Untitled.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "timit_df = pd.read_hdf(\"./features/newfolder/timit_test.hdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = np.array(timit_df[\"features\"].tolist())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>features</th>\n",
       "      <th>labels</th>\n",
       "      <th>ids</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[7.3474830312812465, -31.97703823545619, 0.555...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[7.120237452365361, -25.447563447059476, 2.613...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[7.270162967537087, -25.65086355070958, 3.9083...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[7.6568757108182215, -15.3873715338914, -6.042...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[7.5968934028504895, -19.993179378520775, -12....</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[7.593994992592597, -21.563799229368573, -14.5...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[7.310353406355993, -30.718200306917872, 0.474...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[7.322533641729454, -30.10527584711689, -0.871...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[7.2296255733878185, -29.103705706704023, -2.9...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[7.184541903750365, -27.039616243056944, -3.41...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[7.237234568551246, -27.527069708079903, -4.97...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[7.423268576658782, -28.97739878368081, -6.850...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[10.458290148420499, -42.0332832682602, 0.8027...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[10.477216070529158, -41.97950052775916, -0.27...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[8.418294937662747, -28.992754774925153, -5.54...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[8.695754318451868, -30.530885065520174, -6.68...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[9.040550200851925, -31.271584175356093, -4.89...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[9.414423129844304, -35.44301016109165, -10.32...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[9.518194749851904, -29.954241994981448, -5.24...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[9.580203238780218, -31.586793020766844, -12.3...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[10.134717713161848, -31.29369927066775, -15.1...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[10.540472961864376, -31.321776360967203, -10....</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[14.056314102040531, -40.207767711378885, -9.2...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[14.345545386212168, -38.669411653612265, -10....</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[14.22580723052554, -37.12620987988553, -13.12...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[13.482860641010099, -30.617560698988374, -16....</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[13.796822362940697, -36.381116038128454, -17....</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[13.724475311785866, -36.36846682919385, -15.1...</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[12.892720228454513, -30.145946599643555, -18....</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[12.670644647044822, -30.275806442652055, -17....</td>\n",
       "      <td>sil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <th>451630</th>\n",
       "      <td>[11.772884520375863, 22.757931662980788, -5.03...</td>\n",
       "      <td>l</td>\n",
       "      <td>1679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451631</th>\n",
       "      <td>[12.364750684096634, 24.951744722215647, -10.5...</td>\n",
       "      <td>l</td>\n",
       "      <td>1679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451632</th>\n",
       "      <td>[14.342164435055185, 22.806341124610807, -30.7...</td>\n",
       "      <td>r</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451633</th>\n",
       "      <td>[14.812775957050187, 27.585631624822586, -29.7...</td>\n",
       "      <td>r</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451634</th>\n",
       "      <td>[14.745543030075321, 24.55728592175032, -35.63...</td>\n",
       "      <td>r</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451635</th>\n",
       "      <td>[14.832871131565492, 21.11073754251952, -39.77...</td>\n",
