Test_Android-Clean-StairsXRest.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from utils_processing.utils import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.externals import joblib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# edp_files = ['Activity-Data/Test/Android/Esc_down/1/Ed_1Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_down/2/Ed_2Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_down/3/Ed_3Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_down/4/Ed_4Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_down/5/Ed_5Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_down/6/Ed_6Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_down/7/Ed_7Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_down/8/Ed_8Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_down/9/Ed_9Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_down/10/Ed_10Pressure.csv']\n",
    "# eup_files = ['Activity-Data/Test/Android/Esc_up/1/Eu_1Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_up/2/Eu_2Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_up/3/Eu_3Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_up/4/Eu_4Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_up/5/Eu_5Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_up/6/Eu_6Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_up/7/Eu_7Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_up/8/Eu_8Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_up/9/Eu_9Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Esc_up/10/Eu_10Pressure.csv']\n",
    "# ldp_files = ['Activity-Data/Test/Android/Lift_down/1/Ld_1Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_down/2/Ld_2Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_down/3/Ld_3Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_down/4/Ld_4Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_down/5/Ld_5Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_down/6/Ld_6Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_down/7/Ld_7Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_down/8/Ld_8Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_down/9/Ld_9Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_down/10/Ld_10Pressure.csv']\n",
    "# lup_files = ['Activity-Data/Test/Android/Lift_up/1/Lu_1Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_up/2/Lu_2Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_up/3/Lu_3Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_up/4/Lu_4Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_up/5/Lu_5Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_up/6/Lu_6Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_up/7/Lu_7Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_up/8/Lu_8Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_up/9/Lu_9Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Lift_up/10/Lu_10Pressure.csv']\n",
    "# sdp_files = ['Activity-Data/Test/Android/Stairs_down/1/Sd_1Pressure.csv',\n",
    "#              'Activity-Data/Test/Android/Stairs_down/2/Sd_2Pressure.csv',\n",
    "#              'Activity-Data/Test/Android/Stairs_down/3/Sd_3Pressure.csv',\n",
    "#              'Activity-Data/Test/Android/Stairs_down/4/Sd_4Pressure.csv',\n",
    "#              'Activity-Data/Test/Android/Stairs_down/5/Sd_5Pressure.csv',\n",
    "#              'Activity-Data/Test/Android/Stairs_down/6/Sd_6Pressure.csv',\n",
    "#              'Activity-Data/Test/Android/Stairs_down/7/Sd_7Pressure.csv',\n",
    "#              'Activity-Data/Test/Android/Stairs_down/8/Sd_8Pressure.csv',\n",
    "#              'Activity-Data/Test/Android/Stairs_down/9/Sd_9Pressure.csv']\n",
    "# sup_files = ['Activity-Data/Test/Android/Stairs_up/1/Su_1Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Stairs_up/2/Su_2Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Stairs_up/3/Su_3Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Stairs_up/4/Su_4Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Stairs_up/5/Su_5Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Stairs_up/6/Su_6Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Stairs_up/7/Su_7Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Stairs_up/8/Su_8Pressure.csv']\n",
    "# wp_files = ['Activity-Data/Test/Android/Walk/1/W_1Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Walk/2/W_2Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Walk/3/W_3Pressure.csv',\n",
    "#             'Activity-Data/Test/Android/Walk/4/W4Pressure.csv']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "edp_files = ['Activity-Data/Test/Android/Esc_down/1/Ed_1Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/2/Ed_2Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/3/Ed_3Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/4/Ed_4Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/5/Ed_5Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/6/Ed_6Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/7/Ed_7Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/8/Ed_8Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/9/Ed_9Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/10/Ed_10Pressure_clean.csv']\n",
    "eup_files = ['Activity-Data/Test/Android/Esc_up/1/Eu_1Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/2/Eu_2Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/3/Eu_3Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/4/Eu_4Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/5/Eu_5Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/6/Eu_6Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/7/Eu_7Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/8/Eu_8Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/9/Eu_9Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/10/Eu_10Pressure_clean.csv']\n",
    "ldp_files = ['Activity-Data/Test/Android/Lift_down/1/Ld_1Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/2/Ld_2Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/3/Ld_3Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/4/Ld_4Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/5/Ld_5Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/6/Ld_6Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/7/Ld_7Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/8/Ld_8Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/9/Ld_9Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/10/Ld_10Pressure_clean.csv']\n",
    "lup_files = ['Activity-Data/Test/Android/Lift_up/1/Lu_1Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/2/Lu_2Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/3/Lu_3Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/4/Lu_4Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/5/Lu_5Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/6/Lu_6Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/7/Lu_7Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/8/Lu_8Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/9/Lu_9Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/10/Lu_10Pressure_clean.csv']\n",
    "sdp_files = ['Activity-Data/Test/Android/Stairs_down/1/Sd_1Pressure_clean.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/2/Sd_2Pressure_clean.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/3/Sd_3Pressure_clean.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/4/Sd_4Pressure_clean.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/5/Sd_5Pressure_clean.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/6/Sd_6Pressure_clean.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/7/Sd_7Pressure_clean.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/8/Sd_8Pressure_clean.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/9/Sd_9Pressure_clean.csv']\n",
    "sup_files = ['Activity-Data/Test/Android/Stairs_up/1/Su_1Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Stairs_up/2/Su_2Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Stairs_up/3/Su_3Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Stairs_up/4/Su_4Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Stairs_up/5/Su_5Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Stairs_up/6/Su_6Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Stairs_up/7/Su_7Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Stairs_up/8/Su_8Pressure_clean.csv']\n",
    "wp_files = ['Activity-Data/Test/Android/Walk/1/W_1Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Walk/2/W_2Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Walk/3/W_3Pressure_clean.csv',\n",
    "            'Activity-Data/Test/Android/Walk/4/W4Pressure_clean.csv']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "eda_files = ['Activity-Data/Test/Android/Esc_down/1/Ed_1Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/2/Ed_2Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/3/Ed_3Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/4/Ed_4Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/5/Ed_5Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/6/Ed_6Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/7/Ed_7Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/8/Ed_8Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/9/Ed_9Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_down/10/Ed_10Acceleration.csv']\n",
    "eua_files = ['Activity-Data/Test/Android/Esc_up/1/Eu_1Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/2/Eu_2Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/3/Eu_3Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/4/Eu_4Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/5/Eu_5Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/6/Eu_6Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/7/Eu_7Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/8/Eu_8Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/9/Eu_9Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Esc_up/10/Eu_10Acceleration.csv']\n",
    "lda_files = ['Activity-Data/Test/Android/Lift_down/1/Ld_1Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/2/Ld_2Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/3/Ld_3Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/4/Ld_4Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/5/Ld_5Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/6/Ld_6Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/7/Ld_7Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/8/Ld_8Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/9/Ld_9Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_down/10/Ld_10Acceleration.csv']\n",
    "lua_files = ['Activity-Data/Test/Android/Lift_up/1/Lu_1Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/2/Lu_2Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/3/Lu_3Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/4/Lu_4Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/5/Lu_5Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/6/Lu_6Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/7/Lu_7Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/8/Lu_8Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/9/Lu_9Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Lift_up/10/Lu_10Acceleration.csv']\n",
    "sda_files = ['Activity-Data/Test/Android/Stairs_down/1/Sd_1Acceleration.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/2/Sd_2Acceleration.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/3/Sd_3Acceleration.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/4/Sd_4Acceleration.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/5/Sd_5Acceleration.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/6/Sd_6Acceleration.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/7/Sd_7Acceleration.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/8/Sd_8Acceleration.csv',\n",
    "             'Activity-Data/Test/Android/Stairs_down/9/Sd_9Acceleration.csv']\n",
    "sua_files = ['Activity-Data/Test/Android/Stairs_up/1/Su_1Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Stairs_up/2/Su_2Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Stairs_up/3/Su_3Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Stairs_up/4/Su_4Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Stairs_up/5/Su_5Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Stairs_up/6/Su_6Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Stairs_up/7/Su_7Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Stairs_up/8/Su_8Acceleration.csv']\n",
    "wa_files = ['Activity-Data/Test/Android/Walk/1/W_1Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Walk/2/W_2Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Walk/3/W_3Acceleration.csv',\n",
    "            'Activity-Data/Test/Android/Walk/4/W4Acceleration.csv']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nithishr/python-projects/activity_recognition/activity_detection/utils_processing/utils.py:485: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  window['pressure_norm'] = window['pressure'].apply(lambda x: x-median)\n"
     ]
    }
   ],
   "source": [
    "w_frame, su_frame, sd_frame, eu_frame, ed_frame, lu_frame, ld_frame = create_features_from_files(2000, 5000, \n",
    "                                                                                                 w_files = wp_files, \n",
    "                                                                                                su_files = sup_files, sd_files = sdp_files,\n",
    "                               eu_files = eup_files, ed_files = edp_files,\n",
    "                               lu_files = lup_files, ld_files = ldp_files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Activity-Data/Test/Android/Walk/1/W_1Pressure_clean.csv',\n",
       " 'Activity-Data/Test/Android/Walk/2/W_2Pressure_clean.csv',\n",
       " 'Activity-Data/Test/Android/Walk/3/W_3Pressure_clean.csv',\n",
       " 'Activity-Data/Test/Android/Walk/4/W4Pressure_clean.csv']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wp_files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Walking Frame\n"
     ]
    },
    {
     "data": {
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       "       skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
       "0  0.706662    0.188982  0.015747 -0.658873       0.012407    0.000083   \n",
       "1  0.428788    0.192443  0.027588 -0.649461       0.021713    0.000209   \n",
       "2  0.090876    0.192445  0.023193 -0.886316       0.014660    0.000048   \n",
       "3 -0.006061    0.188977  0.023315 -0.591845       0.014961   -0.000208   \n",
       "4 -0.039757    0.188979  0.011108 -0.370405       0.008763   -0.000115   \n",
       "\n",
       "       norm         ts_max         ts_min  label  \n",
       "0  0.078125  1519393973424  1519393968565      0  \n",
       "1  0.052734  1519393975406  1519393970729      0  \n",
       "2  0.006836  1519393977385  1519393972707      0  \n",
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       "         skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
       "154  0.828314    0.192444  0.051147 -0.885644       0.030820    0.000258   \n",
       "155  0.609512    0.192443  0.042236 -0.963400       0.025508   -0.000043   \n",
       "156  0.950040    0.188976  0.018494 -0.130056       0.023554   -0.000379   \n",
       "157 -0.431805    0.242530  0.017822 -0.488863       0.009907   -0.000136   \n",
       "158  0.037248    0.408241  0.023193 -1.552194       0.013116   -0.000177   \n",
       "\n",
       "         norm         ts_max         ts_min  label  \n",
       "154  0.437500  1519399538117  1519399533440      0  \n",
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       "       skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
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       "1 -0.198916    0.377932  0.089722 -1.431123       0.052103   -0.000321   \n",
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       "         skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
       "180  0.236179    0.188969  0.074158 -1.188869       0.046953   -0.000900   \n",
       "181  0.440686    0.192438  0.045044 -0.647727       0.034227   -0.000825   \n",
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       "184 -0.061265    0.377961  0.009766 -1.458561       0.005844   -0.000106   \n",
       "\n",
       "         norm         ts_max         ts_min  label  \n",
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       "181  0.107422  1519398795544  1519398790864      1  \n",
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       "       skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
       "0  0.465170    0.188975  0.204895 -1.197389       0.117205    0.001848   \n",
       "1 -0.330062    0.192408  0.166748 -1.044393       0.116814    0.002279   \n",
       "2 -0.383378    0.192422  0.114380 -1.238131       0.069272    0.001337   \n",
       "3 -0.945314    0.188967  0.034363  0.196708       0.028831    0.000261   \n",
       "4  0.087103    0.192442  0.055054 -1.529376       0.028885   -0.000127   \n",
       "\n",
       "       norm         ts_max         ts_min  label  \n",
       "0  0.964111  1519391975138  1519391970270      2  \n",
       "1 -0.680420  1519391977118  1519391972436      2  \n",
       "2 -0.490479  1519391979096  1519391974410      2  \n",
       "3 -0.174805  1519391981256  1519391976393      2  \n",
       "4  0.120361  1519391983050  1519391978373      2  "
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       "         skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
       "170 -0.837701    0.188966  0.032715 -0.086658       0.035231    0.000650   \n",
       "171  0.751939    0.188972  0.063416 -0.758261       0.043558    0.000733   \n",
       "172 -0.138124    0.188968  0.072632 -1.126697       0.043921    0.000760   \n",
       "173  0.117560    0.213187  0.059998 -1.112186       0.038247    0.000600   \n",
       "174 -1.065105    0.316201  0.044250  0.284379       0.035249    0.000812   \n",
       "\n",
       "         norm         ts_max         ts_min  label  \n",
       "170 -0.188232  1519398858896  1519398854038      2  \n",
       "171  0.497559  1519398860881  1519398856016      2  \n",
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       "       skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
       "0  0.913040    0.188983  0.055847  0.161502       0.047246   -0.001034   \n",
       "1  0.258502    0.192439  0.054932 -0.625154       0.038061   -0.000781   \n",
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       "4  0.010953    0.188972  0.060547 -1.529673       0.031664   -0.000459   \n",
       "\n",
       "       norm         ts_max         ts_min  label  \n",
       "0 -0.056641  1519394456124  1519394451266      3  \n",
       "1 -0.171875  1519394458105  1519394453427      3  \n",
       "2  0.141846  1519394460265  1519394455410      3  \n",
       "3  0.034912  1519394462245  1519394457384      3  \n",
       "4  0.050781  1519394464224  1519394459372      3  "
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       "         skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
       "183  0.564012    0.188977  0.033569 -0.810506       0.021856   -0.000297   \n",
       "184 -1.117348    0.188973  0.018799  0.403991       0.020732   -0.000321   \n",
       "185  0.354512    0.188975  0.048828 -1.448308       0.029199   -0.000207   \n",
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       "187  0.192887    0.301507  0.012939 -1.229561       0.008550    0.000042   \n",
       "\n",
       "         norm         ts_max         ts_min  label  \n",
       "183  0.207275  1519395608325  1519395603469      3  \n",
       "184 -0.124023  1519395610305  1519395605444      3  \n",
       "185  0.415283  1519395612286  1519395607426      3  \n",
       "186  0.031006  1519395613364  1519395609585      3  \n",
       "187  0.024658  1519395613364  1519395611566      3  "
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      "text/plain": [
       "       skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
       "0 -0.256983    0.188984  0.084961 -1.192605       0.048141    0.000738   \n",
       "1 -0.251448    0.192441  0.043945 -1.075798       0.027109    0.000539   \n",
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       "4  0.954243    0.188976  0.036377 -0.192047       0.026972    0.000472   \n",
       "\n",
       "       norm         ts_max         ts_min  label  \n",
       "0 -0.273926  1519393883027  1519393878168      4  \n",
       "1 -0.282471  1519393885007  1519393880327      4  \n",
       "2  0.209229  1519393886987  1519393882310      4  \n",
       "3 -0.249756  1519393889153  1519393884288      4  \n",
       "4  0.242188  1519393891129  1519393886270      4  "
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       "         skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
       "184 -0.369913    0.188965  0.061035 -0.754802       0.046838    0.000816   \n",
       "185  0.216983    0.188970  0.057251 -1.041401       0.043864    0.000655   \n",
       "186 -0.071491    0.188969  0.064331 -1.152284       0.037296    0.000683   \n",
       "187  0.186808    0.223599  0.044922 -1.475373       0.022973    0.000340   \n",
       "188 -0.629665    0.333327  0.009277 -0.775810       0.010000    0.000186   \n",
       "\n",
       "         norm         ts_max         ts_min  label  \n",
       "184 -0.032959  1519395666044  1519395661182      4  \n",
       "185  0.021240  1519395668023  1519395663166      4  \n",
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       "       skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
       "0  0.058265    0.288673  0.177673 -1.065267       0.118431   -0.002368   \n",
       "1  0.418401    0.208463  0.277100 -1.111352       0.177706   -0.003473   \n",
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       "4  0.015198    0.188949  0.166504 -1.275915       0.100000   -0.001955   \n",
       "\n",
       "       norm         ts_max         ts_min  label  \n",
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       "1  0.837646  1519396317791  1519396313858      5  \n",
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       "        skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
       "68 -0.054130    0.199940  0.251465 -1.100767       0.164855   -0.003074   \n",
       "69 -0.279110    0.199926  0.283691 -1.023816       0.203889   -0.003236   \n",
       "70  0.402103    0.192398  0.296387 -1.259134       0.178957   -0.003061   \n",
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       "72 -0.109723    0.288632  0.142822 -1.189393       0.086374   -0.001625   \n",
       "\n",
       "        norm         ts_max         ts_min  label  \n",
       "68 -0.428467  1519397842017  1519397837340      5  \n",
       "69 -0.400879  1519397844174  1519397839317      5  \n",
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       "       skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
       "0 -0.247918    0.188983  0.126587 -1.024766       0.087254    0.001721   \n",
       "1 -0.374341    0.192425  0.114014 -1.251016       0.066556    0.001082   \n",
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       "4  0.125197    0.188954  0.113708 -1.010160       0.077656    0.001482   \n",
       "\n",
       "       norm         ts_max         ts_min  label  \n",
       "0 -0.080811  1519396354501  1519396349641      6  \n",
       "1 -0.180176  1519396356490  1519396351800      6  \n",
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       "      <th>skew</th>\n",
       "      <th>percentile</th>\n",
       "      <th>iqr</th>\n",
       "      <th>kurtosis</th>\n",
       "      <th>std_deviation</th>\n",
       "      <th>derivative</th>\n",
       "      <th>norm</th>\n",
       "      <th>ts_max</th>\n",
       "      <th>ts_min</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>-0.154331</td>\n",
       "      <td>0.447216</td>\n",
       "      <td>0.223389</td>\n",
       "      <td>-1.354673</td>\n",
       "      <td>0.148360</td>\n",
       "      <td>0.000488</td>\n",
       "      <td>-0.025146</td>\n",
       "      <td>1519397867406</td>\n",
       "      <td>1519397863263</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.408306</td>\n",
       "      <td>0.499935</td>\n",
       "      <td>0.127808</td>\n",
       "      <td>-1.184846</td>\n",
       "      <td>0.105350</td>\n",
       "      <td>0.000413</td>\n",
       "      <td>0.067871</td>\n",
       "      <td>1519397869204</td>\n",
       "      <td>1519397866325</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>-0.144577</td>\n",
       "      <td>0.408131</td>\n",
       "      <td>0.346802</td>\n",
       "      <td>-1.564315</td>\n",
       "      <td>0.195647</td>\n",
       "      <td>0.000602</td>\n",
       "      <td>-0.100830</td>\n",
       "      <td>1519397871904</td>\n",
       "      <td>1519397867406</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.058770</td>\n",
       "      <td>0.447149</td>\n",
       "      <td>0.055908</td>\n",
       "      <td>-0.676743</td>\n",
       "      <td>0.091981</td>\n",
       "      <td>0.000433</td>\n",
       "      <td>0.004395</td>\n",
       "      <td>1519397873343</td>\n",
       "      <td>1519397870285</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.855558</td>\n",
       "      <td>0.499966</td>\n",
       "      <td>0.064026</td>\n",
       "      <td>-0.884068</td>\n",
       "      <td>0.066203</td>\n",
       "      <td>0.000313</td>\n",
       "      <td>0.089600</td>\n",
       "      <td>1519397873343</td>\n",
       "      <td>1519397871365</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
       "72 -0.154331    0.447216  0.223389 -1.354673       0.148360    0.000488   \n",
       "73  0.408306    0.499935  0.127808 -1.184846       0.105350    0.000413   \n",
       "74 -0.144577    0.408131  0.346802 -1.564315       0.195647    0.000602   \n",
       "75  0.058770    0.447149  0.055908 -0.676743       0.091981    0.000433   \n",
       "76  0.855558    0.499966  0.064026 -0.884068       0.066203    0.000313   \n",
       "\n",
       "        norm         ts_max         ts_min  label  \n",
       "72 -0.025146  1519397867406  1519397863263      6  \n",
       "73  0.067871  1519397869204  1519397866325      6  \n",
       "74 -0.100830  1519397871904  1519397867406      6  \n",
       "75  0.004395  1519397873343  1519397870285      6  \n",
       "76  0.089600  1519397873343  1519397871365      6  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print_characteristics(w_frame, su_frame, sd_frame, eu_frame, ed_frame, lu_frame, ld_frame)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "vert_clf = joblib.load('vertical_trans_model.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "yp = vert_clf.predict(w_frame.as_matrix(columns=w_frame.columns[:-3]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(312, 7) [[ -1.00451454e+00   2.88675824e-01   8.42285156e-03 ...,   6.96225994e-03\n",
      "    1.45086645e-04  -2.75878906e-02]\n",
      " [  8.50311350e-01   3.01507254e-01   9.76562500e-03 ...,   9.46036949e-03\n",
      "   -2.05207661e-04   2.44140625e-04]\n",
      " [ -4.09322493e-01   3.01505102e-01   1.41601562e-02 ...,   1.01182560e-02\n",
      "   -5.98515002e-05  -4.29687500e-02]\n",
      " ..., \n",
      " [ -5.21174873e-01   2.29409045e-01   2.42309570e-02 ...,   1.53604189e-02\n",
      "   -4.07973786e-04  -1.04614258e-01]\n",
      " [  5.07923499e-01   2.35700222e-01   4.63867188e-03 ...,   5.42364730e-03\n",
      "   -9.43210402e-05   1.67236328e-02]\n",
      " [ -2.58974402e-01   2.49996014e-01   1.22680664e-02 ...,   8.10928108e-03\n",
      "   -3.26215413e-05  -1.45874023e-02]]\n"
     ]
    }
   ],
   "source": [
    "# w = w_frame.as_matrix(columns=w_frame.columns[:-1])\n",
    "# print(w.shape, w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  1.  1.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  1.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  1.  1.  1.  1.  0.  0.  0.  0.\n",
      "  0.  0.  1.  1.  1.  1.  1.  1.  0.  0.  0.  0.  0.  1.  0.  1.  1.  1.\n",
      "  0.  0.  0.  0.  1.  1.  1.  0.  0.  0.  0.  0.  0.  0.  0.  1.  1.  0.\n",
      "  0.  0.  1.  1.  1.  0.  0.  1.  1.  0.  0.  0.  0.  0.  1.] 159\n"
     ]
    }
   ],
   "source": [
    "print(yp, len(yp))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "131"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(yp==0).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  0.  0.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  0.  1.  1.  0.  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.  0.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.  0.  0.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.  0.  1.  1.\n",
      "  1.  1.  0.  0.  1.  1.  1.  1.  0.  0.  1.  1.  0.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  0.  0.  0.  1.  1.  1.  1.  1.  1.  1.  1.  0.\n",
      "  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  0.  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.  0.  0.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  0.  1.  1.  1.  1.  1.  1.  0.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  0.  0.  0.  0.  0.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  0.  1.  1.  1.  1.  1.  0.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  0.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  0.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  0.  1.  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  0.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  0.  1.  1.  1.  0.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.  0.\n",
      "  1.  1.  1.  0.  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.  0.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.  0.\n",
      "  0.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.  1.\n",
      "  1.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  0.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  0.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.] 887 816\n"
     ]
    }
   ],
   "source": [
    "v_frame = pd.concat([su_frame, eu_frame, lu_frame, sd_frame, ed_frame, ld_frame])\n",
    "vp = vert_clf.predict(v_frame.as_matrix(columns=v_frame.columns[:-3]))\n",
    "print(vp, len(vp),(vp==1).sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dir_clf = joblib.load('direction_model.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "up_frame = pd.concat([su_frame, eu_frame, lu_frame])\n",
    "down_frame = pd.concat([sd_frame, ed_frame, ld_frame])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.  0.  0.  0.  0.  0.  1.  0.  0.  0.  0.  0.  1.  0.  0.  0.  0.  1.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  1.  1.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  1.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  1.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  1.  1.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  1.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      "436 446\n"
     ]
    }
   ],
   "source": [
    "du = dir_clf.predict(up_frame.as_matrix(columns=up_frame.columns[5:6]))\n",
    "print(du)\n",
    "print((du==0).sum(), len(du))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 1.  1.  1.  1.  0.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  0.  0.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.\n",
      "  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.]\n",
      "429 441\n"
     ]
    }
   ],
   "source": [
    "dd = dir_clf.predict(down_frame.as_matrix(columns=down_frame.columns[5:6]))\n",
    "print(dd)\n",
    "print((dd==1).sum(), len(dd))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sta_clf = joblib.load('stairs-model.pk')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sta_data = pd.concat([sd_frame, su_frame])\n",
    "esc_ele_data = pd.concat([eu_frame, ed_frame, lu_frame, ld_frame])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.] 0 360\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.] 527 527\n"
     ]
    }
   ],
   "source": [
    "sta = sta_clf.predict(sta_data.values[:,[0,1,2,3,4,5,6]])\n",
    "nsta = sta_clf.predict(esc_ele_data.values[:,[0,1,2,3,4,5,6]])\n",
    "print(sta, (sta==0).sum(),len(sta))\n",
    "print(nsta, (nsta==1).sum(),len(nsta))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ -5.48389631e-01,   3.01514296e-01,   4.73632812e-02,\n",
       "         -8.17958461e-01,   3.68812188e-02,   8.08756706e-04,\n",
       "         -1.03027344e-01],\n",
       "       [  1.25946361e+00,   2.88671215e-01,   1.17187500e-02,\n",
       "          4.05403016e-01,   1.34960402e-02,   3.08487640e-04,\n",
       "          5.49316406e-02],\n",
       "       [  1.57569413e-01,   3.01494051e-01,   7.80029297e-02,\n",
       "         -1.41108018e+00,   4.31202454e-02,   6.73895886e-04,\n",
       "          3.78417969e-02],\n",
       "       [  5.07976922e-01,   4.99995619e-01,   9.39941406e-03,\n",
       "         -1.18292278e+00,   7.54370828e-03,   1.50569198e-04,\n",
       "          6.34765625e-03],\n",
       "       [ -2.41550460e-01,   3.01514213e-01,   4.39453125e-02,\n",
       "         -1.37841394e+00,   2.62935323e-02,  -2.17831203e-04,\n",
       "         -1.00097656e-01],\n",
       "       [ -5.66572040e-01,   3.01495911e-01,   4.21142578e-02,\n",
       "         -9.16038939e-01,   2.48561710e-02,  -1.61153265e-04,\n",
       "         -6.98242188e-02],\n",
       "       [  6.68195350e-01,   3.01502766e-01,   4.38232422e-02,\n",
       "         -1.06779282e+00,   2.67349623e-02,   4.27423963e-04,\n",
       "          1.06689453e-01],\n",
       "       [  5.02210774e-01,   2.88664640e-01,   5.76171875e-02,\n",
       "         -1.17096908e+00,   3.22265818e-02,   5.65967781e-04,\n",
       "          1.56005859e-01],\n",
       "       [  5.12643823e-01,   3.01498429e-01,   5.49316406e-02,\n",
       "         -1.03627966e+00,   3.45532822e-02,   6.43736252e-04,\n",
       "          7.81250000e-02],\n",
       "       [ -8.63302955e-02,   3.01506689e-01,   1.41601562e-02,\n",
       "         -1.13539477e+00,   8.31210820e-03,  -8.65690876e-05,\n",
       "          2.53906250e-02],\n",
       "       [ -2.36933277e-01,   4.08248863e-01,   3.08837891e-02,\n",
       "         -9.08871313e-01,   2.63539976e-02,   7.05121378e-04,\n",
       "         -8.05664062e-03],\n",
       "       [  4.71129516e-01,   3.01500724e-01,   5.34667969e-02,\n",
       "         -1.29786582e+00,   3.16808337e-02,   5.28597699e-04,\n",
       "          1.40136719e-01],\n",
       "       [  5.17265606e-01,   3.01499008e-01,   4.77294922e-02,\n",
       "         -8.43867841e-01,   3.17298834e-02,   6.39099877e-04,\n",
       "         -2.63671875e-02],\n",
       "       [  3.37780774e-01,   3.01493061e-01,   7.62939453e-02,\n",
       "         -1.26228329e+00,   4.44340150e-02,   8.27694147e-04,\n",
       "          4.32128906e-02],\n",
       "       [  2.62014394e-01,   2.88672804e-01,   1.03393555e-01,\n",
       "         -1.09042784e+00,   7.06598714e-02,   1.32042331e-03,\n",
       "          9.25292969e-02],\n",
       "       [  5.08682893e-01,   3.01487833e-01,   9.63134766e-02,\n",
       "         -1.05839188e+00,   6.31340823e-02,   1.13342988e-03,\n",
       "          1.31103516e-01],\n",
       "       [ -5.21207932e-01,   3.01490659e-01,   4.19921875e-02,\n",
       "         -5.45716200e-01,   3.21077123e-02,   7.19412015e-04,\n",
       "          4.32128906e-02],\n",
       "       [ -4.86098767e-01,   3.01519260e-01,   6.11572266e-02,\n",
       "         -1.36456268e+00,   3.81081386e-02,   7.63308238e-04,\n",
       "         -2.75878906e-01],\n",
       "       [ -5.70672535e-02,   3.01472873e-01,   1.27319336e-01,\n",
       "         -1.34658814e+00,   7.52908105e-02,   1.39524171e-03,\n",
       "          5.83496094e-02],\n",
       "       [ -9.14339743e-01,   2.88634458e-01,   8.74023438e-02,\n",
       "         -6.30534049e-01,   6.57115168e-02,   1.21987111e-03,\n",
       "         -4.71435547e-01],\n",
       "       [  4.40891653e-01,   5.77347530e-01,   5.24902344e-03,\n",
       "         -1.50000000e+00,   4.39603803e-03,  -2.63273017e-05,\n",
       "          4.15039062e-03],\n",
       "       [  2.22259154e-01,   3.01511849e-01,   3.80859375e-02,\n",
       "         -1.22182186e+00,   2.35054565e-02,   4.20220461e-04,\n",
       "         -1.75781250e-02],\n",
       "       [  3.33077363e-01,   3.01485472e-01,   8.10546875e-02,\n",
       "         -9.65453663e-01,   5.69161264e-02,   1.17210192e-03,\n",
       "          3.71093750e-02],\n",
       "       [  6.40466117e-02,   2.88637041e-01,   1.34765625e-01,\n",
       "         -1.25174608e+00,   8.17052935e-02,   1.54987623e-03,\n",
       "          7.03125000e-02],\n",
       "       [ -5.77878377e-01,   3.33337242e-01,   6.07910156e-02,\n",
       "         -9.82303974e-01,   3.94480761e-02,   5.28667241e-04,\n",
       "         -1.00830078e-01],\n",
       "       [ -1.19564129e-01,   3.01477604e-01,   1.25000000e-01,\n",
       "         -1.38202518e+00,   7.16647176e-02,   1.20097825e-03,\n",
       "         -1.78222656e-02],\n",
       "       [ -8.54350047e-02,   2.88637783e-01,   1.44104004e-01,\n",
       "         -1.42066103e+00,   7.91657819e-02,   1.37957275e-03,\n",
       "         -2.56347656e-02],\n",
       "       [ -5.40878172e-02,   3.77943584e-01,   7.37304688e-02,\n",
       "         -1.65575148e+00,   4.03381690e-02,   4.71483085e-04,\n",
       "         -6.78710938e-02],\n",
       "       [  4.77744284e-01,   3.01509327e-01,   6.97021484e-02,\n",
       "         -1.21165362e+00,   4.19597629e-02,  -6.52835698e-04,\n",
       "          7.03125000e-02],\n",
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       "       [ -5.26609097e-01,   3.16165441e-01,   1.57531738e-01,\n",
       "         -1.13670370e+00,   1.07053211e-01,  -1.71054447e-03,\n",
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       "       [  3.74162474e-02,   5.77333651e-01,   2.79541016e-02,\n",
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       "          1.70898438e-03]])"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ele_data.values[:,[0,1,2,3,4,5,6]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nithishr/python-projects/activity_recognition/activity_detection/utils_processing/utils.py:1202: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  window['acc_norm_x'] = window['accelerationX'].apply(lambda x: x-median_x)\n",
      "/home/nithishr/python-projects/activity_recognition/activity_detection/utils_processing/utils.py:1233: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  window['acc_norm_y'] = window['accelerationY'].apply(lambda x: x-median_y)\n",
      "/home/nithishr/python-projects/activity_recognition/activity_detection/utils_processing/utils.py:1264: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  window['acc_norm_z'] = window['accelerationZ'].apply(lambda x: x-median_z)\n"
     ]
    }
   ],
   "source": [
    "sua_frame, sda_frame, eua_frame, eda_frame, lua_frame, lda_frame, wa_frame = create_acc_features_from_files(2000, 5000, \n",
    "                               su_files = sua_files, sd_files = sda_files,\n",
    "                               eu_files = eua_files, ed_files = eda_files,\n",
    "                               lu_files = lua_files, ld_files = lda_files,\n",
    "                                w_files = wa_files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stairs Up Frame\n"
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    },
    {
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       "      skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
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       "\n",
       "       iqrZ  kurtosisZ  std_deviationZ  derivativeZ      normZ         ts_max  \\\n",
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       "        skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
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       "194  0.475848  -0.026960        0.506288    -0.061754   0.523132   \n",
       "\n",
       "            ts_max         ts_min  label  \n",
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       "4   69.491690  0.132131     0.086894  2.279280  ...   -0.832078     0.075144   \n",
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       "       iqrZ  kurtosisZ  std_deviationZ  derivativeZ       normZ  \\\n",
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       "4  4.861426   3.174735        5.200335    -0.656490  -17.743450   \n",
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       "          ts_max         ts_min  label  \n",
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       "      <td>-0.648810</td>\n",
       "      <td>1.714433</td>\n",
       "      <td>0.053534</td>\n",
       "      <td>-3.881004</td>\n",
       "      <td>0.683968</td>\n",
       "      <td>0.082570</td>\n",
       "      <td>2.746149</td>\n",
       "      <td>...</td>\n",
       "      <td>1.206387</td>\n",
       "      <td>0.082869</td>\n",
       "      <td>6.262034</td>\n",
       "      <td>1.347365</td>\n",
       "      <td>4.960995</td>\n",
       "      <td>0.134765</td>\n",
       "      <td>92.765750</td>\n",
       "      <td>1519398860124</td>\n",
       "      <td>1519398855175</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>-0.080098</td>\n",
       "      <td>-0.059164</td>\n",
       "      <td>1.930325</td>\n",
       "      <td>-0.339324</td>\n",
       "      <td>1.620937</td>\n",
       "      <td>0.227890</td>\n",
       "      <td>-3.707421</td>\n",
       "      <td>-0.043449</td>\n",
       "      <td>0.092362</td>\n",
       "      <td>2.525284</td>\n",
       "      <td>...</td>\n",
       "      <td>1.526558</td>\n",
       "      <td>0.093546</td>\n",
       "      <td>4.932056</td>\n",
       "      <td>3.336742</td>\n",
       "      <td>4.352029</td>\n",
       "      <td>-0.133590</td>\n",
       "      <td>48.371265</td>\n",
       "      <td>1519398862106</td>\n",
       "      <td>1519398857204</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>-0.346964</td>\n",
       "      <td>-0.065318</td>\n",
       "      <td>1.592144</td>\n",
       "      <td>0.160526</td>\n",
       "      <td>1.424674</td>\n",
       "      <td>0.222011</td>\n",
       "      <td>-4.359842</td>\n",
       "      <td>-0.155397</td>\n",
       "      <td>0.104824</td>\n",
       "      <td>1.855506</td>\n",
       "      <td>...</td>\n",
       "      <td>0.921281</td>\n",
       "      <td>0.101648</td>\n",
       "      <td>3.967193</td>\n",
       "      <td>1.439850</td>\n",
       "      <td>3.587799</td>\n",
       "      <td>0.115481</td>\n",
       "      <td>39.060209</td>\n",
       "      <td>1519398863895</td>\n",
       "      <td>1519398859201</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>-0.446349</td>\n",
       "      <td>-0.080299</td>\n",
       "      <td>1.430535</td>\n",
       "      <td>0.701239</td>\n",
       "      <td>1.346139</td>\n",
       "      <td>0.145837</td>\n",
       "      <td>4.477157</td>\n",
       "      <td>-0.072776</td>\n",
       "      <td>0.127757</td>\n",
       "      <td>2.117671</td>\n",
       "      <td>...</td>\n",
       "      <td>0.829017</td>\n",
       "      <td>0.131284</td>\n",
       "      <td>4.828506</td>\n",
       "      <td>1.045286</td>\n",
       "      <td>3.969383</td>\n",
       "      <td>0.015183</td>\n",
       "      <td>21.097714</td>\n",
       "      <td>1519398863895</td>\n",
       "      <td>1519398861175</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>-0.279626</td>\n",
       "      <td>-0.124572</td>\n",
       "      <td>1.449390</td>\n",
       "      <td>-0.497966</td>\n",
       "      <td>1.317893</td>\n",
       "      <td>0.071179</td>\n",
       "      <td>-1.229423</td>\n",
       "      <td>-0.066823</td>\n",
       "      <td>0.245411</td>\n",
       "      <td>1.939902</td>\n",
       "      <td>...</td>\n",
       "      <td>0.382856</td>\n",
       "      <td>0.234110</td>\n",
       "      <td>6.250662</td>\n",
       "      <td>-0.955499</td>\n",
       "      <td>3.632309</td>\n",
       "      <td>0.125399</td>\n",
       "      <td>6.558915</td>\n",
       "      <td>1519398863895</td>\n",
       "      <td>1519398863151</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
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      "text/plain": [
       "        skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
       "191  0.040908    -0.043808  2.537854  -0.648810        1.714433     0.053534   \n",
       "192 -0.080098    -0.059164  1.930325  -0.339324        1.620937     0.227890   \n",
       "193 -0.346964    -0.065318  1.592144   0.160526        1.424674     0.222011   \n",
       "194 -0.446349    -0.080299  1.430535   0.701239        1.346139     0.145837   \n",
       "195 -0.279626    -0.124572  1.449390  -0.497966        1.317893     0.071179   \n",
       "\n",
       "        normX     skewY  percentileY      iqrY  ...       skewZ  percentileZ  \\\n",
       "191 -3.881004  0.683968     0.082570  2.746149  ...    1.206387     0.082869   \n",
       "192 -3.707421 -0.043449     0.092362  2.525284  ...    1.526558     0.093546   \n",
       "193 -4.359842 -0.155397     0.104824  1.855506  ...    0.921281     0.101648   \n",
       "194  4.477157 -0.072776     0.127757  2.117671  ...    0.829017     0.131284   \n",
       "195 -1.229423 -0.066823     0.245411  1.939902  ...    0.382856     0.234110   \n",
       "\n",
       "         iqrZ  kurtosisZ  std_deviationZ  derivativeZ      normZ  \\\n",
       "191  6.262034   1.347365        4.960995     0.134765  92.765750   \n",
       "192  4.932056   3.336742        4.352029    -0.133590  48.371265   \n",
       "193  3.967193   1.439850        3.587799     0.115481  39.060209   \n",
       "194  4.828506   1.045286        3.969383     0.015183  21.097714   \n",
       "195  6.250662  -0.955499        3.632309     0.125399   6.558915   \n",
       "\n",
       "            ts_max         ts_min  label  \n",
       "191  1519398860124  1519398855175      2  \n",
       "192  1519398862106  1519398857204      2  \n",
       "193  1519398863895  1519398859201      2  \n",
       "194  1519398863895  1519398861175      2  \n",
       "195  1519398863895  1519398863151      2  \n",
       "\n",
       "[5 rows x 24 columns]"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Escalator Up Frame\n"
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    },
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       "      <td>0.394705</td>\n",
       "      <td>0.076577</td>\n",
       "      <td>0.578199</td>\n",
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       "      <td>0.389860</td>\n",
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       "      <td>5.533569</td>\n",
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       "      <th>4</th>\n",
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       "      skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
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       "\n",
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       "3  -0.187946  0.078026     0.075220  0.155922  ...    0.189249     0.075418   \n",
       "4   0.964862 -0.077660     0.077657  0.193033  ...   -0.014603     0.077763   \n",
       "\n",
       "       iqrZ  kurtosisZ  std_deviationZ  derivativeZ     normZ         ts_max  \\\n",
       "0  0.535104  15.900864        0.597409     0.188441  8.892118  1519394454357   \n",
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       "2  0.578199  -0.504324        0.389860    -0.111657  5.402569  1519394458347   \n",
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       "4  0.499490  -0.438893        0.371013    -0.113458 -4.118036  1519394462335   \n",
       "\n",
       "          ts_min  label  \n",
       "0  1519394449361      3  \n",
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       "2  1519394453376      3  \n",
       "3  1519394455380      3  \n",
       "4  1519394457382      3  \n",
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       "      <td>7.553708</td>\n",
       "      <td>0.219749</td>\n",
       "      <td>-0.104056</td>\n",
       "      <td>1.040298</td>\n",
       "      <td>1519395613445</td>\n",
       "      <td>1519395609318</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>-1.555152</td>\n",
       "      <td>-0.110866</td>\n",
       "      <td>0.162806</td>\n",
       "      <td>3.402835</td>\n",
       "      <td>0.214897</td>\n",
       "      <td>-0.007546</td>\n",
       "      <td>-2.792836</td>\n",
       "      <td>0.857113</td>\n",
       "      <td>0.134886</td>\n",
       "      <td>0.313640</td>\n",
       "      <td>...</td>\n",
       "      <td>1.443788</td>\n",
       "      <td>0.137293</td>\n",
       "      <td>0.226253</td>\n",
       "      <td>5.242236</td>\n",
       "      <td>0.267226</td>\n",
       "      <td>-0.059200</td>\n",
       "      <td>0.035913</td>\n",
       "      <td>1519395613445</td>\n",
       "      <td>1519395611296</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>-0.048483</td>\n",
       "      <td>-0.366605</td>\n",
       "      <td>0.791284</td>\n",
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       "      <td>-0.007477</td>\n",
       "      <td>-0.076614</td>\n",
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       "      <td>-0.114920</td>\n",
       "      <td>0.502324</td>\n",
       "      <td>1.009156</td>\n",
       "      <td>-1.826849</td>\n",
       "      <td>0.569593</td>\n",
       "      <td>-0.000158</td>\n",
       "      <td>-0.244209</td>\n",
       "      <td>1519395613445</td>\n",
       "      <td>1519395613309</td>\n",
       "      <td>3</td>\n",
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       "<p>5 rows × 24 columns</p>\n",
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       "        skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
       "205  0.090180    -0.060246  0.263362  -0.885253        0.161105     0.069986   \n",
       "206 -0.157600    -0.077809  0.254384   0.655476        0.173421     0.061680   \n",
       "207 -0.881658    -0.077782  0.269348   2.142151        0.242132     0.014818   \n",
       "208 -1.555152    -0.110866  0.162806   3.402835        0.214897    -0.007546   \n",
       "209 -0.048483    -0.366605  0.791284  -1.850095        0.447534    -0.007477   \n",
       "\n",
       "        normX     skewY  percentileY      iqrY  ...       skewZ  percentileZ  \\\n",
       "205  0.677559  0.895601     0.099015  0.166996  ...    0.000668     0.100037   \n",
       "206  2.036269 -0.469227     0.092638  0.186449  ...   -0.043593     0.092028   \n",
       "207 -1.414972  1.112597     0.099072  0.266953  ...    1.648395     0.099364   \n",
       "208 -2.792836  0.857113     0.134886  0.313640  ...    1.443788     0.137293   \n",
       "209 -0.076614  0.430791     0.491914  0.271742  ...   -0.114920     0.502324   \n",
       "\n",
       "         iqrZ  kurtosisZ  std_deviationZ  derivativeZ     normZ  \\\n",
       "205  0.236129  -0.538209        0.162704    -0.073989 -0.483663   \n",
       "206  0.219368  -0.788255        0.144318    -0.100959  0.216668   \n",
       "207  0.215478   7.553708        0.219749    -0.104056  1.040298   \n",
       "208  0.226253   5.242236        0.267226    -0.059200  0.035913   \n",
       "209  1.009156  -1.826849        0.569593    -0.000158 -0.244209   \n",
       "\n",
       "            ts_max         ts_min  label  \n",
       "205  1519395610274  1519395605364      3  \n",
       "206  1519395612239  1519395607399      3  \n",
       "207  1519395613445  1519395609318      3  \n",
       "208  1519395613445  1519395611296      3  \n",
       "209  1519395613445  1519395613309      3  \n",
       "\n",
       "[5 rows x 24 columns]"
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     "text": [
      "Escalator Down Frame\n"
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       "      skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
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       "4   1.314419 -0.367995     0.081150  0.315436  ...    0.605701     0.081659   \n",
       "\n",
       "       iqrZ  kurtosisZ  std_deviationZ  derivativeZ      normZ         ts_max  \\\n",
       "0  0.425869  25.091878        0.693899     0.092583  10.901993  1519393880360   \n",
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       "2  0.428562   2.165674        0.454637     0.016214   5.419268  1519393884301   \n",
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       "\n",
       "          ts_min  label  \n",
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       "        skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
       "203 -0.561075     0.103070  0.212186   1.129812        0.180210    -0.025042   \n",
       "204 -0.082614     0.095269  0.171185   1.942022        0.161529    -0.007006   \n",
       "205 -2.188815     0.073065  0.163704  18.368301        0.376943    -0.014711   \n",
       "206 -1.666805     0.082661  0.275333   8.432632        0.522446    -0.009429   \n",
       "207 -1.307086     0.017065  0.517148   0.379964        0.836652     0.010667   \n",
       "\n",
       "        normX     skewY  percentileY      iqrY  ...       skewZ  percentileZ  \\\n",
       "203 -1.855506  0.078316     0.107669  0.134374  ...    0.028570     0.107564   \n",
       "204 -0.222659 -0.202624     0.105476  0.229843  ...   -0.263801     0.106006   \n",
       "205  0.326809 -2.440126     0.114478  0.414795  ...    1.028975     0.112941   \n",
       "206  0.477643 -1.646485     0.156861  0.377386  ...    0.673010     0.157643   \n",
       "207 -1.725022 -0.532013     0.389893  0.840963  ...    0.273980     0.413144   \n",
       "\n",
       "         iqrZ  kurtosisZ  std_deviationZ  derivativeZ     normZ  \\\n",
       "203  0.287304  -0.052651        0.207567    -0.020096  1.778911   \n",
       "204  0.245406   0.467870        0.195879    -0.018806 -0.229850   \n",
       "205  0.293589  12.631307        0.630408    -0.026854  0.171207   \n",
       "206  0.395642   5.526012        0.864048    -0.024667 -0.484828   \n",
       "207  1.586757  -0.628477        1.842937    -0.079681 -1.762133   \n",
       "\n",
       "            ts_max         ts_min  label  \n",
       "203  1519395667244  1519395662322      4  \n",
       "204  1519395669272  1519395664324      4  \n",
       "205  1519395670775  1519395666312      4  \n",
       "206  1519395670775  1519395668305      4  \n",
       "207  1519395670775  1519395670372      4  \n",
       "\n",
       "[5 rows x 24 columns]"
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      "Elevator Up Frame\n"
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       "      skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
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       "4   0.004789  0.263871     0.092800  0.094571  ...   -0.053210     0.092876   \n",
       "\n",
       "       iqrZ  kurtosisZ  std_deviationZ  derivativeZ     normZ         ts_max  \\\n",
       "0  0.266953   1.790444        0.241897    -0.070593  0.302879  1519396318511   \n",
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       "3  0.216676   2.852530        0.185142    -0.025106 -2.516331  1519396324498   \n",
       "4  0.191237   0.108752        0.138317    -0.042902 -0.445310  1519396326513   \n",
       "\n",
       "          ts_min  label  \n",
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       "       skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
       "77  0.093800    -0.101774  0.137667   0.595650        0.121277    -0.001604   \n",
       "78 -0.232428    -0.089119  0.110133   0.500780        0.107678    -0.018347   \n",
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       "80  0.640968    -0.127270  0.214281   0.317939        0.168172     0.003594   \n",
       "81  0.839404    -0.272295  0.272640  -0.363680        0.230968    -0.010839   \n",
       "\n",
       "       normX     skewY  percentileY      iqrY  ...       skewZ  percentileZ  \\\n",
       "77  2.260121 -0.435717     0.100421  0.101155  ...    0.294042     0.100324   \n",
       "78 -1.625661 -0.192381     0.090093  0.089783  ...    0.082781     0.090252   \n",
       "79 -0.565034 -0.727222     0.096051  0.120907  ...   -1.543830     0.097041   \n",
       "80  3.213019 -0.608947     0.124462  0.130484  ...   -0.872513     0.125748   \n",
       "81  0.652420 -0.278306     0.268500  0.179565  ...    1.581072     0.264427   \n",
       "\n",
       "        iqrZ  kurtosisZ  std_deviationZ  derivativeZ      normZ  \\\n",
       "77  0.245405  -0.176079        0.189483     0.020923   1.456890   \n",
       "78  0.179565   1.318939        0.149757     0.034349  -1.229395   \n",
       "79  0.284910   1.952916        0.334777     0.006112 -13.749879   \n",
       "80  0.568623   0.011534        0.388664    -0.024910  -8.650227   \n",
       "81  0.303166   2.077580        0.307565     0.046829   1.224632   \n",
       "\n",
       "           ts_max         ts_min  label  \n",
       "77  1519397843823  1519397838955      5  \n",
       "78  1519397845875  1519397840910      5  \n",
       "79  1519397847430  1519397842895      5  \n",
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       "81  1519397847430  1519397846905      5  \n",
       "\n",
       "[5 rows x 24 columns]"
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     "text": [
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       "      skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
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       "\n",
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       "4  -0.282516 -0.382127     0.097255  0.053271  ...    0.239608     0.096957   \n",
       "\n",
       "       iqrZ  kurtosisZ  std_deviationZ  derivativeZ     normZ         ts_max  \\\n",
       "0  0.277727   1.482103        0.270529     0.006989  7.897235  1519396351804   \n",
       "1  0.202609   0.638465        0.193213     0.003001  2.788044  1519396353758   \n",
       "2  0.191536   0.984523        0.180259     0.012132 -0.903772  1519396355765   \n",
       "3  0.144849   1.567794        0.159492     0.022810 -1.752552  1519396357795   \n",
       "4  0.148141   0.031421        0.112853    -0.025570  1.605275  1519396359761   \n",
       "\n",
       "          ts_min  label  \n",
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       "1  1519396348816      6  \n",
       "2  1519396350812      6  \n",
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       "      <th>92</th>\n",
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       "       skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
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       "92  0.632944    -0.472207  0.160411  -1.178740        0.127154     0.000933   \n",
       "\n",
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       "89 -0.005985  1.000582     0.371392  0.146645  ...   -0.473781     0.380204   \n",
       "90 -0.313640  0.849249     0.398515  0.193631  ...   -1.560310     0.410004   \n",
       "91  0.384269  1.866731     0.370973  0.057461  ...    0.329165     0.376687   \n",
       "92  0.397437  1.456856     0.432805  0.029927  ...    0.310807     0.445775   \n",
       "\n",
       "        iqrZ  kurtosisZ  std_deviationZ  derivativeZ     normZ         ts_max  \\\n",
       "88  0.125995  -0.630185        0.103607     0.000925 -0.082598  1519397867366   \n",
       "89  0.187945  -0.933937        0.139581     0.002222 -0.390255  1519397869341   \n",
       "90  0.054767   0.823624        0.144467     0.001202 -0.246602  1519397871414   \n",
       "91  0.099359   0.377839        0.259068    -0.000686  0.196324  1519397873366   \n",
       "92  0.096965  -0.520659        0.304791    -0.000592  0.125695  1519397873366   \n",
       "\n",
       "           ts_min  label  \n",
       "88  1519397863387      6  \n",
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       "90  1519397867366      6  \n",
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       "\n",
       "[5 rows x 24 columns]"
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.551446</td>\n",
       "      <td>-0.028715</td>\n",
       "      <td>4.636372</td>\n",
       "      <td>-0.283512</td>\n",
       "      <td>3.125889</td>\n",
       "      <td>-0.184998</td>\n",
       "      <td>-43.630726</td>\n",
       "      <td>0.599207</td>\n",
       "      <td>0.066409</td>\n",
       "      <td>1.891420</td>\n",
       "      <td>...</td>\n",
       "      <td>0.393499</td>\n",
       "      <td>0.069410</td>\n",
       "      <td>5.777808</td>\n",
       "      <td>-0.696597</td>\n",
       "      <td>3.603272</td>\n",
       "      <td>0.572587</td>\n",
       "      <td>35.987169</td>\n",
       "      <td>1519393972749</td>\n",
       "      <td>1519393967777</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.583357</td>\n",
       "      <td>-0.025244</td>\n",
       "      <td>4.764461</td>\n",
       "      <td>-0.358126</td>\n",
       "      <td>3.158900</td>\n",
       "      <td>-0.352380</td>\n",
       "      <td>-66.123066</td>\n",
       "      <td>0.751094</td>\n",
       "      <td>0.068321</td>\n",
       "      <td>1.849521</td>\n",
       "      <td>...</td>\n",
       "      <td>0.340421</td>\n",
       "      <td>0.070111</td>\n",
       "      <td>5.912481</td>\n",
       "      <td>-0.705927</td>\n",
       "      <td>3.589830</td>\n",
       "      <td>0.400146</td>\n",
       "      <td>33.593099</td>\n",
       "      <td>1519393974744</td>\n",
       "      <td>1519393969775</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.705754</td>\n",
       "      <td>-0.018001</td>\n",
       "      <td>4.020463</td>\n",
       "      <td>0.067663</td>\n",
       "      <td>2.806339</td>\n",
       "      <td>-0.197304</td>\n",
       "      <td>-102.377257</td>\n",
       "      <td>0.614606</td>\n",
       "      <td>0.072007</td>\n",
       "      <td>1.708263</td>\n",
       "      <td>...</td>\n",
       "      <td>0.422244</td>\n",
       "      <td>0.067363</td>\n",
       "      <td>5.637148</td>\n",
       "      <td>-0.555367</td>\n",
       "      <td>3.536232</td>\n",
       "      <td>0.680507</td>\n",
       "      <td>86.173315</td>\n",
       "      <td>1519393976743</td>\n",
       "      <td>1519393971754</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.481660</td>\n",
       "      <td>-0.017762</td>\n",
       "      <td>3.141791</td>\n",
       "      <td>-0.495432</td>\n",
       "      <td>2.146733</td>\n",
       "      <td>-0.167868</td>\n",
       "      <td>-67.146584</td>\n",
       "      <td>0.323271</td>\n",
       "      <td>0.073167</td>\n",
       "      <td>1.927931</td>\n",
       "      <td>...</td>\n",
       "      <td>0.285185</td>\n",
       "      <td>0.067223</td>\n",
       "      <td>6.547543</td>\n",
       "      <td>-0.897774</td>\n",
       "      <td>3.760006</td>\n",
       "      <td>0.371699</td>\n",
       "      <td>88.834453</td>\n",
       "      <td>1519393978754</td>\n",
       "      <td>1519393973771</td>\n",
       "      <td>0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
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      "text/plain": [
       "      skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
       "0 -0.831320    -0.021177  3.486856   0.593394        2.594814    -0.106764   \n",
       "1 -0.551446    -0.028715  4.636372  -0.283512        3.125889    -0.184998   \n",
       "2 -0.583357    -0.025244  4.764461  -0.358126        3.158900    -0.352380   \n",
       "3 -0.705754    -0.018001  4.020463   0.067663        2.806339    -0.197304   \n",
       "4 -0.481660    -0.017762  3.141791  -0.495432        2.146733    -0.167868   \n",
       "\n",
       "        normX     skewY  percentileY      iqrY  ...       skewZ  percentileZ  \\\n",
       "0  -83.518133  0.569872     0.074543  1.946187  ...    0.339238     0.076891   \n",
       "1  -43.630726  0.599207     0.066409  1.891420  ...    0.393499     0.069410   \n",
       "2  -66.123066  0.751094     0.068321  1.849521  ...    0.340421     0.070111   \n",
       "3 -102.377257  0.614606     0.072007  1.708263  ...    0.422244     0.067363   \n",
       "4  -67.146584  0.323271     0.073167  1.927931  ...    0.285185     0.067223   \n",
       "\n",
       "       iqrZ  kurtosisZ  std_deviationZ  derivativeZ      normZ         ts_max  \\\n",
       "0  4.460997  -0.635635        3.115704    -0.249437  31.693179  1519393970729   \n",
       "1  5.777808  -0.696597        3.603272     0.572587  35.987169  1519393972749   \n",
       "2  5.912481  -0.705927        3.589830     0.400146  33.593099  1519393974744   \n",
       "3  5.637148  -0.555367        3.536232     0.680507  86.173315  1519393976743   \n",
       "4  6.547543  -0.897774        3.760006     0.371699  88.834453  1519393978754   \n",
       "\n",
       "          ts_min  label  \n",
       "0  1519393965754      0  \n",
       "1  1519393967777      0  \n",
       "2  1519393969775      0  \n",
       "3  1519393971754      0  \n",
       "4  1519393973771      0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
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       "      <th></th>\n",
       "      <th>skewX</th>\n",
       "      <th>percentileX</th>\n",
       "      <th>iqrX</th>\n",
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       "      <th>std_deviationX</th>\n",
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       "      <th>skewZ</th>\n",
       "      <th>percentileZ</th>\n",
       "      <th>iqrZ</th>\n",
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       "      <th>std_deviationZ</th>\n",
       "      <th>derivativeZ</th>\n",
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       "      <td>-0.508480</td>\n",
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       "      <td>0.120552</td>\n",
       "      <td>-2.431311</td>\n",
       "      <td>-0.178183</td>\n",
       "      <td>0.118828</td>\n",
       "      <td>1.148618</td>\n",
       "      <td>...</td>\n",
       "      <td>0.258538</td>\n",
       "      <td>0.112302</td>\n",
       "      <td>3.079542</td>\n",
       "      <td>-0.639697</td>\n",
       "      <td>2.142000</td>\n",
       "      <td>-0.053993</td>\n",
       "      <td>18.347985</td>\n",
       "      <td>1519399542374</td>\n",
       "      <td>1519399538314</td>\n",
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       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>0.287643</td>\n",
       "      <td>-0.141049</td>\n",
       "      <td>0.626682</td>\n",
       "      <td>2.942135</td>\n",
       "      <td>0.759480</td>\n",
       "      <td>-0.030631</td>\n",
       "      <td>-0.818816</td>\n",
       "      <td>0.097903</td>\n",
       "      <td>0.169254</td>\n",
       "      <td>1.265336</td>\n",
       "      <td>...</td>\n",
       "      <td>0.181348</td>\n",
       "      <td>0.165162</td>\n",
       "      <td>2.500145</td>\n",
       "      <td>-0.772646</td>\n",
       "      <td>2.026865</td>\n",
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       "      <td>-0.046689</td>\n",
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       "      <th>165</th>\n",
       "      <td>0.510643</td>\n",
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       "      <td>-1.500000</td>\n",
       "      <td>0.269693</td>\n",
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       "<p>5 rows × 24 columns</p>\n",
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      ],
      "text/plain": [
       "        skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
       "161 -0.096515    -0.070530  1.286285  -0.558867        0.933257     0.420655   \n",
       "162 -0.252121    -0.078179  1.043273   0.196868        0.822524     0.105271   \n",
       "163 -0.200145    -0.090247  0.841562   1.511790        0.731904     0.120552   \n",
       "164  0.287643    -0.141049  0.626682   2.942135        0.759480    -0.030631   \n",
       "165  0.510643    -0.614056  0.318429  -1.500000        0.269693     0.028525   \n",
       "\n",
       "        normX     skewY  percentileY      iqrY  ...       skewZ  percentileZ  \\\n",
       "161 -3.800797 -0.583096     0.110158  1.194108  ...    0.650582     0.095647   \n",
       "162 -5.437231 -0.508480     0.107079  1.115100  ...    0.539270     0.100679   \n",
       "163 -2.431311 -0.178183     0.118828  1.148618  ...    0.258538     0.112302   \n",
       "164 -0.818816  0.097903     0.169254  1.265336  ...    0.181348     0.165162   \n",
       "165  0.304064 -0.337367     0.592618  0.605134  ...   -0.598544     0.601867   \n",
       "\n",
       "         iqrZ  kurtosisZ  std_deviationZ  derivativeZ      normZ  \\\n",
       "161  4.331709  -0.682785        3.103813     0.843096  66.642639   \n",
       "162  3.545812  -0.484647        2.471722     0.137770  38.655615   \n",
       "163  3.079542  -0.639697        2.142000    -0.053993  18.347985   \n",
       "164  2.500145  -0.772646        2.026865    -0.056048  -0.046689   \n",
       "165  1.329979  -1.500000        1.150421    -0.045372  -1.611297   \n",
       "\n",
       "            ts_max         ts_min  label  \n",
       "161  1519399539287  1519399534307      0  \n",
       "162  1519399541252  1519399536300      0  \n",
       "163  1519399542374  1519399538314      0  \n",
       "164  1519399542374  1519399540327      0  \n",
       "165  1519399542374  1519399542312      0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print_acc_characteristics(sua_frame, sda_frame, eua_frame, eda_frame, lua_frame, lda_frame, wa_frame)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stairs_data = pd.concat([sua_frame, sda_frame])\n",
    "nstairs_data = pd.concat([eua_frame, eda_frame, lua_frame, lda_frame])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stair_rest_clf = joblib.load('sta_acc.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
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      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
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      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
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      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.] 388 391\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.] 590 593\n"
     ]
    }
   ],
   "source": [
    "sdp = stair_rest_clf.predict(stairs_data.values[:,list(range(21))])\n",
    "edp = stair_rest_clf.predict(nstairs_data.values[:,list(range(21))])\n",
    "print(sdp, (sdp==0).sum(),len(sdp))\n",
    "print(edp, (edp==1).sum(),len(edp))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "esc_data = pd.concat([eu_frame, ed_frame])\n",
    "ele_data = pd.concat([lu_frame, ld_frame])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>skew</th>\n",
       "      <th>percentile</th>\n",
       "      <th>iqr</th>\n",
       "      <th>kurtosis</th>\n",
       "      <th>std_deviation</th>\n",
       "      <th>derivative</th>\n",
       "      <th>norm</th>\n",
       "      <th>ts_max</th>\n",
       "      <th>ts_min</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.913040</td>\n",
       "      <td>0.188983</td>\n",
       "      <td>0.055847</td>\n",
       "      <td>0.161502</td>\n",
       "      <td>0.047246</td>\n",
       "      <td>-0.001034</td>\n",
       "      <td>-0.056641</td>\n",
       "      <td>1519394456124</td>\n",
       "      <td>1519394451266</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.258502</td>\n",
       "      <td>0.192439</td>\n",
       "      <td>0.054932</td>\n",
       "      <td>-0.625154</td>\n",
       "      <td>0.038061</td>\n",
       "      <td>-0.000781</td>\n",
       "      <td>-0.171875</td>\n",
       "      <td>1519394458105</td>\n",
       "      <td>1519394453427</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.490977</td>\n",
       "      <td>0.188972</td>\n",
       "      <td>0.062988</td>\n",
       "      <td>-0.914582</td>\n",
       "      <td>0.041044</td>\n",
       "      <td>-0.000636</td>\n",
       "      <td>0.141846</td>\n",
       "      <td>1519394460265</td>\n",
       "      <td>1519394455410</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.108068</td>\n",
       "      <td>0.188971</td>\n",
       "      <td>0.026367</td>\n",
       "      <td>-0.415698</td>\n",
       "      <td>0.030447</td>\n",
       "      <td>-0.000487</td>\n",
       "      <td>0.034912</td>\n",
       "      <td>1519394462245</td>\n",
       "      <td>1519394457384</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.010953</td>\n",
       "      <td>0.188972</td>\n",
       "      <td>0.060547</td>\n",
       "      <td>-1.529673</td>\n",
       "      <td>0.031664</td>\n",
       "      <td>-0.000459</td>\n",
       "      <td>0.050781</td>\n",
       "      <td>1519394464224</td>\n",
       "      <td>1519394459372</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.107923</td>\n",
       "      <td>0.188971</td>\n",
       "      <td>0.073303</td>\n",
       "      <td>-1.300406</td>\n",
       "      <td>0.037305</td>\n",
       "      <td>-0.000691</td>\n",
       "      <td>-0.293701</td>\n",
       "      <td>1519394466206</td>\n",
       "      <td>1519394461344</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.161988</td>\n",
       "      <td>0.188968</td>\n",
       "      <td>0.064026</td>\n",
       "      <td>-1.001169</td>\n",
       "      <td>0.041791</td>\n",
       "      <td>-0.000528</td>\n",
       "      <td>-0.104248</td>\n",
       "      <td>1519394468185</td>\n",
       "      <td>1519394463325</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.022547</td>\n",
       "      <td>0.188970</td>\n",
       "      <td>0.047668</td>\n",
       "      <td>-1.023155</td>\n",
       "      <td>0.033762</td>\n",
       "      <td>-0.000731</td>\n",
       "      <td>-0.045166</td>\n",
       "      <td>1519394470169</td>\n",
       "      <td>1519394465305</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.215079</td>\n",
       "      <td>0.188964</td>\n",
       "      <td>0.073669</td>\n",
