{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Homepage: https://spkit.github.io\n", "
Nikesh Bajaj : http://nikeshbajaj.in" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Decision Trees with shrinking capability from SpKit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note**:In this notebook, we show the capability of decision tree from ***spkit*** to analysie the training and testing performace at each depth of a trained tree. After which, a trained tree can be shrink to any smaller depth, ***without retraining it***. So, by using Decision Tree from ***spkit***, you could choose a very high number for a **max_depth** (or just choose -1, for infinity) and analysis the parformance (accuracy, mse, loss) of training and testing (practically, a validation set) sets at each depth level. Once you decide which is the right depth, you could shrink your trained tree to that layer, without explicit training it again to with new depth parameter." ] }, { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.model_selection import train_test_split\n", "import copy" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "np.random.seed(100) # just to ensure the reproducible results" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.0.9'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import spkit\n", "spkit.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Classification - Diabetes Dataset - binary class" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from spkit.ml import ClassificationTree" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(442, 10) (442,)\n", "(309, 10) (133, 10) (309,) (133,)\n" ] } ], "source": [ "from sklearn.datasets import load_diabetes\n", "data = load_diabetes()\n", "X = data.data\n", "y = 1*(data.target>np.mean(data.target))\n", "\n", "feature_names = data.feature_names\n", "print(X.shape, y.shape)\n", "Xt,Xs,yt,ys = train_test_split(X,y,test_size =0.3)\n", "print(Xt.shape, Xs.shape,yt.shape, ys.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Train with max_depth =15, Accuracy, Logloss" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Depth of trained Tree 12\n", "Accuracy\n", "- Training : 1.0\n", "- Testing : 0.7218045112781954\n", "Logloss\n", "- Training : -1.0000000826903709e-10\n", "- Testing : 6.405687852618023\n" ] } ], "source": [ "clf = ClassificationTree(max_depth=15)\n", "clf.fit(Xt,yt,feature_names=feature_names)\n", "ytp = clf.predict(Xt)\n", "ysp = clf.predict(Xs)\n", "\n", "ytpr = clf.predict_proba(Xt)[:,1]\n", "yspr = clf.predict_proba(Xs)[:,1]\n", "\n", "print('Depth of trained Tree ', clf.getTreeDepth())\n", "print('Accuracy')\n", "print('- Training : ',np.mean(ytp==yt))\n", "print('- Testing : ',np.mean(ysp==ys))\n", "print('Logloss')\n", "Trloss = -np.mean(yt*np.log(ytpr+1e-10)+(1-yt)*np.log(1-ytpr+1e-10))\n", "Tsloss = -np.mean(ys*np.log(yspr+1e-10)+(1-ys)*np.log(1-yspr+1e-10))\n", "print('- Training : ',Trloss)\n", "print('- Testing : ',Tsloss)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot Trained Tree" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,12))\n", "clf.plotTree()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysing the Learning Curve with test data (validation set)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'measure': 'acc',\n", " 1: {'train': 0.7378640776699029, 'test': 0.7142857142857143},\n", " 2: {'train': 0.7378640776699029, 'test': 0.7142857142857143},\n", " 3: {'train': 0.7831715210355987, 'test': 0.7218045112781954},\n", " 4: {'train': 0.8252427184466019, 'test': 0.6842105263157895},\n", " 5: {'train': 0.8543689320388349, 'test': 0.7142857142857143},\n", " 6: {'train': 0.8867313915857605, 'test': 0.706766917293233},\n", " 7: {'train': 0.9158576051779935, 'test': 0.7518796992481203},\n", " 8: {'train': 0.9385113268608414, 'test': 0.7518796992481203},\n", " 9: {'train': 0.9676375404530745, 'test': 0.7218045112781954},\n", " 10: {'train': 0.9838187702265372, 'test': 0.7218045112781954},\n", " 11: {'train': 0.9935275080906149, 'test': 0.7218045112781954},\n", " 12: {'train': 1.0, 'test': 0.7218045112781954}}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Lcurve = clf.getLcurve(Xt=Xt,yt=yt,Xs=Xs,ys=ys,measure='acc')\n", "Lcurve" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "clf.plotLcurve()\n", "plt.xlim([1,clf.getTreeDepth()])\n", "plt.xticks(np.arange(1,clf.getTreeDepth()+1))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Learning curve with tree" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,8))\n", "clf.plotTree(show=False,Measures=True,showNodevalues=True,showThreshold=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shrinking the trained tree to depth=7" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "clf.updateTree(shrink=True,max_depth=7)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Depth of trained Tree 7\n", "Accuracy\n", "- Training : 0.9158576051779935\n", "- Testing : 0.7518796992481203\n", "Logloss\n", "- Training : 0.175708775711661\n", "- Testing : 4.172100873454743\n" ] } ], "source": [ "ytp = clf.predict(Xt)\n", "ysp = clf.predict(Xs)\n", "\n", "ytpr = clf.predict_proba(Xt)[:,1]\n", "yspr = clf.predict_proba(Xs)[:,1]\n", "\n", "print('Depth of trained Tree ', clf.getTreeDepth())\n", "print('Accuracy')\n", "print('- Training : ',np.mean(ytp==yt))\n", "print('- Testing : ',np.mean(ysp==ys))\n", "print('Logloss')\n", "Trloss = -np.mean(yt*np.log(ytpr+1e-10)+(1-yt)*np.log(1-ytpr+1e-10))\n", "Tsloss = -np.mean(ys*np.log(yspr+1e-10)+(1-ys)*np.log(1-yspr+1e-10))\n", "print('- Training : ',Trloss)\n", "print('- Testing : ',Tsloss)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting final tree" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "clf.plotTree(show=False,Measures=True,showNodevalues=True,showThreshold=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regression - Diabetes Dataset - score" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "from spkit.ml import RegressionTree" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(442, 10) (442,)\n", "(309, 10) (133, 10) (309,) (133,)\n" ] } ], "source": [ "from sklearn.datasets import load_diabetes\n", "data = load_diabetes()\n", "X = data.data\n", "y = data.target\n", "\n", "feature_names = data.feature_names\n", "print(X.shape, y.shape)\n", "Xt,Xs,yt,ys = train_test_split(X,y,test_size =0.3)\n", "print(Xt.shape, Xs.shape,yt.shape, ys.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Train with max_depth=15, MSE, MAE" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Depth of trained Tree 15\n", "MSE\n", "- Training : 0.0\n", "- Testing : 6644.248120300752\n", "MAE\n", "- Training : 0.0\n", "- Testing : 64.203007518797\n" ] } ], "source": [ "rgs = RegressionTree(max_depth=15)\n", "rgs.fit(Xt,yt,feature_names=feature_names)\n", "ytp = rgs.predict(Xt)\n", "ysp = rgs.predict(Xs)\n", "print('Depth of trained Tree ', rgs.getTreeDepth())\n", "print('MSE')\n", "print('- Training : ',np.mean((ytp-yt)**2))\n", "print('- Testing : ',np.mean((ysp-ys)**2))\n", "print('MAE')\n", "print('- Training : ',np.mean(np.abs(ytp-yt)))\n", "print('- Testing : ',np.mean(np.abs(ysp-ys)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot trained Tree" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,12))\n", "rgs.plotTree()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysing the Learning Curve and Tree with MAE" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'measure': 'mae',\n", " 1: {'train': 55.64778738315172, 'test': 51.716919962745465},\n", " 2: {'train': 48.362689652870486, 'test': 44.65021200086095},\n", " 3: {'train': 44.6979550529244, 'test': 45.49887634992147},\n", " 4: {'train': 38.526500592269464, 'test': 46.66850486775299},\n", " 5: {'train': 31.654223739118084, 'test': 53.99716202270382},\n", " 6: {'train': 24.435889598834578, 'test': 58.34396488014909},\n", " 7: {'train': 17.002407337358793, 'test': 62.19785122980612},\n", " 8: {'train': 10.516119586993373, 'test': 60.8061313999284},\n", " 9: {'train': 5.282550674783685, 'test': 61.843482832956525},\n", " 10: {'train': 2.855201109570041, 'test': 62.96679197994988},\n", " 11: {'train': 1.3185904350952895, 'test': 64.48496240601504},\n", " 12: {'train': 0.44854368932038824, 'test': 64.33208020050125},\n", " 13: {'train': 0.08683926645091694, 'test': 64.24185463659148},\n", " 14: {'train': 0.006472491909385114, 'test': 64.203007518797},\n", " 15: {'train': 0.0, 'test': 64.203007518797}}" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Lcurve = rgs.getLcurve(Xt=Xt,yt=yt,Xs=Xs,ys=ys,measure='mae')\n", "Lcurve" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rgs.plotLcurve()\n", "plt.xlim([1,rgs.getTreeDepth()])\n", "plt.xticks(np.arange(1,rgs.getTreeDepth()+1))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,8))\n", "rgs.plotTree(show=False,Measures=True,showNodevalues=True,showThreshold=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shrining a trained Tree to depth=2" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "rgs.updateTree(shrink=True,max_depth=2)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Depth of trained Tree 2\n", "MSE\n", "- Training : 3424.44536654361\n", "- Testing : 3447.1129936444713\n", "MAE\n", "- Training : 48.362689652870486\n", "- Testing : 44.65021200086095\n" ] } ], "source": [ "ytp = rgs.predict(Xt)\n", "ysp = rgs.predict(Xs)\n", "print('Depth of trained Tree ', rgs.getTreeDepth())\n", "print('MSE')\n", "print('- Training : ',np.mean((ytp-yt)**2))\n", "print('- Testing : ',np.mean((ysp-ys)**2))\n", "print('MAE')\n", "print('- Training : ',np.mean(np.abs(ytp-yt)))\n", "print('- Testing : ',np.mean(np.abs(ysp-ys)))" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5))\n", "rgs.plotTree(show=False,Measures=True,showNodevalues=True,showThreshold=True)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.6", "language": "python", "name": "py36" }, "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" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "273.188px" }, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }