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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# HumanActivityRecognition\n",
    "\n",
    "<br>\n",
    "\n",
    "\n",
    "This project is to build a model that predicts the human activities such as Walking, Walking_Upstairs, Walking_Downstairs, Sitting, Standing or Laying.\n",
    "\n",
    "This dataset is collected from 30 persons(referred as subjects in this dataset), performing different activities with a smartphone to their waists. The data is recorded with the help of sensors (accelerometer and Gyroscope) in that smartphone. This experiment was video recorded to label the data manually.\n",
    "\n",
    "## How data was recorded\n",
    "\n",
    "By using the sensors(Gyroscope and accelerometer) in a smartphone, they have captured '3-axial linear acceleration'(_tAcc-XYZ_) from accelerometer and '3-axial angular velocity' (_tGyro-XYZ_) from Gyroscope with several variations. \n",
    "\n",
    "> prefix 't' in those metrics denotes time.\n",
    "\n",
    "> suffix 'XYZ' represents 3-axial signals in X , Y, and Z directions.\n",
    "\n",
    "### Feature names\n",
    "\n",
    "1. These sensor signals are preprocessed by applying noise filters and then sampled in fixed-width windows(sliding windows) of 2.56 seconds each with 50% overlap. ie., each window has 128 readings. \n",
    "\n",
    "2. From Each window, a feature vector was obtianed by calculating variables from the time and frequency domain.\n",
    "> In our dataset, each datapoint represents a window with different readings \n",
    "3. The accelertion signal was saperated into Body and Gravity acceleration signals(___tBodyAcc-XYZ___ and ___tGravityAcc-XYZ___) using some low pass filter with corner frequecy of 0.3Hz.\n",
    "\n",
    "4. After that, the body linear acceleration and angular velocity were derived in time to obtian _jerk signals_ (___tBodyAccJerk-XYZ___ and ___tBodyGyroJerk-XYZ___). \n",
    "\n",
    "5. The magnitude of these 3-dimensional signals were calculated using the Euclidian norm. This magnitudes are represented as features with names like _tBodyAccMag_, _tGravityAccMag_, _tBodyAccJerkMag_, _tBodyGyroMag_ and _tBodyGyroJerkMag_.\n",
    "\n",
    "6. Finally, We've got frequency domain signals from some of the available signals by applying a FFT (Fast Fourier Transform). These signals obtained were labeled with ___prefix 'f'___ just like original signals with ___prefix 't'___. These signals are labeled as ___fBodyAcc-XYZ___, ___fBodyGyroMag___ etc.,.\n",
    "\n",
    "7. These are the signals that we got so far.\n",
    "\t+ tBodyAcc-XYZ\n",
    "\t+ tGravityAcc-XYZ\n",
    "\t+ tBodyAccJerk-XYZ\n",
    "\t+ tBodyGyro-XYZ\n",
    "\t+ tBodyGyroJerk-XYZ\n",
    "\t+ tBodyAccMag\n",
    "\t+ tGravityAccMag\n",
    "\t+ tBodyAccJerkMag\n",
    "\t+ tBodyGyroMag\n",
    "\t+ tBodyGyroJerkMag\n",
    "\t+ fBodyAcc-XYZ\n",
    "\t+ fBodyAccJerk-XYZ\n",
    "\t+ fBodyGyro-XYZ\n",
    "\t+ fBodyAccMag\n",
    "\t+ fBodyAccJerkMag\n",
    "\t+ fBodyGyroMag\n",
    "\t+ fBodyGyroJerkMag\n",
    "\n",
    "8. We can esitmate some set of variables from the above signals. ie., We will estimate the following properties on each and every signal that we recoreded so far.\n",
    "\n",
    "\t+ ___mean()___: Mean value\n",
    "\t+ ___std()___: Standard deviation\n",
    "\t+ ___mad()___: Median absolute deviation \n",
    "\t+ ___max()___: Largest value in array\n",
    "\t+ ___min()___: Smallest value in array\n",
    "\t+ ___sma()___: Signal magnitude area\n",
    "\t+ ___energy()___: Energy measure. Sum of the squares divided by the number of values. \n",
    "\t+ ___iqr()___: Interquartile range \n",
    "\t+ ___entropy()___: Signal entropy\n",
    "\t+ ___arCoeff()___: Autorregresion coefficients with Burg order equal to 4\n",
    "\t+ ___correlation()___: correlation coefficient between two signals\n",
    "\t+ ___maxInds()___: index of the frequency component with largest magnitude\n",
    "\t+ ___meanFreq()___: Weighted average of the frequency components to obtain a mean frequency\n",
    "\t+ ___skewness()___: skewness of the frequency domain signal \n",
    "\t+ ___kurtosis()___: kurtosis of the frequency domain signal \n",
    "\t+ ___bandsEnergy()___: Energy of a frequency interval within the 64 bins of the FFT of each window.\n",
    "\t+ ___angle()___: Angle between to vectors.\n",
    "\n",
    "9. We can obtain some other vectors by taking the average of signals in a single window sample. These are used on the angle() variable'\n",
    "`\n",
    "\t+ gravityMean\n",
    "\t+ tBodyAccMean\n",
    "\t+ tBodyAccJerkMean\n",
    "\t+ tBodyGyroMean\n",
    "\t+ tBodyGyroJerkMean\n",
    "\n",
    "\n",
    "###  Y_Labels(Encoded)\n",
    "+ In the dataset, Y_labels are represented as numbers from 1 to 6 as their identifiers.\n",
    "\n",
    "\t- WALKING as __1__\n",
    "\t- WALKING_UPSTAIRS as __2__\n",
    "\t- WALKING_DOWNSTAIRS as __3__\n",
    "\t- SITTING as __4__\n",
    "\t- STANDING as __5__\n",
    "\t- LAYING as __6__\n",
    "    \n",
    "## Train and test data were saperated\n",
    " - The readings from ___70%___ of the volunteers were taken as ___trianing data___ and remaining ___30%___ subjects recordings were taken for ___test data___\n",
    " \n",
    "## Data\n",
    "\n",
    "* All the data is present in 'UCI_HAR_dataset/' folder in present working directory.\n",
    "     - Feature names are present in 'UCI_HAR_dataset/features.txt'\n",
    "     - ___Train Data___\n",
    "         - 'UCI_HAR_dataset/train/X_train.txt'\n",
    "         - 'UCI_HAR_dataset/train/subject_train.txt'\n",
    "         - 'UCI_HAR_dataset/train/y_train.txt'\n",
    "     - ___Test Data___\n",
    "         - 'UCI_HAR_dataset/test/X_test.txt'\n",
    "         - 'UCI_HAR_dataset/test/subject_test.txt'\n",
    "         - 'UCI_HAR_dataset/test/y_test.txt'\n",
    "         \n",
    "\n",
    "## Data Size :\n",
    "> 27 MB\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quick overview of the dataset :\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "* Accelerometer and Gyroscope readings are taken from 30 volunteers(referred as subjects) while performing the following 6 Activities.\n",
    "\n",
    "    1. Walking     \n",
    "    2. WalkingUpstairs \n",
    "    3. WalkingDownstairs \n",
    "    4. Standing \n",
    "    5. Sitting \n",
    "    6. Lying.\n",
    "\n",
    "\n",
    "* Readings are divided into a window of 2.56 seconds with 50% overlapping. \n",
    "\n",
    "* Accelerometer readings are divided into gravity acceleration and body acceleration readings,\n",
    "  which has x,y and z components each.\n",
    "\n",
    "* Gyroscope readings are the measure of angular velocities which has x,y and z components.\n",
    "\n",
    "* Jerk signals are calculated for BodyAcceleration readings.\n",
    "\n",
    "* Fourier Transforms are made on the above time readings to obtain frequency readings.\n",
    "\n",
    "* Now, on all the base signal readings., mean, max, mad, sma, arcoefficient, engerybands,entropy etc., are calculated for each window.\n",
    "\n",
    "* We get a feature vector of 561 features and these features are given in the dataset.\n",
    "\n",
    "* Each window of readings is a datapoint of 561 features.\n",
    "\n",
    "## Problem Framework\n",
    "\n",
    "* 30 subjects(volunteers) data is randomly split to 70%(21) test and 30%(7) train data.\n",
    "* Each datapoint corresponds one of the 6 Activities.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Problem Statement\n",
    "\n",
    " + Given a new datapoint we have to predict the Activity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No of Features: 561\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# get the features from the file features.txt\n",
    "features = list()\n",
    "with open('UCI_HAR_Dataset/features.txt') as f:\n",
    "    features = [line.split()[1] for line in f.readlines()]\n",
    "print('No of Features: {}'.format(len(features)))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Obtain the  train data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\installed\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py:678: UserWarning: Duplicate names specified. This will raise an error in the future.\n",
      "  return _read(filepath_or_buffer, kwds)\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tBodyAcc-mean()-X</th>\n",
       "      <th>tBodyAcc-mean()-Y</th>\n",
       "      <th>tBodyAcc-mean()-Z</th>\n",
       "      <th>tBodyAcc-std()-X</th>\n",
       "      <th>tBodyAcc-std()-Y</th>\n",
       "      <th>tBodyAcc-std()-Z</th>\n",
       "      <th>tBodyAcc-mad()-X</th>\n",
       "      <th>tBodyAcc-mad()-Y</th>\n",
       "      <th>tBodyAcc-mad()-Z</th>\n",
       "      <th>tBodyAcc-max()-X</th>\n",
       "      <th>...</th>\n",
       "      <th>angle(tBodyAccMean,gravity)</th>\n",
       "      <th>angle(tBodyAccJerkMean),gravityMean)</th>\n",
       "      <th>angle(tBodyGyroMean,gravityMean)</th>\n",
       "      <th>angle(tBodyGyroJerkMean,gravityMean)</th>\n",
       "      <th>angle(X,gravityMean)</th>\n",
       "      <th>angle(Y,gravityMean)</th>\n",
       "      <th>angle(Z,gravityMean)</th>\n",
       "      <th>subject</th>\n",
       "      <th>Activity</th>\n",
       "      <th>ActivityName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6015</th>\n",
       "      <td>0.2797</td>\n",
       "      <td>-0.004397</td>\n",
       "      <td>-0.10952</td>\n",
       "      <td>0.359081</td>\n",
       "      <td>0.119909</td>\n",
       "      <td>-0.177541</td>\n",
       "      <td>0.337963</td>\n",
       "      <td>0.066883</td>\n",
       "      <td>-0.221876</td>\n",
       "      <td>0.474093</td>\n",
       "      <td>...</td>\n",
       "      <td>0.049658</td>\n",
       "      <td>0.602595</td>\n",
       "      <td>0.681696</td>\n",
       "      <td>0.51333</td>\n",
       "      <td>-0.862824</td>\n",
       "      <td>0.190833</td>\n",
       "      <td>0.038933</td>\n",
       "      <td>27</td>\n",
       "      <td>3</td>\n",
       "      <td>WALKING_DOWNSTAIRS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 564 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      tBodyAcc-mean()-X  tBodyAcc-mean()-Y  tBodyAcc-mean()-Z  \\\n",
       "6015             0.2797          -0.004397           -0.10952   \n",
       "\n",
       "      tBodyAcc-std()-X  tBodyAcc-std()-Y  tBodyAcc-std()-Z  tBodyAcc-mad()-X  \\\n",
       "6015          0.359081          0.119909         -0.177541          0.337963   \n",
       "\n",
       "      tBodyAcc-mad()-Y  tBodyAcc-mad()-Z  tBodyAcc-max()-X  \\\n",
       "6015          0.066883         -0.221876          0.474093   \n",
       "\n",
       "             ...          angle(tBodyAccMean,gravity)  \\\n",
       "6015         ...                             0.049658   \n",
       "\n",
       "      angle(tBodyAccJerkMean),gravityMean)  angle(tBodyGyroMean,gravityMean)  \\\n",
       "6015                              0.602595                          0.681696   \n",
       "\n",
       "      angle(tBodyGyroJerkMean,gravityMean)  angle(X,gravityMean)  \\\n",
       "6015                               0.51333             -0.862824   \n",
       "\n",
       "      angle(Y,gravityMean)  angle(Z,gravityMean)  subject  Activity  \\\n",
       "6015              0.190833              0.038933       27         3   \n",
       "\n",
       "            ActivityName  \n",
       "6015  WALKING_DOWNSTAIRS  \n",
       "\n",
       "[1 rows x 564 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the data from txt files to pandas dataffame\n",
    "X_train = pd.read_csv('UCI_HAR_dataset/train/X_train.txt', delim_whitespace=True, header=None, names=features)\n",
    "\n",
    "# add subject column to the dataframe\n",
    "X_train['subject'] = pd.read_csv('UCI_HAR_dataset/train/subject_train.txt', header=None, squeeze=True)\n",
    "\n",
    "y_train = pd.read_csv('UCI_HAR_dataset/train/y_train.txt', names=['Activity'], squeeze=True)\n",
    "y_train_labels = y_train.map({1: 'WALKING', 2:'WALKING_UPSTAIRS',3:'WALKING_DOWNSTAIRS',\\\n",
    "                       4:'SITTING', 5:'STANDING',6:'LAYING'})\n",
    "\n",
    "# put all columns in a single dataframe\n",
    "train = X_train\n",
    "train['Activity'] = y_train\n",
    "train['ActivityName'] = y_train_labels\n",
    "train.sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7352, 564)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Obtain the  test data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\installed\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py:678: UserWarning: Duplicate names specified. This will raise an error in the future.\n",
      "  return _read(filepath_or_buffer, kwds)\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tBodyAcc-mean()-X</th>\n",
       "      <th>tBodyAcc-mean()-Y</th>\n",
       "      <th>tBodyAcc-mean()-Z</th>\n",
       "      <th>tBodyAcc-std()-X</th>\n",
       "      <th>tBodyAcc-std()-Y</th>\n",
       "      <th>tBodyAcc-std()-Z</th>\n",
       "      <th>tBodyAcc-mad()-X</th>\n",
       "      <th>tBodyAcc-mad()-Y</th>\n",
       "      <th>tBodyAcc-mad()-Z</th>\n",
       "      <th>tBodyAcc-max()-X</th>\n",
       "      <th>...</th>\n",
       "      <th>angle(tBodyAccMean,gravity)</th>\n",
       "      <th>angle(tBodyAccJerkMean),gravityMean)</th>\n",
       "      <th>angle(tBodyGyroMean,gravityMean)</th>\n",
       "      <th>angle(tBodyGyroJerkMean,gravityMean)</th>\n",
       "      <th>angle(X,gravityMean)</th>\n",
       "      <th>angle(Y,gravityMean)</th>\n",
       "      <th>angle(Z,gravityMean)</th>\n",
       "      <th>subject</th>\n",
       "      <th>Activity</th>\n",
       "      <th>ActivityName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2261</th>\n",
       "      <td>0.279196</td>\n",
       "      <td>-0.018261</td>\n",
       "      <td>-0.103376</td>\n",
       "      <td>-0.996955</td>\n",
       "      <td>-0.982959</td>\n",
       "      <td>-0.988239</td>\n",
       "      <td>-0.9972</td>\n",
       "      <td>-0.982509</td>\n",
       "      <td>-0.986964</td>\n",
       "      <td>-0.940634</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.268441</td>\n",
       "      <td>-0.215632</td>\n",
       "      <td>-0.465366</td>\n",
       "      <td>0.098119</td>\n",
       "      <td>-0.612458</td>\n",
       "      <td>-0.033918</td>\n",
       "      <td>-0.224544</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>SITTING</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 564 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      tBodyAcc-mean()-X  tBodyAcc-mean()-Y  tBodyAcc-mean()-Z  \\\n",
       "2261           0.279196          -0.018261          -0.103376   \n",
       "\n",
       "      tBodyAcc-std()-X  tBodyAcc-std()-Y  tBodyAcc-std()-Z  tBodyAcc-mad()-X  \\\n",
       "2261         -0.996955         -0.982959         -0.988239           -0.9972   \n",
       "\n",
       "      tBodyAcc-mad()-Y  tBodyAcc-mad()-Z  tBodyAcc-max()-X      ...       \\\n",
       "2261         -0.982509         -0.986964         -0.940634      ...        \n",
       "\n",
       "      angle(tBodyAccMean,gravity)  angle(tBodyAccJerkMean),gravityMean)  \\\n",
       "2261                    -0.268441                             -0.215632   \n",
       "\n",
       "      angle(tBodyGyroMean,gravityMean)  angle(tBodyGyroJerkMean,gravityMean)  \\\n",