       "      <td>-1.087723</td>\n",
       "      <td>0.046768</td>\n",
       "      <td>-0.000729</td>\n",
       "      <td>-0.059570</td>\n",
       "      <td>1519394472146</td>\n",
       "      <td>1519394467286</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.238690</td>\n",
       "      <td>0.192438</td>\n",
       "      <td>0.081787</td>\n",
       "      <td>-1.368832</td>\n",
       "      <td>0.046338</td>\n",
       "      <td>-0.000840</td>\n",
       "      <td>0.135010</td>\n",
       "      <td>1519394474126</td>\n",
       "      <td>1519394469445</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-0.157362</td>\n",
       "      <td>0.192434</td>\n",
       "      <td>0.028931</td>\n",
       "      <td>0.054699</td>\n",
       "      <td>0.035391</td>\n",
       "      <td>-0.000899</td>\n",
       "      <td>0.016846</td>\n",
       "      <td>1519394476106</td>\n",
       "      <td>1519394471425</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.035112</td>\n",
       "      <td>0.192438</td>\n",
       "      <td>0.075439</td>\n",
       "      <td>-1.604095</td>\n",
       "      <td>0.040328</td>\n",
       "      <td>-0.000404</td>\n",
       "      <td>0.155518</td>\n",
       "      <td>1519394478086</td>\n",
       "      <td>1519394473410</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.323367</td>\n",
       "      <td>0.192441</td>\n",
       "      <td>0.031494</td>\n",
       "      <td>0.037678</td>\n",
       "      <td>0.026663</td>\n",
       "      <td>-0.000602</td>\n",
       "      <td>-0.015381</td>\n",
       "      <td>1519394480066</td>\n",
       "      <td>1519394475386</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-0.068660</td>\n",
       "      <td>0.188969</td>\n",
       "      <td>0.063171</td>\n",
       "      <td>-1.216230</td>\n",
       "      <td>0.038849</td>\n",
       "      <td>-0.000621</td>\n",
       "      <td>0.022217</td>\n",
       "      <td>1519394482230</td>\n",
       "      <td>1519394477370</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.004657</td>\n",
       "      <td>0.188970</td>\n",
       "      <td>0.079590</td>\n",
       "      <td>-1.401268</td>\n",
       "      <td>0.040409</td>\n",
       "      <td>-0.000509</td>\n",
       "      <td>-0.056396</td>\n",
       "      <td>1519394484213</td>\n",
       "      <td>1519394479345</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-0.504549</td>\n",
       "      <td>0.188968</td>\n",
       "      <td>0.036682</td>\n",
       "      <td>-0.434324</td>\n",
       "      <td>0.033283</td>\n",
       "      <td>-0.000727</td>\n",
       "      <td>-0.045654</td>\n",
       "      <td>1519394486185</td>\n",
       "      <td>1519394481327</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.077187</td>\n",
       "      <td>0.188965</td>\n",
       "      <td>0.081238</td>\n",
       "      <td>-1.289842</td>\n",
       "      <td>0.048362</td>\n",
       "      <td>-0.000538</td>\n",
       "      <td>0.281494</td>\n",
       "      <td>1519394488173</td>\n",
       "      <td>1519394483306</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.579874</td>\n",
       "      <td>0.204115</td>\n",
       "      <td>0.039551</td>\n",
       "      <td>-0.302038</td>\n",
       "      <td>0.028765</td>\n",
       "      <td>-0.000461</td>\n",
       "      <td>0.067139</td>\n",
       "      <td>1519394489427</td>\n",
       "      <td>1519394485311</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.150387</td>\n",
       "      <td>0.277344</td>\n",
       "      <td>0.015137</td>\n",
       "      <td>-0.666632</td>\n",
       "      <td>0.012388</td>\n",
       "      <td>-0.000054</td>\n",
       "      <td>0.008545</td>\n",
       "      <td>1519394489427</td>\n",
       "      <td>1519394487266</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1.791964</td>\n",
       "      <td>0.188980</td>\n",
       "      <td>0.016479</td>\n",
       "      <td>3.192713</td>\n",
       "      <td>0.042307</td>\n",
       "      <td>-0.001263</td>\n",
       "      <td>0.255615</td>\n",
       "      <td>1519394514751</td>\n",
       "      <td>1519394509890</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-0.356518</td>\n",
       "      <td>0.192432</td>\n",
       "      <td>0.102295</td>\n",
       "      <td>-1.539460</td>\n",
       "      <td>0.051054</td>\n",
       "      <td>-0.000616</td>\n",
       "      <td>-0.537354</td>\n",
       "      <td>1519394516729</td>\n",
       "      <td>1519394512049</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.976264</td>\n",
       "      <td>0.188973</td>\n",
       "      <td>0.049805</td>\n",
       "      <td>0.009814</td>\n",
       "      <td>0.042742</td>\n",
       "      <td>-0.000905</td>\n",
       "      <td>0.210938</td>\n",
       "      <td>1519394518889</td>\n",
       "      <td>1519394514029</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-0.301114</td>\n",
       "      <td>0.188967</td>\n",
       "      <td>0.044067</td>\n",
       "      <td>-0.433851</td>\n",
       "      <td>0.032389</td>\n",
       "      <td>-0.000600</td>\n",
       "      <td>0.057129</td>\n",
       "      <td>1519394520870</td>\n",
       "      <td>1519394516011</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-0.413042</td>\n",
       "      <td>0.188963</td>\n",
       "      <td>0.112854</td>\n",
       "      <td>-1.336321</td>\n",
       "      <td>0.056383</td>\n",
       "      <td>-0.000862</td>\n",
       "      <td>-0.552734</td>\n",
       "      <td>1519394522849</td>\n",
       "      <td>1519394517997</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.751225</td>\n",
       "      <td>0.188971</td>\n",
       "      <td>0.077637</td>\n",
       "      <td>-0.934022</td>\n",
       "      <td>0.047332</td>\n",
       "      <td>-0.000780</td>\n",
       "      <td>0.545654</td>\n",
       "      <td>1519394524829</td>\n",
       "      <td>1519394519971</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-0.931838</td>\n",
       "      <td>0.188967</td>\n",
       "      <td>0.039551</td>\n",
       "      <td>-0.112878</td>\n",
       "      <td>0.034223</td>\n",
       "      <td>-0.000637</td>\n",
       "      <td>-0.330322</td>\n",
       "      <td>1519394526811</td>\n",
       "      <td>1519394521949</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-0.075949</td>\n",
       "      <td>0.188964</td>\n",
       "      <td>0.104065</td>\n",
       "      <td>-1.393538</td>\n",
       "      <td>0.055985</td>\n",
       "      <td>-0.000915</td>\n",
       "      <td>0.098389</td>\n",
       "      <td>1519394528794</td>\n",
       "      <td>1519394523931</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.235449</td>\n",
       "      <td>0.188969</td>\n",
       "      <td>0.095825</td>\n",
       "      <td>-1.236251</td>\n",
       "      <td>0.051336</td>\n",
       "      <td>-0.000931</td>\n",
       "      <td>0.050537</td>\n",
       "      <td>1519394530778</td>\n",
       "      <td>1519394525910</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.117024</td>\n",
       "      <td>0.192438</td>\n",
       "      <td>0.067749</td>\n",
       "      <td>-0.979601</td>\n",
       "      <td>0.042887</td>\n",
       "      <td>-0.000789</td>\n",
       "      <td>-0.180908</td>\n",
       "      <td>1519394532752</td>\n",
       "      <td>1519394528071</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.210283</td>\n",
       "      <td>0.192438</td>\n",
       "      <td>0.052002</td>\n",
       "      <td>-0.967310</td>\n",
       "      <td>0.037663</td>\n",
       "      <td>-0.000679</td>\n",
       "      <td>0.190430</td>\n",
       "      <td>1519394534730</td>\n",
       "      <td>1519394530050</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>0.361200</td>\n",
       "      <td>0.188968</td>\n",
       "      <td>0.051392</td>\n",
       "      <td>-0.653856</td>\n",
       "      <td>0.043629</td>\n",
       "      <td>0.000829</td>\n",
       "      <td>0.236816</td>\n",
       "      <td>1519395466709</td>\n",
       "      <td>1519395461849</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>-0.567426</td>\n",
       "      <td>0.192436</td>\n",
       "      <td>0.069824</td>\n",
       "      <td>-1.351279</td>\n",
       "      <td>0.040195</td>\n",
       "      <td>0.000663</td>\n",
       "      <td>-0.650391</td>\n",
       "      <td>1519395468689</td>\n",
       "      <td>1519395464008</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>0.922428</td>\n",
       "      <td>0.192442</td>\n",
       "      <td>0.039185</td>\n",
       "      <td>-0.425005</td>\n",
       "      <td>0.029629</td>\n",
       "      <td>0.000664</td>\n",
       "      <td>0.283447</td>\n",
       "      <td>1519395470669</td>\n",
       "      <td>1519395465988</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>0.058659</td>\n",
       "      <td>0.188967</td>\n",
       "      <td>0.104431</td>\n",
       "      <td>-1.298260</td>\n",
       "      <td>0.053723</td>\n",
       "      <td>0.000919</td>\n",
       "      <td>-0.007080</td>\n",
       "      <td>1519395472830</td>\n",
       "      <td>1519395467968</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>-0.438618</td>\n",
       "      <td>0.188967</td>\n",
       "      <td>0.055420</td>\n",
       "      <td>-0.795761</td>\n",
       "      <td>0.037183</td>\n",
       "      <td>0.000805</td>\n",
       "      <td>-0.246826</td>\n",
       "      <td>1519395474809</td>\n",
       "      <td>1519395469950</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>0.319260</td>\n",
       "      <td>0.188970</td>\n",
       "      <td>0.080017</td>\n",
       "      <td>-1.464119</td>\n",
       "      <td>0.045206</td>\n",
       "      <td>0.000606</td>\n",
       "      <td>0.602051</td>\n",
       "      <td>1519395476789</td>\n",
       "      <td>1519395471934</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>-0.705219</td>\n",
       "      <td>0.188962</td>\n",
       "      <td>0.078308</td>\n",
       "      <td>-0.681212</td>\n",
       "      <td>0.050891</td>\n",
       "      <td>0.000810</td>\n",
       "      <td>-0.243408</td>\n",
       "      <td>1519395478771</td>\n",
       "      <td>1519395473909</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>-0.148994</td>\n",
       "      <td>0.204112</td>\n",
       "      <td>0.033020</td>\n",
       "      <td>-0.556760</td>\n",
       "      <td>0.029276</td>\n",
       "      <td>0.000633</td>\n",
       "      <td>-0.130859</td>\n",
       "      <td>1519395480209</td>\n",
       "      <td>1519395475891</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>0.833408</td>\n",
       "      <td>0.277345</td>\n",
       "      <td>0.024170</td>\n",
       "      <td>-0.568498</td>\n",
       "      <td>0.017693</td>\n",
       "      <td>0.000229</td>\n",
       "      <td>0.126709</td>\n",
       "      <td>1519395480209</td>\n",
       "      <td>1519395477870</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>-0.178654</td>\n",
       "      <td>0.577341</td>\n",
       "      <td>0.014038</td>\n",
       "      <td>-1.500000</td>\n",
       "      <td>0.011504</td>\n",
       "      <td>0.000237</td>\n",
       "      <td>-0.004150</td>\n",
       "      <td>1519395480209</td>\n",
       "      <td>1519395479856</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>-0.437499</td>\n",
       "      <td>0.188985</td>\n",
       "      <td>0.047424</td>\n",
       "      <td>-0.838337</td>\n",
       "      <td>0.035456</td>\n",
       "      <td>0.000801</td>\n",
       "      <td>-0.368408</td>\n",
       "      <td>1519395635980</td>\n",
       "      <td>1519395631123</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>0.774625</td>\n",
       "      <td>0.192435</td>\n",
       "      <td>0.119263</td>\n",
       "      <td>-1.012292</td>\n",
       "      <td>0.074642</td>\n",
       "      <td>0.001195</td>\n",
       "      <td>1.253662</td>\n",
       "      <td>1519395637960</td>\n",
       "      <td>1519395633285</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>-0.445247</td>\n",
       "      <td>0.188952</td>\n",
       "      <td>0.129272</td>\n",
       "      <td>-1.048405</td>\n",
       "      <td>0.085484</td>\n",
       "      <td>0.001571</td>\n",
       "      <td>-0.828125</td>\n",
       "      <td>1519395640123</td>\n",
       "      <td>1519395635262</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>-0.248929</td>\n",
       "      <td>0.188966</td>\n",
       "      <td>0.097778</td>\n",
       "      <td>-1.545740</td>\n",
       "      <td>0.048247</td>\n",
       "      <td>0.000725</td>\n",
       "      <td>-0.478516</td>\n",
       "      <td>1519395642100</td>\n",
       "      <td>1519395637241</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>0.010025</td>\n",
       "      <td>0.188972</td>\n",
       "      <td>0.027893</td>\n",
       "      <td>-0.636988</td>\n",
       "      <td>0.026094</td>\n",
       "      <td>0.000495</td>\n",
       "      <td>0.013916</td>\n",
       "      <td>1519395644081</td>\n",
       "      <td>1519395639221</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>0.053612</td>\n",
       "      <td>0.188973</td>\n",
       "      <td>0.057678</td>\n",
       "      <td>-1.351351</td>\n",
       "      <td>0.030880</td>\n",
       "      <td>0.000465</td>\n",
       "      <td>-0.082520</td>\n",
       "      <td>1519395646062</td>\n",
       "      <td>1519395641200</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>0.524561</td>\n",
       "      <td>0.188970</td>\n",
       "      <td>0.067200</td>\n",
       "      <td>-0.756774</td>\n",
       "      <td>0.041718</td>\n",
       "      <td>0.000914</td>\n",
       "      <td>0.310791</td>\n",
       "      <td>1519395648056</td>\n",
       "      <td>1519395643194</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>-0.090300</td>\n",
       "      <td>0.188967</td>\n",
       "      <td>0.081055</td>\n",
       "      <td>-1.281801</td>\n",
       "      <td>0.050015</td>\n",
       "      <td>0.000932</td>\n",
       "      <td>-0.044434</td>\n",
       "      <td>1519395650036</td>\n",
       "      <td>1519395645161</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>-0.123643</td>\n",
       "      <td>0.188966</td>\n",
       "      <td>0.076294</td>\n",
       "      <td>-1.253071</td>\n",
       "      <td>0.046748</td>\n",
       "      <td>0.000796</td>\n",
       "      <td>0.074951</td>\n",
       "      <td>1519395652002</td>\n",
       "      <td>1519395647146</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>0.350254</td>\n",
       "      <td>0.188966</td>\n",
       "      <td>0.040833</td>\n",
       "      <td>-0.176904</td>\n",
       "      <td>0.045359</td>\n",
       "      <td>0.001077</td>\n",
       "      <td>-0.020508</td>\n",
       "      <td>1519395653982</td>\n",
       "      <td>1519395649123</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>-0.185800</td>\n",
       "      <td>0.192439</td>\n",
       "      <td>0.071899</td>\n",
       "      <td>-1.546971</td>\n",
       "      <td>0.036904</td>\n",
       "      <td>0.000438</td>\n",
       "      <td>-0.371582</td>\n",
       "      <td>1519395655961</td>\n",
       "      <td>1519395651281</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>0.392362</td>\n",
       "      <td>0.188971</td>\n",
       "      <td>0.041443</td>\n",
       "      <td>-0.711766</td>\n",
       "      <td>0.031333</td>\n",
       "      <td>0.000695</td>\n",
       "      <td>0.254639</td>\n",
       "      <td>1519395658120</td>\n",
       "      <td>1519395653263</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>0.369890</td>\n",
       "      <td>0.192433</td>\n",
       "      <td>0.077637</td>\n",
       "      <td>-0.771798</td>\n",
       "      <td>0.056434</td>\n",
       "      <td>0.001127</td>\n",
       "      <td>0.243164</td>\n",
       "      <td>1519395660102</td>\n",
       "      <td>1519395655241</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>-0.235715</td>\n",
       "      <td>0.192432</td>\n",
       "      <td>0.092407</td>\n",
       "      <td>-1.459957</td>\n",
       "      <td>0.054626</td>\n",
       "      <td>0.000957</td>\n",
       "      <td>-0.415527</td>\n",
       "      <td>1519395662082</td>\n",
       "      <td>1519395657221</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>-0.116479</td>\n",
       "      <td>0.192431</td>\n",
       "      <td>0.083374</td>\n",
       "      <td>-1.169605</td>\n",
       "      <td>0.045827</td>\n",
       "      <td>0.000870</td>\n",
       "      <td>0.472168</td>\n",
       "      <td>1519395664061</td>\n",
       "      <td>1519395659206</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>-0.369913</td>\n",
       "      <td>0.188965</td>\n",
       "      <td>0.061035</td>\n",
       "      <td>-0.754802</td>\n",
       "      <td>0.046838</td>\n",
       "      <td>0.000816</td>\n",
       "      <td>-0.032959</td>\n",
       "      <td>1519395666044</td>\n",
       "      <td>1519395661182</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>0.216983</td>\n",
       "      <td>0.188970</td>\n",
       "      <td>0.057251</td>\n",
       "      <td>-1.041401</td>\n",
       "      <td>0.043864</td>\n",
       "      <td>0.000655</td>\n",
       "      <td>0.021240</td>\n",
       "      <td>1519395668023</td>\n",
       "      <td>1519395663166</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>-0.071491</td>\n",
       "      <td>0.188969</td>\n",
       "      <td>0.064331</td>\n",
       "      <td>-1.152284</td>\n",
       "      <td>0.037296</td>\n",
       "      <td>0.000683</td>\n",
       "      <td>-0.322266</td>\n",
       "      <td>1519395670007</td>\n",
       "      <td>1519395665142</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>0.186808</td>\n",
       "      <td>0.223599</td>\n",
       "      <td>0.044922</td>\n",
       "      <td>-1.475373</td>\n",
       "      <td>0.022973</td>\n",
       "      <td>0.000340</td>\n",
       "      <td>0.091064</td>\n",
       "      <td>1519395670721</td>\n",
       "      <td>1519395667307</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>-0.629665</td>\n",
       "      <td>0.333327</td>\n",
       "      <td>0.009277</td>\n",
       "      <td>-0.775810</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000186</td>\n",
       "      <td>-0.029785</td>\n",
       "      <td>1519395670721</td>\n",
       "      <td>1519395669285</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>377 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
       "0    0.913040    0.188983  0.055847  0.161502       0.047246   -0.001034   \n",
       "1    0.258502    0.192439  0.054932 -0.625154       0.038061   -0.000781   \n",
       "2    0.490977    0.188972  0.062988 -0.914582       0.041044   -0.000636   \n",
       "3    0.108068    0.188971  0.026367 -0.415698       0.030447   -0.000487   \n",
       "4    0.010953    0.188972  0.060547 -1.529673       0.031664   -0.000459   \n",
       "5   -0.107923    0.188971  0.073303 -1.300406       0.037305   -0.000691   \n",
       "6    0.161988    0.188968  0.064026 -1.001169       0.041791   -0.000528   \n",
       "7    0.022547    0.188970  0.047668 -1.023155       0.033762   -0.000731   \n",
       "8   -0.215079    0.188964  0.073669 -1.087723       0.046768   -0.000729   \n",
       "9    0.238690    0.192438  0.081787 -1.368832       0.046338   -0.000840   \n",
       "10  -0.157362    0.192434  0.028931  0.054699       0.035391   -0.000899   \n",
       "11   0.035112    0.192438  0.075439 -1.604095       0.040328   -0.000404   \n",
       "12   0.323367    0.192441  0.031494  0.037678       0.026663   -0.000602   \n",
       "13  -0.068660    0.188969  0.063171 -1.216230       0.038849   -0.000621   \n",
       "14   0.004657    0.188970  0.079590 -1.401268       0.040409   -0.000509   \n",
       "15  -0.504549    0.188968  0.036682 -0.434324       0.033283   -0.000727   \n",
       "16  -0.077187    0.188965  0.081238 -1.289842       0.048362   -0.000538   \n",
       "17   0.579874    0.204115  0.039551 -0.302038       0.028765   -0.000461   \n",
       "18   0.150387    0.277344  0.015137 -0.666632       0.012388   -0.000054   \n",
       "19   1.791964    0.188980  0.016479  3.192713       0.042307   -0.001263   \n",
       "20  -0.356518    0.192432  0.102295 -1.539460       0.051054   -0.000616   \n",
       "21   0.976264    0.188973  0.049805  0.009814       0.042742   -0.000905   \n",
       "22  -0.301114    0.188967  0.044067 -0.433851       0.032389   -0.000600   \n",
       "23  -0.413042    0.188963  0.112854 -1.336321       0.056383   -0.000862   \n",
       "24   0.751225    0.188971  0.077637 -0.934022       0.047332   -0.000780   \n",
       "25  -0.931838    0.188967  0.039551 -0.112878       0.034223   -0.000637   \n",
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       "29   0.210283    0.192438  0.052002 -0.967310       0.037663   -0.000679   \n",
       "..        ...         ...       ...       ...            ...         ...   \n",
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       "187  0.186808    0.223599  0.044922 -1.475373       0.022973    0.000340   \n",
       "188 -0.629665    0.333327  0.009277 -0.775810       0.010000    0.000186   \n",
       "\n",
       "         norm         ts_max         ts_min  label  \n",
       "0   -0.056641  1519394456124  1519394451266      3  \n",
       "1   -0.171875  1519394458105  1519394453427      3  \n",
       "2    0.141846  1519394460265  1519394455410      3  \n",
       "3    0.034912  1519394462245  1519394457384      3  \n",
       "4    0.050781  1519394464224  1519394459372      3  \n",
       "5   -0.293701  1519394466206  1519394461344      3  \n",
       "6   -0.104248  1519394468185  1519394463325      3  \n",
       "7   -0.045166  1519394470169  1519394465305      3  \n",
       "8   -0.059570  1519394472146  1519394467286      3  \n",
       "9    0.135010  1519394474126  1519394469445      3  \n",
       "10   0.016846  1519394476106  1519394471425      3  \n",
       "11   0.155518  1519394478086  1519394473410      3  \n",
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       "29   0.190430  1519394534730  1519394530050      3  \n",
       "..        ...            ...            ...    ...  \n",
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       "174 -0.082520  1519395646062  1519395641200      4  \n",
       "175  0.310791  1519395648056  1519395643194      4  \n",
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       "177  0.074951  1519395652002  1519395647146      4  \n",
       "178 -0.020508  1519395653982  1519395649123      4  \n",
       "179 -0.371582  1519395655961  1519395651281      4  \n",
       "180  0.254639  1519395658120  1519395653263      4  \n",
       "181  0.243164  1519395660102  1519395655241      4  \n",
       "182 -0.415527  1519395662082  1519395657221      4  \n",
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       "184 -0.032959  1519395666044  1519395661182      4  \n",
       "185  0.021240  1519395668023  1519395663166      4  \n",
       "186 -0.322266  1519395670007  1519395665142      4  \n",
       "187  0.091064  1519395670721  1519395667307      4  \n",
       "188 -0.029785  1519395670721  1519395669285      4  \n",
       "\n",
       "[377 rows x 10 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(esc_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "clf_esc_ele = joblib.load('esc_ele.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  1.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  1.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  1.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  1.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  1.  0.  1.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  1.  0.  0.  0.  0.  0.  1.  1.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  1.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  1.  0.\n",
      "  0.  0.  0.  1.  0.  0.  0.  0.  0.  0.  0.  1.  0.  0.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  1.  0.  0.  0.  0.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  1.  0.  1.  1.\n",
      "  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.] 360 377\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  0.  0.  0.  1.  1.  1.  1.  1.  0.  0.  0.\n",
      "  1.  1.  0.  1.  1.  0.  1.  0.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.\n",
      "  1.  1.  0.  0.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.\n",
      "  1.  1.  0.  0.  0.  1.  0.  0.  0.  0.  0.  1.  1.  0.  0.  1.  0.  0.\n",