       "      <td>r</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451636</th>\n",
       "      <td>[14.742674274550566, 22.21935793738892, -37.50...</td>\n",
       "      <td>r</td>\n",
       "      <td>1679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451637</th>\n",
       "      <td>[14.71717579986682, 20.687821564447564, -28.24...</td>\n",
       "      <td>r</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451638</th>\n",
       "      <td>[14.121322835679123, 21.96141468800723, -25.78...</td>\n",
       "      <td>r</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451639</th>\n",
       "      <td>[13.66906248267777, 18.87391452392564, -26.369...</td>\n",
       "      <td>r</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451640</th>\n",
       "      <td>[13.1486229724384, 17.284191939196937, -21.357...</td>\n",
       "      <td>r</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451641</th>\n",
       "      <td>[12.261068263576522, 19.623524030246685, -10.1...</td>\n",
       "      <td>r</td>\n",
       "      <td>1679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451642</th>\n",
       "      <td>[9.458300719694025, 0.18016402004145401, 5.829...</td>\n",
       "      <td>ah</td>\n",
       "      <td>1679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451643</th>\n",
       "      <td>[7.007708748129181, -9.625890148830853, 7.4375...</td>\n",
       "      <td>ah</td>\n",
       "      <td>1679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451644</th>\n",
       "      <td>[6.702442978047035, -24.424387434899007, 1.179...</td>\n",
       "      <td>ah</td>\n",
       "      <td>1679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451645</th>\n",
       "      <td>[6.981729068487007, -31.770901753046658, -5.47...</td>\n",
       "      <td>ah</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451646</th>\n",
       "      <td>[6.923164161938399, -31.898023177638795, -6.87...</td>\n",
       "      <td>ah</td>\n",
       "      <td>1679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451647</th>\n",
       "      <td>[6.2105301840827, -31.705183316237594, -7.1266...</td>\n",
       "      <td>ah</td>\n",
       "      <td>1679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451648</th>\n",
       "      <td>[12.949862167478242, -15.529108977355781, -33....</td>\n",
       "      <td>sil</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451649</th>\n",
       "      <td>[9.586027453156232, -3.5884457424740814, -15.9...</td>\n",
       "      <td>sil</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451650</th>\n",
       "      <td>[9.756369974796053, -12.702468897653997, -30.3...</td>\n",
       "      <td>g</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451651</th>\n",
       "      <td>[9.873192283459192, -7.447618270689727, -26.75...</td>\n",
       "      <td>g</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451652</th>\n",
       "      <td>[9.827943601298577, -8.723079038574168, -32.00...</td>\n",
       "      <td>g</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451653</th>\n",
       "      <td>[9.44351822433393, -10.636324042565064, -31.43...</td>\n",
       "      <td>g</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451654</th>\n",
       "      <td>[9.245875212485494, -11.906995781967648, -29.3...</td>\n",
       "      <td>g</td>\n",
       "      <td>1679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451655</th>\n",
       "      <td>[8.55195075738056, -13.178759190697722, -23.50...</td>\n",
       "      <td>g</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451656</th>\n",
       "      <td>[7.852232067004659, -15.836235279242047, -19.2...</td>\n",
       "      <td>g</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451657</th>\n",
       "      <td>[7.527378862926821, -15.99403389523583, -14.21...</td>\n",
       "      <td>g</td>\n",
       "      <td>1679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451658</th>\n",
       "      <td>[7.1191575752719904, -22.23795951371179, -14.4...</td>\n",
       "      <td>g</td>\n",
       "      <td>1679</td>\n",
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       "    <tr>\n",
       "      <th>451659</th>\n",
       "      <td>[6.791368831168187, -23.664436586391318, -10.0...</td>\n",
       "      <td>g</td>\n",
       "      <td>1679</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>451660 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 features labels   ids\n",