       "2261                         -0.465366                              0.098119   \n",
       "\n",
       "      angle(X,gravityMean)  angle(Y,gravityMean)  angle(Z,gravityMean)  \\\n",
       "2261             -0.612458             -0.033918             -0.224544   \n",
       "\n",
       "      subject  Activity  ActivityName  \n",
       "2261       20         4       SITTING  \n",
       "\n",
       "[1 rows x 564 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the data from txt files to pandas dataffame\n",
    "X_test = pd.read_csv('UCI_HAR_dataset/test/X_test.txt', delim_whitespace=True, header=None, names=features)\n",
    "\n",
    "# add subject column to the dataframe\n",
    "X_test['subject'] = pd.read_csv('UCI_HAR_dataset/test/subject_test.txt', header=None, squeeze=True)\n",
    "\n",
    "# get y labels from the txt file\n",
    "y_test = pd.read_csv('UCI_HAR_dataset/test/y_test.txt', names=['Activity'], squeeze=True)\n",
    "y_test_labels = y_test.map({1: 'WALKING', 2:'WALKING_UPSTAIRS',3:'WALKING_DOWNSTAIRS',\\\n",
    "                       4:'SITTING', 5:'STANDING',6:'LAYING'})\n",
    "\n",
    "\n",
    "# put all columns in a single dataframe\n",
    "test = X_test\n",
    "test['Activity'] = y_test\n",
    "test['ActivityName'] = y_test_labels\n",
    "test.sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2947, 564)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Data Cleaning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Check for Duplicates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No of duplicates in train: 0\n",
      "No of duplicates in test : 0\n"
     ]
    }
   ],
   "source": [
    "print('No of duplicates in train: {}'.format(sum(train.duplicated())))\n",
    "print('No of duplicates in test : {}'.format(sum(test.duplicated())))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Checking for NaN/null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We have 0 NaN/Null values in train\n",
      "We have 0 NaN/Null values in test\n"
     ]
    }
   ],
   "source": [
    "print('We have {} NaN/Null values in train'.format(train.isnull().values.sum()))\n",
    "print('We have {} NaN/Null values in test'.format(test.isnull().values.sum()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Check for data imbalance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set_style('whitegrid')\n",
    "plt.rcParams['font.family'] = 'Dejavu Sans'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "plt.title('Data provided by each user', fontsize=20)\n",
    "sns.countplot(x='subject',hue='ActivityName', data = train)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> We have got almost same number of reading from all the subjects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('No of Datapoints per Activity', fontsize=15)\n",
    "sns.countplot(train.ActivityName)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observation\n",
    "> Our data is well balanced (almost)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Changing feature names "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['tBodyAccmeanX', 'tBodyAccmeanY', 'tBodyAccmeanZ', 'tBodyAccstdX',\n",
       "       'tBodyAccstdY', 'tBodyAccstdZ', 'tBodyAccmadX', 'tBodyAccmadY',\n",
       "       'tBodyAccmadZ', 'tBodyAccmaxX',\n",
       "       ...\n",
       "       'angletBodyAccMeangravity', 'angletBodyAccJerkMeangravityMean',\n",
       "       'angletBodyGyroMeangravityMean', 'angletBodyGyroJerkMeangravityMean',\n",
       "       'angleXgravityMean', 'angleYgravityMean', 'angleZgravityMean',\n",
       "       'subject', 'Activity', 'ActivityName'],\n",
       "      dtype='object', length=564)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns = train.columns\n",
    "\n",
    "# Removing '()' from column names\n",
    "columns = columns.str.replace('[()]','')\n",
    "columns = columns.str.replace('[-]', '')\n",
    "columns = columns.str.replace('[,]','')\n",
    "\n",
    "train.columns = columns\n",
    "test.columns = columns\n",
    "\n",
    "test.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Save this dataframe in a csv files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train.to_csv('UCI_HAR_Dataset/csv_files/train.csv', index=False)\n",
    "test.to_csv('UCI_HAR_Dataset/csv_files/test.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\"___Without domain knowledge EDA has no meaning, without EDA a problem has no soul.___\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Featuring Engineering from Domain Knowledge \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "+ __Static and Dynamic Activities__\n",
    "\n",
    "    - In static activities (sit, stand, lie down) motion information will not be very useful.\n",
    "\t- In the dynamic activities (Walking, WalkingUpstairs,WalkingDownstairs) motion info will be significant.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Stationary and Moving activities are completely different"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1019.88x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_palette(\"Set1\", desat=0.80)\n",
    "facetgrid = sns.FacetGrid(train, hue='ActivityName', size=6,aspect=2)\n",
    "facetgrid.map(sns.distplot,'tBodyAccMagmean', hist=False)\\\n",
    "    .add_legend()\n",
    "plt.annotate(\"Stationary Activities\", xy=(-0.956,17), xytext=(-0.9, 23), size=20,\\\n",
    "            va='center', ha='left',\\\n",
    "            arrowprops=dict(arrowstyle=\"simple\",connectionstyle=\"arc3,rad=0.1\"))\n",
    "\n",
    "plt.annotate(\"Moving Activities\", xy=(0,3), xytext=(0.2, 9), size=20,\\\n",
    "            va='center', ha='left',\\\n",
    "            arrowprops=dict(arrowstyle=\"simple\",connectionstyle=\"arc3,rad=0.1\"))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# for plotting purposes taking datapoints of each activity to a different dataframe\n",
    "df1 = train[train['Activity']==1]\n",
    "df2 = train[train['Activity']==2]\n",
    "df3 = train[train['Activity']==3]\n",
    "df4 = train[train['Activity']==4]\n",
    "df5 = train[train['Activity']==5]\n",
    "df6 = train[train['Activity']==6]\n",
    "\n",
    "plt.figure(figsize=(14,7))\n",
    "plt.subplot(2,2,1)\n",
    "plt.title('Stationary Activities(Zoomed in)')\n",
    "sns.distplot(df4['tBodyAccMagmean'],color = 'r',hist = False, label = 'Sitting')\n",
    "sns.distplot(df5['tBodyAccMagmean'],color = 'm',hist = False,label = 'Standing')\n",
    "sns.distplot(df6['tBodyAccMagmean'],color = 'c',hist = False, label = 'Laying')\n",
    "plt.axis([-1.01, -0.5, 0, 35])\n",
    "plt.legend(loc='center')\n",
    "\n",
    "plt.subplot(2,2,2)\n",
    "plt.title('Moving Activities')\n",
    "sns.distplot(df1['tBodyAccMagmean'],color = 'red',hist = False, label = 'Walking')\n",
    "sns.distplot(df2['tBodyAccMagmean'],color = 'blue',hist = False,label = 'Walking Up')\n",
    "sns.distplot(df3['tBodyAccMagmean'],color = 'green',hist = False, label = 'Walking down')\n",
    "plt.legend(loc='center right')\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Magnitude of an acceleration can saperate it well"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "sns.boxplot(x='ActivityName', y='tBodyAccMagmean',data=train, showfliers=False, saturation=1)\n",
    "plt.ylabel('Acceleration Magnitude mean')\n",
    "plt.axhline(y=-0.7, xmin=0.1, xmax=0.9,dashes=(5,5), c='g')\n",
    "plt.axhline(y=-0.05, xmin=0.4, dashes=(5,5), c='m')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__ Observations__:\n",
    "- If tAccMean is < -0.8 then the Activities are either Standing or Sitting or Laying.\n",
    "- If tAccMean is > -0.6 then the Activities are either Walking or WalkingDownstairs or WalkingUpstairs.\n",
    "- If tAccMean > 0.0 then the Activity is WalkingDownstairs.\n",
    "- We can classify 75% the Acitivity labels with some errors."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Position of GravityAccelerationComponants also matters "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x='ActivityName', y='angleXgravityMean', data=train)\n",
    "plt.axhline(y=0.08, xmin=0.1, xmax=0.9,c='m',dashes=(5,3))\n",
    "plt.title('Angle between X-axis and Gravity_mean', fontsize=15)\n",
    "plt.xticks(rotation = 40)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__ Observations__:\n",
    "* If angleX,gravityMean > 0 then Activity is Laying.\n",
    "* We can classify all datapoints belonging to Laying activity with just a single if else statement."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x='ActivityName', y='angleYgravityMean', data = train, showfliers=False)\n",
    "plt.title('Angle between Y-axis and Gravity_mean', fontsize=15)\n",
    "plt.xticks(rotation = 40)\n",
    "plt.axhline(y=-0.22, xmin=0.1, xmax=0.8, dashes=(5,3), c='m')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Apply t-sne on the data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn.manifold import TSNE\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# performs t-sne with different perplexity values and their repective plots..\n",
    "\n",
    "def perform_tsne(X_data, y_data, perplexities, n_iter=1000, img_name_prefix='t-sne'):\n",
    "        \n",
    "    for index,perplexity in enumerate(perplexities):\n",
    "        # perform t-sne\n",
    "        print('\\nperforming tsne with perplexity {} and with {} iterations at max'.format(perplexity, n_iter))\n",
    "        X_reduced = TSNE(verbose=2, perplexity=perplexity).fit_transform(X_data)\n",
    "        print('Done..')\n",
    "        \n",
    "        # prepare the data for seaborn         \n",
    "        print('Creating plot for this t-sne visualization..')\n",
    "        df = pd.DataFrame({'x':X_reduced[:,0], 'y':X_reduced[:,1] ,'label':y_data})\n",
    "        \n",
    "        # draw the plot in appropriate place in the grid\n",
    "        sns.lmplot(data=df, x='x', y='y', hue='label', fit_reg=False, size=8,\\\n",
    "                   palette=\"Set1\",markers=['^','v','s','o', '1','2'])\n",
    "        plt.title(\"perplexity : {} and max_iter : {}\".format(perplexity, n_iter))\n",
    "        img_name = img_name_prefix + '_perp_{}_iter_{}.png'.format(perplexity, n_iter)\n",
    "        print('saving this plot as image in present working directory...')\n",
    "        plt.savefig(img_name)\n",
    "        plt.show()\n",
    "        print('Done')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "performing tsne with perplexity 2 and with 1000 iterations at max\n",
      "[t-SNE] Computing 7 nearest neighbors...\n",
      "[t-SNE] Indexed 7352 samples in 0.426s...\n",
      "[t-SNE] Computed neighbors for 7352 samples in 72.001s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 6000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 7000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 7352 / 7352\n",
      "[t-SNE] Mean sigma: 0.635855\n",
      "[t-SNE] Computed conditional probabilities in 0.071s\n",
      "[t-SNE] Iteration 50: error = 124.8017578, gradient norm = 0.0253939 (50 iterations in 16.625s)\n",
      "[t-SNE] Iteration 100: error = 107.2019501, gradient norm = 0.0284782 (50 iterations in 9.735s)\n",
      "[t-SNE] Iteration 150: error = 100.9872894, gradient norm = 0.0185151 (50 iterations in 5.346s)\n",
      "[t-SNE] Iteration 200: error = 97.6054382, gradient norm = 0.0142084 (50 iterations in 7.013s)\n",
      "[t-SNE] Iteration 250: error = 95.3084183, gradient norm = 0.0132592 (50 iterations in 5.703s)\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 95.308418\n",
      "[t-SNE] Iteration 300: error = 4.1209540, gradient norm = 0.0015668 (50 iterations in 7.156s)\n",
      "[t-SNE] Iteration 350: error = 3.2113254, gradient norm = 0.0009953 (50 iterations in 8.022s)\n",
      "[t-SNE] Iteration 400: error = 2.7819963, gradient norm = 0.0007203 (50 iterations in 9.419s)\n",
      "[t-SNE] Iteration 450: error = 2.5178111, gradient norm = 0.0005655 (50 iterations in 9.370s)\n",
      "[t-SNE] Iteration 500: error = 2.3341548, gradient norm = 0.0004804 (50 iterations in 7.681s)\n",
      "[t-SNE] Iteration 550: error = 2.1961622, gradient norm = 0.0004183 (50 iterations in 7.097s)\n",
      "[t-SNE] Iteration 600: error = 2.0867445, gradient norm = 0.0003664 (50 iterations in 9.274s)\n",
      "[t-SNE] Iteration 650: error = 1.9967778, gradient norm = 0.0003279 (50 iterations in 7.697s)\n",
      "[t-SNE] Iteration 700: error = 1.9210005, gradient norm = 0.0002984 (50 iterations in 8.174s)\n",
      "[t-SNE] Iteration 750: error = 1.8558111, gradient norm = 0.0002776 (50 iterations in 9.747s)\n",
      "[t-SNE] Iteration 800: error = 1.7989457, gradient norm = 0.0002569 (50 iterations in 8.687s)\n",
      "[t-SNE] Iteration 850: error = 1.7490212, gradient norm = 0.0002394 (50 iterations in 8.407s)\n",
      "[t-SNE] Iteration 900: error = 1.7043383, gradient norm = 0.0002224 (50 iterations in 8.351s)\n",
      "[t-SNE] Iteration 950: error = 1.6641431, gradient norm = 0.0002098 (50 iterations in 7.841s)\n",
      "[t-SNE] Iteration 1000: error = 1.6279151, gradient norm = 0.0001989 (50 iterations in 5.623s)\n",
      "[t-SNE] Error after 1000 iterations: 1.627915\n",
      "Done..\n",
      "Creating plot for this t-sne visualization..\n",
      "saving this plot as image in present working directory...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 731.875x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done\n",
      "\n",
      "performing tsne with perplexity 5 and with 1000 iterations at max\n",
      "[t-SNE] Computing 16 nearest neighbors...\n",
      "[t-SNE] Indexed 7352 samples in 0.263s...\n",
      "[t-SNE] Computed neighbors for 7352 samples in 48.983s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 6000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 7000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 7352 / 7352\n",
      "[t-SNE] Mean sigma: 0.961265\n",
      "[t-SNE] Computed conditional probabilities in 0.122s\n",
      "[t-SNE] Iteration 50: error = 114.1862640, gradient norm = 0.0184120 (50 iterations in 55.655s)\n",
      "[t-SNE] Iteration 100: error = 97.6535568, gradient norm = 0.0174309 (50 iterations in 12.580s)\n",
      "[t-SNE] Iteration 150: error = 93.1900101, gradient norm = 0.0101048 (50 iterations in 9.180s)\n",
      "[t-SNE] Iteration 200: error = 91.2315445, gradient norm = 0.0074560 (50 iterations in 10.340s)\n",
      "[t-SNE] Iteration 250: error = 90.0714417, gradient norm = 0.0057667 (50 iterations in 9.458s)\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 90.071442\n",
      "[t-SNE] Iteration 300: error = 3.5796804, gradient norm = 0.0014691 (50 iterations in 8.718s)\n",
      "[t-SNE] Iteration 350: error = 2.8173938, gradient norm = 0.0007508 (50 iterations in 10.180s)\n",
      "[t-SNE] Iteration 400: error = 2.4344938, gradient norm = 0.0005251 (50 iterations in 10.506s)\n",
      "[t-SNE] Iteration 450: error = 2.2156141, gradient norm = 0.0004069 (50 iterations in 10.072s)\n",
      "[t-SNE] Iteration 500: error = 2.0703306, gradient norm = 0.0003340 (50 iterations in 10.511s)\n",
      "[t-SNE] Iteration 550: error = 1.9646366, gradient norm = 0.0002816 (50 iterations in 9.792s)\n",
      "[t-SNE] Iteration 600: error = 1.8835558, gradient norm = 0.0002471 (50 iterations in 9.098s)\n",
      "[t-SNE] Iteration 650: error = 1.8184001, gradient norm = 0.0002184 (50 iterations in 8.656s)\n",
      "[t-SNE] Iteration 700: error = 1.7647167, gradient norm = 0.0001961 (50 iterations in 9.063s)\n",