      "  0.  0.  0.  0.  1.  0.  1.  0.  0.  0.  0.  1.  1.  1.  1.  1.  1.  0.\n",
      "  1.  1.  1.  1.  1.  1.  1.  0.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  0.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  0.  1.  1.  1.  1.  0.] 109 150\n"
     ]
    }
   ],
   "source": [
    "edp = clf_esc_ele.predict(esc_data.values[:,list(range(7))])\n",
    "ldp = clf_esc_ele.predict(ele_data.values[:,list(range(7))])\n",
    "print(edp, (edp==0).sum(),len(edp))\n",
    "print(ldp, (ldp==1).sum(),len(ldp))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1046\n"
     ]
    }
   ],
   "source": [
    "pressure_features = pd.concat([w_frame, su_frame, sd_frame, lu_frame, ld_frame, eu_frame, ed_frame])\n",
    "print(len(pressure_features))\n",
    "pressure_features = pressure_features.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
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       "      <td>1519395666044</td>\n",
       "      <td>1519395661182</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>0.216983</td>\n",
       "      <td>0.188970</td>\n",
       "      <td>0.057251</td>\n",
       "      <td>-1.041401</td>\n",
       "      <td>0.043864</td>\n",
       "      <td>0.000655</td>\n",
       "      <td>0.021240</td>\n",
       "      <td>1519395668023</td>\n",
       "      <td>1519395663166</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>-0.071491</td>\n",
       "      <td>0.188969</td>\n",
       "      <td>0.064331</td>\n",
       "      <td>-1.152284</td>\n",
       "      <td>0.037296</td>\n",
       "      <td>0.000683</td>\n",
       "      <td>-0.322266</td>\n",
       "      <td>1519395670007</td>\n",
       "      <td>1519395665142</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>0.186808</td>\n",
       "      <td>0.223599</td>\n",
       "      <td>0.044922</td>\n",
       "      <td>-1.475373</td>\n",
       "      <td>0.022973</td>\n",
       "      <td>0.000340</td>\n",
       "      <td>0.091064</td>\n",
       "      <td>1519395670721</td>\n",
       "      <td>1519395667307</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>-0.629665</td>\n",
       "      <td>0.333327</td>\n",
       "      <td>0.009277</td>\n",
       "      <td>-0.775810</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000186</td>\n",
       "      <td>-0.029785</td>\n",
       "      <td>1519395670721</td>\n",
       "      <td>1519395669285</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          skew  percentile       iqr  kurtosis  std_deviation  derivative  \\\n",
       "1041 -0.369913    0.188965  0.061035 -0.754802       0.046838    0.000816   \n",
       "1042  0.216983    0.188970  0.057251 -1.041401       0.043864    0.000655   \n",
       "1043 -0.071491    0.188969  0.064331 -1.152284       0.037296    0.000683   \n",
       "1044  0.186808    0.223599  0.044922 -1.475373       0.022973    0.000340   \n",
       "1045 -0.629665    0.333327  0.009277 -0.775810       0.010000    0.000186   \n",
       "\n",
       "          norm         ts_max         ts_min  label  \n",
       "1041 -0.032959  1519395666044  1519395661182      4  \n",
       "1042  0.021240  1519395668023  1519395663166      4  \n",
       "1043 -0.322266  1519395670007  1519395665142      4  \n",
       "1044  0.091064  1519395670721  1519395667307      4  \n",
       "1045 -0.029785  1519395670721  1519395669285      4  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(pressure_features.head(), pressure_features.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1150\n"
     ]
    }
   ],
   "source": [
    "acc_features = pd.concat([sua_frame, sda_frame, eua_frame, eda_frame, lua_frame, lda_frame,wa_frame])\n",
    "print(len(acc_features))\n",
    "acc_features = acc_features.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>skewX</th>\n",
       "      <th>percentileX</th>\n",
       "      <th>iqrX</th>\n",
       "      <th>kurtosisX</th>\n",
       "      <th>std_deviationX</th>\n",
       "      <th>derivativeX</th>\n",
       "      <th>normX</th>\n",
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       "      <th>...</th>\n",
       "      <th>skewZ</th>\n",
       "      <th>percentileZ</th>\n",
       "      <th>iqrZ</th>\n",
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       "      <th>std_deviationZ</th>\n",
       "      <th>derivativeZ</th>\n",
       "      <th>normZ</th>\n",
       "      <th>ts_max</th>\n",
       "      <th>ts_min</th>\n",
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       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
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      ],
      "text/plain": [
       "      skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
       "0  1.247162     0.017193  1.320402   3.004238        1.254419    -0.004037   \n",
       "1 -0.212742    -0.008657  0.919673   0.086921        0.816192    -0.031911   \n",
       "2 -0.632675    -0.355788  0.406416  -0.857071        0.347940     0.009017   \n",
       "3  0.948276    -0.290215  0.447716   0.454100        0.727233     0.029775   \n",
       "4  1.245968     0.176113  1.708263   1.062171        1.642603     0.040949   \n",
       "\n",
       "       normX     skewY  percentileY      iqrY  ...       skewZ  percentileZ  \\\n",
       "0  13.736733 -0.115782     0.101084  1.747767  ...    0.577965     0.091055   \n",
       "1  -6.236895  0.042658     0.133584  2.076671  ...    0.466553     0.119927   \n",
       "2  -0.605733  0.296966     0.400202  1.649007  ...    0.822934     0.310966   \n",
       "3   1.653196 -0.069163     0.330319  2.158373  ...   -0.140358     0.354380   \n",
       "4  -2.151190  0.076197     0.314808  1.616086  ...   -0.325650     0.302135   \n",
       "\n",
       "       iqrZ  kurtosisZ  std_deviationZ  derivativeZ      normZ         ts_max  \\\n",
       "0  4.342484  -0.332843        2.738185    -0.679770  71.894300  1519392524294   \n",
       "1  4.756381  -0.956907        2.663269    -0.332508  45.259987  1519392527342   \n",
       "2  3.484462  -1.084679        2.568894     0.028037   8.634689  1519392529128   \n",
       "3  5.737705  -1.847136        2.772510     0.064046  -9.100362  1519392531365   \n",
       "4  5.479131  -1.388918        3.525721    -0.023252   0.974444  1519392533165   \n",
       "\n",
       "          ts_min  label  \n",
       "0  1519392520399      1  \n",
       "1  1519392522404      1  \n",
       "2  1519392526116      1  \n",
       "3  1519392527124      1  \n",
       "4  1519392529128      1  \n",
       "\n",
       "[5 rows x 24 columns]"
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     },
     "metadata": {},
     "output_type": "display_data"
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       "      <td>-0.178183</td>\n",
       "      <td>0.118828</td>\n",
       "      <td>1.148618</td>\n",
       "      <td>...</td>\n",
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       "      <td>2.142000</td>\n",
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       "      <td>18.347985</td>\n",
       "      <td>1519399542374</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
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       "      <td>2.500145</td>\n",
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       "<p>5 rows × 24 columns</p>\n",
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      "text/plain": [
       "         skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
       "1145 -0.096515    -0.070530  1.286285  -0.558867        0.933257     0.420655   \n",
       "1146 -0.252121    -0.078179  1.043273   0.196868        0.822524     0.105271   \n",
       "1147 -0.200145    -0.090247  0.841562   1.511790        0.731904     0.120552   \n",
       "1148  0.287643    -0.141049  0.626682   2.942135        0.759480    -0.030631   \n",
       "1149  0.510643    -0.614056  0.318429  -1.500000        0.269693     0.028525   \n",
       "\n",
       "         normX     skewY  percentileY      iqrY  ...       skewZ  percentileZ  \\\n",
       "1145 -3.800797 -0.583096     0.110158  1.194108  ...    0.650582     0.095647   \n",
       "1146 -5.437231 -0.508480     0.107079  1.115100  ...    0.539270     0.100679   \n",
       "1147 -2.431311 -0.178183     0.118828  1.148618  ...    0.258538     0.112302   \n",
       "1148 -0.818816  0.097903     0.169254  1.265336  ...    0.181348     0.165162   \n",
       "1149  0.304064 -0.337367     0.592618  0.605134  ...   -0.598544     0.601867   \n",
       "\n",
       "          iqrZ  kurtosisZ  std_deviationZ  derivativeZ      normZ  \\\n",
       "1145  4.331709  -0.682785        3.103813     0.843096  66.642639   \n",
       "1146  3.545812  -0.484647        2.471722     0.137770  38.655615   \n",
       "1147  3.079542  -0.639697        2.142000    -0.053993  18.347985   \n",
       "1148  2.500145  -0.772646        2.026865    -0.056048  -0.046689   \n",
       "1149  1.329979  -1.500000        1.150421    -0.045372  -1.611297   \n",
       "\n",
       "             ts_max         ts_min  label  \n",
       "1145  1519399539287  1519399534307      0  \n",
       "1146  1519399541252  1519399536300      0  \n",
       "1147  1519399542374  1519399538314      0  \n",
       "1148  1519399542374  1519399540327      0  \n",
       "1149  1519399542374  1519399542312      0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(acc_features.head(), acc_features.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "185 175 188 189 1150\n",
      "195 196 210 208 1150\n"
     ]
    }
   ],
   "source": [
    "print(len(su_frame), len(sd_frame), len(eu_frame), len(ed_frame), len(acc_features))\n",
    "print(len(sua_frame), len(sda_frame), len(eua_frame), len(eda_frame), len(acc_features))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1150, 1046)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(acc_features), len(pressure_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1662, 7) (1662, 1)\n"
     ]
    }
   ],
   "source": [
    "x = pressure_features.values[:,list(range(9))]\n",
    "y = pressure_features.values[:,[9]]\n",
    "print(x.shape, y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def ensemble_classifier(pressure_features, acc_features):\n",
    "    x = pressure_features.values[:,list(range(9))]\n",
    "    y = pressure_features.values[:,[9]]\n",
    "    ypred = []\n",
    "    for row in x:\n",
    "        # Vertical Transition Detection\n",
    "        out_vt = int(vert_clf.predict(row[:-2].reshape(1,-1)))\n",
    "        if out_vt == 0:\n",
    "            out = 0\n",
    "        else:\n",
    "            # Direction\n",
    "#             out_dir = 0\n",
    "            out_dir = int(dir_clf.predict(row[5].reshape(-1,1)))\n",
    "            # Stairs Detection\n",
    "            acc_rows = acc_features[((acc_features['ts_min'] >= row[-1]) & (acc_features['ts_min'] <= row[-2])) |\n",
    "                       ((acc_features['ts_max'] >= row[-1]) & (acc_features['ts_max'] <= row[-2]))]\n",
    "            acc_out = {}\n",
    "            if len(acc_rows) < 1:\n",
    "#                     print(acc_rows)\n",
    "#                     print(int(row[-1]), int(row[-2]))\n",
    "#                     input(\"no rows\")\n",
    "                out = -1\n",
    "                ypred.append(out)\n",
    "                continue\n",
    "            for arow in acc_rows.values[:,list(range(21))]:\n",
    "                ao = int(stair_rest_clf.predict(arow.reshape(1,-1)))\n",
    "#                     print(ao)\n",
    "                try:\n",
    "                    acc_out[int(ao)] += 1\n",
    "                except KeyError:\n",
    "                    acc_out[int(ao)] = 1\n",
    "            if len(acc_out.values()) != 1:\n",
    "                ao = max(acc_out.items(), key = lambda x: x[1])[0]\n",
    "                print(ao, acc_out.items())\n",
    "#             out_sta = int(sta_clf. predict(row[:-2].reshape(1,-1)))\n",
    "            if ao == 0:\n",
    "                # Stairs\n",
    "                if out_dir == 0:\n",
    "                    # Up\n",
    "                    out = 1\n",
    "                else:\n",
    "                    # Down\n",
    "                    out = 2\n",
    "            else:\n",
    "                out_esc_ele = int(clf_esc_ele.predict(row[:-2].reshape(1,-1)))\n",
    "                # Elevator\n",
    "                if out_esc_ele == 1:\n",
    "#                     print(ao)\n",
    "                    if out_dir == 0:\n",
    "                        out = 1\n",
    "                    else:\n",
    "                        out = 2\n",
    "                # Escalator\n",
    "                else:\n",
    "#                     print(ao)\n",
    "                    if out_dir == 0:\n",
    "                        out = 3\n",
    "                    else:\n",
    "                        out = 4\n",
    "        ypred.append(out)\n",
    "    return y, ypred\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import random\n",
    "def ensemble_classifier1(pressure_features, acc_features):\n",
    "    x = pressure_features.values[:,list(range(9))]\n",
    "    y = pressure_features.values[:,[9]]\n",
    "    ypred = []\n",
    "    for row in x:\n",
    "        # Vertical Transition Detection\n",
    "        out_vt = int(vert_clf.predict(row[:-2].reshape(1,-1)))\n",
    "        if out_vt == 0:\n",
    "            out = 0\n",
    "        else:\n",
    "            # Direction\n",
    "#             out_dir = 0\n",
    "            out_dir = int(dir_clf.predict(row[5].reshape(-1,1)))\n",
    "            # Stairs Detection\n",
    "            acc_rows = acc_features[((acc_features['ts_min'] >= row[-1]) & (acc_features['ts_min'] <= row[-2])) |\n",
    "                       ((acc_features['ts_max'] >= row[-1]) & (acc_features['ts_max'] <= row[-2]))]\n",
    "            acc_out = {}\n",
    "            if len(acc_rows) < 1:\n",
    "#                     print(acc_rows)\n",
    "#                     print(int(row[-1]), int(row[-2]))\n",
    "#                     input(\"no rows\")\n",
    "#                 out = -1\n",
    "                if out_dir == 0:\n",
    "                    out = random.choice([1,3,5])\n",
    "                else:\n",
    "                    out = random.choice([2,4,6])\n",
    "                ypred.append(out)\n",
    "                continue\n",
    "            for arow in acc_rows.values[:,list(range(21))]:\n",
    "                ao = int(stair_rest_clf.predict(arow.reshape(1,-1)))\n",
    "#                     print(ao)\n",
    "                try:\n",
    "                    acc_out[int(ao)] += 1\n",
    "                except KeyError:\n",
    "                    acc_out[int(ao)] = 1\n",
    "            if len(acc_out.values()) != 1:\n",
    "                ao = max(acc_out.items(), key = lambda x: x[1])[0]\n",
    "                print(ao, acc_out.items())\n",
    "#             out_sta = int(sta_clf. predict(row[:-2].reshape(1,-1)))\n",
    "            if ao == 0:\n",
    "                # Stairs\n",
    "                if out_dir == 0:\n",
    "                    # Up\n",
    "                    out = 1\n",
    "                else:\n",
    "                    # Down\n",
    "                    out = 2\n",
    "            else:\n",
    "                out_esc_ele = int(clf_esc_ele.predict(row[:-2].reshape(1,-1)))\n",
    "                # Elevator\n",
    "                if out_esc_ele == 1:\n",
    "#                     print(ao)\n",
    "                    if out_dir == 0:\n",
    "                        out = 5\n",
    "                    else:\n",
    "                        out = 6\n",
    "                # Escalator\n",
    "                else:\n",
    "#                     print(ao)\n",
    "                    if out_dir == 0:\n",
    "                        out = 3\n",
    "                    else:\n",
    "                        out = 4\n",
    "        ypred.append(out)\n",
    "    return y, ypred\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 dict_items([(0, 3), (1, 1)])\n",
      "0 dict_items([(0, 2), (1, 1)])\n",
      "0 dict_items([(0, 3), (1, 1)])\n",
      "0 dict_items([(0, 1), (1, 1)])\n",
      "1 dict_items([(0, 1), (1, 4)])\n",
      "1 dict_items([(0, 1), (1, 2)])\n",
      "1 dict_items([(0, 1), (1, 2)])\n"
     ]
    }
   ],
   "source": [
    "y, ypred = ensemble_classifier(pressure_features, acc_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.]\n",
      " [ 0.]\n",
      " [ 0.]\n",
      " ..., \n",
      " [ 4.]\n",
      " [ 4.]\n",
      " [ 4.]] [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 2, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 2, 0, 0, 0, 0, 2, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 0, 0, 0, 2, 2, 2, 0, 0, 1, 1, 0, 0, 0, 0, 0, -1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 0, 1, 1, 1, -1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 0, 1, 2, 2, 2, 2, 0, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 0, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 0, 2, 2, 2, 0, 2, 2, 2, -1, 2, 0, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, -1, 2, 2, 2, 2, 0, 0, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 3, 3, -1, 1, 1, 1, 1, 1, 3, 3, 3, 1, 1, 3, 1, 1, 3, 1, 3, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, -1, 3, 3, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, -1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 2, 4, 4, 4, 2, 4, 4, 4, 4, 4, 2, 2, 4, 4, 2, 4, 4, 0, 4, 4, 4, 2, 4, 2, 4, 4, 4, 4, 2, 2, 2, 2, 2, 2, 4, -1, 2, 2, 2, 2, 2, 2, 4, 4, 2, 2, 2, 2, 2, 2, -1, 2, 2, 2, 2, 2, 2, 4, 2, 2, 2, 2, 2, 2, -1, 2, 2, 2, 2, 2, 2, 4, 2, 2, 2, 2, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 0, 3, 3, 0, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 0, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 0, 3, 1, 3, 3, 3, 0, 0, 3, 3, 3, 3, 3, 3, 3, 3, 0, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 0, 3, 3, 3, 3, 3, 3, 0, 0, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 0, 0, 0, 0, 0, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 2, 4, -1, 4, 0, 4, 4, 4, 0, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 4, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 2, 4, 0, 4, 4, 4, 0, -1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 4, 4, 4, 4, -1, 4, 4, 4, 4, 4, 2, 4, 4, 4, 4, 2, 4, 4, 4, 4, 4, 4, 4, -1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, -1, 4, 2, 2, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 2]\n"
     ]
    }
   ],
   "source": [
    "print(y, ypred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'y' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-20-0387b4582dac>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0msklearn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetrics\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mconfusion_matrix\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mconfusion_matrix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mypred\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'y' is not defined"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "confusion_matrix(y, ypred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'y' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-21-69d5d2ea15fb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0msklearn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetrics\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0maccuracy_score\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0maccuracy_score\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mypred\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'y' is not defined"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "accuracy_score(y, ypred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 dict_items([(0, 3), (1, 1)])\n",
      "0 dict_items([(0, 2), (1, 1)])\n",
      "0 dict_items([(0, 3), (1, 1)])\n",
      "0 dict_items([(0, 1), (1, 1)])\n",
      "1 dict_items([(0, 1), (1, 4)])\n",
      "1 dict_items([(0, 1), (1, 2)])\n",
      "1 dict_items([(0, 1), (1, 2)])\n"
     ]
    }
   ],
   "source": [
    "y1, ypred1 = ensemble_classifier1(pressure_features, acc_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[131,  14,  13,   0,   0,   1,   0],\n",
       "       [ 25, 155,   5,   0,   0,   0,   0],\n",
       "       [ 24,   1, 150,   0,   0,   0,   0],\n",
       "       [ 15,   0,   0, 170,   0,   3,   0],\n",
       "       [  6,   1,   1,   3, 169,   3,   6],\n",
       "       [  0,   1,   0,  13,   0,  59,   0],\n",
       "       [  1,   0,   1,   0,  28,   0,  47]])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(y1, ypred1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.84225621414913954"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(y1, ypred1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 0)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ypred.count(1), ypred.count(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random.choice([3,5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>skewX</th>\n",
       "      <th>percentileX</th>\n",
       "      <th>iqrX</th>\n",
       "      <th>kurtosisX</th>\n",
       "      <th>std_deviationX</th>\n",
       "      <th>derivativeX</th>\n",
       "      <th>normX</th>\n",
       "      <th>skewY</th>\n",
       "      <th>percentileY</th>\n",
       "      <th>iqrY</th>\n",
       "      <th>...</th>\n",
       "      <th>skewZ</th>\n",
       "      <th>percentileZ</th>\n",
       "      <th>iqrZ</th>\n",
       "      <th>kurtosisZ</th>\n",
       "      <th>std_deviationZ</th>\n",
       "      <th>derivativeZ</th>\n",
       "      <th>normZ</th>\n",
       "      <th>ts_max</th>\n",
       "      <th>ts_min</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>793</th>\n",
       "      <td>-1.054484</td>\n",
       "      <td>0.049992</td>\n",
       "      <td>0.371101</td>\n",
       "      <td>1.007255</td>\n",
       "      <td>0.294683</td>\n",
       "      <td>-0.086089</td>\n",
       "      <td>-12.332533</td>\n",
       "      <td>0.472189</td>\n",
       "      <td>0.083256</td>\n",
       "      <td>0.229843</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.197900</td>\n",
       "      <td>0.084852</td>\n",
       "      <td>0.380378</td>\n",
       "      <td>1.524449</td>\n",
       "      <td>0.293181</td>\n",
       "      <td>-0.054897</td>\n",
       "      <td>-5.983129</td>\n",
       "      <td>1519395645293</td>\n",
       "      <td>1519395640314</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>-1.744532</td>\n",
       "      <td>0.017089</td>\n",
       "      <td>0.497994</td>\n",
       "      <td>5.034092</td>\n",
       "      <td>0.434526</td>\n",
       "      <td>-0.068802</td>\n",
       "      <td>-11.489774</td>\n",
       "      <td>0.578183</td>\n",
       "      <td>0.079450</td>\n",
       "      <td>0.480636</td>\n",
       "      <td>...</td>\n",
       "      <td>0.073513</td>\n",
       "      <td>0.087643</td>\n",
       "      <td>0.501585</td>\n",
       "      <td>0.091466</td>\n",
       "      <td>0.380440</td>\n",
       "      <td>-0.050756</td>\n",
       "      <td>-4.911729</td>\n",
       "      <td>1519395647282</td>\n",
       "      <td>1519395642352</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
       "793 -1.054484     0.049992  0.371101   1.007255        0.294683    -0.086089   \n",
       "794 -1.744532     0.017089  0.497994   5.034092        0.434526    -0.068802   \n",
       "\n",
       "         normX     skewY  percentileY      iqrY  ...       skewZ  percentileZ  \\\n",
       "793 -12.332533  0.472189     0.083256  0.229843  ...   -0.197900     0.084852   \n",
       "794 -11.489774  0.578183     0.079450  0.480636  ...    0.073513     0.087643   \n",
       "\n",
       "         iqrZ  kurtosisZ  std_deviationZ  derivativeZ     normZ  \\\n",
       "793  0.380378   1.524449        0.293181    -0.054897 -5.983129   \n",
       "794  0.501585   0.091466        0.380440    -0.050756 -4.911729   \n",
       "\n",
       "            ts_max         ts_min  label  \n",
       "793  1519395645293  1519395640314      4  \n",
       "794  1519395647282  1519395642352      4  \n",
       "\n",
       "[2 rows x 24 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acc_rows = acc_features[(acc_features['ts_min'] >= 1519395639221) & (acc_features['ts_min'] <= 1519395644081)]\n",
    "display(acc_rows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>skewX</th>\n",
       "      <th>percentileX</th>\n",
       "      <th>iqrX</th>\n",
       "      <th>kurtosisX</th>\n",
       "      <th>std_deviationX</th>\n",
       "      <th>derivativeX</th>\n",
       "      <th>normX</th>\n",
