Activity Recognition using ANN.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import keras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\scian\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: read_table is deprecated, use read_csv instead, passing sep='\\t'.\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "# UCI HAR Dataset\n",
    "x_train = pd.read_table(\"UCI HAR Dataset\\\\train\\\\X_train.txt\",delim_whitespace=True,header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
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       "      <th>551</th>\n",
       "      <th>552</th>\n",
       "      <th>553</th>\n",
       "      <th>554</th>\n",
       "      <th>555</th>\n",
       "      <th>556</th>\n",
       "      <th>557</th>\n",
       "      <th>558</th>\n",
       "      <th>559</th>\n",
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       "      <th>0</th>\n",
       "      <td>0.288585</td>\n",
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       "      <td>-0.132905</td>\n",
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       "      <td>-0.983185</td>\n",
       "      <td>-0.923527</td>\n",
       "      <td>-0.934724</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.074323</td>\n",
       "      <td>-0.298676</td>\n",
       "      <td>-0.710304</td>\n",
       "      <td>-0.112754</td>\n",
       "      <td>0.030400</td>\n",
       "      <td>-0.464761</td>\n",
       "      <td>-0.018446</td>\n",
       "      <td>-0.841247</td>\n",
       "      <td>0.179941</td>\n",
       "      <td>-0.058627</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.278419</td>\n",
       "      <td>-0.016411</td>\n",
       "      <td>-0.123520</td>\n",
       "      <td>-0.998245</td>\n",
       "      <td>-0.975300</td>\n",
       "      <td>-0.960322</td>\n",
       "      <td>-0.998807</td>\n",
       "      <td>-0.974914</td>\n",
       "      <td>-0.957686</td>\n",
       "      <td>-0.943068</td>\n",
       "      <td>...</td>\n",
       "      <td>0.158075</td>\n",
       "      <td>-0.595051</td>\n",
       "      <td>-0.861499</td>\n",
       "      <td>0.053477</td>\n",
       "      <td>-0.007435</td>\n",
       "      <td>-0.732626</td>\n",
       "      <td>0.703511</td>\n",
       "      <td>-0.844788</td>\n",
       "      <td>0.180289</td>\n",
       "      <td>-0.054317</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.279653</td>\n",
       "      <td>-0.019467</td>\n",
       "      <td>-0.113462</td>\n",
       "      <td>-0.995380</td>\n",
       "      <td>-0.967187</td>\n",
       "      <td>-0.978944</td>\n",
       "      <td>-0.996520</td>\n",
       "      <td>-0.963668</td>\n",
       "      <td>-0.977469</td>\n",
       "      <td>-0.938692</td>\n",
       "      <td>...</td>\n",
       "      <td>0.414503</td>\n",
       "      <td>-0.390748</td>\n",
       "      <td>-0.760104</td>\n",
       "      <td>-0.118559</td>\n",
       "      <td>0.177899</td>\n",
       "      <td>0.100699</td>\n",
       "      <td>0.808529</td>\n",
       "      <td>-0.848933</td>\n",
       "      <td>0.180637</td>\n",
       "      <td>-0.049118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.279174</td>\n",
       "      <td>-0.026201</td>\n",
       "      <td>-0.123283</td>\n",
       "      <td>-0.996091</td>\n",
       "      <td>-0.983403</td>\n",
       "      <td>-0.990675</td>\n",
       "      <td>-0.997099</td>\n",
       "      <td>-0.982750</td>\n",
       "      <td>-0.989302</td>\n",
       "      <td>-0.938692</td>\n",
       "      <td>...</td>\n",
       "      <td>0.404573</td>\n",
       "      <td>-0.117290</td>\n",
       "      <td>-0.482845</td>\n",
       "      <td>-0.036788</td>\n",
       "      <td>-0.012892</td>\n",
       "      <td>0.640011</td>\n",
       "      <td>-0.485366</td>\n",
       "      <td>-0.848649</td>\n",
       "      <td>0.181935</td>\n",
       "      <td>-0.047663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.276629</td>\n",
       "      <td>-0.016570</td>\n",
       "      <td>-0.115362</td>\n",
       "      <td>-0.998139</td>\n",
       "      <td>-0.980817</td>\n",
       "      <td>-0.990482</td>\n",
       "      <td>-0.998321</td>\n",
       "      <td>-0.979672</td>\n",
       "      <td>-0.990441</td>\n",
       "      <td>-0.942469</td>\n",
       "      <td>...</td>\n",
       "      <td>0.087753</td>\n",
       "      <td>-0.351471</td>\n",
       "      <td>-0.699205</td>\n",
       "      <td>0.123320</td>\n",
       "      <td>0.122542</td>\n",
       "      <td>0.693578</td>\n",
       "      <td>-0.615971</td>\n",
       "      <td>-0.847865</td>\n",
       "      <td>0.185151</td>\n",
       "      <td>-0.043892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.277199</td>\n",
       "      <td>-0.010098</td>\n",
       "      <td>-0.105137</td>\n",
       "      <td>-0.997335</td>\n",
       "      <td>-0.990487</td>\n",
       "      <td>-0.995420</td>\n",
       "      <td>-0.997627</td>\n",
       "      <td>-0.990218</td>\n",
       "      <td>-0.995549</td>\n",
       "      <td>-0.942469</td>\n",
       "      <td>...</td>\n",
       "      <td>0.019953</td>\n",
       "      <td>-0.545410</td>\n",
       "      <td>-0.844619</td>\n",
       "      <td>0.082632</td>\n",
       "      <td>-0.143439</td>\n",
       "      <td>0.275041</td>\n",
       "      <td>-0.368224</td>\n",
       "      <td>-0.849632</td>\n",
       "      <td>0.184823</td>\n",
       "      <td>-0.042126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.279454</td>\n",
       "      <td>-0.019641</td>\n",
       "      <td>-0.110022</td>\n",
       "      <td>-0.996921</td>\n",
       "      <td>-0.967186</td>\n",
       "      <td>-0.983118</td>\n",
       "      <td>-0.997003</td>\n",
       "      <td>-0.966097</td>\n",
       "      <td>-0.983116</td>\n",
       "      <td>-0.940987</td>\n",
       "      <td>...</td>\n",
       "      <td>0.145844</td>\n",
       "      <td>-0.217198</td>\n",
       "      <td>-0.564430</td>\n",
       "      <td>-0.212754</td>\n",
       "      <td>-0.230622</td>\n",
       "      <td>0.014637</td>\n",
       "      <td>-0.189512</td>\n",
       "      <td>-0.852150</td>\n",
       "      <td>0.182170</td>\n",
       "      <td>-0.043010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.277432</td>\n",
       "      <td>-0.030488</td>\n",
       "      <td>-0.125360</td>\n",
       "      <td>-0.996559</td>\n",
       "      <td>-0.966728</td>\n",
       "      <td>-0.981585</td>\n",
       "      <td>-0.996485</td>\n",
       "      <td>-0.966313</td>\n",
       "      <td>-0.982982</td>\n",
       "      <td>-0.940987</td>\n",
       "      <td>...</td>\n",
       "      <td>0.136382</td>\n",
       "      <td>-0.082307</td>\n",
       "      <td>-0.421715</td>\n",
       "      <td>-0.020888</td>\n",
       "      <td>0.593996</td>\n",
       "      <td>-0.561871</td>\n",
       "      <td>0.467383</td>\n",
       "      <td>-0.851017</td>\n",
       "      <td>0.183779</td>\n",
       "      <td>-0.041976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.277293</td>\n",
       "      <td>-0.021751</td>\n",
       "      <td>-0.120751</td>\n",
       "      <td>-0.997328</td>\n",
       "      <td>-0.961245</td>\n",
       "      <td>-0.983672</td>\n",
       "      <td>-0.997596</td>\n",
       "      <td>-0.957236</td>\n",
       "      <td>-0.984379</td>\n",
       "      <td>-0.940598</td>\n",
       "      <td>...</td>\n",
       "      <td>0.314038</td>\n",
       "      <td>-0.269401</td>\n",
       "      <td>-0.572995</td>\n",
       "      <td>0.012954</td>\n",
       "      <td>0.080936</td>\n",
       "      <td>-0.234313</td>\n",
       "      <td>0.117797</td>\n",
       "      <td>-0.847971</td>\n",
       "      <td>0.188982</td>\n",
       "      <td>-0.037364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.280586</td>\n",
       "      <td>-0.009960</td>\n",
       "      <td>-0.106065</td>\n",
       "      <td>-0.994803</td>\n",
       "      <td>-0.972758</td>\n",
       "      <td>-0.986244</td>\n",
       "      <td>-0.995405</td>\n",
       "      <td>-0.973663</td>\n",
       "      <td>-0.985642</td>\n",
       "      <td>-0.940028</td>\n",
       "      <td>...</td>\n",
       "      <td>0.267383</td>\n",
       "      <td>0.339526</td>\n",
       "      <td>0.140452</td>\n",
       "      <td>-0.020590</td>\n",
       "      <td>-0.127730</td>\n",
       "      <td>-0.482871</td>\n",
       "      <td>-0.070670</td>\n",
       "      <td>-0.848294</td>\n",
       "      <td>0.190310</td>\n",
       "      <td>-0.034417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.276880</td>\n",
       "      <td>-0.012722</td>\n",
       "      <td>-0.103438</td>\n",
       "      <td>-0.994815</td>\n",
       "      <td>-0.973077</td>\n",
       "      <td>-0.985357</td>\n",
       "      <td>-0.995509</td>\n",
       "      <td>-0.973948</td>\n",
       "      <td>-0.985172</td>\n",
       "      <td>-0.940028</td>\n",
       "      <td>...</td>\n",
       "      <td>0.120503</td>\n",
       "      <td>0.348771</td>\n",
       "      <td>0.057682</td>\n",
       "      <td>0.080699</td>\n",
       "      <td>0.595791</td>\n",
       "      <td>-0.475802</td>\n",
       "      <td>0.115931</td>\n",
       "      <td>-0.851562</td>\n",
       "      <td>0.187609</td>\n",
       "      <td>-0.034681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.276228</td>\n",
       "      <td>-0.021441</td>\n",
       "      <td>-0.108202</td>\n",
       "      <td>-0.998246</td>\n",
       "      <td>-0.987214</td>\n",
       "      <td>-0.992727</td>\n",
       "      <td>-0.998251</td>\n",
       "      <td>-0.985997</td>\n",
       "      <td>-0.993182</td>\n",
       "      <td>-0.943906</td>\n",
       "      <td>...</td>\n",
       "      <td>0.351442</td>\n",
       "      <td>-0.611014</td>\n",
       "      <td>-0.878363</td>\n",
       "      <td>0.001761</td>\n",
       "      <td>-0.065980</td>\n",
       "      <td>0.578861</td>\n",
       "      <td>-0.651945</td>\n",
       "      <td>-0.852723</td>\n",
       "      <td>0.186050</td>\n",
       "      <td>-0.035852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.278457</td>\n",
       "      <td>-0.020415</td>\n",
       "      <td>-0.112732</td>\n",
       "      <td>-0.999135</td>\n",
       "      <td>-0.984680</td>\n",
       "      <td>-0.996274</td>\n",
       "      <td>-0.999077</td>\n",
       "      <td>-0.982937</td>\n",
       "      <td>-0.996410</td>\n",
       "      <td>-0.943906</td>\n",
       "      <td>...</td>\n",
       "      <td>0.689897</td>\n",
       "      <td>-0.686389</td>\n",
       "      <td>-0.878751</td>\n",
       "      <td>-0.077552</td>\n",
       "      <td>-0.101222</td>\n",
       "      <td>0.639084</td>\n",
       "      <td>0.765485</td>\n",
       "      <td>-0.850654</td>\n",
       "      <td>0.187611</td>\n",
       "      <td>-0.035998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.277175</td>\n",
       "      <td>-0.014713</td>\n",
       "      <td>-0.106756</td>\n",
       "      <td>-0.999188</td>\n",
       "      <td>-0.990526</td>\n",
       "      <td>-0.993365</td>\n",
       "      <td>-0.999211</td>\n",
       "      <td>-0.990687</td>\n",
       "      <td>-0.992168</td>\n",
       "      <td>-0.943323</td>\n",
       "      <td>...</td>\n",
       "      <td>0.740023</td>\n",
       "      <td>-0.564100</td>\n",
       "      <td>-0.765901</td>\n",
       "      <td>0.105620</td>\n",
       "      <td>-0.090278</td>\n",
       "      <td>-0.132403</td>\n",
       "      <td>0.498814</td>\n",
       "      <td>-0.849773</td>\n",
       "      <td>0.188812</td>\n",
       "      <td>-0.035063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.297946</td>\n",
       "      <td>0.027094</td>\n",
       "      <td>-0.061668</td>\n",
       "      <td>-0.988641</td>\n",
       "      <td>-0.816699</td>\n",
       "      <td>-0.901907</td>\n",
       "      <td>-0.988958</td>\n",
       "      <td>-0.794280</td>\n",
       "      <td>-0.888015</td>\n",
       "      <td>-0.925977</td>\n",
       "      <td>...</td>\n",
       "      <td>0.130958</td>\n",
       "      <td>0.207689</td>\n",
       "      <td>-0.068054</td>\n",
       "      <td>0.062297</td>\n",
       "      <td>-0.058719</td>\n",
       "      <td>0.031208</td>\n",
       "      <td>-0.268791</td>\n",
       "      <td>-0.730937</td>\n",
       "      <td>0.283159</td>\n",
       "      <td>0.036444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.279203</td>\n",
       "      <td>-0.023020</td>\n",
       "      <td>-0.122080</td>\n",
       "      <td>-0.996839</td>\n",
       "      <td>-0.974848</td>\n",
       "      <td>-0.983386</td>\n",
       "      <td>-0.997094</td>\n",
       "      <td>-0.973332</td>\n",
       "      <td>-0.984065</td>\n",
       "      <td>-0.941716</td>\n",
       "      <td>...</td>\n",
       "      <td>0.661540</td>\n",
       "      <td>-0.782137</td>\n",
       "      <td>-0.953520</td>\n",
       "      <td>-0.121852</td>\n",
       "      <td>-0.029077</td>\n",
       "      <td>-0.013034</td>\n",
       "      <td>-0.056927</td>\n",
       "      <td>-0.761101</td>\n",
       "      <td>0.263119</td>\n",
       "      <td>0.024172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.279038</td>\n",
       "      <td>-0.014800</td>\n",
       "      <td>-0.116849</td>\n",
       "      <td>-0.996941</td>\n",
       "      <td>-0.981866</td>\n",
       "      <td>-0.982577</td>\n",
       "      <td>-0.997220</td>\n",
       "      <td>-0.981620</td>\n",
       "      <td>-0.981336</td>\n",
       "      <td>-0.941716</td>\n",
       "      <td>...</td>\n",
       "      <td>0.560668</td>\n",
       "      <td>-0.778877</td>\n",
       "      <td>-0.940421</td>\n",
       "      <td>-0.001446</td>\n",
       "      <td>-0.048110</td>\n",
       "      <td>-0.340473</td>\n",
       "      <td>-0.229155</td>\n",
       "      <td>-0.759172</td>\n",
       "      <td>0.264324</td>\n",
       "      <td>0.027014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.280135</td>\n",
       "      <td>-0.013917</td>\n",
       "      <td>-0.106370</td>\n",
       "      <td>-0.997695</td>\n",
       "      <td>-0.987516</td>\n",
       "      <td>-0.990407</td>\n",
       "      <td>-0.998014</td>\n",
       "      <td>-0.987954</td>\n",
       "      <td>-0.992190</td>\n",
       "      <td>-0.942076</td>\n",
       "      <td>...</td>\n",
       "      <td>0.428614</td>\n",
       "      <td>-0.328899</td>\n",
       "      <td>-0.596861</td>\n",
       "      <td>-0.028332</td>\n",
       "      <td>0.092367</td>\n",
       "      <td>-0.822239</td>\n",
       "      <td>0.367557</td>\n",
       "      <td>-0.759363</td>\n",
       "      <td>0.264033</td>\n",
       "      <td>0.029664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.277731</td>\n",
       "      <td>-0.018211</td>\n",
       "      <td>-0.109188</td>\n",
       "      <td>-0.997491</td>\n",
       "      <td>-0.993222</td>\n",
       "      <td>-0.996128</td>\n",
       "      <td>-0.997903</td>\n",
       "      <td>-0.992711</td>\n",
       "      <td>-0.996492</td>\n",
       "      <td>-0.944870</td>\n",
       "      <td>...</td>\n",
       "      <td>0.348413</td>\n",
       "      <td>-0.501301</td>\n",
       "      <td>-0.838243</td>\n",
       "      <td>-0.165849</td>\n",
       "      <td>-0.033007</td>\n",
       "      <td>-0.240572</td>\n",
       "      <td>0.788193</td>\n",
       "      <td>-0.761052</td>\n",
       "      <td>0.262886</td>\n",
       "      <td>0.029346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.275568</td>\n",
       "      <td>-0.016980</td>\n",
       "      <td>-0.111429</td>\n",
       "      <td>-0.997811</td>\n",
       "      <td>-0.990522</td>\n",
       "      <td>-0.997621</td>\n",
       "      <td>-0.998205</td>\n",
       "      <td>-0.989470</td>\n",
       "      <td>-0.997193</td>\n",
       "      <td>-0.945662</td>\n",
       "      <td>...</td>\n",
       "      <td>0.667156</td>\n",
       "      <td>-0.941671</td>\n",
       "      <td>-0.965522</td>\n",
       "      <td>0.244931</td>\n",
       "      <td>0.102569</td>\n",
       "      <td>0.066135</td>\n",
       "      <td>-0.411729</td>\n",
       "      <td>-0.760620</td>\n",
       "      <td>0.263169</td>\n",
       "      <td>0.029573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.277562</td>\n",
       "      <td>-0.014318</td>\n",
       "      <td>-0.107877</td>\n",
       "      <td>-0.997904</td>\n",
       "      <td>-0.994311</td>\n",
       "      <td>-0.995952</td>\n",
       "      <td>-0.998365</td>\n",
       "      <td>-0.993604</td>\n",
       "      <td>-0.995595</td>\n",
       "      <td>-0.941472</td>\n",
       "      <td>...</td>\n",
       "      <td>0.601134</td>\n",
       "      <td>-0.833890</td>\n",
       "      <td>-0.968580</td>\n",
       "      <td>0.160607</td>\n",
       "      <td>0.197774</td>\n",
       "      <td>0.257657</td>\n",
       "      <td>-0.381102</td>\n",
       "      <td>-0.760528</td>\n",