      "[t-SNE] Iteration 750: error = 1.7193680, gradient norm = 0.0001796 (50 iterations in 9.754s)\n",
      "[t-SNE] Iteration 800: error = 1.6803776, gradient norm = 0.0001655 (50 iterations in 9.540s)\n",
      "[t-SNE] Iteration 850: error = 1.6465144, gradient norm = 0.0001538 (50 iterations in 9.953s)\n",
      "[t-SNE] Iteration 900: error = 1.6166563, gradient norm = 0.0001421 (50 iterations in 10.270s)\n",
      "[t-SNE] Iteration 950: error = 1.5901035, gradient norm = 0.0001335 (50 iterations in 6.609s)\n",
      "[t-SNE] Iteration 1000: error = 1.5664237, gradient norm = 0.0001257 (50 iterations in 8.553s)\n",
      "[t-SNE] Error after 1000 iterations: 1.566424\n",
      "Done..\n",
      "Creating plot for this t-sne visualization..\n",
      "saving this plot as image in present working directory...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 731.875x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done\n",
      "\n",
      "performing tsne with perplexity 10 and with 1000 iterations at max\n",
      "[t-SNE] Computing 31 nearest neighbors...\n",
      "[t-SNE] Indexed 7352 samples in 0.410s...\n",
      "[t-SNE] Computed neighbors for 7352 samples in 64.801s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 6000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 7000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 7352 / 7352\n",
      "[t-SNE] Mean sigma: 1.133828\n",
      "[t-SNE] Computed conditional probabilities in 0.214s\n",
      "[t-SNE] Iteration 50: error = 106.0169220, gradient norm = 0.0194293 (50 iterations in 24.550s)\n",
      "[t-SNE] Iteration 100: error = 90.3036194, gradient norm = 0.0097653 (50 iterations in 11.936s)\n",
      "[t-SNE] Iteration 150: error = 87.3132935, gradient norm = 0.0053059 (50 iterations in 11.246s)\n",
      "[t-SNE] Iteration 200: error = 86.1169128, gradient norm = 0.0035844 (50 iterations in 11.864s)\n",
      "[t-SNE] Iteration 250: error = 85.4133606, gradient norm = 0.0029100 (50 iterations in 11.944s)\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 85.413361\n",
      "[t-SNE] Iteration 300: error = 3.1394315, gradient norm = 0.0013976 (50 iterations in 11.742s)\n",
      "[t-SNE] Iteration 350: error = 2.4929206, gradient norm = 0.0006466 (50 iterations in 11.627s)\n",
      "[t-SNE] Iteration 400: error = 2.1733041, gradient norm = 0.0004230 (50 iterations in 11.846s)\n",
      "[t-SNE] Iteration 450: error = 1.9884514, gradient norm = 0.0003124 (50 iterations in 11.405s)\n",
      "[t-SNE] Iteration 500: error = 1.8702440, gradient norm = 0.0002514 (50 iterations in 11.320s)\n",
      "[t-SNE] Iteration 550: error = 1.7870129, gradient norm = 0.0002107 (50 iterations in 12.009s)\n",
      "[t-SNE] Iteration 600: error = 1.7246909, gradient norm = 0.0001824 (50 iterations in 10.632s)\n",
      "[t-SNE] Iteration 650: error = 1.6758548, gradient norm = 0.0001590 (50 iterations in 11.270s)\n",
      "[t-SNE] Iteration 700: error = 1.6361949, gradient norm = 0.0001451 (50 iterations in 12.072s)\n",
      "[t-SNE] Iteration 750: error = 1.6034756, gradient norm = 0.0001305 (50 iterations in 11.607s)\n",
      "[t-SNE] Iteration 800: error = 1.5761518, gradient norm = 0.0001188 (50 iterations in 9.409s)\n",
      "[t-SNE] Iteration 850: error = 1.5527289, gradient norm = 0.0001113 (50 iterations in 8.309s)\n",
      "[t-SNE] Iteration 900: error = 1.5328671, gradient norm = 0.0001021 (50 iterations in 9.433s)\n",
      "[t-SNE] Iteration 950: error = 1.5152045, gradient norm = 0.0000974 (50 iterations in 11.488s)\n",
      "[t-SNE] Iteration 1000: error = 1.4999681, gradient norm = 0.0000933 (50 iterations in 10.593s)\n",
      "[t-SNE] Error after 1000 iterations: 1.499968\n",
      "Done..\n",
      "Creating plot for this t-sne visualization..\n",
      "saving this plot as image in present working directory...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 731.875x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done\n",
      "\n",
      "performing tsne with perplexity 20 and with 1000 iterations at max\n",
      "[t-SNE] Computing 61 nearest neighbors...\n",
      "[t-SNE] Indexed 7352 samples in 0.425s...\n",
      "[t-SNE] Computed neighbors for 7352 samples in 61.792s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 6000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 7000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 7352 / 7352\n",
      "[t-SNE] Mean sigma: 1.274335\n",
      "[t-SNE] Computed conditional probabilities in 0.355s\n",
      "[t-SNE] Iteration 50: error = 97.5202179, gradient norm = 0.0223863 (50 iterations in 21.168s)\n",
      "[t-SNE] Iteration 100: error = 83.9500732, gradient norm = 0.0059110 (50 iterations in 17.306s)\n",
      "[t-SNE] Iteration 150: error = 81.8804779, gradient norm = 0.0035797 (50 iterations in 14.258s)\n",
      "[t-SNE] Iteration 200: error = 81.1615143, gradient norm = 0.0022536 (50 iterations in 14.130s)\n",
      "[t-SNE] Iteration 250: error = 80.7704086, gradient norm = 0.0018108 (50 iterations in 15.340s)\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 80.770409\n",
      "[t-SNE] Iteration 300: error = 2.6957574, gradient norm = 0.0012993 (50 iterations in 13.605s)\n",