       "      <th>skewY</th>\n",
       "      <th>percentileY</th>\n",
       "      <th>iqrY</th>\n",
       "      <th>...</th>\n",
       "      <th>skewZ</th>\n",
       "      <th>percentileZ</th>\n",
       "      <th>iqrZ</th>\n",
       "      <th>kurtosisZ</th>\n",
       "      <th>std_deviationZ</th>\n",
       "      <th>derivativeZ</th>\n",
       "      <th>normZ</th>\n",
       "      <th>ts_max</th>\n",
       "      <th>ts_min</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.247162</td>\n",
       "      <td>0.017193</td>\n",
       "      <td>1.320402</td>\n",
       "      <td>3.004238</td>\n",
       "      <td>1.254419</td>\n",
       "      <td>-0.004037</td>\n",
       "      <td>13.736733</td>\n",
       "      <td>-0.115782</td>\n",
       "      <td>0.101084</td>\n",
       "      <td>1.747767</td>\n",
       "      <td>...</td>\n",
       "      <td>0.577965</td>\n",
       "      <td>0.091055</td>\n",
       "      <td>4.342484</td>\n",
       "      <td>-0.332843</td>\n",
       "      <td>2.738185</td>\n",
       "      <td>-0.679770</td>\n",
       "      <td>71.894300</td>\n",
       "      <td>1519392524294</td>\n",
       "      <td>1519392520399</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.212742</td>\n",
       "      <td>-0.008657</td>\n",
       "      <td>0.919673</td>\n",
       "      <td>0.086921</td>\n",
       "      <td>0.816192</td>\n",
       "      <td>-0.031911</td>\n",
       "      <td>-6.236895</td>\n",
       "      <td>0.042658</td>\n",
       "      <td>0.133584</td>\n",
       "      <td>2.076671</td>\n",
       "      <td>...</td>\n",
       "      <td>0.466553</td>\n",
       "      <td>0.119927</td>\n",
       "      <td>4.756381</td>\n",
       "      <td>-0.956907</td>\n",
       "      <td>2.663269</td>\n",
       "      <td>-0.332508</td>\n",
       "      <td>45.259987</td>\n",
       "      <td>1519392527342</td>\n",
       "      <td>1519392522404</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.632675</td>\n",
       "      <td>-0.355788</td>\n",
       "      <td>0.406416</td>\n",
       "      <td>-0.857071</td>\n",
       "      <td>0.347940</td>\n",
       "      <td>0.009017</td>\n",
       "      <td>-0.605733</td>\n",
       "      <td>0.296966</td>\n",
       "      <td>0.400202</td>\n",
       "      <td>1.649007</td>\n",
       "      <td>...</td>\n",
       "      <td>0.822934</td>\n",
       "      <td>0.310966</td>\n",
       "      <td>3.484462</td>\n",
       "      <td>-1.084679</td>\n",
       "      <td>2.568894</td>\n",
       "      <td>0.028037</td>\n",
       "      <td>8.634689</td>\n",
       "      <td>1519392529128</td>\n",
       "      <td>1519392526116</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.948276</td>\n",
       "      <td>-0.290215</td>\n",
       "      <td>0.447716</td>\n",
       "      <td>0.454100</td>\n",
       "      <td>0.727233</td>\n",
       "      <td>0.029775</td>\n",
       "      <td>1.653196</td>\n",
       "      <td>-0.069163</td>\n",
       "      <td>0.330319</td>\n",
       "      <td>2.158373</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.140358</td>\n",
       "      <td>0.354380</td>\n",
       "      <td>5.737705</td>\n",
       "      <td>-1.847136</td>\n",
       "      <td>2.772510</td>\n",
       "      <td>0.064046</td>\n",
       "      <td>-9.100362</td>\n",
       "      <td>1519392531365</td>\n",
       "      <td>1519392527124</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.245968</td>\n",
       "      <td>0.176113</td>\n",
       "      <td>1.708263</td>\n",
       "      <td>1.062171</td>\n",
       "      <td>1.642603</td>\n",
       "      <td>0.040949</td>\n",
       "      <td>-2.151190</td>\n",
       "      <td>0.076197</td>\n",
       "      <td>0.314808</td>\n",
       "      <td>1.616086</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.325650</td>\n",
       "      <td>0.302135</td>\n",
       "      <td>5.479131</td>\n",
       "      <td>-1.388918</td>\n",
       "      <td>3.525721</td>\n",
       "      <td>-0.023252</td>\n",
       "      <td>0.974444</td>\n",
       "      <td>1519392533165</td>\n",
       "      <td>1519392529128</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.720064</td>\n",
       "      <td>0.154916</td>\n",
       "      <td>1.920748</td>\n",
       "      <td>-0.832809</td>\n",
       "      <td>1.987206</td>\n",
       "      <td>0.009742</td>\n",
       "      <td>5.254076</td>\n",
       "      <td>0.503170</td>\n",
       "      <td>0.311360</td>\n",
       "      <td>2.463933</td>\n",
       "      <td>...</td>\n",
       "      <td>0.032518</td>\n",
       "      <td>0.318235</td>\n",
       "      <td>3.824737</td>\n",
       "      <td>-1.078687</td>\n",
       "      <td>3.296423</td>\n",
       "      <td>-0.013889</td>\n",
       "      <td>0.926557</td>\n",
       "      <td>1519392535125</td>\n",
       "      <td>1519392531137</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.219745</td>\n",
       "      <td>0.331823</td>\n",
       "      <td>4.292803</td>\n",
       "      <td>-0.787734</td>\n",
       "      <td>3.479557</td>\n",
       "      <td>-0.025190</td>\n",
       "      <td>1.407790</td>\n",
       "      <td>0.269293</td>\n",
       "      <td>-0.375188</td>\n",
       "      <td>11.059416</td>\n",
       "      <td>...</td>\n",
       "      <td>0.479605</td>\n",
       "      <td>0.369300</td>\n",
       "      <td>3.497928</td>\n",
       "      <td>-0.601130</td>\n",
       "      <td>2.938473</td>\n",
       "      <td>0.043445</td>\n",
       "      <td>-2.847903</td>\n",
       "      <td>1519392537284</td>\n",
       "      <td>1519392533165</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.644987</td>\n",
       "      <td>0.097857</td>\n",
       "      <td>7.148488</td>\n",
       "      <td>-1.038433</td>\n",
       "      <td>4.566478</td>\n",
       "      <td>-0.066604</td>\n",
       "      <td>25.556906</td>\n",
       "      <td>-0.382423</td>\n",
       "      <td>0.123107</td>\n",
       "      <td>12.205939</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.032520</td>\n",
       "      <td>0.312039</td>\n",
       "      <td>4.540603</td>\n",
       "      <td>-1.776000</td>\n",
       "      <td>2.158929</td>\n",
       "      <td>0.005711</td>\n",
       "      <td>-2.700660</td>\n",
       "      <td>1519392539325</td>\n",
       "      <td>1519392535125</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.477051</td>\n",
       "      <td>0.100104</td>\n",
       "      <td>1.396119</td>\n",
       "      <td>0.583274</td>\n",
       "      <td>4.384621</td>\n",
       "      <td>-0.102296</td>\n",
       "      <td>14.586673</td>\n",
       "      <td>-1.436024</td>\n",
       "      <td>0.158955</td>\n",
       "      <td>1.784578</td>\n",
       "      <td>...</td>\n",
       "      <td>1.002911</td>\n",
       "      <td>0.242533</td>\n",
       "      <td>4.913201</td>\n",
       "      <td>-0.363050</td>\n",
       "      <td>5.153622</td>\n",
       "      <td>-0.071225</td>\n",
       "      <td>8.556877</td>\n",
       "      <td>1519392541324</td>\n",
       "      <td>1519392537125</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.016245</td>\n",
       "      <td>0.300806</td>\n",
       "      <td>1.565209</td>\n",
       "      <td>-0.925702</td>\n",
       "      <td>0.988449</td>\n",
       "      <td>-0.089267</td>\n",
       "      <td>-3.706224</td>\n",
       "      <td>0.640010</td>\n",
       "      <td>0.280312</td>\n",
       "      <td>2.097321</td>\n",
       "      <td>...</td>\n",
       "      <td>0.980354</td>\n",
       "      <td>0.228733</td>\n",
       "      <td>4.118625</td>\n",
       "      <td>-0.161990</td>\n",
       "      <td>4.730007</td>\n",
       "      <td>-0.138283</td>\n",
       "      <td>13.825317</td>\n",
       "      <td>1519392543395</td>\n",
       "      <td>1519392538456</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.268348</td>\n",
       "      <td>0.275758</td>\n",
       "      <td>1.735796</td>\n",
       "      <td>-1.324407</td>\n",
       "      <td>1.311857</td>\n",
       "      <td>-0.048787</td>\n",
       "      <td>-1.946486</td>\n",
       "      <td>0.794500</td>\n",
       "      <td>0.298471</td>\n",
       "      <td>2.177526</td>\n",
       "      <td>...</td>\n",
       "      <td>1.122583</td>\n",
       "      <td>0.253508</td>\n",
       "      <td>3.435679</td>\n",
       "      <td>0.254419</td>\n",
       "      <td>4.268142</td>\n",
       "      <td>-0.085549</td>\n",
       "      <td>13.133393</td>\n",
       "      <td>1519392545200</td>\n",
       "      <td>1519392541121</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-0.172744</td>\n",
       "      <td>0.311982</td>\n",
       "      <td>1.619079</td>\n",
       "      <td>-1.142271</td>\n",
       "      <td>1.287915</td>\n",
       "      <td>-0.027331</td>\n",
       "      <td>-0.706290</td>\n",
       "      <td>0.242125</td>\n",
       "      <td>0.350109</td>\n",
       "      <td>2.644396</td>\n",
       "      <td>...</td>\n",
       "      <td>0.756876</td>\n",
       "      <td>0.321880</td>\n",
       "      <td>2.477999</td>\n",
       "      <td>-0.286254</td>\n",
       "      <td>2.486428</td>\n",
       "      <td>-0.001751</td>\n",
       "      <td>6.969522</td>\n",
       "      <td>1519392547121</td>\n",
       "      <td>1519392543153</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.230967</td>\n",
       "      <td>0.262613</td>\n",
       "      <td>2.108095</td>\n",
       "      <td>-1.362821</td>\n",
       "      <td>1.139751</td>\n",
       "      <td>0.019655</td>\n",
       "      <td>1.125275</td>\n",
       "      <td>0.202911</td>\n",
       "      <td>0.309245</td>\n",
       "      <td>0.928950</td>\n",
       "      <td>...</td>\n",
       "      <td>0.057934</td>\n",
       "      <td>0.314088</td>\n",
       "      <td>1.740585</td>\n",
       "      <td>-0.685893</td>\n",
       "      <td>1.598143</td>\n",
       "      <td>-0.058207</td>\n",
       "      <td>2.834735</td>\n",
       "      <td>1519392549261</td>\n",
       "      <td>1519392545004</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-0.131783</td>\n",
       "      <td>0.126260</td>\n",
       "      <td>2.535460</td>\n",
       "      <td>-1.273261</td>\n",
       "      <td>1.762385</td>\n",
       "      <td>0.024126</td>\n",
       "      <td>2.845509</td>\n",
       "      <td>-0.494176</td>\n",
       "      <td>0.309847</td>\n",
       "      <td>1.841141</td>\n",
       "      <td>...</td>\n",
       "      <td>0.070170</td>\n",
       "      <td>0.300230</td>\n",
       "      <td>3.806781</td>\n",
       "      <td>-1.139214</td>\n",
       "      <td>2.533359</td>\n",
       "      <td>-0.084194</td>\n",
       "      <td>6.487088</td>\n",
       "      <td>1519392551216</td>\n",
       "      <td>1519392547121</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.246887</td>\n",
       "      <td>0.078908</td>\n",
       "      <td>1.863886</td>\n",
       "      <td>-0.055487</td>\n",
       "      <td>1.303204</td>\n",
       "      <td>0.045090</td>\n",
       "      <td>13.730746</td>\n",
       "      <td>-0.525138</td>\n",
       "      <td>0.178457</td>\n",
       "      <td>2.439692</td>\n",
       "      <td>...</td>\n",
       "      <td>1.001561</td>\n",
       "      <td>0.146717</td>\n",
       "      <td>3.147179</td>\n",
       "      <td>0.207020</td>\n",
       "      <td>3.349358</td>\n",
       "      <td>-0.143846</td>\n",
       "      <td>15.180424</td>\n",
       "      <td>1519392553382</td>\n",
       "      <td>1519392549125</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.674425</td>\n",
       "      <td>0.050196</td>\n",
       "      <td>2.031480</td>\n",
       "      <td>1.726845</td>\n",
       "      <td>1.611101</td>\n",
       "      <td>0.247071</td>\n",
       "      <td>20.468030</td>\n",
       "      <td>-0.460309</td>\n",
       "      <td>0.099855</td>\n",
       "      <td>2.302624</td>\n",
       "      <td>...</td>\n",
       "      <td>0.959645</td>\n",
       "      <td>0.090263</td>\n",
       "      <td>4.663007</td>\n",
       "      <td>0.474223</td>\n",
       "      <td>3.480182</td>\n",
       "      <td>-0.404106</td>\n",
       "      <td>53.152484</td>\n",
       "      <td>1519392555395</td>\n",
       "      <td>1519392550795</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.646760</td>\n",
       "      <td>0.047436</td>\n",
       "      <td>1.985392</td>\n",
       "      <td>1.681328</td>\n",
       "      <td>1.506055</td>\n",
       "      <td>0.322522</td>\n",
       "      <td>23.801953</td>\n",
       "      <td>-0.209140</td>\n",
       "      <td>0.081391</td>\n",
       "      <td>1.807922</td>\n",
       "      <td>...</td>\n",
       "      <td>1.068426</td>\n",
       "      <td>0.074623</td>\n",
       "      <td>4.002207</td>\n",
       "      <td>0.940263</td>\n",
       "      <td>3.284712</td>\n",
       "      <td>-0.242270</td>\n",
       "      <td>81.461559</td>\n",
       "      <td>1519392557339</td>\n",
       "      <td>1519392552573</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.442204</td>\n",
       "      <td>0.053806</td>\n",
       "      <td>1.913266</td>\n",
       "      <td>1.687344</td>\n",
       "      <td>1.429116</td>\n",
       "      <td>-0.027941</td>\n",
       "      <td>2.312799</td>\n",
       "      <td>0.115587</td>\n",
       "      <td>0.085425</td>\n",
       "      <td>2.049736</td>\n",
       "      <td>...</td>\n",
       "      <td>1.035495</td>\n",
       "      <td>0.074423</td>\n",
       "      <td>3.669713</td>\n",
       "      <td>0.784742</td>\n",
       "      <td>3.105983</td>\n",
       "      <td>-0.616349</td>\n",
       "      <td>119.338998</td>\n",
       "      <td>1519392559357</td>\n",
       "      <td>1519392554403</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.734034</td>\n",
       "      <td>0.055745</td>\n",
       "      <td>2.015319</td>\n",
       "      <td>1.335835</td>\n",
       "      <td>1.409465</td>\n",
       "      <td>-0.128855</td>\n",
       "      <td>1.691509</td>\n",
       "      <td>0.132658</td>\n",
       "      <td>0.083231</td>\n",
       "      <td>2.273294</td>\n",
       "      <td>...</td>\n",
       "      <td>1.199628</td>\n",
       "      <td>0.075054</td>\n",
       "      <td>3.726575</td>\n",
       "      <td>1.121397</td>\n",
       "      <td>3.025931</td>\n",
       "      <td>-0.370249</td>\n",
       "      <td>111.205859</td>\n",
       "      <td>1519392561355</td>\n",
       "      <td>1519392556435</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.038125</td>\n",
       "      <td>0.062437</td>\n",
       "      <td>1.568801</td>\n",
       "      <td>-0.081305</td>\n",
       "      <td>1.211009</td>\n",
       "      <td>0.017509</td>\n",
       "      <td>2.103308</td>\n",
       "      <td>0.270145</td>\n",
       "      <td>0.083364</td>\n",
       "      <td>2.188300</td>\n",
       "      <td>...</td>\n",
       "      <td>0.970619</td>\n",
       "      <td>0.078032</td>\n",
       "      <td>3.546710</td>\n",
       "      <td>0.565465</td>\n",
       "      <td>2.843023</td>\n",
       "      <td>0.097027</td>\n",
       "      <td>92.753781</td>\n",
       "      <td>1519392563354</td>\n",
       "      <td>1519392558442</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.110640</td>\n",
       "      <td>0.043592</td>\n",
       "      <td>1.534683</td>\n",
       "      <td>0.132643</td>\n",
       "      <td>1.200270</td>\n",
       "      <td>0.071400</td>\n",
       "      <td>8.221688</td>\n",
       "      <td>-0.577969</td>\n",
       "      <td>0.083543</td>\n",
       "      <td>2.344821</td>\n",
       "      <td>...</td>\n",
       "      <td>1.030061</td>\n",
       "      <td>0.083014</td>\n",
       "      <td>2.925116</td>\n",
       "      <td>1.056595</td>\n",
       "      <td>2.589395</td>\n",
       "      <td>0.059999</td>\n",
       "      <td>62.888503</td>\n",
       "      <td>1519392565374</td>\n",
       "      <td>1519392560426</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.564400</td>\n",
       "      <td>0.018503</td>\n",
       "      <td>1.224634</td>\n",
       "      <td>0.440243</td>\n",
       "      <td>1.172326</td>\n",
       "      <td>0.092174</td>\n",
       "      <td>29.589938</td>\n",
       "      <td>-0.680057</td>\n",
       "      <td>0.092139</td>\n",
       "      <td>2.503138</td>\n",
       "      <td>...</td>\n",
       "      <td>1.145127</td>\n",
       "      <td>0.092362</td>\n",
       "      <td>2.257733</td>\n",
       "      <td>1.769150</td>\n",
       "      <td>2.409949</td>\n",
       "      <td>0.093221</td>\n",
       "      <td>38.343166</td>\n",
       "      <td>1519392566393</td>\n",
       "      <td>1519392562442</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.721688</td>\n",
       "      <td>-0.000239</td>\n",
       "      <td>1.113304</td>\n",
       "      <td>0.421727</td>\n",
       "      <td>1.319223</td>\n",
       "      <td>0.140796</td>\n",
       "      <td>20.737378</td>\n",
       "      <td>-0.334967</td>\n",
       "      <td>0.108781</td>\n",
       "      <td>3.056198</td>\n",
       "      <td>...</td>\n",
       "      <td>0.995174</td>\n",
       "      <td>0.129829</td>\n",
       "      <td>2.188301</td>\n",
       "      <td>1.618062</td>\n",
       "      <td>2.100622</td>\n",
       "      <td>-0.204562</td>\n",
       "      <td>14.931455</td>\n",
       "      <td>1519392566393</td>\n",
       "      <td>1519392564414</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-0.475762</td>\n",
       "      <td>-0.036366</td>\n",
       "      <td>1.896507</td>\n",
       "      <td>0.127847</td>\n",
       "      <td>1.415098</td>\n",
       "      <td>-0.315324</td>\n",
       "      <td>-29.958643</td>\n",
       "      <td>1.245885</td>\n",
       "      <td>0.081053</td>\n",
       "      <td>1.811812</td>\n",
       "      <td>...</td>\n",
       "      <td>0.510045</td>\n",
       "      <td>0.080502</td>\n",
       "      <td>4.912603</td>\n",
       "      <td>-0.543937</td>\n",
       "      <td>3.175268</td>\n",
       "      <td>-0.738919</td>\n",
       "      <td>91.472860</td>\n",
       "      <td>1519392993216</td>\n",
       "      <td>1519392988243</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-0.748197</td>\n",
       "      <td>-0.033163</td>\n",
       "      <td>2.242469</td>\n",
       "      <td>-0.056283</td>\n",
       "      <td>1.749044</td>\n",
       "      <td>-0.233685</td>\n",
       "      <td>-69.146940</td>\n",
       "      <td>0.987347</td>\n",
       "      <td>0.077014</td>\n",
       "      <td>2.187702</td>\n",
       "      <td>...</td>\n",
       "      <td>0.693024</td>\n",
       "      <td>0.077263</td>\n",
       "      <td>4.633379</td>\n",
       "      <td>-0.331930</td>\n",
       "      <td>3.162215</td>\n",
       "      <td>0.048958</td>\n",
       "      <td>112.280874</td>\n",
       "      <td>1519392995216</td>\n",
       "      <td>1519392990301</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-0.922678</td>\n",
       "      <td>-0.046645</td>\n",
       "      <td>2.215834</td>\n",
       "      <td>0.010162</td>\n",
       "      <td>1.990805</td>\n",
       "      <td>-0.025949</td>\n",
       "      <td>-58.304801</td>\n",
       "      <td>0.897294</td>\n",
       "      <td>0.079341</td>\n",
       "      <td>1.933318</td>\n",
       "      <td>...</td>\n",
       "      <td>0.475061</td>\n",
       "      <td>0.079932</td>\n",
       "      <td>4.764462</td>\n",
       "      <td>-0.593443</td>\n",
       "      <td>3.478402</td>\n",
       "      <td>-0.092504</td>\n",
       "      <td>82.154629</td>\n",
       "      <td>1519392997193</td>\n",
       "      <td>1519392992255</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-1.235041</td>\n",
       "      <td>-0.043922</td>\n",
       "      <td>2.098219</td>\n",
       "      <td>0.736344</td>\n",
       "      <td>2.090183</td>\n",
       "      <td>0.070293</td>\n",
       "      <td>-78.108431</td>\n",
       "      <td>0.162837</td>\n",
       "      <td>0.080818</td>\n",
       "      <td>1.782483</td>\n",
       "      <td>...</td>\n",
       "      <td>0.499003</td>\n",
       "      <td>0.075302</td>\n",
       "      <td>5.015254</td>\n",
       "      <td>-0.403248</td>\n",
       "      <td>3.699350</td>\n",
       "      <td>-0.448181</td>\n",
       "      <td>117.739684</td>\n",
       "      <td>1519392999232</td>\n",
       "      <td>1519392994243</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-1.268774</td>\n",
       "      <td>-0.053279</td>\n",
       "      <td>2.212242</td>\n",
       "      <td>1.537523</td>\n",
       "      <td>1.842497</td>\n",
       "      <td>0.226672</td>\n",
       "      <td>-61.516618</td>\n",
       "      <td>0.194068</td>\n",
       "      <td>0.079885</td>\n",
       "      <td>2.015918</td>\n",
       "      <td>...</td>\n",
       "      <td>0.592824</td>\n",
       "      <td>0.077773</td>\n",
       "      <td>5.085285</td>\n",
       "      <td>-0.164797</td>\n",
       "      <td>3.667671</td>\n",
       "      <td>0.049109</td>\n",
       "      <td>77.369791</td>\n",
       "      <td>1519393001222</td>\n",
       "      <td>1519392996317</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-0.157214</td>\n",
       "      <td>-0.057696</td>\n",
       "      <td>2.092532</td>\n",
       "      <td>-0.167585</td>\n",
       "      <td>1.542089</td>\n",
       "      <td>0.429904</td>\n",
       "      <td>-3.323153</td>\n",
       "      <td>0.320299</td>\n",
       "      <td>0.075344</td>\n",
       "      <td>1.686715</td>\n",
       "      <td>...</td>\n",
       "      <td>1.008524</td>\n",
       "      <td>0.078010</td>\n",
       "      <td>4.192247</td>\n",
       "      <td>1.795644</td>\n",
       "      <td>3.253497</td>\n",
       "      <td>-0.888130</td>\n",
       "      <td>71.093372</td>\n",
       "      <td>1519393003176</td>\n",
       "      <td>1519392998245</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-0.459059</td>\n",
       "      <td>-0.034268</td>\n",
       "      <td>1.697489</td>\n",
       "      <td>0.075600</td>\n",
       "      <td>1.362109</td>\n",
       "      <td>0.144453</td>\n",
       "      <td>-2.923317</td>\n",
       "      <td>0.398482</td>\n",
       "      <td>0.074391</td>\n",
       "      <td>1.757344</td>\n",
       "      <td>...</td>\n",
       "      <td>1.050425</td>\n",
       "      <td>0.078569</td>\n",
       "      <td>3.676296</td>\n",
       "      <td>2.946488</td>\n",
       "      <td>2.752697</td>\n",
       "      <td>-1.137357</td>\n",
       "      <td>68.130561</td>\n",
       "      <td>1519393005216</td>\n",
       "      <td>1519393000257</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>1.177862</td>\n",
       "      <td>-0.090092</td>\n",
       "      <td>0.107141</td>\n",
       "      <td>1.536805</td>\n",
       "      <td>0.141579</td>\n",
       "      <td>0.027856</td>\n",
       "      <td>4.613631</td>\n",
       "      <td>1.362142</td>\n",
       "      <td>0.087197</td>\n",
       "      <td>0.129586</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.379660</td>\n",
       "      <td>0.088493</td>\n",
       "      <td>0.156820</td>\n",
       "      <td>5.620031</td>\n",
       "      <td>0.187830</td>\n",
       "      <td>-0.006385</td>\n",
       "      <td>-1.668754</td>\n",
       "      <td>1519397691895</td>\n",
       "      <td>1519397686922</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>0.049590</td>\n",
       "      <td>-0.093476</td>\n",
       "      <td>0.272041</td>\n",
       "      <td>-1.107137</td>\n",
       "      <td>0.159705</td>\n",
       "      <td>0.012607</td>\n",
       "      <td>-0.693127</td>\n",
       "      <td>1.094489</td>\n",
       "      <td>0.093203</td>\n",
       "      <td>0.147543</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.376191</td>\n",
       "      <td>0.094674</td>\n",
       "      <td>0.172382</td>\n",
       "      <td>4.642248</td>\n",
       "      <td>0.203677</td>\n",
       "      <td>-0.031244</td>\n",
       "      <td>-2.296020</td>\n",
       "      <td>1519397693597</td>\n",
       "      <td>1519397688905</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>-0.375388</td>\n",
       "      <td>-0.111997</td>\n",
       "      <td>0.178667</td>\n",
       "      <td>-0.012781</td>\n",
       "      <td>0.124966</td>\n",
       "      <td>0.010768</td>\n",
       "      <td>-0.683543</td>\n",
       "      <td>1.092386</td>\n",
       "      <td>0.111753</td>\n",