       "      <td>0.263183</td>\n",
       "      <td>0.030288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.277152</td>\n",
       "      <td>-0.017983</td>\n",
       "      <td>-0.106601</td>\n",
       "      <td>-0.997763</td>\n",
       "      <td>-0.989957</td>\n",
       "      <td>-0.996586</td>\n",
       "      <td>-0.998291</td>\n",
       "      <td>-0.989669</td>\n",
       "      <td>-0.996700</td>\n",
       "      <td>-0.941472</td>\n",
       "      <td>...</td>\n",
       "      <td>0.576339</td>\n",
       "      <td>-0.848198</td>\n",
       "      <td>-0.950247</td>\n",
       "      <td>-0.002320</td>\n",
       "      <td>0.150391</td>\n",
       "      <td>0.142331</td>\n",
       "      <td>-0.853711</td>\n",
       "      <td>-0.762023</td>\n",
       "      <td>0.262170</td>\n",
       "      <td>0.029987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.275676</td>\n",
       "      <td>-0.021264</td>\n",
       "      <td>-0.110801</td>\n",
       "      <td>-0.997862</td>\n",
       "      <td>-0.990091</td>\n",
       "      <td>-0.994593</td>\n",
       "      <td>-0.998333</td>\n",
       "      <td>-0.989473</td>\n",
       "      <td>-0.994485</td>\n",
       "      <td>-0.944567</td>\n",
       "      <td>...</td>\n",
       "      <td>0.480225</td>\n",
       "      <td>-0.701970</td>\n",
       "      <td>-0.895118</td>\n",
       "      <td>-0.032337</td>\n",
       "      <td>-0.301298</td>\n",
       "      <td>0.132576</td>\n",
       "      <td>-0.022379</td>\n",
       "      <td>-0.761509</td>\n",
       "      <td>0.262550</td>\n",
       "      <td>0.029639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.279200</td>\n",
       "      <td>-0.017714</td>\n",
       "      <td>-0.109161</td>\n",
       "      <td>-0.998389</td>\n",
       "      <td>-0.987308</td>\n",
       "      <td>-0.990832</td>\n",
       "      <td>-0.998869</td>\n",
       "      <td>-0.986771</td>\n",
       "      <td>-0.989637</td>\n",
       "      <td>-0.943675</td>\n",
       "      <td>...</td>\n",
       "      <td>0.468191</td>\n",
       "      <td>-0.909786</td>\n",
       "      <td>-0.986595</td>\n",
       "      <td>-0.542884</td>\n",
       "      <td>-0.249545</td>\n",
       "      <td>0.006986</td>\n",
       "      <td>-0.235200</td>\n",
       "      <td>-0.758960</td>\n",
       "      <td>0.264256</td>\n",
       "      <td>0.030456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.281715</td>\n",
       "      <td>-0.011911</td>\n",
       "      <td>-0.102875</td>\n",
       "      <td>-0.998534</td>\n",
       "      <td>-0.988489</td>\n",
       "      <td>-0.993184</td>\n",
       "      <td>-0.998674</td>\n",
       "      <td>-0.988544</td>\n",
       "      <td>-0.993287</td>\n",
       "      <td>-0.942559</td>\n",
       "      <td>...</td>\n",
       "      <td>0.730084</td>\n",
       "      <td>-0.746382</td>\n",
       "      <td>-0.941664</td>\n",
       "      <td>-0.021446</td>\n",
       "      <td>0.337010</td>\n",
       "      <td>-0.436685</td>\n",
       "      <td>-0.622922</td>\n",
       "      <td>-0.758977</td>\n",
       "      <td>0.264224</td>\n",
       "      <td>0.030743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.278993</td>\n",
       "      <td>-0.014531</td>\n",
       "      <td>-0.106596</td>\n",
       "      <td>-0.998060</td>\n",
       "      <td>-0.986070</td>\n",
       "      <td>-0.993424</td>\n",
       "      <td>-0.998059</td>\n",
       "      <td>-0.985192</td>\n",
       "      <td>-0.995018</td>\n",
       "      <td>-0.942559</td>\n",
       "      <td>...</td>\n",
       "      <td>0.677073</td>\n",
       "      <td>-0.715462</td>\n",
       "      <td>-0.937483</td>\n",
       "      <td>0.025652</td>\n",
       "      <td>0.066503</td>\n",
       "      <td>-0.226316</td>\n",
       "      <td>-0.225358</td>\n",
       "      <td>-0.762197</td>\n",
       "      <td>0.262090</td>\n",
       "      <td>0.029404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.275734</td>\n",
       "      <td>-0.018019</td>\n",
       "      <td>-0.106776</td>\n",
       "      <td>-0.999255</td>\n",
       "      <td>-0.993669</td>\n",
       "      <td>-0.994189</td>\n",
       "      <td>-0.999407</td>\n",
       "      <td>-0.993620</td>\n",
       "      <td>-0.993583</td>\n",
       "      <td>-0.942890</td>\n",
       "      <td>...</td>\n",
       "      <td>0.718284</td>\n",
       "      <td>-0.824919</td>\n",
       "      <td>-0.964407</td>\n",
       "      <td>0.231060</td>\n",
       "      <td>0.429283</td>\n",
       "      <td>0.681154</td>\n",
       "      <td>0.815226</td>\n",
       "      <td>-0.763702</td>\n",
       "      <td>0.261103</td>\n",
       "      <td>0.028563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.144504</td>\n",
       "      <td>0.189263</td>\n",
       "      <td>0.062769</td>\n",
       "      <td>-0.904300</td>\n",
       "      <td>-0.181937</td>\n",
       "      <td>-0.443151</td>\n",
       "      <td>-0.901100</td>\n",
       "      <td>-0.110813</td>\n",
       "      <td>-0.400599</td>\n",
       "      <td>-0.931896</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.257607</td>\n",
       "      <td>0.156185</td>\n",
       "      <td>-0.241781</td>\n",
       "      <td>0.013526</td>\n",
       "      <td>0.043354</td>\n",
       "      <td>0.021485</td>\n",
       "      <td>0.046689</td>\n",
       "      <td>-0.667085</td>\n",
       "      <td>0.054216</td>\n",
       "      <td>-0.218875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.287252</td>\n",
       "      <td>-0.037455</td>\n",
       "      <td>-0.145974</td>\n",
       "      <td>-0.982915</td>\n",
       "      <td>-0.891605</td>\n",
       "      <td>-0.941438</td>\n",
       "      <td>-0.984418</td>\n",
       "      <td>-0.891373</td>\n",
       "      <td>-0.933361</td>\n",
       "      <td>-0.931896</td>\n",
       "      <td>...</td>\n",
       "      <td>0.582426</td>\n",
       "      <td>-0.743397</td>\n",
       "      <td>-0.899523</td>\n",
       "      <td>0.194735</td>\n",
       "      <td>-0.148056</td>\n",
       "      <td>0.033529</td>\n",
       "      <td>-0.127028</td>\n",
       "      <td>-0.564807</td>\n",
       "      <td>-0.027045</td>\n",
       "      <td>-0.266055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.279998</td>\n",
       "      <td>-0.019484</td>\n",
       "      <td>-0.105724</td>\n",
       "      <td>-0.992818</td>\n",
       "      <td>-0.940350</td>\n",
       "      <td>-0.981493</td>\n",
       "      <td>-0.993092</td>\n",
       "      <td>-0.936927</td>\n",
       "      <td>-0.980669</td>\n",
       "      <td>-0.935389</td>\n",
       "      <td>...</td>\n",
       "      <td>0.755593</td>\n",
       "      <td>-0.768623</td>\n",
       "      <td>-0.928548</td>\n",
       "      <td>-0.228688</td>\n",
       "      <td>-0.097215</td>\n",
       "      <td>0.024192</td>\n",
       "      <td>0.006329</td>\n",
       "      <td>-0.579367</td>\n",
       "      <td>-0.021567</td>\n",
       "      <td>-0.257530</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>7322</th>\n",
       "      <td>0.087902</td>\n",
       "      <td>-0.118993</td>\n",
       "      <td>-0.052787</td>\n",
       "      <td>-0.217817</td>\n",
       "      <td>-0.148752</td>\n",
       "      <td>0.079020</td>\n",
       "      <td>-0.294967</td>\n",
       "      <td>-0.165066</td>\n",
       "      <td>0.137718</td>\n",
       "      <td>0.070103</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.133990</td>\n",
       "      <td>-0.535753</td>\n",
       "      <td>-0.842876</td>\n",
       "      <td>0.313940</td>\n",
       "      <td>0.577018</td>\n",
       "      <td>-0.968008</td>\n",
       "      <td>0.525585</td>\n",
       "      <td>-0.872144</td>\n",
       "      <td>0.186079</td>\n",
       "      <td>0.007999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7323</th>\n",
       "      <td>0.216468</td>\n",
       "      <td>-0.068214</td>\n",
       "      <td>-0.119832</td>\n",
       "      <td>-0.178207</td>\n",
       "      <td>-0.143102</td>\n",
       "      <td>0.094924</td>\n",
       "      <td>-0.253348</td>\n",
       "      <td>-0.150898</td>\n",
       "      <td>0.127232</td>\n",
       "      <td>0.070103</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.231872</td>\n",
       "      <td>-0.493587</td>\n",
       "      <td>-0.862109</td>\n",
       "      <td>0.175422</td>\n",
       "      <td>0.639569</td>\n",
       "      <td>-0.922675</td>\n",
       "      <td>-0.115897</td>\n",
