9080 0.7241 0.8750 0.7925 0.6783\n", "9 0.7162 0.7946 0.6207 0.6429 0.6316 0.4009\n", "Mean 0.7701 0.8356 0.7260 0.7031 0.7122 0.5214\n", "SD 0.0725 0.0574 0.0912 0.1027 0.0879 0.1490" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "boosted_dt = ensemble_model(dt, method = 'Boosting')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 7. Blend Models" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "lr = create_model('lr', verbose=False)\n", "lda = create_model('lda', verbose=False)\n", "gbc = create_model('gbc', verbose=False)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AccuracyAUCRecallPrec.F1Kappa
00.82670.91220.63330.90480.74510.6199
10.80000.90810.70000.77780.73680.5763
20.85330.92950.75860.84620.80000.6848
30.89330.96330.89660.83870.86670.7779
40.76000.86280.75860.66670.70970.5066
50.88000.91830.93100.79410.85710.7548
60.76000.89730.75860.66670.70970.5066
70.77330.83730.72410.70000.71190.5251
80.81080.91340.65520.82610.73080.5879
90.82430.89200.75860.78570.77190.6291
Mean0.81820.90340.75750.78070.76400.6169
SD0.04470.03300.08930.07600.05600.0922
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.8267 0.9122 0.6333 0.9048 0.7451 0.6199\n", "1 0.8000 0.9081 0.7000 0.7778 0.7368 0.5763\n", "2 0.8533 0.9295 0.7586 0.8462 0.8000 0.6848\n", "3 0.8933 0.9633 0.8966 0.8387 0.8667 0.7779\n", "4 0.7600 0.8628 0.7586 0.6667 0.7097 0.5066\n", "5 0.8800 0.9183 0.9310 0.7941 0.8571 0.7548\n", "6 0.7600 0.8973 0.7586 0.6667 0.7097 0.5066\n", "7 0.7733 0.8373 0.7241 0.7000 0.7119 0.5251\n", "8 0.8108 0.9134 0.6552 0.8261 0.7308 0.5879\n", "9 0.8243 0.8920 0.7586 0.7857 0.7719 0.6291\n", "Mean 0.8182 0.9034 0.7575 0.7807 0.7640 0.6169\n", "SD 0.0447 0.0330 0.0893 0.0760 0.0560 0.0922" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "blender = blend_models(estimator_list=[lr,lda,gbc], method = 'soft')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None,\n", " learning_rate=0.1, loss='deviance', max_depth=3,\n", " max_features=None, 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=100,\n", " n_iter_no_change=None, presort='deprecated',\n", " random_state=786, subsample=1.0, tol=0.0001,\n", " validation_fraction=0.1, verbose=0,\n", " warm_start=False),\n", " LinearDiscriminantAnalysis(n_components=None, priors=None, shrinkage=None,\n", " solver='svd', store_covariance=False, tol=0.0001),\n", " LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", " intercept_scaling=1, l1_ratio=None, max_iter=100,\n", " multi_class='auto', n_jobs=None, penalty='l2',\n", " random_state=786, solver='lbfgs', tol=0.0001, verbose=0,\n", " warm_start=False)]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "blender.estimators_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 8. Analyze Model" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_model(blender)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_model(blender, plot = 'confusion_matrix')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_model(blender, plot = 'threshold')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_model(blender, plot = 'pr')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_model(tuned_dt, plot = 'vc')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_model(dt, plot = 'boundary')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_model(tuned_nb, plot = 'boundary')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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00.81330.91300.66670.83330.74070.5977
10.82670.90670.76670.79310.77970.6369
20.84000.92500.72410.84000.77780.6538
30.88000.96330.93100.79410.85710.7548
40.72000.83280.72410.61760.66670.4279
50.82670.92950.86210.73530.79370.6458
60.73330.84710.72410.63640.67740.4518
70.70670.80430.65520.61290.63330.3893
80.77030.90840.58620.77270.66670.4964
90.78380.88890.72410.72410.72410.5464
Mean0.79010.89190.73640.73600.73170.5601
SD0.05410.04660.09450.08220.06720.1113
\n", "
" ], "text/plain": [ " Accuracy AUC Recall Prec. F1 Kappa\n", "0 0.8133 0.9130 0.6667 0.8333 0.7407 0.5977\n", "1 0.8267 0.9067 0.7667 0.7931 0.7797 0.6369\n", "2 0.8400 0.9250 0.7241 0.8400 0.7778 0.6538\n", "3 0.8800 0.9633 0.9310 0.7941 0.8571 0.7548\n", "4 0.7200 0.8328 0.7241 0.6176 0.6667 0.4279\n", "5 0.8267 0.9295 0.8621 0.7353 0.7937 0.6458\n", "6 0.7333 0.8471 0.7241 0.6364 0.6774 0.4518\n", "7 0.7067 0.8043 0.6552 0.6129 0.6333 0.3893\n", "8 0.7703 0.9084 0.5862 0.7727 0.6667 0.4964\n", "9 0.7838 0.8889 0.7241 0.7241 0.7241 0.5464\n", "Mean 0.7901 0.8919 0.7364 0.7360 0.7317 0.5601\n", "SD 0.0541 0.0466 0.0945 0.0822 0.0672 0.1113" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xgboost = create_model('xgboost')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", " Have you run `initjs()` in this notebook? If this notebook was from another\n", " user you must also trust this notebook (File -> Trust notebook). If you are viewing\n", " this notebook on github the Javascript has been stripped for security. If you are using\n", " JupyterLab this error is because a JupyterLab extension has not yet been written.\n", "
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