       "      <td>0.109535</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.343189</td>\n",
       "      <td>0.112622</td>\n",
       "      <td>0.333093</td>\n",
       "      <td>1.321802</td>\n",
       "      <td>0.304759</td>\n",
       "      <td>-0.055602</td>\n",
       "      <td>3.617645</td>\n",
       "      <td>1519397695487</td>\n",
       "      <td>1519397690901</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>957</th>\n",
       "      <td>-0.287945</td>\n",
       "      <td>-0.170344</td>\n",
       "      <td>0.161609</td>\n",
       "      <td>-0.259493</td>\n",
       "      <td>0.123274</td>\n",
       "      <td>-0.008845</td>\n",
       "      <td>-0.808044</td>\n",
       "      <td>-0.129200</td>\n",
       "      <td>0.173701</td>\n",
       "      <td>0.079009</td>\n",
       "      <td>...</td>\n",
       "      <td>0.396501</td>\n",
       "      <td>0.171463</td>\n",
       "      <td>0.526725</td>\n",
       "      <td>-1.438722</td>\n",
       "      <td>0.274786</td>\n",
       "      <td>0.007737</td>\n",
       "      <td>4.698612</td>\n",
       "      <td>1519397695487</td>\n",
       "      <td>1519397692932</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>958</th>\n",
       "      <td>-0.171302</td>\n",
       "      <td>-0.297781</td>\n",
       "      <td>0.077811</td>\n",
       "      <td>-0.757643</td>\n",
       "      <td>0.063235</td>\n",
       "      <td>-0.010230</td>\n",
       "      <td>-0.186748</td>\n",
       "      <td>0.792956</td>\n",
       "      <td>0.298034</td>\n",
       "      <td>0.078410</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.069581</td>\n",
       "      <td>0.302709</td>\n",
       "      <td>0.155623</td>\n",
       "      <td>1.075417</td>\n",
       "      <td>0.158111</td>\n",
       "      <td>-0.009235</td>\n",
       "      <td>-0.450109</td>\n",
       "      <td>1519397695487</td>\n",
       "      <td>1519397695002</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>959</th>\n",
       "      <td>-0.065865</td>\n",
       "      <td>-0.093781</td>\n",
       "      <td>0.175974</td>\n",
       "      <td>-0.220098</td>\n",
       "      <td>0.121529</td>\n",
       "      <td>0.025049</td>\n",
       "      <td>-0.258571</td>\n",
       "      <td>0.272873</td>\n",
       "      <td>0.093249</td>\n",
       "      <td>0.130484</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.664941</td>\n",
       "      <td>0.094081</td>\n",
       "      <td>0.094571</td>\n",
       "      <td>4.573445</td>\n",
       "      <td>0.115162</td>\n",
       "      <td>0.018960</td>\n",
       "      <td>-0.176018</td>\n",
       "      <td>1519397735884</td>\n",
       "      <td>1519397730894</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960</th>\n",
       "      <td>1.775846</td>\n",
       "      <td>-0.085057</td>\n",
       "      <td>0.266355</td>\n",
       "      <td>6.853437</td>\n",
       "      <td>0.202442</td>\n",
       "      <td>0.084580</td>\n",
       "      <td>1.302443</td>\n",
       "      <td>0.366436</td>\n",
       "      <td>0.085689</td>\n",
       "      <td>0.181062</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.651850</td>\n",
       "      <td>0.085453</td>\n",
       "      <td>0.100556</td>\n",
       "      <td>26.126628</td>\n",
       "      <td>0.315354</td>\n",
       "      <td>-0.148618</td>\n",
       "      <td>-5.691071</td>\n",
       "      <td>1519397737876</td>\n",
       "      <td>1519397732929</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>961</th>\n",
       "      <td>1.071090</td>\n",
       "      <td>-0.087945</td>\n",
       "      <td>0.243610</td>\n",
       "      <td>1.637036</td>\n",
       "      <td>0.222066</td>\n",
       "      <td>0.091481</td>\n",
       "      <td>7.867346</td>\n",
       "      <td>-0.029025</td>\n",
       "      <td>0.084887</td>\n",
       "      <td>0.156222</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.789160</td>\n",
       "      <td>0.087164</td>\n",
       "      <td>0.389956</td>\n",
       "      <td>4.154174</td>\n",
       "      <td>0.434318</td>\n",
       "      <td>-0.132742</td>\n",
       "      <td>-21.962006</td>\n",
       "      <td>1519397739887</td>\n",
       "      <td>1519397734928</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>962</th>\n",
       "      <td>0.247808</td>\n",
       "      <td>-0.087776</td>\n",
       "      <td>0.307056</td>\n",
       "      <td>0.045106</td>\n",
       "      <td>0.220706</td>\n",
       "      <td>0.059368</td>\n",
       "      <td>-0.882270</td>\n",
       "      <td>0.091729</td>\n",
       "      <td>0.087046</td>\n",
       "      <td>0.375590</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.466427</td>\n",
       "      <td>0.090054</td>\n",
       "      <td>0.458789</td>\n",
       "      <td>3.227767</td>\n",
       "      <td>0.447176</td>\n",
       "      <td>-0.133703</td>\n",
       "      <td>-13.848043</td>\n",
       "      <td>1519397741880</td>\n",
       "      <td>1519397736916</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>963</th>\n",
       "      <td>-0.574338</td>\n",
       "      <td>-0.092314</td>\n",
       "      <td>0.142156</td>\n",
       "      <td>1.798131</td>\n",
       "      <td>0.144817</td>\n",
       "      <td>-0.046664</td>\n",
       "      <td>-0.202314</td>\n",
       "      <td>-0.753663</td>\n",
       "      <td>0.096184</td>\n",
       "      <td>0.390554</td>\n",
       "      <td>...</td>\n",
       "      <td>0.017708</td>\n",
       "      <td>0.092822</td>\n",
       "      <td>0.236129</td>\n",
       "      <td>0.285076</td>\n",
       "      <td>0.177710</td>\n",
       "      <td>0.043425</td>\n",
       "      <td>0.100546</td>\n",
       "      <td>1519397743880</td>\n",
       "      <td>1519397738916</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>964</th>\n",
       "      <td>0.807296</td>\n",
       "      <td>-0.090880</td>\n",
       "      <td>0.102951</td>\n",
       "      <td>1.014788</td>\n",
       "      <td>0.092813</td>\n",
       "      <td>-0.024007</td>\n",
       "      <td>1.047459</td>\n",
       "      <td>-0.330390</td>\n",
       "      <td>0.090874</td>\n",
       "      <td>0.158616</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.164021</td>\n",
       "      <td>0.090616</td>\n",
       "      <td>0.193332</td>\n",
       "      <td>-0.392424</td>\n",
       "      <td>0.137784</td>\n",
       "      <td>0.030700</td>\n",
       "      <td>-1.130103</td>\n",
       "      <td>1519397745872</td>\n",
       "      <td>1519397740917</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965</th>\n",
       "      <td>-0.185307</td>\n",
       "      <td>-0.090075</td>\n",
       "      <td>0.125097</td>\n",
       "      <td>-0.502055</td>\n",
       "      <td>0.084610</td>\n",
       "      <td>-0.003331</td>\n",
       "      <td>-0.703893</td>\n",
       "      <td>0.230283</td>\n",
       "      <td>0.090319</td>\n",
       "      <td>0.131980</td>\n",
       "      <td>...</td>\n",
       "      <td>0.109131</td>\n",
       "      <td>0.090541</td>\n",
       "      <td>0.111630</td>\n",
       "      <td>0.304415</td>\n",
       "      <td>0.108443</td>\n",
       "      <td>0.016324</td>\n",
       "      <td>-0.148404</td>\n",
       "      <td>1519397747883</td>\n",
       "      <td>1519397742924</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>0.065093</td>\n",
       "      <td>-0.093932</td>\n",
       "      <td>0.113425</td>\n",
       "      <td>0.275012</td>\n",
       "      <td>0.091740</td>\n",
       "      <td>-0.003226</td>\n",
       "      <td>0.837965</td>\n",
       "      <td>-0.174878</td>\n",
       "      <td>0.093839</td>\n",
       "      <td>0.126594</td>\n",
       "      <td>...</td>\n",
       "      <td>0.137147</td>\n",
       "      <td>0.093696</td>\n",
       "      <td>0.119411</td>\n",
       "      <td>2.865271</td>\n",
       "      <td>0.126564</td>\n",
       "      <td>-0.015491</td>\n",
       "      <td>-0.517115</td>\n",
       "      <td>1519397749867</td>\n",
       "      <td>1519397744927</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>967</th>\n",
       "      <td>-0.579151</td>\n",
       "      <td>-0.097490</td>\n",
       "      <td>0.109535</td>\n",
       "      <td>0.142380</td>\n",
       "      <td>0.080890</td>\n",
       "      <td>-0.003849</td>\n",
       "      <td>-1.635235</td>\n",
       "      <td>-0.193892</td>\n",
       "      <td>0.098403</td>\n",
       "      <td>0.094571</td>\n",
       "      <td>...</td>\n",
       "      <td>0.361665</td>\n",
       "      <td>0.098441</td>\n",
       "      <td>0.118513</td>\n",
       "      <td>3.008034</td>\n",
       "      <td>0.129858</td>\n",
       "      <td>0.007175</td>\n",
       "      <td>0.790052</td>\n",
       "      <td>1519397751891</td>\n",
       "      <td>1519397746927</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>968</th>\n",
       "      <td>-0.581743</td>\n",
       "      <td>-0.109773</td>\n",
       "      <td>0.174777</td>\n",
       "      <td>0.419664</td>\n",
       "      <td>0.142372</td>\n",
       "      <td>-0.020236</td>\n",
       "      <td>-1.249775</td>\n",
       "      <td>-0.381099</td>\n",
       "      <td>0.111008</td>\n",
       "      <td>0.092177</td>\n",
       "      <td>...</td>\n",
       "      <td>0.733845</td>\n",
       "      <td>0.110018</td>\n",
       "      <td>0.320823</td>\n",
       "      <td>-0.205262</td>\n",
       "      <td>0.279399</td>\n",
       "      <td>0.013711</td>\n",
       "      <td>7.120366</td>\n",
       "      <td>1519397752887</td>\n",
       "      <td>1519397748943</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>-0.367781</td>\n",
       "      <td>-0.142522</td>\n",
       "      <td>0.225354</td>\n",
       "      <td>-0.071039</td>\n",
       "      <td>0.155702</td>\n",
       "      <td>-0.013007</td>\n",
       "      <td>-0.760161</td>\n",
       "      <td>-0.520786</td>\n",
       "      <td>0.144441</td>\n",
       "      <td>0.109834</td>\n",
       "      <td>...</td>\n",
       "      <td>0.480114</td>\n",
       "      <td>0.142997</td>\n",
       "      <td>0.489913</td>\n",
       "      <td>-1.104049</td>\n",
       "      <td>0.287038</td>\n",
       "      <td>0.009948</td>\n",
       "      <td>4.009095</td>\n",
       "      <td>1519397752887</td>\n",
       "      <td>1519397750923</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>-0.623895</td>\n",
       "      <td>-0.099166</td>\n",
       "      <td>0.335787</td>\n",
       "      <td>-0.150934</td>\n",
       "      <td>0.271113</td>\n",
       "      <td>-0.003246</td>\n",
       "      <td>-3.155559</td>\n",
       "      <td>-0.058658</td>\n",
       "      <td>0.101493</td>\n",
       "      <td>0.363919</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.232690</td>\n",
       "      <td>0.102812</td>\n",
       "      <td>0.526725</td>\n",
       "      <td>-0.672892</td>\n",
       "      <td>0.349406</td>\n",
       "      <td>0.007009</td>\n",
       "      <td>-2.438502</td>\n",
       "      <td>1519397801113</td>\n",
       "      <td>1519397796121</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>-0.569268</td>\n",
       "      <td>-0.093295</td>\n",
       "      <td>0.221164</td>\n",
       "      <td>0.434674</td>\n",
       "      <td>0.207419</td>\n",
       "      <td>-0.005197</td>\n",
       "      <td>-2.454059</td>\n",
       "      <td>0.443660</td>\n",
       "      <td>0.093920</td>\n",
       "      <td>0.297180</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.682438</td>\n",
       "      <td>0.095488</td>\n",
       "      <td>0.251092</td>\n",
       "      <td>1.661147</td>\n",
       "      <td>0.254341</td>\n",
       "      <td>-0.012472</td>\n",
       "      <td>-1.891397</td>\n",
       "      <td>1519397803090</td>\n",
       "      <td>1519397798180</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>0.070511</td>\n",
       "      <td>-0.094207</td>\n",
       "      <td>0.298677</td>\n",
       "      <td>-0.632473</td>\n",
       "      <td>0.193040</td>\n",
       "      <td>-0.021537</td>\n",
       "      <td>-1.039081</td>\n",
       "      <td>0.164647</td>\n",
       "      <td>0.095019</td>\n",
       "      <td>0.239121</td>\n",
       "      <td>...</td>\n",
       "      <td>0.617632</td>\n",
       "      <td>0.095174</td>\n",
       "      <td>0.179865</td>\n",
       "      <td>1.809537</td>\n",
       "      <td>0.150424</td>\n",
       "      <td>0.016385</td>\n",
       "      <td>1.714237</td>\n",
       "      <td>1519397805091</td>\n",
       "      <td>1519397800173</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>0.202499</td>\n",
       "      <td>-0.095154</td>\n",
       "      <td>0.359729</td>\n",
       "      <td>-0.591515</td>\n",
       "      <td>0.217395</td>\n",
       "      <td>0.013625</td>\n",
       "      <td>4.695027</td>\n",
       "      <td>-0.039416</td>\n",
       "      <td>0.093125</td>\n",
       "      <td>0.205303</td>\n",
       "      <td>...</td>\n",
       "      <td>0.399809</td>\n",
       "      <td>0.093606</td>\n",
       "      <td>0.278924</td>\n",
       "      <td>0.795430</td>\n",
       "      <td>0.212175</td>\n",
       "      <td>0.029655</td>\n",
       "      <td>0.318441</td>\n",
       "      <td>1519397807113</td>\n",
       "      <td>1519397802129</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>-0.155331</td>\n",
       "      <td>-0.090044</td>\n",
       "      <td>0.447716</td>\n",
       "      <td>-0.692017</td>\n",
       "      <td>0.298461</td>\n",
       "      <td>0.008100</td>\n",
       "      <td>-2.760517</td>\n",
       "      <td>0.035572</td>\n",
       "      <td>0.092966</td>\n",
       "      <td>0.219668</td>\n",
       "      <td>...</td>\n",
       "      <td>0.246797</td>\n",
       "      <td>0.093165</td>\n",
       "      <td>0.263362</td>\n",
       "      <td>0.661363</td>\n",
       "      <td>0.208542</td>\n",
       "      <td>0.032278</td>\n",
       "      <td>0.721829</td>\n",
       "      <td>1519397809113</td>\n",
       "      <td>1519397804184</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>0.250043</td>\n",
       "      <td>-0.105256</td>\n",
       "      <td>0.325911</td>\n",
       "      <td>-0.474246</td>\n",
       "      <td>0.222947</td>\n",
       "      <td>-0.008402</td>\n",
       "      <td>2.868256</td>\n",
       "      <td>0.189372</td>\n",
       "      <td>0.103183</td>\n",
       "      <td>0.215777</td>\n",
       "      <td>...</td>\n",
       "      <td>1.012339</td>\n",
       "      <td>0.103858</td>\n",
       "      <td>0.291195</td>\n",
       "      <td>1.853912</td>\n",
       "      <td>0.218313</td>\n",
       "      <td>0.016447</td>\n",
       "      <td>3.082521</td>\n",
       "      <td>1519397811093</td>\n",
       "      <td>1519397806165</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>0.381610</td>\n",
       "      <td>-0.128858</td>\n",
       "      <td>0.196325</td>\n",
       "      <td>-0.190603</td>\n",
       "      <td>0.164845</td>\n",
       "      <td>-0.001043</td>\n",
       "      <td>1.954867</td>\n",
       "      <td>0.080582</td>\n",
       "      <td>0.126830</td>\n",
       "      <td>0.227449</td>\n",
       "      <td>...</td>\n",
       "      <td>0.614875</td>\n",
       "      <td>0.125047</td>\n",
       "      <td>0.516549</td>\n",
       "      <td>-0.919339</td>\n",
       "      <td>0.326050</td>\n",
       "      <td>-0.005431</td>\n",
       "      <td>8.750813</td>\n",
       "      <td>1519397811753</td>\n",
       "      <td>1519397808154</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>0.205613</td>\n",
       "      <td>-0.184066</td>\n",
       "      <td>0.140061</td>\n",
       "      <td>0.703837</td>\n",
       "      <td>0.134861</td>\n",
       "      <td>0.003692</td>\n",
       "      <td>-0.253786</td>\n",
       "      <td>0.042926</td>\n",
       "      <td>0.185810</td>\n",
       "      <td>0.068235</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.678221</td>\n",
       "      <td>0.187417</td>\n",
       "      <td>0.438139</td>\n",
       "      <td>-0.357954</td>\n",
       "      <td>0.305667</td>\n",
       "      <td>0.002586</td>\n",
       "      <td>-2.771286</td>\n",
       "      <td>1519397811753</td>\n",
       "      <td>1519397810134</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>0.570342</td>\n",
       "      <td>-0.289282</td>\n",
       "      <td>0.135272</td>\n",
       "      <td>0.443221</td>\n",
       "      <td>0.122176</td>\n",
       "      <td>-0.009163</td>\n",
       "      <td>0.095768</td>\n",
       "      <td>0.062232</td>\n",
       "      <td>0.288953</td>\n",
       "      <td>0.173580</td>\n",
       "      <td>...</td>\n",
       "      <td>0.483756</td>\n",
       "      <td>0.288404</td>\n",
       "      <td>0.160112</td>\n",
       "      <td>0.263102</td>\n",
       "      <td>0.155566</td>\n",
       "      <td>-0.010064</td>\n",
       "      <td>0.088586</td>\n",
       "      <td>1519397865365</td>\n",
       "      <td>1519397860432</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>0.130931</td>\n",
       "      <td>-0.406110</td>\n",
       "      <td>0.091877</td>\n",
       "      <td>-0.945520</td>\n",
       "      <td>0.078805</td>\n",
       "      <td>-0.002482</td>\n",
       "      <td>-0.043096</td>\n",
       "      <td>0.457925</td>\n",
       "      <td>0.403890</td>\n",
       "      <td>0.113425</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.698947</td>\n",
       "      <td>0.408835</td>\n",
       "      <td>0.125995</td>\n",
       "      <td>-0.630185</td>\n",
       "      <td>0.103607</td>\n",
       "      <td>0.000925</td>\n",
       "      <td>-0.082598</td>\n",
       "      <td>1519397867366</td>\n",
       "      <td>1519397863387</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>0.243259</td>\n",
       "      <td>-0.375015</td>\n",
       "      <td>0.313640</td>\n",
       "      <td>-1.386162</td>\n",
       "      <td>0.192407</td>\n",
       "      <td>-0.001698</td>\n",
       "      <td>-0.005985</td>\n",
       "      <td>1.000582</td>\n",
       "      <td>0.371392</td>\n",
       "      <td>0.146645</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.473781</td>\n",
       "      <td>0.380204</td>\n",
       "      <td>0.187945</td>\n",
       "      <td>-0.933937</td>\n",
       "      <td>0.139581</td>\n",
       "      <td>0.002222</td>\n",
       "      <td>-0.390255</td>\n",
       "      <td>1519397869341</td>\n",
       "      <td>1519397865203</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>-1.077751</td>\n",
       "      <td>-0.391387</td>\n",
       "      <td>0.128090</td>\n",
       "      <td>-0.020273</td>\n",
       "      <td>0.158255</td>\n",
       "      <td>0.001170</td>\n",
       "      <td>-0.313640</td>\n",
       "      <td>0.849249</td>\n",
       "      <td>0.398515</td>\n",
       "      <td>0.193631</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.560310</td>\n",
       "      <td>0.410004</td>\n",
       "      <td>0.054767</td>\n",
       "      <td>0.823624</td>\n",
       "      <td>0.144467</td>\n",
       "      <td>0.001202</td>\n",
       "      <td>-0.246602</td>\n",
       "      <td>1519397871414</td>\n",
       "      <td>1519397867366</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>0.856866</td>\n",
       "      <td>-0.392403</td>\n",
       "      <td>0.127491</td>\n",
       "      <td>-0.469694</td>\n",
       "      <td>0.109900</td>\n",
       "      <td>0.000918</td>\n",
       "      <td>0.384269</td>\n",
       "      <td>1.866731</td>\n",
       "      <td>0.370973</td>\n",
       "      <td>0.057461</td>\n",
       "      <td>...</td>\n",
       "      <td>0.329165</td>\n",
       "      <td>0.376687</td>\n",
       "      <td>0.099359</td>\n",
       "      <td>0.377839</td>\n",
       "      <td>0.259068</td>\n",
       "      <td>-0.000686</td>\n",
       "      <td>0.196324</td>\n",
       "      <td>1519397873366</td>\n",
       "      <td>1519397868457</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>0.632944</td>\n",
       "      <td>-0.472207</td>\n",
       "      <td>0.160411</td>\n",
       "      <td>-1.178740</td>\n",
       "      <td>0.127154</td>\n",
       "      <td>0.000933</td>\n",
       "      <td>0.397437</td>\n",
       "      <td>1.456856</td>\n",
       "      <td>0.432805</td>\n",
       "      <td>0.029927</td>\n",
       "      <td>...</td>\n",
       "      <td>0.310807</td>\n",
       "      <td>0.445775</td>\n",
       "      <td>0.096965</td>\n",
       "      <td>-0.520659</td>\n",
       "      <td>0.304791</td>\n",
       "      <td>-0.000592</td>\n",
       "      <td>0.125695</td>\n",
       "      <td>1519397873366</td>\n",
       "      <td>1519397870432</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>984 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
       "0    1.247162     0.017193  1.320402   3.004238        1.254419    -0.004037   \n",
       "1   -0.212742    -0.008657  0.919673   0.086921        0.816192    -0.031911   \n",
       "2   -0.632675    -0.355788  0.406416  -0.857071        0.347940     0.009017   \n",
       "3    0.948276    -0.290215  0.447716   0.454100        0.727233     0.029775   \n",
       "4    1.245968     0.176113  1.708263   1.062171        1.642603     0.040949   \n",
       "5    0.720064     0.154916  1.920748  -0.832809        1.987206     0.009742   \n",
       "6    0.219745     0.331823  4.292803  -0.787734        3.479557    -0.025190   \n",
       "7    0.644987     0.097857  7.148488  -1.038433        4.566478    -0.066604   \n",
       "8    1.477051     0.100104  1.396119   0.583274        4.384621    -0.102296   \n",
       "9    0.016245     0.300806  1.565209  -0.925702        0.988449    -0.089267   \n",
       "10   0.268348     0.275758  1.735796  -1.324407        1.311857    -0.048787   \n",
       "11  -0.172744     0.311982  1.619079  -1.142271        1.287915    -0.027331   \n",
       "12   0.230967     0.262613  2.108095  -1.362821        1.139751     0.019655   \n",
       "13  -0.131783     0.126260  2.535460  -1.273261        1.762385     0.024126   \n",
       "14   0.246887     0.078908  1.863886  -0.055487        1.303204     0.045090   \n",
       "15   0.674425     0.050196  2.031480   1.726845        1.611101     0.247071   \n",
       "16   0.646760     0.047436  1.985392   1.681328        1.506055     0.322522   \n",
       "17   0.442204     0.053806  1.913266   1.687344        1.429116    -0.027941   \n",
       "18   0.734034     0.055745  2.015319   1.335835        1.409465    -0.128855   \n",
       "19   0.038125     0.062437  1.568801  -0.081305        1.211009     0.017509   \n",
       "20   0.110640     0.043592  1.534683   0.132643        1.200270     0.071400   \n",
       "21   0.564400     0.018503  1.224634   0.440243        1.172326     0.092174   \n",
       "22   0.721688    -0.000239  1.113304   0.421727        1.319223     0.140796   \n",
       "23  -0.475762    -0.036366  1.896507   0.127847        1.415098    -0.315324   \n",
       "24  -0.748197    -0.033163  2.242469  -0.056283        1.749044    -0.233685   \n",
       "25  -0.922678    -0.046645  2.215834   0.010162        1.990805    -0.025949   \n",
       "26  -1.235041    -0.043922  2.098219   0.736344        2.090183     0.070293   \n",
       "27  -1.268774    -0.053279  2.212242   1.537523        1.842497     0.226672   \n",
       "28  -0.157214    -0.057696  2.092532  -0.167585        1.542089     0.429904   \n",
       "29  -0.459059    -0.034268  1.697489   0.075600        1.362109     0.144453   \n",
       "..        ...          ...       ...        ...             ...          ...   \n",
       "954  1.177862    -0.090092  0.107141   1.536805        0.141579     0.027856   \n",
       "955  0.049590    -0.093476  0.272041  -1.107137        0.159705     0.012607   \n",
       "956 -0.375388    -0.111997  0.178667  -0.012781        0.124966     0.010768   \n",
       "957 -0.287945    -0.170344  0.161609  -0.259493        0.123274    -0.008845   \n",
       "958 -0.171302    -0.297781  0.077811  -0.757643        0.063235    -0.010230   \n",
       "959 -0.065865    -0.093781  0.175974  -0.220098        0.121529     0.025049   \n",
       "960  1.775846    -0.085057  0.266355   6.853437        0.202442     0.084580   \n",
       "961  1.071090    -0.087945  0.243610   1.637036        0.222066     0.091481   \n",
       "962  0.247808    -0.087776  0.307056   0.045106        0.220706     0.059368   \n",
       "963 -0.574338    -0.092314  0.142156   1.798131        0.144817    -0.046664   \n",