       "      <td>-0.823965</td>\n",
       "      <td>0.219361</td>\n",
       "      <td>0.006658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7324</th>\n",
       "      <td>0.303490</td>\n",
       "      <td>-0.069855</td>\n",
       "      <td>-0.091222</td>\n",
       "      <td>-0.190855</td>\n",
       "      <td>-0.133971</td>\n",
       "      <td>0.134401</td>\n",
       "      <td>-0.258501</td>\n",
       "      <td>-0.166387</td>\n",
       "      <td>0.206073</td>\n",
       "      <td>0.167651</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.116100</td>\n",
       "      <td>-0.439688</td>\n",
       "      <td>-0.763154</td>\n",
       "      <td>-0.234393</td>\n",
       "      <td>0.660436</td>\n",
       "      <td>-0.971252</td>\n",
       "      <td>-0.598905</td>\n",
       "      <td>-0.807762</td>\n",
       "      <td>0.231024</td>\n",
       "      <td>0.017605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7325</th>\n",
       "      <td>0.355975</td>\n",
       "      <td>-0.046314</td>\n",
       "      <td>-0.087425</td>\n",
       "      <td>-0.226858</td>\n",
       "      <td>0.070517</td>\n",
       "      <td>0.134833</td>\n",
       "      <td>-0.303955</td>\n",
       "      <td>0.067517</td>\n",
       "      <td>0.222132</td>\n",
       "      <td>0.167651</td>\n",
       "      <td>...</td>\n",
       "      <td>0.064009</td>\n",
       "      <td>-0.447973</td>\n",
       "      <td>-0.816850</td>\n",
       "      <td>-0.597591</td>\n",
       "      <td>-0.086692</td>\n",
       "      <td>-0.873852</td>\n",
       "      <td>-0.005680</td>\n",
       "      <td>-0.800720</td>\n",
       "      <td>0.235850</td>\n",
       "      <td>0.021025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7326</th>\n",
       "      <td>0.341562</td>\n",
       "      <td>-0.006308</td>\n",
       "      <td>-0.124693</td>\n",
       "      <td>-0.226657</td>\n",
       "      <td>0.016989</td>\n",
       "      <td>0.139081</td>\n",
       "      <td>-0.311331</td>\n",
       "      <td>0.026829</td>\n",
       "      <td>0.217043</td>\n",
       "      <td>0.094889</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.012493</td>\n",
       "      <td>-0.547422</td>\n",
       "      <td>-0.857688</td>\n",
       "      <td>-0.556765</td>\n",
       "      <td>-0.397219</td>\n",
       "      <td>0.509361</td>\n",
       "      <td>0.502457</td>\n",
       "      <td>-0.794769</td>\n",
       "      <td>0.239851</td>\n",
       "      <td>0.024372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7327</th>\n",
       "      <td>0.194867</td>\n",
       "      <td>0.005240</td>\n",
       "      <td>-0.148642</td>\n",
       "      <td>-0.248229</td>\n",
       "      <td>-0.109560</td>\n",
       "      <td>0.085123</td>\n",
       "      <td>-0.341040</td>\n",
       "      <td>-0.106569</td>\n",
       "      <td>0.089631</td>\n",
       "      <td>0.094889</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.178301</td>\n",
       "      <td>-0.595599</td>\n",
       "      <td>-0.906749</td>\n",
       "      <td>0.566104</td>\n",
       "      <td>-0.627754</td>\n",
       "      <td>0.435882</td>\n",
       "      <td>0.265142</td>\n",
       "      <td>-0.787890</td>\n",
       "      <td>0.244066</td>\n",
       "      <td>0.032317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7328</th>\n",
       "      <td>0.193572</td>\n",
       "      <td>0.012456</td>\n",
       "      <td>-0.173717</td>\n",
       "      <td>-0.285951</td>\n",
       "      <td>-0.036560</td>\n",
       "      <td>-0.016738</td>\n",
       "      <td>-0.397237</td>\n",
       "      <td>-0.057205</td>\n",
       "      <td>-0.058301</td>\n",
       "      <td>0.069333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.036314</td>\n",
       "      <td>-0.235634</td>\n",
       "      <td>-0.602164</td>\n",
       "      <td>0.440241</td>\n",
       "      <td>0.332869</td>\n",
       "      <td>-0.551955</td>\n",
       "      <td>0.424395</td>\n",
       "      <td>-0.777554</td>\n",
       "      <td>0.251262</td>\n",
       "      <td>0.031959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7329</th>\n",
       "      <td>0.354660</td>\n",
       "      <td>-0.010554</td>\n",
       "      <td>-0.196504</td>\n",
       "      <td>-0.284294</td>\n",
       "      <td>-0.046606</td>\n",
       "      <td>0.062199</td>\n",
       "      <td>-0.377721</td>\n",
       "      <td>-0.083018</td>\n",
       "      <td>0.048479</td>\n",
       "      <td>0.069333</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.139355</td>\n",
       "      <td>-0.105051</td>\n",
       "      <td>-0.469345</td>\n",
       "      <td>-0.292494</td>\n",
       "      <td>0.803129</td>\n",
       "      <td>0.970402</td>\n",
       "      <td>0.484148</td>\n",
       "      <td>-0.782810</td>\n",
       "      <td>0.248160</td>\n",
       "      <td>0.023123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7330</th>\n",
       "      <td>0.389674</td>\n",
       "      <td>-0.015067</td>\n",
       "      <td>-0.166583</td>\n",
       "      <td>-0.297800</td>\n",
       "      <td>-0.120023</td>\n",
       "      <td>0.130441</td>\n",
       "      <td>-0.366625</td>\n",
       "      <td>-0.116256</td>\n",
       "      <td>0.166855</td>\n",
       "      <td>0.149651</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.129716</td>\n",
       "      <td>-0.150751</td>\n",
       "      <td>-0.523335</td>\n",
       "      <td>-0.536059</td>\n",
       "      <td>0.198259</td>\n",
       "      <td>0.851675</td>\n",
       "      <td>0.202179</td>\n",
       "      <td>-0.788951</td>\n",
       "      <td>0.243902</td>\n",
       "      <td>0.023580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7331</th>\n",
       "      <td>0.306127</td>\n",
       "      <td>-0.025759</td>\n",
       "      <td>-0.103981</td>\n",
       "      <td>-0.286574</td>\n",
       "      <td>-0.117015</td>\n",
       "      <td>0.098379</td>\n",
       "      <td>-0.368546</td>\n",
       "      <td>-0.095335</td>\n",
       "      <td>0.165982</td>\n",
       "      <td>0.264542</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.031207</td>\n",
       "      <td>-0.452678</td>\n",
       "      <td>-0.807509</td>\n",
       "      <td>-0.690348</td>\n",
       "      <td>-0.687456</td>\n",
       "      <td>0.251009</td>\n",
       "      <td>-0.663941</td>\n",
       "      <td>-0.783151</td>\n",
       "      <td>0.247391</td>\n",
       "      <td>0.031878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7332</th>\n",
       "      <td>0.188898</td>\n",
       "      <td>-0.094342</td>\n",
       "      <td>-0.062392</td>\n",
       "      <td>-0.346270</td>\n",
       "      <td>-0.235424</td>\n",
       "      <td>0.197720</td>\n",
       "      <td>-0.407151</td>\n",
       "      <td>-0.247231</td>\n",
       "      <td>0.271268</td>\n",
       "      <td>-0.104526</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.224225</td>\n",
       "      <td>-0.097845</td>\n",
       "      <td>-0.472851</td>\n",
       "      <td>0.189291</td>\n",
       "      <td>-0.417935</td>\n",
       "      <td>0.833435</td>\n",
       "      <td>-0.884542</td>\n",
       "      <td>-0.876955</td>\n",
       "      <td>0.183176</td>\n",
       "      <td>0.021774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7333</th>\n",
       "      <td>0.215789</td>\n",
       "      <td>-0.022920</td>\n",
       "      <td>-0.236713</td>\n",
       "      <td>-0.385755</td>\n",
       "      <td>-0.189566</td>\n",
       "      <td>0.017584</td>\n",
       "      <td>-0.454614</td>\n",
       "      <td>-0.232688</td>\n",
       "      <td>-0.001215</td>\n",
       "      <td>0.013823</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.155140</td>\n",
       "      <td>-0.429382</td>\n",
       "      <td>-0.782173</td>\n",
       "      <td>0.188078</td>\n",
       "      <td>0.347573</td>\n",
       "      <td>0.798495</td>\n",
       "      <td>-0.041102</td>\n",
       "      <td>-0.827843</td>\n",
       "      <td>0.216989</td>\n",
       "      <td>0.011177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7334</th>\n",
       "      <td>0.407780</td>\n",
       "      <td>-0.053721</td>\n",
       "      <td>-0.160671</td>\n",
       "      <td>-0.321271</td>\n",
       "      <td>-0.089818</td>\n",
       "      <td>0.173128</td>\n",
       "      <td>-0.394279</td>\n",
       "      <td>-0.095346</td>\n",
       "      <td>0.205751</td>\n",