       "0       [7.3474830312812465, -31.97703823545619, 0.555...    sil     0\n",
       "1       [7.120237452365361, -25.447563447059476, 2.613...    sil     0\n",
       "2       [7.270162967537087, -25.65086355070958, 3.9083...    sil     0\n",
       "3       [7.6568757108182215, -15.3873715338914, -6.042...    sil     0\n",
       "4       [7.5968934028504895, -19.993179378520775, -12....    sil     0\n",
       "5       [7.593994992592597, -21.563799229368573, -14.5...    sil     0\n",
       "6       [7.310353406355993, -30.718200306917872, 0.474...    sil     0\n",
       "7       [7.322533641729454, -30.10527584711689, -0.871...    sil     0\n",
       "8       [7.2296255733878185, -29.103705706704023, -2.9...    sil     0\n",
       "9       [7.184541903750365, -27.039616243056944, -3.41...    sil     0\n",
       "10      [7.237234568551246, -27.527069708079903, -4.97...    sil     0\n",
       "11      [7.423268576658782, -28.97739878368081, -6.850...    sil     0\n",
       "12      [10.458290148420499, -42.0332832682602, 0.8027...    sil     0\n",
       "13      [10.477216070529158, -41.97950052775916, -0.27...    sil     0\n",
       "14      [8.418294937662747, -28.992754774925153, -5.54...    sil     0\n",
       "15      [8.695754318451868, -30.530885065520174, -6.68...    sil     0\n",
       "16      [9.040550200851925, -31.271584175356093, -4.89...    sil     0\n",
       "17      [9.414423129844304, -35.44301016109165, -10.32...    sil     0\n",
       "18      [9.518194749851904, -29.954241994981448, -5.24...    sil     0\n",
       "19      [9.580203238780218, -31.586793020766844, -12.3...    sil     0\n",
       "20      [10.134717713161848, -31.29369927066775, -15.1...    sil     0\n",
       "21      [10.540472961864376, -31.321776360967203, -10....    sil     0\n",
       "22      [14.056314102040531, -40.207767711378885, -9.2...    sil     0\n",
       "23      [14.345545386212168, -38.669411653612265, -10....    sil     0\n",
       "24      [14.22580723052554, -37.12620987988553, -13.12...    sil     0\n",
       "25      [13.482860641010099, -30.617560698988374, -16....    sil     0\n",
       "26      [13.796822362940697, -36.381116038128454, -17....    sil     0\n",
       "27      [13.724475311785866, -36.36846682919385, -15.1...    sil     0\n",
       "28      [12.892720228454513, -30.145946599643555, -18....    sil     0\n",
       "29      [12.670644647044822, -30.275806442652055, -17....    sil     0\n",
       "...                                                   ...    ...   ...\n",
       "451630  [11.772884520375863, 22.757931662980788, -5.03...      l  1679\n",
       "451631  [12.364750684096634, 24.951744722215647, -10.5...      l  1679\n",
       "451632  [14.342164435055185, 22.806341124610807, -30.7...      r  1679\n",
       "451633  [14.812775957050187, 27.585631624822586, -29.7...      r  1679\n",
       "451634  [14.745543030075321, 24.55728592175032, -35.63...      r  1679\n",
       "451635  [14.832871131565492, 21.11073754251952, -39.77...      r  1679\n",
       "451636  [14.742674274550566, 22.21935793738892, -37.50...      r  1679\n",
       "451637  [14.71717579986682, 20.687821564447564, -28.24...      r  1679\n",
       "451638  [14.121322835679123, 21.96141468800723, -25.78...      r  1679\n",
       "451639  [13.66906248267777, 18.87391452392564, -26.369...      r  1679\n",
       "451640  [13.1486229724384, 17.284191939196937, -21.357...      r  1679\n",
       "451641  [12.261068263576522, 19.623524030246685, -10.1...      r  1679\n",
       "451642  [9.458300719694025, 0.18016402004145401, 5.829...     ah  1679\n",
       "451643  [7.007708748129181, -9.625890148830853, 7.4375...     ah  1679\n",
       "451644  [6.702442978047035, -24.424387434899007, 1.179...     ah  1679\n",
       "451645  [6.981729068487007, -31.770901753046658, -5.47...     ah  1679\n",
       "451646  [6.923164161938399, -31.898023177638795, -6.87...     ah  1679\n",
       "451647  [6.2105301840827, -31.705183316237594, -7.1266...     ah  1679\n",
       "451648  [12.949862167478242, -15.529108977355781, -33....    sil  1679\n",
       "451649  [9.586027453156232, -3.5884457424740814, -15.9...    sil  1679\n",
       "451650  [9.756369974796053, -12.702468897653997, -30.3...      g  1679\n",
       "451651  [9.873192283459192, -7.447618270689727, -26.75...      g  1679\n",
       "451652  [9.827943601298577, -8.723079038574168, -32.00...      g  1679\n",