       "964  0.807296    -0.090880  0.102951   1.014788        0.092813    -0.024007   \n",
       "965 -0.185307    -0.090075  0.125097  -0.502055        0.084610    -0.003331   \n",
       "966  0.065093    -0.093932  0.113425   0.275012        0.091740    -0.003226   \n",
       "967 -0.579151    -0.097490  0.109535   0.142380        0.080890    -0.003849   \n",
       "968 -0.581743    -0.109773  0.174777   0.419664        0.142372    -0.020236   \n",
       "969 -0.367781    -0.142522  0.225354  -0.071039        0.155702    -0.013007   \n",
       "970 -0.623895    -0.099166  0.335787  -0.150934        0.271113    -0.003246   \n",
       "971 -0.569268    -0.093295  0.221164   0.434674        0.207419    -0.005197   \n",
       "972  0.070511    -0.094207  0.298677  -0.632473        0.193040    -0.021537   \n",
       "973  0.202499    -0.095154  0.359729  -0.591515        0.217395     0.013625   \n",
       "974 -0.155331    -0.090044  0.447716  -0.692017        0.298461     0.008100   \n",
       "975  0.250043    -0.105256  0.325911  -0.474246        0.222947    -0.008402   \n",
       "976  0.381610    -0.128858  0.196325  -0.190603        0.164845    -0.001043   \n",
       "977  0.205613    -0.184066  0.140061   0.703837        0.134861     0.003692   \n",
       "978  0.570342    -0.289282  0.135272   0.443221        0.122176    -0.009163   \n",
       "979  0.130931    -0.406110  0.091877  -0.945520        0.078805    -0.002482   \n",
       "980  0.243259    -0.375015  0.313640  -1.386162        0.192407    -0.001698   \n",
       "981 -1.077751    -0.391387  0.128090  -0.020273        0.158255     0.001170   \n",
       "982  0.856866    -0.392403  0.127491  -0.469694        0.109900     0.000918   \n",
       "983  0.632944    -0.472207  0.160411  -1.178740        0.127154     0.000933   \n",
       "\n",
       "         normX     skewY  percentileY       iqrY  ...       skewZ  \\\n",
       "0    13.736733 -0.115782     0.101084   1.747767  ...    0.577965   \n",
       "1    -6.236895  0.042658     0.133584   2.076671  ...    0.466553   \n",
       "2    -0.605733  0.296966     0.400202   1.649007  ...    0.822934   \n",
       "3     1.653196 -0.069163     0.330319   2.158373  ...   -0.140358   \n",
       "4    -2.151190  0.076197     0.314808   1.616086  ...   -0.325650   \n",
       "5     5.254076  0.503170     0.311360   2.463933  ...    0.032518   \n",
       "6     1.407790  0.269293    -0.375188  11.059416  ...    0.479605   \n",
       "7    25.556906 -0.382423     0.123107  12.205939  ...   -0.032520   \n",
       "8    14.586673 -1.436024     0.158955   1.784578  ...    1.002911   \n",
       "9    -3.706224  0.640010     0.280312   2.097321  ...    0.980354   \n",
       "10   -1.946486  0.794500     0.298471   2.177526  ...    1.122583   \n",
       "11   -0.706290  0.242125     0.350109   2.644396  ...    0.756876   \n",
       "12    1.125275  0.202911     0.309245   0.928950  ...    0.057934   \n",
       "13    2.845509 -0.494176     0.309847   1.841141  ...    0.070170   \n",
       "14   13.730746 -0.525138     0.178457   2.439692  ...    1.001561   \n",
       "15   20.468030 -0.460309     0.099855   2.302624  ...    0.959645   \n",
       "16   23.801953 -0.209140     0.081391   1.807922  ...    1.068426   \n",
       "17    2.312799  0.115587     0.085425   2.049736  ...    1.035495   \n",
       "18    1.691509  0.132658     0.083231   2.273294  ...    1.199628   \n",
       "19    2.103308  0.270145     0.083364   2.188300  ...    0.970619   \n",
       "20    8.221688 -0.577969     0.083543   2.344821  ...    1.030061   \n",
       "21   29.589938 -0.680057     0.092139   2.503138  ...    1.145127   \n",
       "22   20.737378 -0.334967     0.108781   3.056198  ...    0.995174   \n",
       "23  -29.958643  1.245885     0.081053   1.811812  ...    0.510045   \n",
       "24  -69.146940  0.987347     0.077014   2.187702  ...    0.693024   \n",
       "25  -58.304801  0.897294     0.079341   1.933318  ...    0.475061   \n",
       "26  -78.108431  0.162837     0.080818   1.782483  ...    0.499003   \n",
       "27  -61.516618  0.194068     0.079885   2.015918  ...    0.592824   \n",
       "28   -3.323153  0.320299     0.075344   1.686715  ...    1.008524   \n",
       "29   -2.923317  0.398482     0.074391   1.757344  ...    1.050425   \n",
       "..         ...       ...          ...        ...  ...         ...   \n",
       "954   4.613631  1.362142     0.087197   0.129586  ...   -1.379660   \n",
       "955  -0.693127  1.094489     0.093203   0.147543  ...   -1.376191   \n",
       "956  -0.683543  1.092386     0.111753   0.109535  ...   -0.343189   \n",
       "957  -0.808044 -0.129200     0.173701   0.079009  ...    0.396501   \n",
       "958  -0.186748  0.792956     0.298034   0.078410  ...   -1.069581   \n",
       "959  -0.258571  0.272873     0.093249   0.130484  ...   -0.664941   \n",
       "960   1.302443  0.366436     0.085689   0.181062  ...   -4.651850   \n",
       "961   7.867346 -0.029025     0.084887   0.156222  ...   -1.789160   \n",
       "962  -0.882270  0.091729     0.087046   0.375590  ...   -1.466427   \n",
       "963  -0.202314 -0.753663     0.096184   0.390554  ...    0.017708   \n",
       "964   1.047459 -0.330390     0.090874   0.158616  ...   -0.164021   \n",
       "965  -0.703893  0.230283     0.090319   0.131980  ...    0.109131   \n",
       "966   0.837965 -0.174878     0.093839   0.126594  ...    0.137147   \n",
       "967  -1.635235 -0.193892     0.098403   0.094571  ...    0.361665   \n",
       "968  -1.249775 -0.381099     0.111008   0.092177  ...    0.733845   \n",
       "969  -0.760161 -0.520786     0.144441   0.109834  ...    0.480114   \n",
       "970  -3.155559 -0.058658     0.101493   0.363919  ...   -0.232690   \n",
       "971  -2.454059  0.443660     0.093920   0.297180  ...   -0.682438   \n",
       "972  -1.039081  0.164647     0.095019   0.239121  ...    0.617632   \n",
       "973   4.695027 -0.039416     0.093125   0.205303  ...    0.399809   \n",
       "974  -2.760517  0.035572     0.092966   0.219668  ...    0.246797   \n",
       "975   2.868256  0.189372     0.103183   0.215777  ...    1.012339   \n",
       "976   1.954867  0.080582     0.126830   0.227449  ...    0.614875   \n",
       "977  -0.253786  0.042926     0.185810   0.068235  ...   -0.678221   \n",
       "978   0.095768  0.062232     0.288953   0.173580  ...    0.483756   \n",
       "979  -0.043096  0.457925     0.403890   0.113425  ...   -0.698947   \n",
       "980  -0.005985  1.000582     0.371392   0.146645  ...   -0.473781   \n",
       "981  -0.313640  0.849249     0.398515   0.193631  ...   -1.560310   \n",
       "982   0.384269  1.866731     0.370973   0.057461  ...    0.329165   \n",
       "983   0.397437  1.456856     0.432805   0.029927  ...    0.310807   \n",
       "\n",
       "     percentileZ      iqrZ  kurtosisZ  std_deviationZ  derivativeZ  \\\n",
       "0       0.091055  4.342484  -0.332843        2.738185    -0.679770   \n",
       "1       0.119927  4.756381  -0.956907        2.663269    -0.332508   \n",
       "2       0.310966  3.484462  -1.084679        2.568894     0.028037   \n",
       "3       0.354380  5.737705  -1.847136        2.772510     0.064046   \n",
       "4       0.302135  5.479131  -1.388918        3.525721    -0.023252   \n",
       "5       0.318235  3.824737  -1.078687        3.296423    -0.013889   \n",
       "6       0.369300  3.497928  -0.601130        2.938473     0.043445   \n",
       "7       0.312039  4.540603  -1.776000        2.158929     0.005711   \n",
       "8       0.242533  4.913201  -0.363050        5.153622    -0.071225   \n",
       "9       0.228733  4.118625  -0.161990        4.730007    -0.138283   \n",
       "10      0.253508  3.435679   0.254419        4.268142    -0.085549   \n",
       "11      0.321880  2.477999  -0.286254        2.486428    -0.001751   \n",
       "12      0.314088  1.740585  -0.685893        1.598143    -0.058207   \n",
       "13      0.300230  3.806781  -1.139214        2.533359    -0.084194   \n",
       "14      0.146717  3.147179   0.207020        3.349358    -0.143846   \n",
       "15      0.090263  4.663007   0.474223        3.480182    -0.404106   \n",
       "16      0.074623  4.002207   0.940263        3.284712    -0.242270   \n",
       "17      0.074423  3.669713   0.784742        3.105983    -0.616349   \n",
       "18      0.075054  3.726575   1.121397        3.025931    -0.370249   \n",
       "19      0.078032  3.546710   0.565465        2.843023     0.097027   \n",
       "20      0.083014  2.925116   1.056595        2.589395     0.059999   \n",
       "21      0.092362  2.257733   1.769150        2.409949     0.093221   \n",
       "22      0.129829  2.188301   1.618062        2.100622    -0.204562   \n",
       "23      0.080502  4.912603  -0.543937        3.175268    -0.738919   \n",
       "24      0.077263  4.633379  -0.331930        3.162215     0.048958   \n",
       "25      0.079932  4.764462  -0.593443        3.478402    -0.092504   \n",
       "26      0.075302  5.015254  -0.403248        3.699350    -0.448181   \n",
       "27      0.077773  5.085285  -0.164797        3.667671     0.049109   \n",
       "28      0.078010  4.192247   1.795644        3.253497    -0.888130   \n",
       "29      0.078569  3.676296   2.946488        2.752697    -1.137357   \n",
       "..           ...       ...        ...             ...          ...   \n",
       "954     0.088493  0.156820   5.620031        0.187830    -0.006385   \n",
       "955     0.094674  0.172382   4.642248        0.203677    -0.031244   \n",
       "956     0.112622  0.333093   1.321802        0.304759    -0.055602   \n",
       "957     0.171463  0.526725  -1.438722        0.274786     0.007737   \n",
       "958     0.302709  0.155623   1.075417        0.158111    -0.009235   \n",
       "959     0.094081  0.094571   4.573445        0.115162     0.018960   \n",
       "960     0.085453  0.100556  26.126628        0.315354    -0.148618   \n",
       "961     0.087164  0.389956   4.154174        0.434318    -0.132742   \n",
       "962     0.090054  0.458789   3.227767        0.447176    -0.133703   \n",
       "963     0.092822  0.236129   0.285076        0.177710     0.043425   \n",
       "964     0.090616  0.193332  -0.392424        0.137784     0.030700   \n",
       "965     0.090541  0.111630   0.304415        0.108443     0.016324   \n",
       "966     0.093696  0.119411   2.865271        0.126564    -0.015491   \n",
       "967     0.098441  0.118513   3.008034        0.129858     0.007175   \n",
       "968     0.110018  0.320823  -0.205262        0.279399     0.013711   \n",
       "969     0.142997  0.489913  -1.104049        0.287038     0.009948   \n",
       "970     0.102812  0.526725  -0.672892        0.349406     0.007009   \n",
       "971     0.095488  0.251092   1.661147        0.254341    -0.012472   \n",
       "972     0.095174  0.179865   1.809537        0.150424     0.016385   \n",
       "973     0.093606  0.278924   0.795430        0.212175     0.029655   \n",
       "974     0.093165  0.263362   0.661363        0.208542     0.032278   \n",
       "975     0.103858  0.291195   1.853912        0.218313     0.016447   \n",
       "976     0.125047  0.516549  -0.919339        0.326050    -0.005431   \n",
       "977     0.187417  0.438139  -0.357954        0.305667     0.002586   \n",
       "978     0.288404  0.160112   0.263102        0.155566    -0.010064   \n",
       "979     0.408835  0.125995  -0.630185        0.103607     0.000925   \n",
       "980     0.380204  0.187945  -0.933937        0.139581     0.002222   \n",
       "981     0.410004  0.054767   0.823624        0.144467     0.001202   \n",
       "982     0.376687  0.099359   0.377839        0.259068    -0.000686   \n",
       "983     0.445775  0.096965  -0.520659        0.304791    -0.000592   \n",
       "\n",
       "          normZ         ts_max         ts_min  label  \n",
       "0     71.894300  1519392524294  1519392520399      1  \n",
       "1     45.259987  1519392527342  1519392522404      1  \n",
       "2      8.634689  1519392529128  1519392526116      1  \n",
       "3     -9.100362  1519392531365  1519392527124      1  \n",
       "4      0.974444  1519392533165  1519392529128      1  \n",
       "5      0.926557  1519392535125  1519392531137      1  \n",
       "6     -2.847903  1519392537284  1519392533165      1  \n",
       "7     -2.700660  1519392539325  1519392535125      1  \n",
       "8      8.556877  1519392541324  1519392537125      1  \n",
       "9     13.825317  1519392543395  1519392538456      1  \n",
       "10    13.133393  1519392545200  1519392541121      1  \n",
       "11     6.969522  1519392547121  1519392543153      1  \n",
       "12     2.834735  1519392549261  1519392545004      1  \n",
       "13     6.487088  1519392551216  1519392547121      1  \n",
       "14    15.180424  1519392553382  1519392549125      1  \n",
       "15    53.152484  1519392555395  1519392550795      1  \n",
       "16    81.461559  1519392557339  1519392552573      1  \n",
       "17   119.338998  1519392559357  1519392554403      1  \n",
       "18   111.205859  1519392561355  1519392556435      1  \n",
       "19    92.753781  1519392563354  1519392558442      1  \n",
       "20    62.888503  1519392565374  1519392560426      1  \n",
       "21    38.343166  1519392566393  1519392562442      1  \n",
       "22    14.931455  1519392566393  1519392564414      1  \n",
       "23    91.472860  1519392993216  1519392988243      1  \n",
       "24   112.280874  1519392995216  1519392990301      1  \n",
       "25    82.154629  1519392997193  1519392992255      1  \n",
       "26   117.739684  1519392999232  1519392994243      1  \n",
       "27    77.369791  1519393001222  1519392996317      1  \n",
       "28    71.093372  1519393003176  1519392998245      1  \n",
       "29    68.130561  1519393005216  1519393000257      1  \n",
       "..          ...            ...            ...    ...  \n",
       "954   -1.668754  1519397691895  1519397686922      6  \n",
       "955   -2.296020  1519397693597  1519397688905      6  \n",
       "956    3.617645  1519397695487  1519397690901      6  \n",
       "957    4.698612  1519397695487  1519397692932      6  \n",
       "958   -0.450109  1519397695487  1519397695002      6  \n",
       "959   -0.176018  1519397735884  1519397730894      6  \n",
       "960   -5.691071  1519397737876  1519397732929      6  \n",
       "961  -21.962006  1519397739887  1519397734928      6  \n",
       "962  -13.848043  1519397741880  1519397736916      6  \n",
       "963    0.100546  1519397743880  1519397738916      6  \n",
       "964   -1.130103  1519397745872  1519397740917      6  \n",
       "965   -0.148404  1519397747883  1519397742924      6  \n",
       "966   -0.517115  1519397749867  1519397744927      6  \n",
       "967    0.790052  1519397751891  1519397746927      6  \n",
       "968    7.120366  1519397752887  1519397748943      6  \n",
       "969    4.009095  1519397752887  1519397750923      6  \n",
       "970   -2.438502  1519397801113  1519397796121      6  \n",
       "971   -1.891397  1519397803090  1519397798180      6  \n",
       "972    1.714237  1519397805091  1519397800173      6  \n",
       "973    0.318441  1519397807113  1519397802129      6  \n",
       "974    0.721829  1519397809113  1519397804184      6  \n",
       "975    3.082521  1519397811093  1519397806165      6  \n",
       "976    8.750813  1519397811753  1519397808154      6  \n",
       "977   -2.771286  1519397811753  1519397810134      6  \n",
       "978    0.088586  1519397865365  1519397860432      6  \n",
       "979   -0.082598  1519397867366  1519397863387      6  \n",
       "980   -0.390255  1519397869341  1519397865203      6  \n",
       "981   -0.246602  1519397871414  1519397867366      6  \n",
       "982    0.196324  1519397873366  1519397868457      6  \n",
       "983    0.125695  1519397873366  1519397870432      6  \n",
       "\n",
       "[984 rows x 24 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acc_rows = acc_features[(acc_features['ts_min'] >= 1519395639221) & (acc_features['ts_min'] <= 1519395644081)]\n",
    "display(acc_rows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>skewX</th>\n",
       "      <th>percentileX</th>\n",
       "      <th>iqrX</th>\n",
       "      <th>kurtosisX</th>\n",
       "      <th>std_deviationX</th>\n",
       "      <th>derivativeX</th>\n",
       "      <th>normX</th>\n",
       "      <th>skewY</th>\n",
       "      <th>percentileY</th>\n",
       "      <th>iqrY</th>\n",
       "      <th>...</th>\n",
       "      <th>skewZ</th>\n",
       "      <th>percentileZ</th>\n",
       "      <th>iqrZ</th>\n",
       "      <th>kurtosisZ</th>\n",
       "      <th>std_deviationZ</th>\n",
       "      <th>derivativeZ</th>\n",
       "      <th>normZ</th>\n",
       "      <th>ts_max</th>\n",
       "      <th>ts_min</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>-0.513028</td>\n",
       "      <td>0.002387</td>\n",
       "      <td>0.301669</td>\n",
       "      <td>2.106162</td>\n",
       "      <td>0.361769</td>\n",
       "      <td>0.056194</td>\n",
       "      <td>-1.155202</td>\n",
       "      <td>-0.994046</td>\n",
       "      <td>0.092256</td>\n",
       "      <td>0.305261</td>\n",
       "      <td>...</td>\n",
       "      <td>0.483594</td>\n",
       "      <td>0.090011</td>\n",
       "      <td>0.471059</td>\n",
       "      <td>2.765592</td>\n",
       "      <td>0.649057</td>\n",
       "      <td>0.033895</td>\n",
       "      <td>-0.718211</td>\n",
       "      <td>1519395639283</td>\n",
       "      <td>1519395634321</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>791</th>\n",
       "      <td>-0.835139</td>\n",
       "      <td>0.020598</td>\n",
       "      <td>0.436942</td>\n",
       "      <td>1.608960</td>\n",
       "      <td>0.399606</td>\n",
       "      <td>-0.005216</td>\n",
       "      <td>3.137602</td>\n",
       "      <td>0.140325</td>\n",
       "      <td>0.088604</td>\n",
       "      <td>0.603339</td>\n",
       "      <td>...</td>\n",
       "      <td>0.152663</td>\n",
       "      <td>0.091025</td>\n",
       "      <td>0.489614</td>\n",
       "      <td>2.720652</td>\n",
       "      <td>0.646765</td>\n",
       "      <td>0.052686</td>\n",
       "      <td>-4.126374</td>\n",
       "      <td>1519395641293</td>\n",
       "      <td>1519395636340</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>792</th>\n",
       "      <td>-1.524036</td>\n",
       "      <td>0.055173</td>\n",
       "      <td>0.340575</td>\n",
       "      <td>3.755201</td>\n",
       "      <td>0.365045</td>\n",
       "      <td>0.007958</td>\n",
       "      <td>-9.403229</td>\n",
       "      <td>1.024773</td>\n",
       "      <td>0.084830</td>\n",
       "      <td>0.234931</td>\n",
       "      <td>...</td>\n",
       "      <td>0.943125</td>\n",
       "      <td>0.086067</td>\n",
       "      <td>0.414496</td>\n",
       "      <td>3.796561</td>\n",
       "      <td>0.520575</td>\n",
       "      <td>-0.006284</td>\n",
       "      <td>2.916150</td>\n",
       "      <td>1519395643229</td>\n",
       "      <td>1519395638323</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>793</th>\n",
       "      <td>-1.054484</td>\n",
       "      <td>0.049992</td>\n",
       "      <td>0.371101</td>\n",
       "      <td>1.007255</td>\n",
       "      <td>0.294683</td>\n",
       "      <td>-0.086089</td>\n",
       "      <td>-12.332533</td>\n",
       "      <td>0.472189</td>\n",
       "      <td>0.083256</td>\n",
       "      <td>0.229843</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.197900</td>\n",
       "      <td>0.084852</td>\n",
       "      <td>0.380378</td>\n",
       "      <td>1.524449</td>\n",
       "      <td>0.293181</td>\n",
       "      <td>-0.054897</td>\n",
       "      <td>-5.983129</td>\n",
       "      <td>1519395645293</td>\n",
       "      <td>1519395640314</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>-1.744532</td>\n",
       "      <td>0.017089</td>\n",
       "      <td>0.497994</td>\n",
       "      <td>5.034092</td>\n",
       "      <td>0.434526</td>\n",
       "      <td>-0.068802</td>\n",
       "      <td>-11.489774</td>\n",
       "      <td>0.578183</td>\n",
       "      <td>0.079450</td>\n",
       "      <td>0.480636</td>\n",
       "      <td>...</td>\n",
       "      <td>0.073513</td>\n",
       "      <td>0.087643</td>\n",
       "      <td>0.501585</td>\n",
       "      <td>0.091466</td>\n",
       "      <td>0.380440</td>\n",
       "      <td>-0.050756</td>\n",
       "      <td>-4.911729</td>\n",
       "      <td>1519395647282</td>\n",
       "      <td>1519395642352</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        skewX  percentileX      iqrX  kurtosisX  std_deviationX  derivativeX  \\\n",
       "790 -0.513028     0.002387  0.301669   2.106162        0.361769     0.056194   \n",
       "791 -0.835139     0.020598  0.436942   1.608960        0.399606    -0.005216   \n",
       "792 -1.524036     0.055173  0.340575   3.755201        0.365045     0.007958   \n",
       "793 -1.054484     0.049992  0.371101   1.007255        0.294683    -0.086089   \n",
       "794 -1.744532     0.017089  0.497994   5.034092        0.434526    -0.068802   \n",
       "\n",
       "         normX     skewY  percentileY      iqrY  ...       skewZ  percentileZ  \\\n",
       "790  -1.155202 -0.994046     0.092256  0.305261  ...    0.483594     0.090011   \n",
       "791   3.137602  0.140325     0.088604  0.603339  ...    0.152663     0.091025   \n",
       "792  -9.403229  1.024773     0.084830  0.234931  ...    0.943125     0.086067   \n",
       "793 -12.332533  0.472189     0.083256  0.229843  ...   -0.197900     0.084852   \n",
       "794 -11.489774  0.578183     0.079450  0.480636  ...    0.073513     0.087643   \n",
       "\n",
       "         iqrZ  kurtosisZ  std_deviationZ  derivativeZ     normZ  \\\n",
       "790  0.471059   2.765592        0.649057     0.033895 -0.718211   \n",
       "791  0.489614   2.720652        0.646765     0.052686 -4.126374   \n",
       "792  0.414496   3.796561        0.520575    -0.006284  2.916150   \n",
       "793  0.380378   1.524449        0.293181    -0.054897 -5.983129   \n",
       "794  0.501585   0.091466        0.380440    -0.050756 -4.911729   \n",
       "\n",
       "            ts_max         ts_min  label  \n",
       "790  1519395639283  1519395634321      4  \n",
       "791  1519395641293  1519395636340      4  \n",
       "792  1519395643229  1519395638323      4  \n",
       "793  1519395645293  1519395640314      4  \n",
       "794  1519395647282  1519395642352      4  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acc_rows = acc_features[((acc_features['ts_min'] >= 1519395639221) & (acc_features['ts_min'] <= 1519395644081)) |\n",
    "                       ((acc_features['ts_max'] >= 1519395639221) & (acc_features['ts_max'] <= 1519395644081))]\n",
    "display(acc_rows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(acc_rows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.37110126,  0.29468306,  0.22984326, -0.04217281,  0.38037825,\n",
       "         0.29318082, -0.0548972 ],\n",
       "       [ 0.49799397,  0.43452622,  0.48063588, -0.01700258,  0.50158501,\n",
       "         0.38044036, -0.05075595]])"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acc_rows.values[:,[2,4,9,12,16,18,19]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.37110126  0.29468306  0.22984326 -0.04217281  0.38037825  0.29318082\n",
      " -0.0548972 ] <class 'numpy.ndarray'>\n",
      "[ 0.49799397  0.43452622  0.48063588 -0.01700258  0.50158501  0.38044036\n",
      " -0.05075595] <class 'numpy.ndarray'>\n"
     ]
    }
   ],
   "source": [
    "for arow in acc_rows.values[:,[2,4,9,12,16,18,19]]:\n",
    "    print(arow, type(arow))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    {
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     ]
    }
   ],
   "source": [
    "for i in pressure_features.values[:,[0,1,2,3,4,5,6,7,8]]:\n",
    "    print(int(i[-1]), int(i[-2]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = {}\n",
    "a[1] = 1\n",
    "a.values(), type(len(a.values()))\n",
    "len(a.values()) == 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pressure_features.to_csv('pressure_test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "acc_features.to_csv('acc_features.csv')"
   ]
  }
 ],
 "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": "3.5.3"
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 },
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 "nbformat_minor": 2
}