      "[t-SNE] Iteration 350: error = 2.1637220, gradient norm = 0.0005765 (50 iterations in 13.248s)\n",
      "[t-SNE] Iteration 400: error = 1.9143614, gradient norm = 0.0003474 (50 iterations in 14.774s)\n",
      "[t-SNE] Iteration 450: error = 1.7684202, gradient norm = 0.0002458 (50 iterations in 15.502s)\n",
      "[t-SNE] Iteration 500: error = 1.6744757, gradient norm = 0.0001923 (50 iterations in 14.808s)\n",
      "[t-SNE] Iteration 550: error = 1.6101606, gradient norm = 0.0001575 (50 iterations in 14.043s)\n",
      "[t-SNE] Iteration 600: error = 1.5641028, gradient norm = 0.0001344 (50 iterations in 15.769s)\n",
      "[t-SNE] Iteration 650: error = 1.5291905, gradient norm = 0.0001182 (50 iterations in 15.834s)\n",
      "[t-SNE] Iteration 700: error = 1.5024391, gradient norm = 0.0001055 (50 iterations in 15.398s)\n",
      "[t-SNE] Iteration 750: error = 1.4809053, gradient norm = 0.0000965 (50 iterations in 14.594s)\n",
      "[t-SNE] Iteration 800: error = 1.4631859, gradient norm = 0.0000884 (50 iterations in 15.025s)\n",
      "[t-SNE] Iteration 850: error = 1.4486470, gradient norm = 0.0000832 (50 iterations in 14.060s)\n",
      "[t-SNE] Iteration 900: error = 1.4367288, gradient norm = 0.0000804 (50 iterations in 12.389s)\n",
      "[t-SNE] Iteration 950: error = 1.4270191, gradient norm = 0.0000761 (50 iterations in 10.392s)\n",
      "[t-SNE] Iteration 1000: error = 1.4189968, gradient norm = 0.0000787 (50 iterations in 12.355s)\n",
      "[t-SNE] Error after 1000 iterations: 1.418997\n",
      "Done..\n",
      "Creating plot for this t-sne visualization..\n",
      "saving this plot as image in present working directory...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 731.875x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done\n",
      "\n",
      "performing tsne with perplexity 50 and with 1000 iterations at max\n",
      "[t-SNE] Computing 151 nearest neighbors...\n",
      "[t-SNE] Indexed 7352 samples in 0.376s...\n",
      "[t-SNE] Computed neighbors for 7352 samples in 73.164s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 6000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 7000 / 7352\n",
      "[t-SNE] Computed conditional probabilities for sample 7352 / 7352\n",
      "[t-SNE] Mean sigma: 1.437672\n",
      "[t-SNE] Computed conditional probabilities in 0.844s\n",
      "[t-SNE] Iteration 50: error = 86.1525574, gradient norm = 0.0242986 (50 iterations in 36.249s)\n",
      "[t-SNE] Iteration 100: error = 75.9874649, gradient norm = 0.0061005 (50 iterations in 30.453s)\n",
      "[t-SNE] Iteration 150: error = 74.7072296, gradient norm = 0.0024708 (50 iterations in 28.461s)\n",
      "[t-SNE] Iteration 200: error = 74.2736282, gradient norm = 0.0018644 (50 iterations in 27.735s)\n",
      "[t-SNE] Iteration 250: error = 74.0722427, gradient norm = 0.0014078 (50 iterations in 26.835s)\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 74.072243\n",
      "[t-SNE] Iteration 300: error = 2.1539080, gradient norm = 0.0011796 (50 iterations in 25.445s)\n",
      "[t-SNE] Iteration 350: error = 1.7567128, gradient norm = 0.0004845 (50 iterations in 21.282s)\n",
      "[t-SNE] Iteration 400: error = 1.5888531, gradient norm = 0.0002798 (50 iterations in 21.015s)\n",
      "[t-SNE] Iteration 450: error = 1.4956820, gradient norm = 0.0001894 (50 iterations in 23.332s)\n",
      "[t-SNE] Iteration 500: error = 1.4359720, gradient norm = 0.0001420 (50 iterations in 23.083s)\n",
      "[t-SNE] Iteration 550: error = 1.3947564, gradient norm = 0.0001117 (50 iterations in 19.626s)\n",
      "[t-SNE] Iteration 600: error = 1.3653858, gradient norm = 0.0000949 (50 iterations in 22.752s)\n",
      "[t-SNE] Iteration 650: error = 1.3441534, gradient norm = 0.0000814 (50 iterations in 23.972s)\n",
      "[t-SNE] Iteration 700: error = 1.3284039, gradient norm = 0.0000742 (50 iterations in 20.636s)\n",
      "[t-SNE] Iteration 750: error = 1.3171139, gradient norm = 0.0000700 (50 iterations in 20.407s)\n",
      "[t-SNE] Iteration 800: error = 1.3085558, gradient norm = 0.0000657 (50 iterations in 24.951s)\n",
      "[t-SNE] Iteration 850: error = 1.3017821, gradient norm = 0.0000603 (50 iterations in 24.719s)\n",
      "[t-SNE] Iteration 900: error = 1.2962619, gradient norm = 0.0000586 (50 iterations in 24.500s)\n",
      "[t-SNE] Iteration 950: error = 1.2914882, gradient norm = 0.0000573 (50 iterations in 24.132s)\n",
      "[t-SNE] Iteration 1000: error = 1.2874244, gradient norm = 0.0000546 (50 iterations in 22.840s)\n",
      "[t-SNE] Error after 1000 iterations: 1.287424\n",
      "Done..\n",
      "Creating plot for this t-sne visualization..\n",
      "saving this plot as image in present working directory...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 731.875x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done\n"
     ]
    }
   ],
   "source": [
    "X_pre_tsne = train.drop(['subject', 'Activity','ActivityName'], axis=1)\n",
    "y_pre_tsne = train['ActivityName']\n",
    "perform_tsne(X_data = X_pre_tsne,y_data=y_pre_tsne, perplexities =[2,5,10,20,50])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
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