{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PyCaret 2 Anomaly Example\n", "This notebook is created using PyCaret 2.0. Last updated : 31-07-2020" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.0\n" ] } ], "source": [ "# check version\n", "from pycaret.utils import version\n", "version()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Loading Dataset" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Col1Col2Col3Col4Col5Col6Col7Col8Col9Col10
00.2639950.7649290.1384240.9352420.6058670.5187900.9122250.6082340.7237820.733591
10.5460920.6539750.0655750.2277720.8452690.8370660.2723790.3316790.4292970.367422
20.3367140.5388420.1928010.5535630.0745150.3329930.3657920.8613090.8990170.088600
30.0921080.9950170.0144650.1763710.2415300.5147240.5622080.1589630.0737150.208463
40.3252610.8059680.9570330.3316650.3079230.3553150.5018990.5584490.8851690.182754
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" ], "text/plain": [ " Col1 Col2 Col3 Col4 Col5 Col6 Col7 \\\n", "0 0.263995 0.764929 0.138424 0.935242 0.605867 0.518790 0.912225 \n", "1 0.546092 0.653975 0.065575 0.227772 0.845269 0.837066 0.272379 \n", "2 0.336714 0.538842 0.192801 0.553563 0.074515 0.332993 0.365792 \n", "3 0.092108 0.995017 0.014465 0.176371 0.241530 0.514724 0.562208 \n", "4 0.325261 0.805968 0.957033 0.331665 0.307923 0.355315 0.501899 \n", "\n", " Col8 Col9 Col10 \n", "0 0.608234 0.723782 0.733591 \n", "1 0.331679 0.429297 0.367422 \n", "2 0.861309 0.899017 0.088600 \n", "3 0.158963 0.073715 0.208463 \n", "4 0.558449 0.885169 0.182754 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pycaret.datasets import get_data\n", "data = get_data('anomaly')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Initialize Setup" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "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", "
Description Value
0session_id 123
1Original Data (1000, 10)
2Missing Values False
3Numeric Features 10
4Categorical Features 0
5Ordinal Features False
6High Cardinality Features False
7Transformed Data (1000, 10)
8Numeric Imputer mean
9Categorical Imputer constant
10Normalize False
11Normalize Method None
12Transformation False
13Transformation Method None
14PCA False
15PCA Method None
16PCA components None
17Ignore Low Variance False
18Combine Rare Levels False
19Rare Level Threshold None
20Numeric Binning False
21Remove Multicollinearity False
22Multicollinearity Threshold None
23Group Features False
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2020/07/31 08:49:05 WARNING mlflow.tracking.context.git_context: Failed to import Git (the Git executable is probably not on your PATH), so Git SHA is not available. Error: No module named 'repository'\n" ] } ], "source": [ "from pycaret.anomaly import *\n", "ano1 = setup(data, session_id=123, log_experiment=True, experiment_name='anomaly1')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Create Model" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameReference
ID
abodAngle-base Outlier Detectionpyod.models.abod.ABOD
iforestIsolation Forestpyod.models.iforest
clusterClustering-Based Local Outlierpyod.models.cblof
cofConnectivity-Based Outlier Factorpyod.models.cof
histogramHistogram-based Outlier Detectionpyod.models.hbos
knnk-Nearest Neighbors Detectorpyod.models.knn
lofLocal Outlier Factorpyod.models.lof
svmOne-class SVM detectorpyod.models.ocsvm
pcaPrincipal Component Analysispyod.models.pca
mcdMinimum Covariance Determinantpyod.models.mcd
sodSubspace Outlier Detectionpyod.models.sod
sosStochastic Outlier Selectionpyod.models.sos
\n", "
