{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Predictive modeling with Decision Tree\n", "In this notebook, we explain to download the dataset and getting started with all the predictive tasks using Support Vector Machine. We will be extracting spectral features, specifically 6 rhythmic features - total power in 6 frequency bands, namely, Delta (0.5-4 Hz), Theta (4-8 Hz), Alpha (8-14 Hz), Beta (14-30 Hz), Low Gamma (30-47 Hz), and High Gamma (47-64 Hz). For preprocessing, we filter EEG first with 0.5 Hz highpass and then remove Artifact with ICA based approach. " ] }, { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2020-06-12T07:23:38.741729Z", "start_time": "2020-06-12T07:23:30.393435Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-06-12T07:23:43.005029Z", "start_time": "2020-06-12T07:23:40.104801Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PhyAAt Processing lib Loaded...\n", "Version : 0.0.2\n" ] } ], "source": [ "#!pip install phyaat # if not installed yet\n", "\n", "import phyaat\n", "print('Version :' ,phyaat.__version__)\n", "import phyaat as ph" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download Data - if not downloaded already" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-06-12T07:23:59.591589Z", "start_time": "2020-06-12T07:23:59.583966Z" } }, "outputs": [], "source": [ "# Download dataset of one subject only (subject=1)\n", "# To download data of all the subjects use subject =-1 or for specify for one e.g.subject=10\n", "\n", "dirPath = ph.download_data(baseDir='../PhyAAt_Data', subject=1,verbose=0,overwrite=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Locate the subject's file" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-06-12T07:24:02.734885Z", "start_time": "2020-06-12T07:24:02.717008Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total Subjects : 1\n" ] }, { "data": { "text/plain": [ "{'sigFile': '../PhyAAt_Data/phyaat_dataset/Signals/S1/S1_Signals.csv',\n", " 'txtFile': '../PhyAAt_Data/phyaat_dataset/Signals/S1/S1_Textscore.csv'}" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "baseDir='../PhyAAt_Data' # or dirPath return path from above\n", "\n", "#returns a dictionary containing file names of all the subjects available in baseDir\n", "SubID = ph.ReadFilesPath(baseDir) \n", "\n", "#check files of subject=1\n", "SubID[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading data and preprocessing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data of Subject=1 [~19min]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2020-06-12T07:44:37.722220Z", "start_time": "2020-06-12T07:24:41.218515Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ICA Artifact Removal : extended-infomax\n", "100%|####################################################################################################|\n" ] } ], "source": [ "# Create a Subj holding dataset of subject=1\n", "\n", "Subj = ph.Subject(SubID[1])\n", "\n", "#filtering with highpass filter of cutoff frequency 0.5Hz\n", "\n", "Subj.filter_EEG(band =[0.5],btype='highpass',order=5)\n", "\n", "\n", "#Remving Artifact using ICA, setting window size to 256 (2sec), which is larg, but takes less time\n", "\n", "Subj.correct(method='ICA',verbose=1,winsize=128*2) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Feature Extraction - Rhythmic Features [~3min]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-06-12T07:50:07.701984Z", "start_time": "2020-06-12T07:47:29.536362Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100%|##################################################|100\\100|Sg - 0\n", "Done..\n", "100%|##################################################|100\\100|Sg - 1\n", "Done..\n", "100%|##################################################|100\\100|Sg - 2\n", "Done..\n", "100%|##################################################|43\\43|Sg - 0\n", "Done..\n", "100%|##################################################|43\\43|Sg - 1\n", "Done..\n", "100%|##################################################|43\\43|Sg - 2\n", "Done..\n", "DataShape: (290, 84) (290,) (120, 84) (120,)\n" ] } ], "source": [ "# setting task=-1, does extract the features from all the segmensts for all the four tasks and \n", "# returns y_train as (n,4), one coulum for each task. Next time extracting Xy for any particular\n", "# task won't extract the features agains, unless you force it by setting 'redo'=True.\n", "\n", "X_train,y_train,X_test, y_test = Subj.getXy_eeg(task=4)\n", "\n", "print('DataShape: ',X_train.shape,y_train.shape,X_test.shape, y_test.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Predictive Modeling with Decision Tree" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2020-06-12T07:55:53.209162Z", "start_time": "2020-06-12T07:55:53.204157Z" } }, "outputs": [], "source": [ "from spkit.ml import ClassificationTree" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### T4 Task: LWR classification" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2020-06-12T07:55:55.559324Z", "start_time": "2020-06-12T07:55:55.550350Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DataShape: (290, 84) (290,) (120, 84) (120,)\n", "\n", "Class labels : [0 1 2]\n" ] } ], "source": [ "X_train,y_train, X_test,y_test = Subj.getXy_eeg(task=4)\n", "\n", "print('DataShape: ',X_train.shape,y_train.shape,X_test.shape, y_test.shape)\n", "print('\\nClass labels :',np.unique(y_train))" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2020-06-12T08:03:05.801504Z", "start_time": "2020-06-12T08:03:02.630873Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(X_train[:,:14].T,'b',alpha=0.5)\n", "plt.plot(X_train[:,14:14*2].T,'r',alpha=0.5)\n", "plt.plot(X_train[:,2*14:14*3].T,'g',alpha=0.5)\n", "plt.plot(X_train[:,3*14:14*4].T,'k',alpha=0.5)\n", "plt.plot(X_train[:,4*14:14*5].T,'m',alpha=0.5)\n", "plt.plot(X_train[:,5*14:14*6].T,'y',alpha=0.5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "end_time": "2020-06-12T08:05:42.886022Z", "start_time": "2020-06-12T08:05:42.880948Z" } }, "outputs": [], "source": [ "ch_names = ['AF3','F7','F3','FC5','T7','P7','O1','O2','P8','T8','FC6','F4','F8','AF4']\n", "bands = ['d','t','a','b','g1','g2']\n", "\n", "feature_names = [[st+ch for ch in ch_names] for st in bands]\n", "feature_names = [f for flist in feature_names for f in flist]\n", "#feature_names" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "end_time": "2020-06-12T08:06:34.169775Z", "start_time": "2020-06-12T08:06:13.568116Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of features:: 84\n", "Number of samples :: 290\n", "---------------------------------------\n", "|Building the tree.....................\n", "|subtrees::|100%|-------------------->||\n", "|.........................tree is buit!\n", "---------------------------------------\n", "Depth of trained Tree 3\n", "Accuracy\n", "- Training : 0.8758620689655172\n", "- Testing : 0.7666666666666667\n", "Logloss\n", "- Training : 13.406930498304638\n", "- Testing : 11.996393111286006\n" ] } ], "source": [ "clf = ClassificationTree(max_depth=3)\n", "clf.fit(X_train,y_train,feature_names=feature_names,verbose=1)\n", "ytp = clf.predict(X_train)\n", "ysp = clf.predict(X_test)\n", "\n", "ytpr = clf.predict_proba(X_train)[:,1]\n", "yspr = clf.predict_proba(X_test)[:,1]\n", "\n", "print('Depth of trained Tree ', clf.getTreeDepth())\n", "print('Accuracy')\n", "print('- Training : ',np.mean(ytp==y_train))\n", "print('- Testing : ',np.mean(ysp==y_test))\n", "print('Logloss')\n", "Trloss = -np.mean(y_train*np.log(ytpr+1e-10)+(1-y_train)*np.log(1-ytpr+1e-10))\n", "Tsloss = -np.mean(y_test*np.log(yspr+1e-10)+(1-y_test)*np.log(1-yspr+1e-10))\n", "print('- Training : ',Trloss)\n", "print('- Testing : ',Tsloss)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2020-06-12T08:06:47.662908Z", "start_time": "2020-06-12T08:06:47.252713Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,6))\n", "clf.plotTree()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### T3 Task: Semanticity classification" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "ExecuteTime": { "end_time": "2020-06-12T08:07:34.387804Z", "start_time": "2020-06-12T08:07:34.380857Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DataShape: (100, 84) (100,) (43, 84) (43,)\n", "\n", "Class labels : [0 1]\n" ] } ], "source": [ "X_train,y_train, X_test,y_test = Subj.getXy_eeg(task=3)\n", "\n", "print('DataShape: ',X_train.shape,y_train.shape,X_test.shape, y_test.shape)\n", "print('\\nClass labels :',np.unique(y_train))" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "ExecuteTime": { "end_time": "2020-06-12T08:07:53.440315Z", "start_time": "2020-06-12T08:07:46.774381Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of features:: 84\n", "Number of samples :: 100\n", "---------------------------------------\n", "|Building the tree.....................\n", "|subtrees::|100%|-------------------->||\n", "|.........................tree is buit!\n", "---------------------------------------\n", "Depth of trained Tree 3\n", "Accuracy\n", "- Training : 0.74\n", "- Testing : 0.46511627906976744\n", "Logloss\n", "- Training : 0.49239269155167276\n", "- Testing : 3.7858985672861363\n" ] } ], "source": [ "clf = ClassificationTree(max_depth=3)\n", "clf.fit(X_train,y_train,feature_names=feature_names,verbose=1)\n", "ytp = clf.predict(X_train)\n", "ysp = clf.predict(X_test)\n", "\n", "ytpr = clf.predict_proba(X_train)[:,1]\n", "yspr = clf.predict_proba(X_test)[:,1]\n", "\n", "print('Depth of trained Tree ', clf.getTreeDepth())\n", "print('Accuracy')\n", "print('- Training : ',np.mean(ytp==y_train))\n", "print('- Testing : ',np.mean(ysp==y_test))\n", "print('Logloss')\n", "Trloss = -np.mean(y_train*np.log(ytpr+1e-10)+(1-y_train)*np.log(1-ytpr+1e-10))\n", "Tsloss = -np.mean(y_test*np.log(yspr+1e-10)+(1-y_test)*np.log(1-yspr+1e-10))\n", "print('- Training : ',Trloss)\n", "print('- Testing : ',Tsloss)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "ExecuteTime": { "end_time": "2020-06-12T08:08:13.798782Z", "start_time": "2020-06-12T08:08:13.518583Z" } }, "outputs": [ { "data": { "image/png": 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