       "451653  [9.44351822433393, -10.636324042565064, -31.43...      g  1679\n",
       "451654  [9.245875212485494, -11.906995781967648, -29.3...      g  1679\n",
       "451655  [8.55195075738056, -13.178759190697722, -23.50...      g  1679\n",
       "451656  [7.852232067004659, -15.836235279242047, -19.2...      g  1679\n",
       "451657  [7.527378862926821, -15.99403389523583, -14.21...      g  1679\n",
       "451658  [7.1191575752719904, -22.23795951371179, -14.4...      g  1679\n",
       "451659  [6.791368831168187, -23.664436586391318, -10.0...      g  1679\n",
       "\n",
       "[451660 rows x 3 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "timit_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = timit_df.loc[timit_df['ids'] == 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = a['labels'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil',\n",
       "       'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil',\n",
       "       'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil',\n",
       "       'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil',\n",
       "       'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil',\n",
       "       'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil',\n",
       "       'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil', 'sil',\n",
       "       'sil', 'sil', 'sil', 'sil', 'sil', 'sh', 'sh', 'sh', 'sh', 'sh',\n",
       "       'sh', 'sh', 'sh', 'sh', 'iy', 'iy', 'iy', 'iy', 'iy', 'iy', 'iy',\n",
       "       'hh', 'hh', 'hh', 'hh', 'hh', 'hh', 'hh', 'hh', 'hh', 'hh', 'hh',\n",
       "       'hh', 'ae', 'ae', 'ae', 'ae', 'sil', 'd', 'd', 'y', 'y', 'y', 'y',\n",
       "       'y', 'y', 'er', 'er', 'er', 'er', 'er', 'sil', 'd', 'd', 'd', 'd',\n",
       "       'd', 'd', 'd', 'd', 'd', 'aa', 'aa', 'aa', 'aa', 'aa', 'aa', 'r',\n",
       "       'r', 'r', 'r', 'r', 'r', 'sil', 'k', 'k', 'k', 'k', 'k', 'k', 'k',\n",
       "       'k', 'k', 'k', 'k', 'k', 'k', 's', 's', 's', 's', 's', 's', 's',\n",
       "       's', 's', 's', 's', 's', 's', 'uw', 'uw', 'uw', 'dx', 'dx', 'dx',\n",
       "       'dx', 'dx', 'dx', 'ih', 'ih', 'ih', 'ih', 'ih', 'ih', 'ih', 'ih',\n",
       "       'ih', 'ng', 'ng', 'ng', 'sil', 'sil', 'sil', 'g', 'g', 'g', 'r',\n",
       "       'r', 'r', 'r', 'r', 'r', 'r', 'iy', 'iy', 'iy', 'iy', 'iy', 'iy',\n",
       "       'iy', 'iy', 'iy', 'iy', 'iy', 'iy', 'iy', 's', 's', 's', 's', 's',\n",
       "       's', 'iy', 'iy', 'iy', 'iy', 'iy', 'iy', 'iy', 'iy', 'iy', 'iy',\n",
       "       'iy', 'w', 'w', 'w', 'w', 'w', 'w', 'w', 'w', 'w', 'w', 'aa', 'aa',\n",
       "       'aa', 'aa', 'aa', 'aa', 'aa', 'aa', 'aa', 'aa', 'aa', 'aa', 'aa',\n",
       "       'aa', 'aa', 'aa', 'sh', 'sh', 'sil', 'sil', 'sil', 'sil', 'sil',\n",
       "       'sil', 'sil', 'w', 'w', 'w', 'w', 'w', 'w', 'w', 'w', 'w', 'w',\n",
       "       'aa', 'aa', 'dx', 'dx', 'dx', 'dx', 'dx', 'dx', 'dx', 'dx', 'dx',\n",
       "       'dx', 'er', 'er', 'er', 'er', 'er', 'er', 'er', '', '', '', '', '',\n",
       "       '', '', '', '', '', '', '', 'aa', 'aa', 'aa', 'aa', 'aa', 'l', 'l',\n",
       "       'l', 'l', 'l', 'l', 'l', 'l', 'l', 'l', 'l', 'y', 'y', 'y', 'y',\n",
       "       'y', 'y', 'y', 'y', 'y', 'y', 'iy', 'iy', 'iy', 'iy', 'iy', 'iy',\n",
       "       'iy', 'iy', 'er', 'er', 'er', 'er', 'er', 'er', 'er', 'er', 'er',\n",
       "       'er', 'er', 'er', 'er', 'er', 'er', 'er', 'er'], dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "fo.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def text_ground_truth(s):\n",
    "    timit_df = pd.read_hdf(\"./features/newfolder/\"+s+\".hdf\")\n",
    "    for i in range(0,1680):\n",
    "    #print(i)\n",
    "        a = timit_df.loc[timit_df['ids'] == i]\n",
    "        x = a['labels'].values\n",
    "        fo = open(\"ground_truth_\"+s+\".txt\",\"a+\")\n",
    "    #fo.write(\"Sentence\"+\" \"+str(i)+\"\\n\")\n",
    "        for label in x:\n",
    "            fo.write(label+\" \")\n",
    "        fo.write(\"\\n\")\n",
    "    fo.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "text_ground_truth(\"timit_test\")\n",
    "text_ground_truth(\"timit_test_delta\")\n",
    "text_ground_truth(\"timit_test_delta_delta\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
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  "language_info": {
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