" ], "text/plain": [ " Name Reference\n", "ID \n", "abod Angle-base Outlier Detection pyod.models.abod.ABOD\n", "iforest Isolation Forest pyod.models.iforest\n", "cluster Clustering-Based Local Outlier pyod.models.cblof\n", "cof Connectivity-Based Outlier Factor pyod.models.cof\n", "histogram Histogram-based Outlier Detection pyod.models.hbos\n", "knn k-Nearest Neighbors Detector pyod.models.knn\n", "lof Local Outlier Factor pyod.models.lof\n", "svm One-class SVM detector pyod.models.ocsvm\n", "pca Principal Component Analysis pyod.models.pca\n", "mcd Minimum Covariance Determinant pyod.models.mcd\n", "sod Subspace Outlier Detection pyod.models.sod\n", "sos Stochastic Outlier Selection pyod.models.sos" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "models()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "iforest = create_model('iforest')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "knn = create_model('knn', fraction = 0.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 4. Assign Labels" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Col1Col2Col3Col4Col5Col6Col7Col8Col9Col10LabelScore
00.2639950.7649290.1384240.9352420.6058670.5187900.9122250.6082340.7237820.7335910-0.035865
10.5460920.6539750.0655750.2277720.8452690.8370660.2723790.3316790.4292970.3674220-0.084927
20.3367140.5388420.1928010.5535630.0745150.3329930.3657920.8613090.8990170.08860010.025356
30.0921080.9950170.0144650.1763710.2415300.5147240.5622080.1589630.0737150.20846310.042415
40.3252610.8059680.9570330.3316650.3079230.3553150.5018990.5584490.8851690.1827540-0.023408
\n", "
" ], "text/plain": [ " Col1 Col2 Col3 Col4 Col5 Col6 Col7 \\\n", "0 0.263995 0.764929 0.138424 0.935242 0.605867 0.518790 0.912225 \n", "1 0.546092 0.653975 0.065575 0.227772 0.845269 0.837066 0.272379 \n", "2 0.336714 0.538842 0.192801 0.553563 0.074515 0.332993 0.365792 \n", "3 0.092108 0.995017 0.014465 0.176371 0.241530 0.514724 0.562208 \n", "4 0.325261 0.805968 0.957033 0.331665 0.307923 0.355315 0.501899 \n", "\n", " Col8 Col9 Col10 Label Score \n", "0 0.608234 0.723782 0.733591 0 -0.035865 \n", "1 0.331679 0.429297 0.367422 0 -0.084927 \n", "2 0.861309 0.899017 0.088600 1 0.025356 \n", "3 0.158963 0.073715 0.208463 1 0.042415 \n", "4 0.558449 0.885169 0.182754 0 -0.023408 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iforest_results = assign_model(iforest)\n", "iforest_results.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5. Analyze Model" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "customdata": [ [ 0.263995357 ], [ 0.546092303 ], [ 0.33671410399999996 ], [ 0.092107835 ], [ 0.325261175 ], [ 0.212464853 ], [ 0.258565714 ], [ 0.869236755 ], [ 0.197077957 ], [ 0.292984504 ], [ 0.82178316 ], [ 0.796622959 ], [ 0.045577010999999994 ], [ 0.613660351 ], [ 0.9507445659999999 ], [ 0.33634633700000005 ], [ 0.034440667 ], [ 0.741544275 ], [ 0.18443265 ], [ 0.664514943 ], [ 0.16282485800000002 ], [ 0.729838445 ], [ 0.62837389 ], [ 0.057883660999999996 ], [ 0.445534827 ], [ 0.80183695 ], [ 0.27709612 ], [ 0.228634015 ], [ 0.834860657 ], [ 0.6697665110000001 ], [ 0.532527349 ], [ 0.17045907100000002 ], [ 0.5102884679999999 ], [ 0.977561989 ], [ 0.249775993 ], [ 0.9755006820000001 ], [ 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Col1Col2Col3Col4Col5Col6Col7Col8Col9Col10LabelScore
00.2639950.7649290.1384240.9352420.6058670.5187900.9122250.6082340.7237820.7335910-0.035865
10.5460920.6539750.0655750.2277720.8452690.8370660.2723790.3316790.4292970.3674220-0.084927
20.3367140.5388420.1928010.5535630.0745150.3329930.3657920.8613090.8990170.08860010.025356
30.0921080.9950170.0144650.1763710.2415300.5147240.5622080.1589630.0737150.20846310.042415
40.3252610.8059680.9570330.3316650.3079230.3553150.5018990.5584490.8851690.1827540-0.023408
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" ], "text/plain": [ " Col1 Col2 Col3 Col4 Col5 Col6 Col7 \\\n", "0 0.263995 0.764929 0.138424 0.935242 0.605867 0.518790 0.912225 \n", "1 0.546092 0.653975 0.065575 0.227772 0.845269 0.837066 0.272379 \n", "2 0.336714 0.538842 0.192801 0.553563 0.074515 0.332993 0.365792 \n", "3 0.092108 0.995017 0.014465 0.176371 0.241530 0.514724 0.562208 \n", "4 0.325261 0.805968 0.957033 0.331665 0.307923 0.355315 0.501899 \n", "\n", " Col8 Col9 Col10 Label Score \n", "0 0.608234 0.723782 0.733591 0 -0.035865 \n", "1 0.331679 0.429297 0.367422 0 -0.084927 \n", "2 0.861309 0.899017 0.088600 1 0.025356 \n", "3 0.158963 0.073715 0.208463 1 0.042415 \n", "4 0.558449 0.885169 0.182754 0 -0.023408 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pred_new = predict_model(iforest, data=data)\n", "pred_new.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 7. Save / Load Model" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Transformation Pipeline and Model Succesfully Saved\n" ] } ], "source": [ "save_model(iforest, model_name='iforest')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Transformation Pipeline and Model Sucessfully Loaded\n", "[Pipeline(memory=None,\n", " steps=[('dtypes',\n", " DataTypes_Auto_infer(categorical_features=[],\n", " display_types=True, features_todrop=[],\n", " ml_usecase='regression',\n", " numerical_features=[],\n", " target='dummy_target',\n", " time_features=[])),\n", " ('imputer',\n", " Simple_Imputer(categorical_strategy='not_available',\n", " numeric_strategy='mean',\n", " target_variable=None)),\n", " ('new_levels1',\n", " New_Catagorical_L...\n", " target='dummy_target')),\n", " ('feature_time',\n", " Make_Time_Features(list_of_features=None, time_feature=[])),\n", " ('group', Empty()), ('scaling', Empty()),\n", " ('P_transform', Empty()), ('binn', Empty()),\n", " ('fix_perfect', Empty()), ('rem_outliers', Empty()),\n", " ('dummy', Dummify(target='dummy_target')),\n", " ('clean_names', Clean_Colum_Names()), ('fix_multi', Empty()),\n", " ('pca', Empty())],\n", " verbose=False), IForest(behaviour='new', bootstrap=False, contamination=0.05,\n", " max_features=1.0, max_samples='auto', n_estimators=100, n_jobs=1,\n", " random_state=123, verbose=0)]\n" ] } ], "source": [ "loaded_iforest = load_model('iforest')\n", "print(loaded_iforest)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Pipeline(memory=None,\n",
       "         steps=[('dtypes',\n",
       "                 DataTypes_Auto_infer(categorical_features=[],\n",
       "                                      display_types=True, features_todrop=[],\n",
       "                                      ml_usecase='regression',\n",
       "                                      numerical_features=[],\n",
       "                                      target='dummy_target',\n",
       "                                      time_features=[])),\n",
       "                ('imputer',\n",
       "                 Simple_Imputer(categorical_strategy='not_available',\n",
       "                                numeric_strategy='mean',\n",
       "                                target_variable=None)),\n",
       "                ('new_levels1',\n",
       "                 New_Catagorical_L...\n",
       "                                                    target='dummy_target')),\n",
       "                ('feature_time',\n",
       "                 Make_Time_Features(list_of_features=None, time_feature=[])),\n",
       "                ('group', Empty()), ('scaling', Empty()),\n",
       "                ('P_transform', Empty()), ('binn', Empty()),\n",
       "                ('fix_perfect', Empty()), ('rem_outliers', Empty()),\n",
       "                ('dummy', Dummify(target='dummy_target')),\n",
       "                ('clean_names', Clean_Colum_Names()), ('fix_multi', Empty()),\n",
       "                ('pca', Empty())],\n",
       "         verbose=False)
DataTypes_Auto_infer(ml_usecase='regression', target='dummy_target')
Simple_Imputer(categorical_strategy='not_available', numeric_strategy='mean',\n",
       "               target_variable=None)
New_Catagorical_Levels_in_TestData(replacement_strategy='least frequent',\n",