       "      <td>0.013823</td>\n",
       "      <td>...</td>\n",
       "      <td>0.061631</td>\n",
       "      <td>-0.240452</td>\n",
       "      <td>-0.644600</td>\n",
       "      <td>-0.593603</td>\n",
       "      <td>0.547782</td>\n",
       "      <td>0.535282</td>\n",
       "      <td>-0.081472</td>\n",
       "      <td>-0.802731</td>\n",
       "      <td>0.234439</td>\n",
       "      <td>0.013737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7335</th>\n",
       "      <td>0.260279</td>\n",
       "      <td>0.000813</td>\n",
       "      <td>-0.103406</td>\n",
       "      <td>-0.330964</td>\n",
       "      <td>0.018713</td>\n",
       "      <td>0.208689</td>\n",
       "      <td>-0.445056</td>\n",
       "      <td>0.002973</td>\n",
       "      <td>0.333803</td>\n",
       "      <td>0.185029</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.076720</td>\n",
       "      <td>-0.539580</td>\n",
       "      <td>-0.886630</td>\n",
       "      <td>0.370358</td>\n",
       "      <td>-0.302914</td>\n",
       "      <td>-0.773404</td>\n",
       "      <td>-0.578706</td>\n",
       "      <td>-0.782357</td>\n",
       "      <td>0.248205</td>\n",
       "      <td>0.007170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7336</th>\n",
       "      <td>0.128064</td>\n",
       "      <td>-0.027657</td>\n",
       "      <td>-0.088319</td>\n",
       "      <td>-0.280320</td>\n",
       "      <td>-0.009818</td>\n",
       "      <td>0.118190</td>\n",
       "      <td>-0.419705</td>\n",
       "      <td>-0.059985</td>\n",
       "      <td>0.214129</td>\n",
       "      <td>0.185029</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.017134</td>\n",
       "      <td>-0.542388</td>\n",
       "      <td>-0.808755</td>\n",
       "      <td>0.730165</td>\n",
       "      <td>-0.013649</td>\n",
       "      <td>-0.881019</td>\n",
       "      <td>-0.059017</td>\n",
       "      <td>-0.779754</td>\n",
       "      <td>0.250290</td>\n",
       "      <td>0.022490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7337</th>\n",
       "      <td>0.278414</td>\n",
       "      <td>-0.070497</td>\n",
       "      <td>-0.050016</td>\n",
       "      <td>-0.228968</td>\n",
       "      <td>-0.151583</td>\n",
       "      <td>0.225156</td>\n",
       "      <td>-0.306094</td>\n",
       "      <td>-0.142802</td>\n",
       "      <td>0.288118</td>\n",
       "      <td>0.021923</td>\n",
       "      <td>...</td>\n",
       "      <td>0.056023</td>\n",
       "      <td>-0.337754</td>\n",
       "      <td>-0.701651</td>\n",
       "      <td>-0.097635</td>\n",
       "      <td>0.721639</td>\n",
       "      <td>0.780377</td>\n",
       "      <td>-0.082877</td>\n",
       "      <td>-0.780967</td>\n",
       "      <td>0.247460</td>\n",
       "      <td>0.043458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7338</th>\n",
       "      <td>0.344757</td>\n",
       "      <td>-0.045966</td>\n",
       "      <td>-0.011919</td>\n",
       "      <td>-0.272351</td>\n",
       "      <td>-0.032724</td>\n",
       "      <td>0.221100</td>\n",
       "      <td>-0.357972</td>\n",
       "      <td>-0.040113</td>\n",
       "      <td>0.290947</td>\n",
       "      <td>-0.031458</td>\n",
       "      <td>...</td>\n",
       "      <td>0.011272</td>\n",
       "      <td>-0.512599</td>\n",
       "      <td>-0.858891</td>\n",
       "      <td>-0.270300</td>\n",
       "      <td>-0.108579</td>\n",
       "      <td>-0.301490</td>\n",
       "      <td>-0.514063</td>\n",
       "      <td>-0.777428</td>\n",
       "      <td>0.250425</td>\n",
       "      <td>0.040161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7339</th>\n",
       "      <td>0.326647</td>\n",
       "      <td>0.012036</td>\n",
       "      <td>-0.091359</td>\n",
       "      <td>-0.284641</td>\n",
       "      <td>-0.141369</td>\n",
       "      <td>0.175757</td>\n",
       "      <td>-0.367565</td>\n",
       "      <td>-0.197203</td>\n",
       "      <td>0.248114</td>\n",
       "      <td>-0.013741</td>\n",
       "      <td>...</td>\n",
       "      <td>0.040826</td>\n",
       "      <td>-0.547632</td>\n",
       "      <td>-0.848006</td>\n",
       "      <td>-0.211652</td>\n",
       "      <td>-0.421976</td>\n",
       "      <td>-0.063065</td>\n",
       "      <td>0.424398</td>\n",
       "      <td>-0.773576</td>\n",
       "      <td>0.254537</td>\n",
       "      <td>0.023146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7340</th>\n",
       "      <td>0.223283</td>\n",
       "      <td>0.013911</td>\n",
       "      <td>-0.214152</td>\n",
       "      <td>-0.314130</td>\n",
       "      <td>-0.287192</td>\n",
       "      <td>0.079174</td>\n",
       "      <td>-0.392787</td>\n",
       "      <td>-0.307278</td>\n",
       "      <td>0.127536</td>\n",
       "      <td>-0.013741</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.042601</td>\n",
       "      <td>-0.468398</td>\n",
       "      <td>-0.804343</td>\n",
       "      <td>0.246446</td>\n",
       "      <td>0.239618</td>\n",
       "      <td>0.853643</td>\n",
       "      <td>0.610375</td>\n",
       "      <td>-0.775554</td>\n",
       "      <td>0.253222</td>\n",
       "      <td>0.014452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7341</th>\n",
       "      <td>0.363768</td>\n",
       "      <td>-0.011264</td>\n",
       "      <td>-0.275724</td>\n",
       "      <td>-0.352297</td>\n",
       "      <td>-0.235648</td>\n",
       "      <td>0.068057</td>\n",
       "      <td>-0.418548</td>\n",
       "      <td>-0.234833</td>\n",
       "      <td>0.107217</td>\n",
       "      <td>-0.122244</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005677</td>\n",
       "      <td>-0.171036</td>\n",
       "      <td>-0.551732</td>\n",
       "      <td>-0.178334</td>\n",
       "      <td>0.412831</td>\n",
       "      <td>0.822206</td>\n",
       "      <td>-0.002927</td>\n",
       "      <td>-0.774366</td>\n",
       "      <td>0.254070</td>\n",
       "      <td>0.016289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7342</th>\n",
       "      <td>0.276137</td>\n",
       "      <td>-0.108046</td>\n",
       "      <td>-0.056677</td>\n",
       "      <td>-0.230796</td>\n",
       "      <td>-0.140521</td>\n",
       "      <td>0.117919</td>\n",
       "      <td>-0.300133</td>\n",
       "      <td>-0.102807</td>\n",
       "      <td>0.181639</td>\n",
       "      <td>0.236195</td>\n",
       "      <td>...</td>\n",
       "      <td>0.027349</td>\n",
       "      <td>-0.206886</td>\n",
       "      <td>-0.534599</td>\n",
       "      <td>-0.097489</td>\n",
       "      <td>0.172312</td>\n",
       "      <td>0.918171</td>\n",
       "      <td>-0.609025</td>\n",
       "      <td>-0.830575</td>\n",
       "      <td>0.213174</td>\n",
       "      <td>-0.005105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7343</th>\n",
       "      <td>0.294230</td>\n",
       "      <td>-0.039968</td>\n",
       "      <td>-0.143397</td>\n",
       "      <td>-0.230396</td>\n",
       "      <td>-0.133669</td>\n",
       "      <td>0.095870</td>\n",
       "      <td>-0.308265</td>\n",
       "      <td>-0.112551</td>\n",
       "      <td>0.162174</td>\n",
       "      <td>0.185661</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.116067</td>\n",
       "      <td>-0.247099</td>\n",
       "      <td>-0.603412</td>\n",
       "      <td>-0.201502</td>\n",
       "      <td>-0.416537</td>\n",
       "      <td>0.885558</td>\n",
       "      <td>-0.879032</td>\n",
       "      <td>-0.799426</td>\n",
       "      <td>0.235490</td>\n",
       "      <td>-0.001647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7344</th>\n",
       "      <td>0.221206</td>\n",
       "      <td>-0.036390</td>\n",
       "      <td>-0.167651</td>\n",
       "      <td>-0.176954</td>\n",
       "      <td>-0.050147</td>\n",
       "      <td>0.075128</td>\n",
       "      <td>-0.269247</td>\n",
       "      <td>-0.027326</td>\n",
       "      <td>0.110784</td>\n",
       "      <td>0.185661</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005132</td>\n",
       "      <td>0.056317</td>\n",
       "      <td>-0.338078</td>\n",
       "      <td>0.256085</td>\n",
       "      <td>-0.544541</td>\n",
       "      <td>-0.546757</td>\n",
       "      <td>-0.950493</td>\n",
       "      <td>-0.787935</td>\n",
       "      <td>0.244490</td>\n",
       "      <td>0.009538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7345</th>\n",
       "      <td>0.207861</td>\n",
       "      <td>0.063423</td>\n",
       "      <td>-0.220567</td>\n",
       "      <td>-0.244758</td>\n",
       "      <td>-0.032159</td>\n",
       "      <td>0.118361</td>\n",
       "      <td>-0.339273</td>\n",
       "      <td>-0.088895</td>\n",
       "      <td>0.146128</td>\n",
       "      <td>0.118226</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.039357</td>\n",
       "      <td>-0.676888</td>\n",
       "      <td>-0.930159</td>\n",
       "      <td>0.263885</td>\n",
       "      <td>-0.290563</td>\n",
       "      <td>-0.864127</td>\n",
       "      <td>0.591409</td>\n",
       "      <td>-0.780362</td>\n",
       "      <td>0.249624</td>\n",
       "      <td>0.027878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7346</th>\n",
       "      <td>0.237966</td>\n",
       "      <td>-0.001088</td>\n",
       "      <td>-0.148326</td>\n",
       "      <td>-0.218949</td>\n",
       "      <td>-0.012927</td>\n",
       "      <td>0.170019</td>\n",
       "      <td>-0.309599</td>\n",
       "      <td>-0.041392</td>\n",
       "      <td>0.207454</td>\n",
       "      <td>0.210795</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.028664</td>\n",
       "      <td>-0.592488</td>\n",
       "      <td>-0.867236</td>\n",
       "      <td>0.352776</td>\n",
       "      <td>-0.604817</td>\n",
       "      <td>-0.774783</td>\n",
       "      <td>0.730142</td>\n",
       "      <td>-0.797272</td>\n",
       "      <td>0.234996</td>\n",
       "      <td>0.048907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7347</th>\n",
       "      <td>0.299665</td>\n",
       "      <td>-0.057193</td>\n",
       "      <td>-0.181233</td>\n",
       "      <td>-0.195387</td>\n",
       "      <td>0.039905</td>\n",
       "      <td>0.077078</td>\n",
       "      <td>-0.282301</td>\n",
       "      <td>0.043616</td>\n",
       "      <td>0.060410</td>\n",
       "      <td>0.210795</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.070157</td>\n",
       "      <td>-0.588433</td>\n",
       "      <td>-0.880324</td>\n",
       "      <td>-0.190437</td>\n",
       "      <td>0.829718</td>\n",
       "      <td>0.206972</td>\n",
       "      <td>-0.425619</td>\n",
       "      <td>-0.791883</td>\n",
       "      <td>0.238604</td>\n",
       "      <td>0.049819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7348</th>\n",
       "      <td>0.273853</td>\n",
       "      <td>-0.007749</td>\n",
       "      <td>-0.147468</td>\n",
       "      <td>-0.235309</td>\n",
       "      <td>0.004816</td>\n",
       "      <td>0.059280</td>\n",
       "      <td>-0.322552</td>\n",
       "      <td>-0.029456</td>\n",
       "      <td>0.080585</td>\n",
       "      <td>0.117440</td>\n",
       "      <td>...</td>\n",
       "      <td>0.165259</td>\n",
       "      <td>-0.390738</td>\n",
       "      <td>-0.680744</td>\n",
       "      <td>0.064907</td>\n",
       "      <td>0.875679</td>\n",
       "      <td>-0.879033</td>\n",
       "      <td>0.400219</td>\n",
       "      <td>-0.771840</td>\n",
       "      <td>0.252676</td>\n",
       "      <td>0.050053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7349</th>\n",
       "      <td>0.273387</td>\n",
       "      <td>-0.017011</td>\n",
       "      <td>-0.045022</td>\n",
       "      <td>-0.218218</td>\n",
       "      <td>-0.103822</td>\n",
       "      <td>0.274533</td>\n",
       "      <td>-0.304515</td>\n",
       "      <td>-0.098913</td>\n",
       "      <td>0.332584</td>\n",
       "      <td>0.043999</td>\n",
       "      <td>...</td>\n",
       "      <td>0.195034</td>\n",
       "      <td>0.025145</td>\n",
       "      <td>-0.304029</td>\n",
       "      <td>0.052806</td>\n",
       "      <td>-0.266724</td>\n",
       "      <td>0.864404</td>\n",
       "      <td>0.701169</td>\n",
       "      <td>-0.779133</td>\n",
       "      <td>0.249145</td>\n",
       "      <td>0.040811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7350</th>\n",
       "      <td>0.289654</td>\n",
       "      <td>-0.018843</td>\n",
       "      <td>-0.158281</td>\n",
       "      <td>-0.219139</td>\n",
       "      <td>-0.111412</td>\n",
       "      <td>0.268893</td>\n",
       "      <td>-0.310487</td>\n",
       "      <td>-0.068200</td>\n",
       "      <td>0.319473</td>\n",
       "      <td>0.101702</td>\n",
       "      <td>...</td>\n",
       "      <td>0.013865</td>\n",
       "      <td>0.063907</td>\n",
       "      <td>-0.344314</td>\n",
       "      <td>-0.101360</td>\n",
       "      <td>0.700740</td>\n",
       "      <td>0.936674</td>\n",
       "      <td>-0.589479</td>\n",
       "      <td>-0.785181</td>\n",
       "      <td>0.246432</td>\n",
       "      <td>0.025339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7351</th>\n",
       "      <td>0.351503</td>\n",
       "      <td>-0.012423</td>\n",
       "      <td>-0.203867</td>\n",
       "      <td>-0.269270</td>\n",
       "      <td>-0.087212</td>\n",
       "      <td>0.177404</td>\n",
       "      <td>-0.377404</td>\n",
       "      <td>-0.038678</td>\n",
       "      <td>0.229430</td>\n",
       "      <td>0.269013</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.058402</td>\n",
       "      <td>-0.387052</td>\n",
       "      <td>-0.740738</td>\n",
       "      <td>-0.280088</td>\n",
       "      <td>-0.007739</td>\n",
       "      <td>-0.056088</td>\n",
       "      <td>-0.616956</td>\n",
       "      <td>-0.783267</td>\n",
       "      <td>0.246809</td>\n",
       "      <td>0.036695</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7352 rows × 561 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           0         1         2         3         4         5         6    \\\n",
       "0     0.288585 -0.020294 -0.132905 -0.995279 -0.983111 -0.913526 -0.995112   \n",
       "1     0.278419 -0.016411 -0.123520 -0.998245 -0.975300 -0.960322 -0.998807   \n",
       "2     0.279653 -0.019467 -0.113462 -0.995380 -0.967187 -0.978944 -0.996520   \n",
       "3     0.279174 -0.026201 -0.123283 -0.996091 -0.983403 -0.990675 -0.997099   \n",
       "4     0.276629 -0.016570 -0.115362 -0.998139 -0.980817 -0.990482 -0.998321   \n",
       "5     0.277199 -0.010098 -0.105137 -0.997335 -0.990487 -0.995420 -0.997627   \n",
       "6     0.279454 -0.019641 -0.110022 -0.996921 -0.967186 -0.983118 -0.997003   \n",
       "7     0.277432 -0.030488 -0.125360 -0.996559 -0.966728 -0.981585 -0.996485   \n",
       "8     0.277293 -0.021751 -0.120751 -0.997328 -0.961245 -0.983672 -0.997596   \n",
       "9     0.280586 -0.009960 -0.106065 -0.994803 -0.972758 -0.986244 -0.995405   \n",
       "10    0.276880 -0.012722 -0.103438 -0.994815 -0.973077 -0.985357 -0.995509   \n",
       "11    0.276228 -0.021441 -0.108202 -0.998246 -0.987214 -0.992727 -0.998251   \n",
       "12    0.278457 -0.020415 -0.112732 -0.999135 -0.984680 -0.996274 -0.999077   \n",
       "13    0.277175 -0.014713 -0.106756 -0.999188 -0.990526 -0.993365 -0.999211   \n",
       "14    0.297946  0.027094 -0.061668 -0.988641 -0.816699 -0.901907 -0.988958   \n",
       "15    0.279203 -0.023020 -0.122080 -0.996839 -0.974848 -0.983386 -0.997094   \n",
       "16    0.279038 -0.014800 -0.116849 -0.996941 -0.981866 -0.982577 -0.997220   \n",
       "17    0.280135 -0.013917 -0.106370 -0.997695 -0.987516 -0.990407 -0.998014   \n",
       "18    0.277731 -0.018211 -0.109188 -0.997491 -0.993222 -0.996128 -0.997903   \n",
       "19    0.275568 -0.016980 -0.111429 -0.997811 -0.990522 -0.997621 -0.998205   \n",
       "20    0.277562 -0.014318 -0.107877 -0.997904 -0.994311 -0.995952 -0.998365   \n",
       "21    0.277152 -0.017983 -0.106601 -0.997763 -0.989957 -0.996586 -0.998291   \n",
       "22    0.275676 -0.021264 -0.110801 -0.997862 -0.990091 -0.994593 -0.998333   \n",
       "23    0.279200 -0.017714 -0.109161 -0.998389 -0.987308 -0.990832 -0.998869   \n",
       "24    0.281715 -0.011911 -0.102875 -0.998534 -0.988489 -0.993184 -0.998674   \n",
       "25    0.278993 -0.014531 -0.106596 -0.998060 -0.986070 -0.993424 -0.998059   \n",
       "26    0.275734 -0.018019 -0.106776 -0.999255 -0.993669 -0.994189 -0.999407   \n",
       "27    0.144504  0.189263  0.062769 -0.904300 -0.181937 -0.443151 -0.901100   \n",
       "28    0.287252 -0.037455 -0.145974 -0.982915 -0.891605 -0.941438 -0.984418   \n",
       "29    0.279998 -0.019484 -0.105724 -0.992818 -0.940350 -0.981493 -0.993092   \n",
       "...        ...       ...       ...       ...       ...       ...       ...   \n",
       "7322  0.087902 -0.118993 -0.052787 -0.217817 -0.148752  0.079020 -0.294967   \n",
       "7323  0.216468 -0.068214 -0.119832 -0.178207 -0.143102  0.094924 -0.253348   \n",
       "7324  0.303490 -0.069855 -0.091222 -0.190855 -0.133971  0.134401 -0.258501   \n",
       "7325  0.355975 -0.046314 -0.087425 -0.226858  0.070517  0.134833 -0.303955   \n",
       "7326  0.341562 -0.006308 -0.124693 -0.226657  0.016989  0.139081 -0.311331   \n",
       "7327  0.194867  0.005240 -0.148642 -0.248229 -0.109560  0.085123 -0.341040   \n",
       "7328  0.193572  0.012456 -0.173717 -0.285951 -0.036560 -0.016738 -0.397237   \n",
       "7329  0.354660 -0.010554 -0.196504 -0.284294 -0.046606  0.062199 -0.377721   \n",
       "7330  0.389674 -0.015067 -0.166583 -0.297800 -0.120023  0.130441 -0.366625   \n",
       "7331  0.306127 -0.025759 -0.103981 -0.286574 -0.117015  0.098379 -0.368546   \n",
       "7332  0.188898 -0.094342 -0.062392 -0.346270 -0.235424  0.197720 -0.407151   \n",
       "7333  0.215789 -0.022920 -0.236713 -0.385755 -0.189566  0.017584 -0.454614   \n",
       "7334  0.407780 -0.053721 -0.160671 -0.321271 -0.089818  0.173128 -0.394279   \n",
       "7335  0.260279  0.000813 -0.103406 -0.330964  0.018713  0.208689 -0.445056   \n",
       "7336  0.128064 -0.027657 -0.088319 -0.280320 -0.009818  0.118190 -0.419705   \n",
       "7337  0.278414 -0.070497 -0.050016 -0.228968 -0.151583  0.225156 -0.306094   \n",
       "7338  0.344757 -0.045966 -0.011919 -0.272351 -0.032724  0.221100 -0.357972   \n",
       "7339  0.326647  0.012036 -0.091359 -0.284641 -0.141369  0.175757 -0.367565   \n",
       "7340  0.223283  0.013911 -0.214152 -0.314130 -0.287192  0.079174 -0.392787   \n",
       "7341  0.363768 -0.011264 -0.275724 -0.352297 -0.235648  0.068057 -0.418548   \n",
       "7342  0.276137 -0.108046 -0.056677 -0.230796 -0.140521  0.117919 -0.300133   \n",
       "7343  0.294230 -0.039968 -0.143397 -0.230396 -0.133669  0.095870 -0.308265   \n",
       "7344  0.221206 -0.036390 -0.167651 -0.176954 -0.050147  0.075128 -0.269247   \n",
       "7345  0.207861  0.063423 -0.220567 -0.244758 -0.032159  0.118361 -0.339273   \n",
       "7346  0.237966 -0.001088 -0.148326 -0.218949 -0.012927  0.170019 -0.309599   \n",
       "7347  0.299665 -0.057193 -0.181233 -0.195387  0.039905  0.077078 -0.282301   \n",
       "7348  0.273853 -0.007749 -0.147468 -0.235309  0.004816  0.059280 -0.322552   \n",
       "7349  0.273387 -0.017011 -0.045022 -0.218218 -0.103822  0.274533 -0.304515   \n",
       "7350  0.289654 -0.018843 -0.158281 -0.219139 -0.111412  0.268893 -0.310487   \n",
       "7351  0.351503 -0.012423 -0.203867 -0.269270 -0.087212  0.177404 -0.377404   \n",
       "\n",
       "           7         8         9    ...       551       552       553  \\\n",
       "0    -0.983185 -0.923527 -0.934724  ... -0.074323 -0.298676 -0.710304   \n",
       "1    -0.974914 -0.957686 -0.943068  ...  0.158075 -0.595051 -0.861499   \n",
       "2    -0.963668 -0.977469 -0.938692  ...  0.414503 -0.390748 -0.760104   \n",
       "3    -0.982750 -0.989302 -0.938692  ...  0.404573 -0.117290 -0.482845   \n",
       "4    -0.979672 -0.990441 -0.942469  ...  0.087753 -0.351471 -0.699205   \n",
       "5    -0.990218 -0.995549 -0.942469  ...  0.019953 -0.545410 -0.844619   \n",
       "6    -0.966097 -0.983116 -0.940987  ...  0.145844 -0.217198 -0.564430   \n",
       "7    -0.966313 -0.982982 -0.940987  ...  0.136382 -0.082307 -0.421715   \n",
       "8    -0.957236 -0.984379 -0.940598  ...  0.314038 -0.269401 -0.572995   \n",
       "9    -0.973663 -0.985642 -0.940028  ...  0.267383  0.339526  0.140452   \n",
       "10   -0.973948 -0.985172 -0.940028  ...  0.120503  0.348771  0.057682   \n",
       "11   -0.985997 -0.993182 -0.943906  ...  0.351442 -0.611014 -0.878363   \n",
       "12   -0.982937 -0.996410 -0.943906  ...  0.689897 -0.686389 -0.878751   \n",
       "13   -0.990687 -0.992168 -0.943323  ...  0.740023 -0.564100 -0.765901   \n",
       "14   -0.794280 -0.888015 -0.925977  ...  0.130958  0.207689 -0.068054   \n",
       "15   -0.973332 -0.984065 -0.941716  ...  0.661540 -0.782137 -0.953520   \n",
       "16   -0.981620 -0.981336 -0.941716  ...  0.560668 -0.778877 -0.940421   \n",
       "17   -0.987954 -0.992190 -0.942076  ...  0.428614 -0.328899 -0.596861   \n",
       "18   -0.992711 -0.996492 -0.944870  ...  0.348413 -0.501301 -0.838243   \n",
       "19   -0.989470 -0.997193 -0.945662  ...  0.667156 -0.941671 -0.965522   \n",
       "20   -0.993604 -0.995595 -0.941472  ...  0.601134 -0.833890 -0.968580   \n",
       "21   -0.989669 -0.996700 -0.941472  ...  0.576339 -0.848198 -0.950247   \n",
       "22   -0.989473 -0.994485 -0.944567  ...  0.480225 -0.701970 -0.895118   \n",
       "23   -0.986771 -0.989637 -0.943675  ...  0.468191 -0.909786 -0.986595   \n",
       "24   -0.988544 -0.993287 -0.942559  ...  0.730084 -0.746382 -0.941664   \n",
       "25   -0.985192 -0.995018 -0.942559  ...  0.677073 -0.715462 -0.937483   \n",
       "26   -0.993620 -0.993583 -0.942890  ...  0.718284 -0.824919 -0.964407   \n",
       "27   -0.110813 -0.400599 -0.931896  ... -0.257607  0.156185 -0.241781   \n",
       "28   -0.891373 -0.933361 -0.931896  ...  0.582426 -0.743397 -0.899523   \n",
       "29   -0.936927 -0.980669 -0.935389  ...  0.755593 -0.768623 -0.928548   \n",
       "...        ...       ...       ...  ...       ...       ...       ...   \n",
       "7322 -0.165066  0.137718  0.070103  ... -0.133990 -0.535753 -0.842876   \n",
       "7323 -0.150898  0.127232  0.070103  ... -0.231872 -0.493587 -0.862109   \n",
       "7324 -0.166387  0.206073  0.167651  ... -0.116100 -0.439688 -0.763154   \n",
       "7325  0.067517  0.222132  0.167651  ...  0.064009 -0.447973 -0.816850   \n",
       "7326  0.026829  0.217043  0.094889  ... -0.012493 -0.547422 -0.857688   \n",
       "7327 -0.106569  0.089631  0.094889  ... -0.178301 -0.595599 -0.906749   \n",
       "7328 -0.057205 -0.058301  0.069333  ...  0.036314 -0.235634 -0.602164   \n",
       "7329 -0.083018  0.048479  0.069333  ... -0.139355 -0.105051 -0.469345   \n",
       "7330 -0.116256  0.166855  0.149651  ... -0.129716 -0.150751 -0.523335   \n",
       "7331 -0.095335  0.165982  0.264542  ... -0.031207 -0.452678 -0.807509   \n",
       "7332 -0.247231  0.271268 -0.104526  ... -0.224225 -0.097845 -0.472851   \n",
       "7333 -0.232688 -0.001215  0.013823  ... -0.155140 -0.429382 -0.782173   \n",
       "7334 -0.095346  0.205751  0.013823  ...  0.061631 -0.240452 -0.644600   \n",
       "7335  0.002973  0.333803  0.185029  ... -0.076720 -0.539580 -0.886630   \n",
       "7336 -0.059985  0.214129  0.185029  ... -0.017134 -0.542388 -0.808755   \n",
       "7337 -0.142802  0.288118  0.021923  ...  0.056023 -0.337754 -0.701651   \n",
       "7338 -0.040113  0.290947 -0.031458  ...  0.011272 -0.512599 -0.858891   \n",
       "7339 -0.197203  0.248114 -0.013741  ...  0.040826 -0.547632 -0.848006   \n",
       "7340 -0.307278  0.127536 -0.013741  ... -0.042601 -0.468398 -0.804343   \n",
       "7341 -0.234833  0.107217 -0.122244  ...  0.005677 -0.171036 -0.551732   \n",
       "7342 -0.102807  0.181639  0.236195  ...  0.027349 -0.206886 -0.534599   \n",
       "7343 -0.112551  0.162174  0.185661  ... -0.116067 -0.247099 -0.603412   \n",
       "7344 -0.027326  0.110784  0.185661  ...  0.005132  0.056317 -0.338078   \n",
       "7345 -0.088895  0.146128  0.118226  ... -0.039357 -0.676888 -0.930159   \n",
       "7346 -0.041392  0.207454  0.210795  ... -0.028664 -0.592488 -0.867236   \n",
       "7347  0.043616  0.060410  0.210795  ... -0.070157 -0.588433 -0.880324   \n",
       "7348 -0.029456  0.080585  0.117440  ...  0.165259 -0.390738 -0.680744   \n",
       "7349 -0.098913  0.332584  0.043999  ...  0.195034  0.025145 -0.304029   \n",
       "7350 -0.068200  0.319473  0.101702  ...  0.013865  0.063907 -0.344314   \n",
       "7351 -0.038678  0.229430  0.269013  ... -0.058402 -0.387052 -0.740738   \n",
       "\n",
       "           554       555       556       557       558       559       560  \n",
       "0    -0.112754  0.030400 -0.464761 -0.018446 -0.841247  0.179941 -0.058627  \n",
       "1     0.053477 -0.007435 -0.732626  0.703511 -0.844788  0.180289 -0.054317  \n",
       "2    -0.118559  0.177899  0.100699  0.808529 -0.848933  0.180637 -0.049118  \n",
       "3    -0.036788 -0.012892  0.640011 -0.485366 -0.848649  0.181935 -0.047663  \n",
       "4     0.123320  0.122542  0.693578 -0.615971 -0.847865  0.185151 -0.043892  \n",
       "5     0.082632 -0.143439  0.275041 -0.368224 -0.849632  0.184823 -0.042126  \n",
       "6    -0.212754 -0.230622  0.014637 -0.189512 -0.852150  0.182170 -0.043010  \n",
       "7    -0.020888  0.593996 -0.561871  0.467383 -0.851017  0.183779 -0.041976  \n",
       "8     0.012954  0.080936 -0.234313  0.117797 -0.847971  0.188982 -0.037364  \n",
       "9    -0.020590 -0.127730 -0.482871 -0.070670 -0.848294  0.190310 -0.034417  \n",
       "10    0.080699  0.595791 -0.475802  0.115931 -0.851562  0.187609 -0.034681  \n",
       "11    0.001761 -0.065980  0.578861 -0.651945 -0.852723  0.186050 -0.035852  \n",
       "12   -0.077552 -0.101222  0.639084  0.765485 -0.850654  0.187611 -0.035998  \n",
       "13    0.105620 -0.090278 -0.132403  0.498814 -0.849773  0.188812 -0.035063  \n",
       "14    0.062297 -0.058719  0.031208 -0.268791 -0.730937  0.283159  0.036444  \n",
       "15   -0.121852 -0.029077 -0.013034 -0.056927 -0.761101  0.263119  0.024172  \n",
       "16   -0.001446 -0.048110 -0.340473 -0.229155 -0.759172  0.264324  0.027014  \n",
       "17   -0.028332  0.092367 -0.822239  0.367557 -0.759363  0.264033  0.029664  \n",
       "18   -0.165849 -0.033007 -0.240572  0.788193 -0.761052  0.262886  0.029346  \n",
       "19    0.244931  0.102569  0.066135 -0.411729 -0.760620  0.263169  0.029573  \n",
       "20    0.160607  0.197774  0.257657 -0.381102 -0.760528  0.263183  0.030288  \n",
       "21   -0.002320  0.150391  0.142331 -0.853711 -0.762023  0.262170  0.029987  \n",
       "22   -0.032337 -0.301298  0.132576 -0.022379 -0.761509  0.262550  0.029639  \n",
       "23   -0.542884 -0.249545  0.006986 -0.235200 -0.758960  0.264256  0.030456  \n",
       "24   -0.021446  0.337010 -0.436685 -0.622922 -0.758977  0.264224  0.030743  \n",
       "25    0.025652  0.066503 -0.226316 -0.225358 -0.762197  0.262090  0.029404  \n",
       "26    0.231060  0.429283  0.681154  0.815226 -0.763702  0.261103  0.028563  \n",
       "27    0.013526  0.043354  0.021485  0.046689 -0.667085  0.054216 -0.218875  \n",
       "28    0.194735 -0.148056  0.033529 -0.127028 -0.564807 -0.027045 -0.266055  \n",
       "29   -0.228688 -0.097215  0.024192  0.006329 -0.579367 -0.021567 -0.257530  \n",
       "...        ...       ...       ...       ...       ...       ...       ...  \n",
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       "7338 -0.270300 -0.108579 -0.301490 -0.514063 -0.777428  0.250425  0.040161  \n",
       "7339 -0.211652 -0.421976 -0.063065  0.424398 -0.773576  0.254537  0.023146  \n",
       "7340  0.246446  0.239618  0.853643  0.610375 -0.775554  0.253222  0.014452  \n",
       "7341 -0.178334  0.412831  0.822206 -0.002927 -0.774366  0.254070  0.016289  \n",
       "7342 -0.097489  0.172312  0.918171 -0.609025 -0.830575  0.213174 -0.005105  \n",
       "7343 -0.201502 -0.416537  0.885558 -0.879032 -0.799426  0.235490 -0.001647  \n",
       "7344  0.256085 -0.544541 -0.546757 -0.950493 -0.787935  0.244490  0.009538  \n",
       "7345  0.263885 -0.290563 -0.864127  0.591409 -0.780362  0.249624  0.027878  \n",
       "7346  0.352776 -0.604817 -0.774783  0.730142 -0.797272  0.234996  0.048907  \n",
       "7347 -0.190437  0.829718  0.206972 -0.425619 -0.791883  0.238604  0.049819  \n",
       "7348  0.064907  0.875679 -0.879033  0.400219 -0.771840  0.252676  0.050053  \n",
       "7349  0.052806 -0.266724  0.864404  0.701169 -0.779133  0.249145  0.040811  \n",
       "7350 -0.101360  0.700740  0.936674 -0.589479 -0.785181  0.246432  0.025339  \n",
       "7351 -0.280088 -0.007739 -0.056088 -0.616956 -0.783267  0.246809  0.036695  \n",
       "\n",
       "[7352 rows x 561 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\scian\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:1: FutureWarning: read_table is deprecated, use read_csv instead, passing sep='\\t'.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "y_train = pd.read_table(\"UCI HAR Dataset\\\\train\\\\Y_train.txt\",header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "      0\n",
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       "...  ..\n",
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       "\n",
       "[7352 rows x 1 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\scian\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:1: FutureWarning: read_table is deprecated, use read_csv instead, passing sep='\\t'.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "c:\\users\\scian\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: read_table is deprecated, use read_csv instead, passing sep='\\t'.\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "x_test = pd.read_table(\"UCI HAR Dataset\\\\test\\\\X_test.txt\",delim_whitespace=True,header=None)\n",
    "y_test = pd.read_table(\"UCI HAR Dataset\\\\test\\\\Y_test.txt\",header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(x_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(7352, 561)\n",
      "(7352, 1)\n"
     ]
    }
   ],
   "source": [
    "# convert dataframe into array\n",
    "x_train = x_train.values\n",
    "y_train = y_train.values\n",
    "print(x_train.shape)\n",
    "print(y_train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\scian\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\sklearn\\preprocessing\\_encoders.py:371: FutureWarning: The handling of integer data will change in version 0.22. Currently, the categories are determined based on the range [0, max(values)], while in the future they will be determined based on the unique values.\n",
      "If you want the future behaviour and silence this warning, you can specify \"categories='auto'\".\n",
      "In case you used a LabelEncoder before this OneHotEncoder to convert the categories to integers, then you can now use the OneHotEncoder directly.\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "# One-Hot Encoding\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "ohe = OneHotEncoder()\n",
    "y_train = ohe.fit_transform(y_train).toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0. 0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1. 0.]\n",
      " ...\n",
      " [0. 1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0. 0.]]\n",
      "(7352, 6)\n"
     ]
    }
   ],
   "source": [
    "print(y_train)\n",
    "print(y_train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Artificial Neural Network\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense\n",
    "from keras.layers import Dropout  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = Sequential()\n",
    "model.add(Dense(48, input_dim = 561, kernel_initializer='uniform', activation='relu', ))\n",
    "model.add(Dropout(0.1))\n",
    "model.add(Dense(24, kernel_initializer='uniform', activation='relu'))\n",
    "model.add(Dropout(0.1))\n",
    "model.add(Dense(12, kernel_initializer='uniform', activation='relu'))\n",
    "model.add(Dropout(0.1))\n",
    "model.add(Dense(6, kernel_initializer='uniform', activation='softmax'))\n",
    "model.compile(optimizer='adam', loss='categorical_crossentropy', metrics = ['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "Epoch 2/10\n",
      "Epoch 3/10\n",
      "Epoch 4/10\n",
      "Epoch 5/10\n",
      "Epoch 6/10\n",
      "Epoch 7/10\n",
      "Epoch 8/10\n",
      "Epoch 9/10\n",
      "Epoch 10/10\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x1f07821ca90>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Train\n",
    "model.fit(x_train, y_train, batch_size=20, epochs=10, verbose = 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7352/7352 [==============================] - 0s 64us/step\n",
      "Training Accuracy: 0.9748367791077258\n",
      "2947/2947 [==============================] - 0s 43us/step\n",
      "Testing Accuracy: 0.9358669833729216\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\scian\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\sklearn\\preprocessing\\_encoders.py:371: FutureWarning: The handling of integer data will change in version 0.22. Currently, the categories are determined based on the range [0, max(values)], while in the future they will be determined based on the unique values.\n",
      "If you want the future behaviour and silence this warning, you can specify \"categories='auto'\".\n",
      "In case you used a LabelEncoder before this OneHotEncoder to convert the categories to integers, then you can now use the OneHotEncoder directly.\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "# Training and Testing Accuracy\n",
    "train_acc = model.evaluate(x_train, y_train)\n",
    "print(\"Training Accuracy:\", train_acc[1])\n",
    "y_test = ohe.fit_transform(y_test).toarray()\n",
    "test_acc = model.evaluate(x_test, y_test)\n",
    "print(\"Testing Accuracy:\", test_acc[1])"
   ]
  }
 ],
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