       "                                   target='dummy_target')
Empty()
Empty()
Empty()
Empty()
New_Catagorical_Levels_in_TestData(replacement_strategy='least frequent',\n",
       "                                   target='dummy_target')
Make_Time_Features(list_of_features=None)
Empty()
Empty()
Empty()
Empty()
Empty()
Empty()
Dummify(target='dummy_target')
Clean_Colum_Names()
Empty()
Empty()
" ], "text/plain": [ "Pipeline(memory=None,\n", " steps=[('dtypes',\n", " DataTypes_Auto_infer(categorical_features=[],\n", " display_types=True, features_todrop=[],\n", " ml_usecase='regression',\n", " numerical_features=[],\n", " target='dummy_target',\n", " time_features=[])),\n", " ('imputer',\n", " Simple_Imputer(categorical_strategy='not_available',\n", " numeric_strategy='mean',\n", " target_variable=None)),\n", " ('new_levels1',\n", " New_Catagorical_L...\n", " target='dummy_target')),\n", " ('feature_time',\n", " Make_Time_Features(list_of_features=None, time_feature=[])),\n", " ('group', Empty()), ('scaling', Empty()),\n", " ('P_transform', Empty()), ('binn', Empty()),\n", " ('fix_perfect', Empty()), ('rem_outliers', Empty()),\n", " ('dummy', Dummify(target='dummy_target')),\n", " ('clean_names', Clean_Colum_Names()), ('fix_multi', Empty()),\n", " ('pca', Empty())],\n", " verbose=False)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn import set_config\n", "set_config(display='diagram')\n", "loaded_iforest[0]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "from sklearn import set_config\n", "set_config(display='text')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 8. Deploy Model" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model Succesfully Deployed on AWS S3\n" ] } ], "source": [ "deploy_model(iforest, model_name = 'iforest-aws', authentication = {'bucket' : 'pycaret-test'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 9. Get Config / Set Config" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Col1Col2Col3Col4Col5Col6Col7Col8Col9Col10
00.2639950.7649290.1384240.9352420.6058670.5187900.9122250.6082340.7237820.733591
10.5460920.6539750.0655750.2277720.8452690.8370660.2723790.3316790.4292970.367422
20.3367140.5388420.1928010.5535630.0745150.3329930.3657920.8613090.8990170.088600
30.0921080.9950170.0144650.1763710.2415300.5147240.5622080.1589630.0737150.208463
40.3252610.8059680.9570330.3316650.3079230.3553150.5018990.5584490.8851690.182754
\n", "
" ], "text/plain": [ " Col1 Col2 Col3 Col4 Col5 Col6 Col7 \\\n", "0 0.263995 0.764929 0.138424 0.935242 0.605867 0.518790 0.912225 \n", "1 0.546092 0.653975 0.065575 0.227772 0.845269 0.837066 0.272379 \n", "2 0.336714 0.538842 0.192801 0.553563 0.074515 0.332993 0.365792 \n", "3 0.092108 0.995017 0.014465 0.176371 0.241530 0.514724 0.562208 \n", "4 0.325261 0.805968 0.957033 0.331665 0.307923 0.355315 0.501899 \n", "\n", " Col8 Col9 Col10 \n", "0 0.608234 0.723782 0.733591 \n", "1 0.331679 0.429297 0.367422 \n", "2 0.861309 0.899017 0.088600 \n", "3 0.158963 0.073715 0.208463 \n", "4 0.558449 0.885169 0.182754 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X = get_config('X')\n", "X.head()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "123" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_config('seed')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "from pycaret.anomaly import set_config\n", "set_config('seed', 999)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "999" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_config('seed')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 10. MLFlow UI" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!mlflow ui" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# End\n", "Thank you. For more information / tutorials on PyCaret, please visit https://www.pycaret.org" ] } ], "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }