Attempt 1 CNN.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import librosa\n",
    "#import librosa.display\n",
    "import numpy as np\n",
    "#import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "#from matplotlib.pyplot import specgram\n",
    "import keras\n",
    "from keras.preprocessing import sequence\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Embedding\n",
    "from keras.layers import LSTM\n",
    "from keras.preprocessing.text import Tokenizer\n",
    "from keras.preprocessing.sequence import pad_sequences\n",
    "from keras.utils import to_categorical\n",
    "from keras.layers import Input, Flatten, Dropout, Activation\n",
    "from keras.layers import Conv1D, MaxPooling1D, AveragePooling1D\n",
    "from keras.models import Model\n",
    "from keras.callbacks import ModelCheckpoint\n",
    "from sklearn.metrics import confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "actorlist = os.listdir('Audio')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mydir = 'Audio/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mylist = os.listdir(mydir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Actor_18\n"
     ]
    }
   ],
   "source": [
    "print(mylist[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "actorlist.sort()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['.DS_Store', 'Actor_01', 'Actor_02', 'Actor_03', 'Actor_04', 'Actor_05', 'Actor_06', 'Actor_07', 'Actor_08', 'Actor_09', 'Actor_10', 'Actor_11', 'Actor_12', 'Actor_13', 'Actor_14', 'Actor_15', 'Actor_16', 'Actor_17', 'Actor_18', 'Actor_19', 'Actor_20', 'Actor_21', 'Actor_22', 'Actor_23', 'Actor_24']\n"
     ]
    }
   ],
   "source": [
    "print(actorlist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "feeling_list=[]\n",
    "mydir = 'Audio/'\n",
    "for actor in actorlist:\n",
    "    try:\n",
    "        mylist = os.listdir(mydir+actor)\n",
    "        mylist.sort()\n",
    "        for item in mylist:\n",
    "\n",
    "            if item[6:-16]=='01' and int(item[18:-4])%2==0:\n",
    "                feeling_list.append('female_neutral')\n",
    "            elif item[6:-16]=='01' and int(item[18:-4])%2==1:\n",
    "                feeling_list.append('male_neutral')\n",
    "\n",
    "            if item[6:-16]=='02' and int(item[18:-4])%2==0:\n",
    "                feeling_list.append('female_calm')\n",
    "            elif item[6:-16]=='02' and int(item[18:-4])%2==1:\n",
    "                feeling_list.append('male_calm')\n",
    "\n",
    "            elif item[6:-16]=='03' and int(item[18:-4])%2==0:\n",
    "                feeling_list.append('female_happy')\n",
    "            elif item[6:-16]=='03' and int(item[18:-4])%2==1:\n",
    "                feeling_list.append('male_happy')\n",
    "\n",
    "            elif item[6:-16]=='04' and int(item[18:-4])%2==0:\n",
    "                feeling_list.append('female_sad')\n",
    "            elif item[6:-16]=='04' and int(item[18:-4])%2==1:\n",
    "                feeling_list.append('male_sad')\n",
    "\n",
    "            elif item[6:-16]=='05' and int(item[18:-4])%2==0:\n",
    "                feeling_list.append('female_angry')\n",
    "            elif item[6:-16]=='05' and int(item[18:-4])%2==1:\n",
    "                feeling_list.append('male_angry')\n",
    "\n",
    "            elif item[6:-16]=='06' and int(item[18:-4])%2==0:\n",
    "                feeling_list.append('female_fearful')\n",
    "            elif item[6:-16]=='06' and int(item[18:-4])%2==1:\n",
    "                feeling_list.append('male_fearful')\n",
    "\n",
    "            if item[6:-16]=='07' and int(item[18:-4])%2==0:\n",
    "                feeling_list.append('female_disgust')\n",
    "            elif item[6:-16]=='07' and int(item[18:-4])%2==1:\n",
    "                feeling_list.append('male_disgust')\n",
    "\n",
    "            if item[6:-16]=='08' and int(item[18:-4])%2==0:\n",
    "                feeling_list.append('female_surpise')\n",
    "            elif item[6:-16]=='08' and int(item[18:-4])%2==1:\n",
    "                feeling_list.append('male_surprise')\n",
    "                \n",
    "    except: pass\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "labels = pd.DataFrame(feeling_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
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       "      <td>male_neutral</td>\n",
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       "      <td>male_neutral</td>\n",
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       "      <th>4</th>\n",
       "      <td>male_calm</td>\n",
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       "      <th>5</th>\n",
       "      <td>male_calm</td>\n",
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       "      <th>6</th>\n",
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       "      <th>9</th>\n",
       "      <td>male_calm</td>\n",
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       "      <th>10</th>\n",
       "      <td>male_happy</td>\n",
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       "      <th>11</th>\n",
       "      <td>male_happy</td>\n",
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       "      <th>12</th>\n",
       "      <td>male_happy</td>\n",
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       "      <th>13</th>\n",
       "      <td>male_happy</td>\n",
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       "      <th>14</th>\n",
       "      <td>male_happy</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>male_happy</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>male_happy</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>male_happy</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>male_sad</td>\n",
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       "      <th>19</th>\n",
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       "      <th>20</th>\n",
       "      <td>male_sad</td>\n",
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>male_sad</td>\n",
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       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>male_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>male_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>male_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>male_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>male_angry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>male_angry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>male_angry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>male_angry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1207</th>\n",
       "      <td>female_calm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1208</th>\n",
       "      <td>female_calm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209</th>\n",
       "      <td>female_calm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1210</th>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1211</th>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1212</th>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1214</th>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1215</th>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1216</th>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1217</th>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1218</th>\n",
       "      <td>female_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1219</th>\n",
       "      <td>female_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1220</th>\n",
       "      <td>female_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1221</th>\n",
       "      <td>female_angry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1222</th>\n",
       "      <td>female_angry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1223</th>\n",
       "      <td>female_fearful</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1224</th>\n",
       "      <td>female_fearful</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1225</th>\n",
       "      <td>female_fearful</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1226</th>\n",
       "      <td>female_fearful</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1227</th>\n",
       "      <td>female_fearful</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1228</th>\n",
       "      <td>female_disgust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1229</th>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1230</th>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1231</th>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1232</th>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1233</th>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1234</th>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1235</th>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1236</th>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1237 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   0\n",
       "0       male_neutral\n",
       "1       male_neutral\n",
       "2       male_neutral\n",
       "3       male_neutral\n",
       "4          male_calm\n",
       "5          male_calm\n",
       "6          male_calm\n",
       "7          male_calm\n",
       "8          male_calm\n",
       "9          male_calm\n",
       "10        male_happy\n",
       "11        male_happy\n",
       "12        male_happy\n",
       "13        male_happy\n",
       "14        male_happy\n",
       "15        male_happy\n",
       "16        male_happy\n",
       "17        male_happy\n",
       "18          male_sad\n",
       "19          male_sad\n",
       "20          male_sad\n",
       "21          male_sad\n",
       "22          male_sad\n",
       "23          male_sad\n",
       "24          male_sad\n",
       "25          male_sad\n",
       "26        male_angry\n",
       "27        male_angry\n",
       "28        male_angry\n",
       "29        male_angry\n",
       "...              ...\n",
       "1207     female_calm\n",
       "1208     female_calm\n",
       "1209     female_calm\n",
       "1210    female_happy\n",
       "1211    female_happy\n",
       "1212    female_happy\n",
       "1213    female_happy\n",
       "1214    female_happy\n",
       "1215    female_happy\n",
       "1216    female_happy\n",
       "1217    female_happy\n",
       "1218      female_sad\n",
       "1219      female_sad\n",
       "1220      female_sad\n",
       "1221    female_angry\n",
       "1222    female_angry\n",
       "1223  female_fearful\n",
       "1224  female_fearful\n",
       "1225  female_fearful\n",
       "1226  female_fearful\n",
       "1227  female_fearful\n",
       "1228  female_disgust\n",
       "1229  female_surpise\n",
       "1230  female_surpise\n",
       "1231  female_surpise\n",
       "1232  female_surpise\n",
       "1233  female_surpise\n",
       "1234  female_surpise\n",
       "1235  female_surpise\n",
       "1236  female_surpise\n",
       "\n",
       "[1237 rows x 1 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 .DS_Store\n",
      "1 Actor_01\n",
      "2 Actor_02\n",
      "3 Actor_03\n",
      "4 Actor_04\n",
      "5 Actor_05\n",
      "6 Actor_06\n",
      "7 Actor_07\n",
      "8 Actor_08\n",
      "9 Actor_09\n",
      "10 Actor_10\n",
      "11 Actor_11\n",
      "12 Actor_12\n",
      "13 Actor_13\n",
      "14 Actor_14\n",
      "15 Actor_15\n",
      "16 Actor_16\n",
      "17 Actor_17\n",
      "18 Actor_18\n",
      "19 Actor_19\n",
      "20 Actor_20\n",
      "21 Actor_21\n",
      "22 Actor_22\n",
      "23 Actor_23\n",
      "24 Actor_24\n"
     ]
    }
   ],
   "source": [
    "df = pd.DataFrame(columns=['feature'])\n",
    "bookmark=0\n",
    "for index,actor in enumerate(actorlist):\n",
    "    print(index, actor)\n",
    "    try:\n",
    "        recordinglist = os.listdir('Audio/'+actor)\n",
    "        for index, recording in enumerate(recordinglist):\n",
    "            X, sample_rate = librosa.load('Audio/'+actor+'/'+recording, res_type='kaiser_fast',duration=2.5,sr=22050*2,offset=0.5)\n",
    "            sample_rate = np.array(sample_rate)\n",
    "            mfccs = np.mean(librosa.feature.mfcc(y=X, \n",
    "                                                sr=sample_rate, \n",
    "                                                n_mfcc=13),\n",
    "                            axis=0)\n",
    "            feature = mfccs\n",
    "            df.loc[bookmark] = [feature]\n",
    "            bookmark=bookmark+1\n",
    "    except: pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "featuresDf = pd.DataFrame(df['feature'].values.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
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       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>...</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.761406</td>\n",
       "      <td>-60.348411</td>\n",
       "      <td>-60.160468</td>\n",
       "      <td>-61.384289</td>\n",
       "      <td>-60.519129</td>\n",
       "      <td>-61.495963</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-60.531564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>...</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-55.663086</td>\n",
       "      <td>-56.170336</td>\n",
       "      <td>-56.157848</td>\n",
       "      <td>-54.663471</td>\n",
       "      <td>-55.166778</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>...</td>\n",
       "      <td>-55.155076</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-55.844215</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-63.523530</td>\n",
       "      <td>-63.523530</td>\n",
       "      <td>-63.523530</td>\n",
       "      <td>-63.523530</td>\n",
       "      <td>-63.523530</td>\n",
       "      <td>-63.377373</td>\n",
       "      <td>-61.595853</td>\n",
       "      <td>-63.160227</td>\n",
       "      <td>-63.523530</td>\n",
       "      <td>-63.523530</td>\n",
       "      <td>...</td>\n",
       "      <td>-39.336517</td>\n",
       "      <td>-39.847823</td>\n",
       "      <td>-40.466040</td>\n",
       "      <td>-40.448086</td>\n",
       "      <td>-42.883065</td>\n",
       "      <td>-43.367558</td>\n",
       "      <td>-46.280296</td>\n",
       "      <td>-48.273818</td>\n",
       "      <td>-49.745182</td>\n",
       "      <td>-50.472916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-54.985143</td>\n",
       "      <td>-54.914563</td>\n",
       "      <td>-54.937813</td>\n",
       "      <td>-56.227640</td>\n",
       "      <td>-56.685268</td>\n",
       "      <td>-57.022505</td>\n",
       "      <td>-58.089938</td>\n",
       "      <td>-58.376127</td>\n",
       "      <td>-58.420398</td>\n",
       "      <td>-56.623606</td>\n",
       "      <td>...</td>\n",
       "      <td>-41.046524</td>\n",
       "      <td>-42.297510</td>\n",
       "      <td>-41.002176</td>\n",
       "      <td>-41.728109</td>\n",
       "      <td>-41.608780</td>\n",
       "      <td>-43.741884</td>\n",
       "      <td>-45.259488</td>\n",
       "      <td>-44.909683</td>\n",
       "      <td>-44.988356</td>\n",
       "      <td>-44.630824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-67.736151</td>\n",
       "      <td>-67.778018</td>\n",
       "      <td>-66.746144</td>\n",
       "      <td>-65.957883</td>\n",
       "      <td>-67.736151</td>\n",
       "      <td>-67.736151</td>\n",
       "      <td>-67.736151</td>\n",
       "      <td>-67.258683</td>\n",
       "      <td>-67.736151</td>\n",
       "      <td>-67.736151</td>\n",
       "      <td>...</td>\n",
       "      <td>-61.192877</td>\n",
       "      <td>-61.116259</td>\n",
       "      <td>-63.291237</td>\n",
       "      <td>-65.844225</td>\n",
       "      <td>-65.121000</td>\n",
       "      <td>-59.515303</td>\n",
       "      <td>-59.591485</td>\n",
       "      <td>-66.712170</td>\n",
       "      <td>-67.736151</td>\n",
       "      <td>-67.736151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>...</td>\n",
       "      <td>-55.407579</td>\n",
       "      <td>-53.844575</td>\n",
       "      <td>-54.260574</td>\n",
       "      <td>-55.809029</td>\n",
       "      <td>-54.627146</td>\n",
       "      <td>-53.186850</td>\n",
       "      <td>-53.998237</td>\n",
       "      <td>-53.535159</td>\n",
       "      <td>-57.203741</td>\n",
       "      <td>-59.989199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>...</td>\n",
       "      <td>-27.840106</td>\n",
       "      <td>-27.892961</td>\n",
       "      <td>-29.425555</td>\n",
       "      <td>-31.255728</td>\n",
       "      <td>-34.011845</td>\n",
       "      <td>-34.322584</td>\n",
       "      <td>-33.564934</td>\n",
       "      <td>-36.074428</td>\n",
       "      <td>-37.658693</td>\n",
       "      <td>-38.917999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-60.369038</td>\n",
       "      <td>-60.083715</td>\n",
       "      <td>-60.978925</td>\n",
       "      <td>-60.952456</td>\n",
       "      <td>-60.982486</td>\n",
       "      <td>-60.983948</td>\n",
       "      <td>-60.981255</td>\n",
       "      <td>-60.981255</td>\n",
       "      <td>-60.981255</td>\n",
       "      <td>-60.249618</td>\n",
       "      <td>...</td>\n",
       "      <td>-48.786174</td>\n",
       "      <td>-49.848358</td>\n",
       "      <td>-49.632920</td>\n",
       "      <td>-55.102587</td>\n",
       "      <td>-55.481730</td>\n",
       "      <td>-52.952234</td>\n",
       "      <td>-51.401589</td>\n",
       "      <td>-54.072970</td>\n",
       "      <td>-52.639566</td>\n",
       "      <td>-52.664178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-73.841370</td>\n",
       "      <td>-73.841370</td>\n",
       "      <td>-73.841370</td>\n",
       "      <td>-73.719655</td>\n",
       "      <td>-73.841370</td>\n",
       "      <td>-73.841370</td>\n",
       "      <td>-73.841370</td>\n",
       "      <td>-73.303635</td>\n",
       "      <td>-72.806811</td>\n",
       "      <td>-73.841370</td>\n",
       "      <td>...</td>\n",
       "      <td>-51.629344</td>\n",
       "      <td>-50.568866</td>\n",
       "      <td>-53.505840</td>\n",
       "      <td>-54.222252</td>\n",
       "      <td>-51.545521</td>\n",
       "      <td>-52.573785</td>\n",
       "      <td>-54.786292</td>\n",
       "      <td>-56.344280</td>\n",
       "      <td>-57.508212</td>\n",
       "      <td>-56.577322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>...</td>\n",
       "      <td>-57.539617</td>\n",
       "      <td>-55.826307</td>\n",
       "      <td>-57.741989</td>\n",
       "      <td>-59.796385</td>\n",
       "      <td>-60.975377</td>\n",
       "      <td>-62.663056</td>\n",
       "      <td>-64.573480</td>\n",
       "      <td>-63.782612</td>\n",
       "      <td>-61.515785</td>\n",
       "      <td>-58.214885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-69.673289</td>\n",
       "      <td>-69.693311</td>\n",
       "      <td>-69.693311</td>\n",
       "      <td>-69.693311</td>\n",
       "      <td>-69.693311</td>\n",
       "      <td>-69.693311</td>\n",
       "      <td>-69.693311</td>\n",
       "      <td>-69.620774</td>\n",
       "      <td>-69.693311</td>\n",
       "      <td>-68.906572</td>\n",
       "      <td>...</td>\n",
       "      <td>-61.967161</td>\n",
       "      <td>-61.018557</td>\n",
       "      <td>-60.341144</td>\n",
       "      <td>-63.465331</td>\n",
       "      <td>-64.500144</td>\n",
       "      <td>-61.646850</td>\n",
       "      <td>-58.001485</td>\n",
       "      <td>-58.848490</td>\n",
       "      <td>-62.603930</td>\n",
       "      <td>-61.121783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-58.731007</td>\n",
       "      <td>-58.746531</td>\n",
       "      <td>-58.048578</td>\n",
       "      <td>-57.370804</td>\n",
       "      <td>-58.199914</td>\n",
       "      <td>-59.706633</td>\n",
       "      <td>-59.876183</td>\n",
       "      <td>-59.998060</td>\n",
       "      <td>-59.936650</td>\n",
       "      <td>-60.248568</td>\n",
       "      <td>...</td>\n",
       "      <td>-54.060476</td>\n",
       "      <td>-50.477974</td>\n",
       "      <td>-50.955292</td>\n",
       "      <td>-55.110642</td>\n",
       "      <td>-53.636647</td>\n",
       "      <td>-57.134217</td>\n",
       "      <td>-58.249914</td>\n",
       "      <td>-56.417940</td>\n",
       "      <td>-54.576753</td>\n",
       "      <td>-51.933967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-65.427316</td>\n",
       "      <td>-65.427316</td>\n",
       "      <td>-65.261778</td>\n",
       "      <td>-65.427316</td>\n",
       "      <td>-65.427316</td>\n",
       "      <td>-65.427316</td>\n",
       "      <td>-65.027579</td>\n",
       "      <td>-65.404326</td>\n",
       "      <td>-65.427316</td>\n",
       "      <td>-58.999030</td>\n",
       "      <td>...</td>\n",
       "      <td>-59.589138</td>\n",
       "      <td>-60.775384</td>\n",
       "      <td>-64.036734</td>\n",
       "      <td>-64.463488</td>\n",
       "      <td>-65.204989</td>\n",
       "      <td>-64.805729</td>\n",
       "      <td>-64.463925</td>\n",
       "      <td>-61.400518</td>\n",
       "      <td>-60.954330</td>\n",
       "      <td>-62.738246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-70.746514</td>\n",
       "      <td>-70.746514</td>\n",
       "      <td>-70.025286</td>\n",
       "      <td>-69.131263</td>\n",
       "      <td>-70.746514</td>\n",
       "      <td>-70.746514</td>\n",
       "      <td>-70.746514</td>\n",
       "      <td>-70.746514</td>\n",
       "      <td>-70.746514</td>\n",
       "      <td>-70.746514</td>\n",
       "      <td>...</td>\n",
       "      <td>-30.967125</td>\n",
       "      <td>-32.430043</td>\n",
       "      <td>-32.474731</td>\n",
       "      <td>-34.334454</td>\n",
       "      <td>-38.280955</td>\n",
       "      <td>-39.110355</td>\n",
       "      <td>-41.010279</td>\n",
       "      <td>-40.282721</td>\n",
       "      <td>-41.454053</td>\n",
       "      <td>-44.383208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>...</td>\n",
       "      <td>-58.299903</td>\n",
       "      <td>-62.295248</td>\n",
       "      <td>-64.930130</td>\n",
       "      <td>-65.332128</td>\n",
       "      <td>-64.116934</td>\n",
       "      <td>-64.319911</td>\n",
       "      <td>-64.971422</td>\n",
       "      <td>-63.155779</td>\n",
       "      <td>-64.178668</td>\n",
       "      <td>-63.061902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>...</td>\n",
       "      <td>-52.086101</td>\n",
       "      <td>-53.075004</td>\n",
       "      <td>-50.191141</td>\n",
       "      <td>-52.827795</td>\n",
       "      <td>-52.266746</td>\n",
       "      <td>-52.902039</td>\n",
       "      <td>-55.671309</td>\n",
       "      <td>-54.770633</td>\n",
       "      <td>-55.084441</td>\n",
       "      <td>-54.702373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-45.030752</td>\n",
       "      <td>-46.782718</td>\n",
       "      <td>-47.775523</td>\n",
       "      <td>-45.638217</td>\n",
       "      <td>-45.101453</td>\n",
       "      <td>-48.043098</td>\n",
       "      <td>-48.737015</td>\n",
       "      <td>-48.716680</td>\n",
       "      <td>-49.198881</td>\n",
       "      <td>-49.100113</td>\n",
       "      <td>...</td>\n",
       "      <td>-55.137522</td>\n",
       "      <td>-56.838867</td>\n",
       "      <td>-54.096441</td>\n",
       "      <td>-53.427294</td>\n",
       "      <td>-59.046055</td>\n",
       "      <td>-57.349793</td>\n",
       "      <td>-58.454388</td>\n",
       "      <td>-59.379402</td>\n",
       "      <td>-60.010827</td>\n",
       "      <td>-60.010827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-55.623820</td>\n",
       "      <td>-55.623820</td>\n",
       "      <td>-55.570382</td>\n",
       "      <td>-53.938661</td>\n",
       "      <td>-52.901043</td>\n",
       "      <td>-54.380761</td>\n",
       "      <td>-54.381170</td>\n",
       "      <td>-55.478573</td>\n",
       "      <td>-55.612238</td>\n",
       "      <td>-55.888784</td>\n",
       "      <td>...</td>\n",
       "      <td>-33.353605</td>\n",
       "      <td>-31.432299</td>\n",
       "      <td>-33.775317</td>\n",
       "      <td>-36.061379</td>\n",
       "      <td>-38.142237</td>\n",
       "      <td>-38.785398</td>\n",
       "      <td>-39.644426</td>\n",
       "      <td>-41.592496</td>\n",
       "      <td>-45.736790</td>\n",
       "      <td>-42.881675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-37.497485</td>\n",
       "      <td>-40.120203</td>\n",
       "      <td>-41.299181</td>\n",
       "      <td>-42.205225</td>\n",
       "      <td>-42.010662</td>\n",
       "      <td>-42.347005</td>\n",
       "      <td>-41.992263</td>\n",
       "      <td>-40.100020</td>\n",
       "      <td>-38.743483</td>\n",
       "      <td>-38.762679</td>\n",
       "      <td>...</td>\n",
       "      <td>-23.044164</td>\n",
       "      <td>-23.336383</td>\n",
       "      <td>-23.641674</td>\n",
       "      <td>-24.689784</td>\n",
       "      <td>-27.675552</td>\n",
       "      <td>-29.822065</td>\n",
       "      <td>-30.353207</td>\n",
       "      <td>-30.983005</td>\n",
       "      <td>-29.849928</td>\n",
       "      <td>-29.777451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>...</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-66.133574</td>\n",
       "      <td>-62.637364</td>\n",
       "      <td>-66.394377</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-66.166102</td>\n",
       "      <td>-65.178092</td>\n",
       "      <td>-64.740645</td>\n",
       "      <td>-64.826073</td>\n",
       "      <td>-61.850929</td>\n",
       "      <td>-63.990030</td>\n",
       "      <td>-66.804897</td>\n",
       "      <td>-66.020444</td>\n",
       "      <td>-64.604263</td>\n",
       "      <td>-65.701721</td>\n",
       "      <td>...</td>\n",
       "      <td>-48.220253</td>\n",
       "      <td>-47.565877</td>\n",
       "      <td>-48.008283</td>\n",
       "      <td>-50.184724</td>\n",
       "      <td>-51.803760</td>\n",
       "      <td>-51.938013</td>\n",
       "      <td>-51.970586</td>\n",
       "      <td>-51.551021</td>\n",
       "      <td>-54.941525</td>\n",
       "      <td>-56.443121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>...</td>\n",
       "      <td>-41.396984</td>\n",
       "      <td>-41.763078</td>\n",
       "      <td>-43.194898</td>\n",
       "      <td>-44.881519</td>\n",
       "      <td>-45.717573</td>\n",
       "      <td>-48.605297</td>\n",
       "      <td>-53.018700</td>\n",
       "      <td>-49.683550</td>\n",
       "      <td>-51.019885</td>\n",
       "      <td>-57.109811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-68.754863</td>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-68.359101</td>\n",
       "      <td>...</td>\n",
       "      <td>-59.824621</td>\n",
       "      <td>-57.681647</td>\n",
       "      <td>-56.301264</td>\n",
       "      <td>-58.650128</td>\n",
       "      <td>-63.881082</td>\n",
       "      <td>-63.749409</td>\n",
       "      <td>-65.222466</td>\n",
       "      <td>-65.308242</td>\n",
       "      <td>-67.008563</td>\n",
       "      <td>-68.636299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.805538</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.629539</td>\n",
       "      <td>-64.802625</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>...</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.438060</td>\n",
       "      <td>-65.684853</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-69.243253</td>\n",
       "      <td>-69.243253</td>\n",
       "      <td>-69.243253</td>\n",
       "      <td>-69.243253</td>\n",
       "      <td>-68.901972</td>\n",
       "      <td>-67.982999</td>\n",
       "      <td>-68.089201</td>\n",
       "      <td>-67.897329</td>\n",
       "      <td>-65.258010</td>\n",
       "      <td>-67.170980</td>\n",
       "      <td>...</td>\n",
       "      <td>-29.808566</td>\n",
       "      <td>-29.354753</td>\n",
       "      <td>-30.388718</td>\n",
       "      <td>-30.094085</td>\n",
       "      <td>-30.615464</td>\n",
       "      <td>-31.126341</td>\n",
       "      <td>-31.148714</td>\n",
       "      <td>-31.413186</td>\n",
       "      <td>-31.356208</td>\n",
       "      <td>-30.060384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-63.311078</td>\n",
       "      <td>-63.072484</td>\n",
       "      <td>-63.412433</td>\n",
       "      <td>-63.796762</td>\n",
       "      <td>-63.581991</td>\n",
       "      <td>-58.921211</td>\n",
       "      <td>-57.955046</td>\n",
       "      <td>-61.224968</td>\n",
       "      <td>-63.782931</td>\n",
       "      <td>-63.796762</td>\n",
       "      <td>...</td>\n",
       "      <td>-59.814756</td>\n",
       "      <td>-62.505021</td>\n",
       "      <td>-59.518870</td>\n",
       "      <td>-60.482347</td>\n",
       "      <td>-58.338576</td>\n",
       "      <td>-58.965295</td>\n",
       "      <td>-63.520669</td>\n",
       "      <td>-63.769352</td>\n",
       "      <td>-63.829853</td>\n",
       "      <td>-62.814244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-54.181857</td>\n",
       "      <td>-53.653303</td>\n",
       "      <td>-52.179519</td>\n",
       "      <td>-52.163266</td>\n",
       "      <td>-53.387515</td>\n",
       "      <td>-53.853849</td>\n",
       "      <td>-52.760702</td>\n",
       "      <td>-51.047829</td>\n",
       "      <td>-50.953316</td>\n",
       "      <td>-50.094384</td>\n",
       "      <td>...</td>\n",
       "      <td>-30.440305</td>\n",
       "      <td>-31.906057</td>\n",
       "      <td>-32.806936</td>\n",
       "      <td>-33.447647</td>\n",
       "      <td>-34.668094</td>\n",
       "      <td>-34.520308</td>\n",
       "      <td>-37.190555</td>\n",
       "      <td>-40.918852</td>\n",
       "      <td>-41.119227</td>\n",
       "      <td>-38.409354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>...</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>...</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-57.649487</td>\n",
       "      <td>-58.025433</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</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>1207</th>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>...</td>\n",
       "      <td>-49.989319</td>\n",
       "      <td>-52.192277</td>\n",
       "      <td>-53.082673</td>\n",
       "      <td>-54.695262</td>\n",
       "      <td>-52.384729</td>\n",
       "      <td>-53.175544</td>\n",
       "      <td>-54.981104</td>\n",
       "      <td>-54.078131</td>\n",
       "      <td>-54.207101</td>\n",
       "      <td>-56.474811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1208</th>\n",
       "      <td>-59.699105</td>\n",
       "      <td>-59.587370</td>\n",
       "      <td>-59.571284</td>\n",
       "      <td>-59.328462</td>\n",
       "      <td>-59.369630</td>\n",
       "      <td>-59.321506</td>\n",
       "      <td>-59.319399</td>\n",
       "      <td>-59.590825</td>\n",
       "      <td>-59.591379</td>\n",
       "      <td>-59.675603</td>\n",
       "      <td>...</td>\n",
       "      <td>-35.083652</td>\n",
       "      <td>-34.058435</td>\n",
       "      <td>-34.644343</td>\n",
       "      <td>-34.442063</td>\n",
       "      <td>-36.707547</td>\n",
       "      <td>-41.146307</td>\n",
       "      <td>-43.172390</td>\n",
       "      <td>-42.835244</td>\n",
       "      <td>-46.150078</td>\n",
       "      <td>-45.851973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209</th>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>...</td>\n",
       "      <td>-38.598323</td>\n",
       "      <td>-38.009244</td>\n",
       "      <td>-40.035804</td>\n",
       "      <td>-39.657108</td>\n",
       "      <td>-40.550019</td>\n",
       "      <td>-43.559956</td>\n",
       "      <td>-45.444457</td>\n",
       "      <td>-46.496016</td>\n",
       "      <td>-46.470699</td>\n",
       "      <td>-47.322224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1210</th>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.863135</td>\n",
       "      <td>-60.327359</td>\n",
       "      <td>...</td>\n",
       "      <td>-59.395951</td>\n",
       "      <td>-58.885912</td>\n",
       "      <td>-59.354939</td>\n",
       "      <td>-59.807379</td>\n",
       "      <td>-59.775160</td>\n",
       "      <td>-58.808937</td>\n",
       "      <td>-57.853232</td>\n",
       "      <td>-58.398109</td>\n",
       "      <td>-59.114060</td>\n",
       "      <td>-58.564454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1211</th>\n",
       "      <td>-54.897441</td>\n",
       "      <td>-55.061032</td>\n",
       "      <td>-54.983695</td>\n",
       "      <td>-55.102022</td>\n",
       "      <td>-55.289954</td>\n",
       "      <td>-55.346702</td>\n",
       "      <td>-55.382404</td>\n",
       "      <td>-55.439658</td>\n",
       "      <td>-55.337597</td>\n",
       "      <td>-54.012888</td>\n",
       "      <td>...</td>\n",
       "      <td>-33.921105</td>\n",
       "      <td>-35.287239</td>\n",
       "      <td>-39.428942</td>\n",
       "      <td>-41.273553</td>\n",
       "      <td>-40.047037</td>\n",
       "      <td>-40.112812</td>\n",
       "      <td>-43.898186</td>\n",
       "      <td>-46.512260</td>\n",
       "      <td>-45.556203</td>\n",
       "      <td>-43.528693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1212</th>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>...</td>\n",
       "      <td>-43.782118</td>\n",
       "      <td>-38.175252</td>\n",
       "      <td>-37.902636</td>\n",
       "      <td>-40.407236</td>\n",
       "      <td>-40.815793</td>\n",
       "      <td>-41.241603</td>\n",
       "      <td>-41.736607</td>\n",
       "      <td>-43.396698</td>\n",
       "      <td>-42.237670</td>\n",
       "      <td>-41.635098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>-48.668418</td>\n",
       "      <td>-45.720402</td>\n",
       "      <td>-46.046837</td>\n",
       "      <td>-46.525805</td>\n",
       "      <td>-47.946480</td>\n",
       "      <td>-44.790188</td>\n",
       "      <td>-43.489744</td>\n",
       "      <td>-46.490625</td>\n",
       "      <td>-50.799665</td>\n",
       "      <td>-50.240377</td>\n",
       "      <td>...</td>\n",
       "      <td>-43.185244</td>\n",
       "      <td>-45.281609</td>\n",
       "      <td>-48.504020</td>\n",
       "      <td>-50.357992</td>\n",
       "      <td>-44.687362</td>\n",
       "      <td>-43.194414</td>\n",
       "      <td>-46.666642</td>\n",
       "      <td>-50.128142</td>\n",
       "      <td>-50.941980</td>\n",
       "      <td>-50.317816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1214</th>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>...</td>\n",
       "      <td>-56.290172</td>\n",
       "      <td>-56.565868</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-56.719102</td>\n",
       "      <td>-56.908147</td>\n",
       "      <td>-56.898329</td>\n",
       "      <td>-57.050586</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.262080</td>\n",
       "      <td>-57.332370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1215</th>\n",
       "      <td>-56.079682</td>\n",
       "      <td>-56.079682</td>\n",
       "      <td>-56.079682</td>\n",
       "      <td>-56.079682</td>\n",
       "      <td>-56.079682</td>\n",
       "      <td>-56.109858</td>\n",
       "      <td>-56.402303</td>\n",
       "      <td>-55.341964</td>\n",
       "      <td>-55.211303</td>\n",
       "      <td>-56.189707</td>\n",
       "      <td>...</td>\n",
       "      <td>-45.134884</td>\n",
       "      <td>-45.765619</td>\n",
       "      <td>-45.138881</td>\n",
       "      <td>-45.866570</td>\n",
       "      <td>-44.450824</td>\n",
       "      <td>-45.075534</td>\n",
       "      <td>-47.864657</td>\n",
       "      <td>-49.669654</td>\n",
       "      <td>-52.591634</td>\n",
       "      <td>-54.877643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1216</th>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>...</td>\n",
       "      <td>-60.835003</td>\n",
       "      <td>-61.665689</td>\n",
       "      <td>-61.047234</td>\n",
       "      <td>-59.299474</td>\n",
       "      <td>-60.432158</td>\n",
       "      <td>-62.515880</td>\n",
       "      <td>-64.088474</td>\n",
       "      <td>-64.658195</td>\n",
       "      <td>-64.604102</td>\n",
       "      <td>-64.560031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1217</th>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>...</td>\n",
       "      <td>-59.220376</td>\n",
       "      <td>-61.889744</td>\n",
       "      <td>-61.001034</td>\n",
       "      <td>-61.759804</td>\n",
       "      <td>-62.241800</td>\n",
       "      <td>-62.069901</td>\n",
       "      <td>-61.062766</td>\n",
       "      <td>-58.563208</td>\n",
       "      <td>-60.640275</td>\n",
       "      <td>-63.574741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1218</th>\n",
       "      <td>-66.807157</td>\n",
       "      <td>-67.642669</td>\n",
       "      <td>-67.920088</td>\n",
       "      <td>-68.177969</td>\n",
       "      <td>-67.961404</td>\n",
       "      <td>-67.855784</td>\n",
       "      <td>-68.056359</td>\n",
       "      <td>-67.975604</td>\n",
       "      <td>-67.535529</td>\n",
       "      <td>-67.833166</td>\n",
       "      <td>...</td>\n",
       "      <td>-59.862302</td>\n",
       "      <td>-58.913939</td>\n",
       "      <td>-57.802619</td>\n",
       "      <td>-59.957985</td>\n",
       "      <td>-62.548852</td>\n",
       "      <td>-66.173967</td>\n",
       "      <td>-64.493243</td>\n",
       "      <td>-62.488814</td>\n",
       "      <td>-63.460311</td>\n",
       "      <td>-64.412657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1219</th>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>...</td>\n",
       "      <td>-60.025150</td>\n",
       "      <td>-57.523709</td>\n",
       "      <td>-56.629023</td>\n",
       "      <td>-57.543099</td>\n",
       "      <td>-58.982573</td>\n",
       "      <td>-57.795045</td>\n",
       "      <td>-57.904399</td>\n",
       "      <td>-58.457920</td>\n",
       "      <td>-60.506432</td>\n",
       "      <td>-59.845687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1220</th>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>...</td>\n",
       "      <td>-45.120444</td>\n",
       "      <td>-45.666244</td>\n",
       "      <td>-45.259188</td>\n",
       "      <td>-45.147653</td>\n",
       "      <td>-45.233620</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1221</th>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>...</td>\n",
       "      <td>-51.649853</td>\n",
       "      <td>-51.989357</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1222</th>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-60.665468</td>\n",
       "      <td>-60.689583</td>\n",
       "      <td>-59.735563</td>\n",
       "      <td>-60.501480</td>\n",
       "      <td>-60.420515</td>\n",
       "      <td>-59.816253</td>\n",
       "      <td>-60.189272</td>\n",
       "      <td>-60.110914</td>\n",
       "      <td>...</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.916401</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.988811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1223</th>\n",
       "      <td>-56.940813</td>\n",
       "      <td>-56.940813</td>\n",
       "      <td>-56.940813</td>\n",
       "      <td>-56.940813</td>\n",
       "      <td>-56.940813</td>\n",
       "      <td>-56.943359</td>\n",
       "      <td>-57.077028</td>\n",
       "      <td>-56.940813</td>\n",
       "      <td>-56.940813</td>\n",
       "      <td>-57.228633</td>\n",
       "      <td>...</td>\n",
       "      <td>-43.485592</td>\n",
       "      <td>-42.686466</td>\n",
       "      <td>-44.226132</td>\n",
       "      <td>-44.101891</td>\n",
       "      <td>-43.651345</td>\n",
       "      <td>-45.493498</td>\n",
       "      <td>-47.759692</td>\n",
       "      <td>-50.536515</td>\n",
       "      <td>-51.336391</td>\n",
       "      <td>-50.690862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1224</th>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>...</td>\n",
       "      <td>-61.936769</td>\n",
       "      <td>-61.957350</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.933362</td>\n",
       "      <td>-63.799121</td>\n",
       "      <td>-63.616188</td>\n",
       "      <td>-63.476149</td>\n",
       "      <td>-63.391090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1225</th>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>...</td>\n",
       "      <td>-64.210706</td>\n",
       "      <td>-64.321623</td>\n",
       "      <td>-66.922372</td>\n",
       "      <td>-70.591707</td>\n",
       "      <td>-69.530834</td>\n",
       "      <td>-66.970003</td>\n",
       "      <td>-66.873352</td>\n",
       "      <td>-68.084319</td>\n",
       "      <td>-70.437988</td>\n",
       "      <td>-70.868711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1226</th>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-67.252646</td>\n",
       "      <td>...</td>\n",
       "      <td>-64.832551</td>\n",
       "      <td>-64.678076</td>\n",
       "      <td>-64.360786</td>\n",
       "      <td>-64.642809</td>\n",
       "      <td>-62.274782</td>\n",
       "      <td>-62.417866</td>\n",
       "      <td>-63.560128</td>\n",
       "      <td>-63.105106</td>\n",
       "      <td>-63.359077</td>\n",
       "      <td>-63.284678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1227</th>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>...</td>\n",
       "      <td>-36.255997</td>\n",
       "      <td>-36.569010</td>\n",
       "      <td>-36.725955</td>\n",
       "      <td>-38.104478</td>\n",
       "      <td>-38.821533</td>\n",
       "      <td>-38.295397</td>\n",
       "      <td>-36.559404</td>\n",
       "      <td>-36.244597</td>\n",
       "      <td>-35.140083</td>\n",
       "      <td>-32.330563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1228</th>\n",
       "      <td>-74.012896</td>\n",
       "      <td>-73.948519</td>\n",
       "      <td>-73.379063</td>\n",
       "      <td>-71.428494</td>\n",
       "      <td>-72.432060</td>\n",
       "      <td>-74.236830</td>\n",
       "      <td>-73.548430</td>\n",
       "      <td>-71.061247</td>\n",
       "      <td>-71.375159</td>\n",
       "      <td>-73.176079</td>\n",
       "      <td>...</td>\n",
       "      <td>-45.162116</td>\n",
       "      <td>-47.070428</td>\n",
       "      <td>-48.173410</td>\n",
       "      <td>-49.330655</td>\n",
       "      <td>-51.711174</td>\n",
       "      <td>-52.365458</td>\n",
       "      <td>-54.464719</td>\n",
       "      <td>-56.410372</td>\n",
       "      <td>-56.113212</td>\n",
       "      <td>-54.474242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1229</th>\n",
       "      <td>-64.793803</td>\n",
       "      <td>-64.793803</td>\n",
       "      <td>-64.793803</td>\n",
       "      <td>-65.559996</td>\n",
       "      <td>-65.851749</td>\n",
       "      <td>-65.446570</td>\n",
       "      <td>-66.626091</td>\n",
       "      <td>-66.020631</td>\n",
       "      <td>-66.533440</td>\n",
       "      <td>-64.211415</td>\n",
       "      <td>...</td>\n",
       "      <td>-58.620567</td>\n",
       "      <td>-60.016013</td>\n",
       "      <td>-61.026796</td>\n",
       "      <td>-61.306973</td>\n",
       "      <td>-61.006645</td>\n",
       "      <td>-60.669009</td>\n",
       "      <td>-62.031732</td>\n",
       "      <td>-64.399412</td>\n",
       "      <td>-64.815625</td>\n",
       "      <td>-64.799419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1230</th>\n",
       "      <td>-64.448001</td>\n",
       "      <td>-64.448001</td>\n",
       "      <td>-64.448001</td>\n",
       "      <td>-64.247894</td>\n",
       "      <td>-63.931406</td>\n",
       "      <td>-64.395909</td>\n",
       "      <td>-64.448001</td>\n",
       "      <td>-64.448001</td>\n",
       "      <td>-64.448001</td>\n",
       "      <td>-64.244446</td>\n",
       "      <td>...</td>\n",
       "      <td>-46.602849</td>\n",
       "      <td>-45.155677</td>\n",
       "      <td>-46.213197</td>\n",
       "      <td>-48.122823</td>\n",
       "      <td>-45.521263</td>\n",
       "      <td>-45.774197</td>\n",
       "      <td>-49.803602</td>\n",
       "      <td>-51.963733</td>\n",
       "      <td>-52.965988</td>\n",
       "      <td>-52.242500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1231</th>\n",
       "      <td>-52.388832</td>\n",
       "      <td>-52.388832</td>\n",
       "      <td>-52.388832</td>\n",
       "      <td>-52.388832</td>\n",
       "      <td>-54.024092</td>\n",
       "      <td>-54.198564</td>\n",
       "      <td>-53.286076</td>\n",
       "      <td>-52.388832</td>\n",
       "      <td>-52.388832</td>\n",
       "      <td>-52.399767</td>\n",
       "      <td>...</td>\n",
       "      <td>-44.453112</td>\n",
       "      <td>-44.524053</td>\n",
       "      <td>-46.362766</td>\n",
       "      <td>-46.383047</td>\n",
       "      <td>-47.492377</td>\n",
       "      <td>-51.348980</td>\n",
       "      <td>-51.252681</td>\n",
       "      <td>-50.509345</td>\n",
       "      <td>-49.606151</td>\n",
       "      <td>-47.599135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1232</th>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>...</td>\n",
       "      <td>-40.807244</td>\n",
       "      <td>-43.286208</td>\n",
       "      <td>-43.042348</td>\n",
       "      <td>-42.400162</td>\n",
       "      <td>-42.409806</td>\n",
       "      <td>-41.685644</td>\n",
       "      <td>-41.405289</td>\n",
       "      <td>-42.035714</td>\n",
       "      <td>-40.774790</td>\n",
       "      <td>-38.137740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1233</th>\n",
       "      <td>-55.897192</td>\n",
       "      <td>-55.845639</td>\n",
       "      <td>-55.693414</td>\n",
       "      <td>-55.669094</td>\n",
       "      <td>-55.983359</td>\n",
       "      <td>-56.143512</td>\n",
       "      <td>-56.128047</td>\n",
       "      <td>-55.966648</td>\n",
       "      <td>-55.947412</td>\n",
       "      <td>-55.989351</td>\n",
       "      <td>...</td>\n",
       "      <td>-24.167525</td>\n",
       "      <td>-25.450151</td>\n",
       "      <td>-26.664525</td>\n",
       "      <td>-28.591213</td>\n",
       "      <td>-29.936010</td>\n",
       "      <td>-29.608872</td>\n",
       "      <td>-31.826348</td>\n",
       "      <td>-36.193416</td>\n",
       "      <td>-37.252570</td>\n",
       "      <td>-37.633020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1234</th>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>...</td>\n",
       "      <td>-51.727804</td>\n",
       "      <td>-50.203255</td>\n",
       "      <td>-49.621696</td>\n",
       "      <td>-52.275230</td>\n",
       "      <td>-51.447833</td>\n",
       "      <td>-51.883657</td>\n",
       "      <td>-52.533490</td>\n",
       "      <td>-50.991376</td>\n",
       "      <td>-48.410666</td>\n",
       "      <td>-47.317401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1235</th>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>...</td>\n",
       "      <td>-56.091409</td>\n",
       "      <td>-59.251821</td>\n",
       "      <td>-58.833817</td>\n",
       "      <td>-57.978339</td>\n",
       "      <td>-61.298153</td>\n",
       "      <td>-58.773552</td>\n",
       "      <td>-60.140413</td>\n",
       "      <td>-63.886547</td>\n",
       "      <td>-63.014960</td>\n",
       "      <td>-63.745278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1236</th>\n",
       "      <td>-55.255136</td>\n",
       "      <td>-55.255136</td>\n",
       "      <td>-55.186653</td>\n",
       "      <td>-55.345294</td>\n",
       "      <td>-55.053389</td>\n",
       "      <td>-53.088172</td>\n",
       "      <td>-52.199923</td>\n",
       "      <td>-52.218305</td>\n",
       "      <td>-52.633871</td>\n",
       "      <td>-51.629967</td>\n",
       "      <td>...</td>\n",
       "      <td>-47.927133</td>\n",
       "      <td>-50.145131</td>\n",
       "      <td>-48.712166</td>\n",
       "      <td>-47.603032</td>\n",
       "      <td>-45.205415</td>\n",
       "      <td>-44.438685</td>\n",
       "      <td>-48.720497</td>\n",
       "      <td>-50.850345</td>\n",
       "      <td>-50.327162</td>\n",
       "      <td>-48.915758</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1237 rows × 216 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            0          1          2          3          4          5    \\\n",
       "0    -61.862374 -61.862374 -61.862374 -61.862374 -61.862374 -61.862374   \n",
       "1    -61.508001 -61.508001 -61.508001 -61.508001 -61.508001 -61.508001   \n",
       "2    -55.663086 -56.170336 -56.157848 -54.663471 -55.166778 -56.156944   \n",
       "3    -63.523530 -63.523530 -63.523530 -63.523530 -63.523530 -63.377373   \n",
       "4    -54.985143 -54.914563 -54.937813 -56.227640 -56.685268 -57.022505   \n",
       "5    -67.736151 -67.778018 -66.746144 -65.957883 -67.736151 -67.736151   \n",
       "6    -61.560626 -61.560626 -61.560626 -61.560626 -61.560626 -61.560626   \n",
       "7    -57.414988 -57.414988 -57.414988 -57.414988 -57.414988 -57.414988   \n",
       "8    -60.369038 -60.083715 -60.978925 -60.952456 -60.982486 -60.983948   \n",
       "9    -73.841370 -73.841370 -73.841370 -73.719655 -73.841370 -73.841370   \n",
       "10   -66.058485 -66.058485 -66.058485 -66.058485 -66.058485 -66.058485   \n",
       "11   -69.673289 -69.693311 -69.693311 -69.693311 -69.693311 -69.693311   \n",
       "12   -58.731007 -58.746531 -58.048578 -57.370804 -58.199914 -59.706633   \n",
       "13   -65.427316 -65.427316 -65.261778 -65.427316 -65.427316 -65.427316   \n",
       "14   -70.746514 -70.746514 -70.025286 -69.131263 -70.746514 -70.746514   \n",
       "15   -65.800971 -65.800971 -65.800971 -65.800971 -65.800971 -65.800971   \n",
       "16   -56.872732 -56.872732 -56.872732 -56.872732 -56.872732 -56.872732   \n",
       "17   -45.030752 -46.782718 -47.775523 -45.638217 -45.101453 -48.043098   \n",
       "18   -55.623820 -55.623820 -55.570382 -53.938661 -52.901043 -54.380761   \n",
       "19   -37.497485 -40.120203 -41.299181 -42.205225 -42.010662 -42.347005   \n",
       "20   -70.229631 -70.229631 -70.229631 -70.229631 -70.229631 -70.229631   \n",
       "21   -66.166102 -65.178092 -64.740645 -64.826073 -61.850929 -63.990030   \n",
       "22   -65.755877 -65.755877 -65.755877 -65.755877 -65.755877 -65.755877   \n",
       "23   -69.051400 -69.051400 -69.051400 -69.051400 -69.051400 -68.754863   \n",
       "24   -65.818869 -65.818869 -65.818869 -65.818869 -65.805538 -65.818869   \n",
       "25   -69.243253 -69.243253 -69.243253 -69.243253 -68.901972 -67.982999   \n",
       "26   -63.311078 -63.072484 -63.412433 -63.796762 -63.581991 -58.921211   \n",
       "27   -54.181857 -53.653303 -52.179519 -52.163266 -53.387515 -53.853849   \n",
       "28   -63.686438 -63.686438 -63.686438 -63.686438 -63.686438 -63.686438   \n",
       "29   -58.389652 -58.389652 -58.389652 -58.389652 -58.389652 -58.389652   \n",
       "...         ...        ...        ...        ...        ...        ...   \n",
       "1207 -67.128017 -67.128017 -67.128017 -67.128017 -67.128017 -67.128017   \n",
       "1208 -59.699105 -59.587370 -59.571284 -59.328462 -59.369630 -59.321506   \n",
       "1209 -54.677157 -54.677157 -54.677157 -54.677157 -54.677157 -54.677157   \n",
       "1210 -59.849780 -59.849780 -59.849780 -59.849780 -59.849780 -59.849780   \n",
       "1211 -54.897441 -55.061032 -54.983695 -55.102022 -55.289954 -55.346702   \n",
       "1212 -44.552925 -44.552925 -44.552925 -44.552925 -44.552925 -44.552925   \n",
       "1213 -48.668418 -45.720402 -46.046837 -46.525805 -47.946480 -44.790188   \n",
       "1214 -57.332370 -57.332370 -57.332370 -57.332370 -57.332370 -57.332370   \n",
       "1215 -56.079682 -56.079682 -56.079682 -56.079682 -56.079682 -56.109858   \n",
       "1216 -64.678723 -64.678723 -64.678723 -64.678723 -64.678723 -64.678723   \n",
       "1217 -65.562365 -65.562365 -65.562365 -65.562365 -65.562365 -65.562365   \n",
       "1218 -66.807157 -67.642669 -67.920088 -68.177969 -67.961404 -67.855784   \n",
       "1219 -65.356763 -65.356763 -65.356763 -65.356763 -65.356763 -65.356763   \n",
       "1220 -45.194876 -45.194876 -45.194876 -45.194876 -45.194876 -45.194876   \n",
       "1221 -52.044049 -52.044049 -52.044049 -52.044049 -52.044049 -52.044049   \n",
       "1222 -58.988811 -58.988811 -60.665468 -60.689583 -59.735563 -60.501480   \n",
       "1223 -56.940813 -56.940813 -56.940813 -56.940813 -56.940813 -56.943359   \n",
       "1224 -63.942344 -63.942344 -63.942344 -63.942344 -63.942344 -63.942344   \n",
       "1225 -71.407071 -71.407071 -71.407071 -71.407071 -71.407071 -71.407071   \n",
       "1226 -64.968548 -64.968548 -64.968548 -64.968548 -64.968548 -64.968548   \n",
       "1227 -55.767393 -55.767393 -55.767393 -55.767393 -55.767393 -55.767393   \n",
       "1228 -74.012896 -73.948519 -73.379063 -71.428494 -72.432060 -74.236830   \n",
       "1229 -64.793803 -64.793803 -64.793803 -65.559996 -65.851749 -65.446570   \n",
       "1230 -64.448001 -64.448001 -64.448001 -64.247894 -63.931406 -64.395909   \n",
       "1231 -52.388832 -52.388832 -52.388832 -52.388832 -54.024092 -54.198564   \n",
       "1232 -69.567537 -69.567537 -69.567537 -69.567537 -69.567537 -69.567537   \n",
       "1233 -55.897192 -55.845639 -55.693414 -55.669094 -55.983359 -56.143512   \n",
       "1234 -53.054884 -53.054884 -53.054884 -53.054884 -53.054884 -53.054884   \n",
       "1235 -64.206723 -64.206723 -64.206723 -64.206723 -64.206723 -64.206723   \n",
       "1236 -55.255136 -55.255136 -55.186653 -55.345294 -55.053389 -53.088172   \n",
       "\n",
       "            6          7          8          9      ...            206  \\\n",
       "0    -61.862374 -61.862374 -61.862374 -61.862374    ...     -61.862374   \n",
       "1    -61.508001 -61.508001 -61.508001 -61.508001    ...     -61.508001   \n",
       "2    -56.156944 -56.156944 -56.156944 -56.156944    ...     -55.155076   \n",
       "3    -61.595853 -63.160227 -63.523530 -63.523530    ...     -39.336517   \n",
       "4    -58.089938 -58.376127 -58.420398 -56.623606    ...     -41.046524   \n",
       "5    -67.736151 -67.258683 -67.736151 -67.736151    ...     -61.192877   \n",
       "6    -61.560626 -61.560626 -61.560626 -61.560626    ...     -55.407579   \n",
       "7    -57.414988 -57.414988 -57.414988 -57.414988    ...     -27.840106   \n",
       "8    -60.981255 -60.981255 -60.981255 -60.249618    ...     -48.786174   \n",
       "9    -73.841370 -73.303635 -72.806811 -73.841370    ...     -51.629344   \n",
       "10   -66.058485 -66.058485 -66.058485 -66.058485    ...     -57.539617   \n",
       "11   -69.693311 -69.620774 -69.693311 -68.906572    ...     -61.967161   \n",
       "12   -59.876183 -59.998060 -59.936650 -60.248568    ...     -54.060476   \n",
       "13   -65.027579 -65.404326 -65.427316 -58.999030    ...     -59.589138   \n",
       "14   -70.746514 -70.746514 -70.746514 -70.746514    ...     -30.967125   \n",
       "15   -65.800971 -65.800971 -65.800971 -65.800971    ...     -58.299903   \n",
       "16   -56.872732 -56.872732 -56.872732 -56.872732    ...     -52.086101   \n",
       "17   -48.737015 -48.716680 -49.198881 -49.100113    ...     -55.137522   \n",
       "18   -54.381170 -55.478573 -55.612238 -55.888784    ...     -33.353605   \n",
       "19   -41.992263 -40.100020 -38.743483 -38.762679    ...     -23.044164   \n",
       "20   -70.229631 -70.229631 -70.229631 -70.229631    ...     -70.229631   \n",
       "21   -66.804897 -66.020444 -64.604263 -65.701721    ...     -48.220253   \n",
       "22   -65.755877 -65.755877 -65.755877 -65.755877    ...     -41.396984   \n",
       "23   -69.051400 -69.051400 -69.051400 -68.359101    ...     -59.824621   \n",
       "24   -65.818869 -65.629539 -64.802625 -65.818869    ...     -65.818869   \n",
       "25   -68.089201 -67.897329 -65.258010 -67.170980    ...     -29.808566   \n",
       "26   -57.955046 -61.224968 -63.782931 -63.796762    ...     -59.814756   \n",
       "27   -52.760702 -51.047829 -50.953316 -50.094384    ...     -30.440305   \n",
       "28   -63.686438 -63.686438 -63.686438 -63.686438    ...     -63.686438   \n",
       "29   -58.389652 -58.389652 -58.389652 -58.389652    ...     -58.389652   \n",
       "...         ...        ...        ...        ...    ...            ...   \n",
       "1207 -67.128017 -67.128017 -67.128017 -67.128017    ...     -49.989319   \n",
       "1208 -59.319399 -59.590825 -59.591379 -59.675603    ...     -35.083652   \n",
       "1209 -54.677157 -54.677157 -54.677157 -54.677157    ...     -38.598323   \n",
       "1210 -59.849780 -59.849780 -59.863135 -60.327359    ...     -59.395951   \n",
       "1211 -55.382404 -55.439658 -55.337597 -54.012888    ...     -33.921105   \n",
       "1212 -44.552925 -44.552925 -44.552925 -44.552925    ...     -43.782118   \n",
       "1213 -43.489744 -46.490625 -50.799665 -50.240377    ...     -43.185244   \n",
       "1214 -57.332370 -57.332370 -57.332370 -57.332370    ...     -56.290172   \n",
       "1215 -56.402303 -55.341964 -55.211303 -56.189707    ...     -45.134884   \n",
       "1216 -64.678723 -64.678723 -64.678723 -64.678723    ...     -60.835003   \n",
       "1217 -65.562365 -65.562365 -65.562365 -65.562365    ...     -59.220376   \n",
       "1218 -68.056359 -67.975604 -67.535529 -67.833166    ...     -59.862302   \n",
       "1219 -65.356763 -65.356763 -65.356763 -65.356763    ...     -60.025150   \n",
       "1220 -45.194876 -45.194876 -45.194876 -45.194876    ...     -45.120444   \n",
       "1221 -52.044049 -52.044049 -52.044049 -52.044049    ...     -51.649853   \n",
       "1222 -60.420515 -59.816253 -60.189272 -60.110914    ...     -58.988811   \n",
       "1223 -57.077028 -56.940813 -56.940813 -57.228633    ...     -43.485592   \n",
       "1224 -63.942344 -63.942344 -63.942344 -63.942344    ...     -61.936769   \n",
       "1225 -71.407071 -71.407071 -71.407071 -71.407071    ...     -64.210706   \n",
       "1226 -64.968548 -64.968548 -64.968548 -67.252646    ...     -64.832551   \n",
       "1227 -55.767393 -55.767393 -55.767393 -55.767393    ...     -36.255997   \n",
       "1228 -73.548430 -71.061247 -71.375159 -73.176079    ...     -45.162116   \n",
       "1229 -66.626091 -66.020631 -66.533440 -64.211415    ...     -58.620567   \n",
       "1230 -64.448001 -64.448001 -64.448001 -64.244446    ...     -46.602849   \n",
       "1231 -53.286076 -52.388832 -52.388832 -52.399767    ...     -44.453112   \n",
       "1232 -69.567537 -69.567537 -69.567537 -69.567537    ...     -40.807244   \n",
       "1233 -56.128047 -55.966648 -55.947412 -55.989351    ...     -24.167525   \n",
       "1234 -53.054884 -53.054884 -53.054884 -53.054884    ...     -51.727804   \n",
       "1235 -64.206723 -64.206723 -64.206723 -64.206723    ...     -56.091409   \n",
       "1236 -52.199923 -52.218305 -52.633871 -51.629967    ...     -47.927133   \n",
       "\n",
       "            207        208        209        210        211        212  \\\n",
       "0    -61.862374 -61.761406 -60.348411 -60.160468 -61.384289 -60.519129   \n",
       "1    -61.508001 -61.508001 -61.508001 -61.508001 -61.508001 -61.508001   \n",
       "2    -56.156944 -56.156944 -56.156944 -55.844215 -56.156944 -56.156944   \n",
       "3    -39.847823 -40.466040 -40.448086 -42.883065 -43.367558 -46.280296   \n",
       "4    -42.297510 -41.002176 -41.728109 -41.608780 -43.741884 -45.259488   \n",
       "5    -61.116259 -63.291237 -65.844225 -65.121000 -59.515303 -59.591485   \n",
       "6    -53.844575 -54.260574 -55.809029 -54.627146 -53.186850 -53.998237   \n",
       "7    -27.892961 -29.425555 -31.255728 -34.011845 -34.322584 -33.564934   \n",
       "8    -49.848358 -49.632920 -55.102587 -55.481730 -52.952234 -51.401589   \n",
       "9    -50.568866 -53.505840 -54.222252 -51.545521 -52.573785 -54.786292   \n",
       "10   -55.826307 -57.741989 -59.796385 -60.975377 -62.663056 -64.573480   \n",
       "11   -61.018557 -60.341144 -63.465331 -64.500144 -61.646850 -58.001485   \n",
       "12   -50.477974 -50.955292 -55.110642 -53.636647 -57.134217 -58.249914   \n",
       "13   -60.775384 -64.036734 -64.463488 -65.204989 -64.805729 -64.463925   \n",
       "14   -32.430043 -32.474731 -34.334454 -38.280955 -39.110355 -41.010279   \n",
       "15   -62.295248 -64.930130 -65.332128 -64.116934 -64.319911 -64.971422   \n",
       "16   -53.075004 -50.191141 -52.827795 -52.266746 -52.902039 -55.671309   \n",
       "17   -56.838867 -54.096441 -53.427294 -59.046055 -57.349793 -58.454388   \n",
       "18   -31.432299 -33.775317 -36.061379 -38.142237 -38.785398 -39.644426   \n",
       "19   -23.336383 -23.641674 -24.689784 -27.675552 -29.822065 -30.353207   \n",
       "20   -70.229631 -70.229631 -70.229631 -70.229631 -66.133574 -62.637364   \n",
       "21   -47.565877 -48.008283 -50.184724 -51.803760 -51.938013 -51.970586   \n",
       "22   -41.763078 -43.194898 -44.881519 -45.717573 -48.605297 -53.018700   \n",
       "23   -57.681647 -56.301264 -58.650128 -63.881082 -63.749409 -65.222466   \n",
       "24   -65.818869 -65.818869 -65.818869 -65.438060 -65.684853 -65.818869   \n",
       "25   -29.354753 -30.388718 -30.094085 -30.615464 -31.126341 -31.148714   \n",
       "26   -62.505021 -59.518870 -60.482347 -58.338576 -58.965295 -63.520669   \n",
       "27   -31.906057 -32.806936 -33.447647 -34.668094 -34.520308 -37.190555   \n",
       "28   -63.686438 -63.686438 -63.686438 -63.686438 -63.686438 -63.686438   \n",
       "29   -58.389652 -58.389652 -57.649487 -58.025433 -58.389652 -58.389652   \n",
       "...         ...        ...        ...        ...        ...        ...   \n",
       "1207 -52.192277 -53.082673 -54.695262 -52.384729 -53.175544 -54.981104   \n",
       "1208 -34.058435 -34.644343 -34.442063 -36.707547 -41.146307 -43.172390   \n",
       "1209 -38.009244 -40.035804 -39.657108 -40.550019 -43.559956 -45.444457   \n",
       "1210 -58.885912 -59.354939 -59.807379 -59.775160 -58.808937 -57.853232   \n",
       "1211 -35.287239 -39.428942 -41.273553 -40.047037 -40.112812 -43.898186   \n",
       "1212 -38.175252 -37.902636 -40.407236 -40.815793 -41.241603 -41.736607   \n",
       "1213 -45.281609 -48.504020 -50.357992 -44.687362 -43.194414 -46.666642   \n",
       "1214 -56.565868 -57.332370 -56.719102 -56.908147 -56.898329 -57.050586   \n",
       "1215 -45.765619 -45.138881 -45.866570 -44.450824 -45.075534 -47.864657   \n",
       "1216 -61.665689 -61.047234 -59.299474 -60.432158 -62.515880 -64.088474   \n",
       "1217 -61.889744 -61.001034 -61.759804 -62.241800 -62.069901 -61.062766   \n",
       "1218 -58.913939 -57.802619 -59.957985 -62.548852 -66.173967 -64.493243   \n",
       "1219 -57.523709 -56.629023 -57.543099 -58.982573 -57.795045 -57.904399   \n",
       "1220 -45.666244 -45.259188 -45.147653 -45.233620 -45.194876 -45.194876   \n",
       "1221 -51.989357 -52.044049 -52.044049 -52.044049 -52.044049 -52.044049   \n",
       "1222 -58.988811 -58.988811 -58.916401 -58.988811 -58.988811 -58.988811   \n",
       "1223 -42.686466 -44.226132 -44.101891 -43.651345 -45.493498 -47.759692   \n",
       "1224 -61.957350 -63.942344 -63.942344 -63.942344 -63.933362 -63.799121   \n",
       "1225 -64.321623 -66.922372 -70.591707 -69.530834 -66.970003 -66.873352   \n",
       "1226 -64.678076 -64.360786 -64.642809 -62.274782 -62.417866 -63.560128   \n",
       "1227 -36.569010 -36.725955 -38.104478 -38.821533 -38.295397 -36.559404   \n",
       "1228 -47.070428 -48.173410 -49.330655 -51.711174 -52.365458 -54.464719   \n",
       "1229 -60.016013 -61.026796 -61.306973 -61.006645 -60.669009 -62.031732   \n",
       "1230 -45.155677 -46.213197 -48.122823 -45.521263 -45.774197 -49.803602   \n",
       "1231 -44.524053 -46.362766 -46.383047 -47.492377 -51.348980 -51.252681   \n",
       "1232 -43.286208 -43.042348 -42.400162 -42.409806 -41.685644 -41.405289   \n",
       "1233 -25.450151 -26.664525 -28.591213 -29.936010 -29.608872 -31.826348   \n",
       "1234 -50.203255 -49.621696 -52.275230 -51.447833 -51.883657 -52.533490   \n",
       "1235 -59.251821 -58.833817 -57.978339 -61.298153 -58.773552 -60.140413   \n",
       "1236 -50.145131 -48.712166 -47.603032 -45.205415 -44.438685 -48.720497   \n",
       "\n",
       "            213        214        215  \n",
       "0    -61.495963 -61.862374 -60.531564  \n",
       "1    -61.508001 -61.508001 -61.508001  \n",
       "2    -56.156944 -56.156944 -56.156944  \n",
       "3    -48.273818 -49.745182 -50.472916  \n",
       "4    -44.909683 -44.988356 -44.630824  \n",
       "5    -66.712170 -67.736151 -67.736151  \n",
       "6    -53.535159 -57.203741 -59.989199  \n",
       "7    -36.074428 -37.658693 -38.917999  \n",
       "8    -54.072970 -52.639566 -52.664178  \n",
       "9    -56.344280 -57.508212 -56.577322  \n",
       "10   -63.782612 -61.515785 -58.214885  \n",
       "11   -58.848490 -62.603930 -61.121783  \n",
       "12   -56.417940 -54.576753 -51.933967  \n",
       "13   -61.400518 -60.954330 -62.738246  \n",
       "14   -40.282721 -41.454053 -44.383208  \n",
       "15   -63.155779 -64.178668 -63.061902  \n",
       "16   -54.770633 -55.084441 -54.702373  \n",
       "17   -59.379402 -60.010827 -60.010827  \n",
       "18   -41.592496 -45.736790 -42.881675  \n",
       "19   -30.983005 -29.849928 -29.777451  \n",
       "20   -66.394377 -70.229631 -70.229631  \n",
       "21   -51.551021 -54.941525 -56.443121  \n",
       "22   -49.683550 -51.019885 -57.109811  \n",
       "23   -65.308242 -67.008563 -68.636299  \n",
       "24   -65.818869 -65.818869 -65.818869  \n",
       "25   -31.413186 -31.356208 -30.060384  \n",
       "26   -63.769352 -63.829853 -62.814244  \n",
       "27   -40.918852 -41.119227 -38.409354  \n",
       "28   -63.686438 -63.686438 -63.686438  \n",
       "29   -58.389652 -58.389652 -58.389652  \n",
       "...         ...        ...        ...  \n",
       "1207 -54.078131 -54.207101 -56.474811  \n",
       "1208 -42.835244 -46.150078 -45.851973  \n",
       "1209 -46.496016 -46.470699 -47.322224  \n",
       "1210 -58.398109 -59.114060 -58.564454  \n",
       "1211 -46.512260 -45.556203 -43.528693  \n",
       "1212 -43.396698 -42.237670 -41.635098  \n",
       "1213 -50.128142 -50.941980 -50.317816  \n",
       "1214 -57.332370 -57.262080 -57.332370  \n",
       "1215 -49.669654 -52.591634 -54.877643  \n",
       "1216 -64.658195 -64.604102 -64.560031  \n",
       "1217 -58.563208 -60.640275 -63.574741  \n",
       "1218 -62.488814 -63.460311 -64.412657  \n",
       "1219 -58.457920 -60.506432 -59.845687  \n",
       "1220 -45.194876 -45.194876 -45.194876  \n",
       "1221 -52.044049 -52.044049 -52.044049  \n",
       "1222 -58.988811 -58.988811 -58.988811  \n",
       "1223 -50.536515 -51.336391 -50.690862  \n",
       "1224 -63.616188 -63.476149 -63.391090  \n",
       "1225 -68.084319 -70.437988 -70.868711  \n",
       "1226 -63.105106 -63.359077 -63.284678  \n",
       "1227 -36.244597 -35.140083 -32.330563  \n",
       "1228 -56.410372 -56.113212 -54.474242  \n",
       "1229 -64.399412 -64.815625 -64.799419  \n",
       "1230 -51.963733 -52.965988 -52.242500  \n",
       "1231 -50.509345 -49.606151 -47.599135  \n",
       "1232 -42.035714 -40.774790 -38.137740  \n",
       "1233 -36.193416 -37.252570 -37.633020  \n",
       "1234 -50.991376 -48.410666 -47.317401  \n",
       "1235 -63.886547 -63.014960 -63.745278  \n",
       "1236 -50.850345 -50.327162 -48.915758  \n",
       "\n",
       "[1237 rows x 216 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "featuresDf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "labeledDf = pd.concat([featuresDf, labels], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <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",
       "      <th>...</th>\n",
       "      <th>207</th>\n",
       "      <th>208</th>\n",
       "      <th>209</th>\n",
       "      <th>210</th>\n",
       "      <th>211</th>\n",
       "      <th>212</th>\n",
       "      <th>213</th>\n",
       "      <th>214</th>\n",
       "      <th>215</th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>...</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-61.761406</td>\n",
       "      <td>-60.348411</td>\n",
       "      <td>-60.160468</td>\n",
       "      <td>-61.384289</td>\n",
       "      <td>-60.519129</td>\n",
       "      <td>-61.495963</td>\n",
       "      <td>-61.862374</td>\n",
       "      <td>-60.531564</td>\n",
       "      <td>male_neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>...</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>-61.508001</td>\n",
       "      <td>male_neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-55.663086</td>\n",
       "      <td>-56.170336</td>\n",
       "      <td>-56.157848</td>\n",
       "      <td>-54.663471</td>\n",
       "      <td>-55.166778</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>...</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-55.844215</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>-56.156944</td>\n",
       "      <td>male_neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-63.523530</td>\n",
       "      <td>-63.523530</td>\n",
       "      <td>-63.523530</td>\n",
       "      <td>-63.523530</td>\n",
       "      <td>-63.523530</td>\n",
       "      <td>-63.377373</td>\n",
       "      <td>-61.595853</td>\n",
       "      <td>-63.160227</td>\n",
       "      <td>-63.523530</td>\n",
       "      <td>-63.523530</td>\n",
       "      <td>...</td>\n",
       "      <td>-39.847823</td>\n",
       "      <td>-40.466040</td>\n",
       "      <td>-40.448086</td>\n",
       "      <td>-42.883065</td>\n",
       "      <td>-43.367558</td>\n",
       "      <td>-46.280296</td>\n",
       "      <td>-48.273818</td>\n",
       "      <td>-49.745182</td>\n",
       "      <td>-50.472916</td>\n",
       "      <td>male_neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-54.985143</td>\n",
       "      <td>-54.914563</td>\n",
       "      <td>-54.937813</td>\n",
       "      <td>-56.227640</td>\n",
       "      <td>-56.685268</td>\n",
       "      <td>-57.022505</td>\n",
       "      <td>-58.089938</td>\n",
       "      <td>-58.376127</td>\n",
       "      <td>-58.420398</td>\n",
       "      <td>-56.623606</td>\n",
       "      <td>...</td>\n",
       "      <td>-42.297510</td>\n",
       "      <td>-41.002176</td>\n",
       "      <td>-41.728109</td>\n",
       "      <td>-41.608780</td>\n",
       "      <td>-43.741884</td>\n",
       "      <td>-45.259488</td>\n",
       "      <td>-44.909683</td>\n",
       "      <td>-44.988356</td>\n",
       "      <td>-44.630824</td>\n",
       "      <td>male_calm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-67.736151</td>\n",
       "      <td>-67.778018</td>\n",
       "      <td>-66.746144</td>\n",
       "      <td>-65.957883</td>\n",
       "      <td>-67.736151</td>\n",
       "      <td>-67.736151</td>\n",
       "      <td>-67.736151</td>\n",
       "      <td>-67.258683</td>\n",
       "      <td>-67.736151</td>\n",
       "      <td>-67.736151</td>\n",
       "      <td>...</td>\n",
       "      <td>-61.116259</td>\n",
       "      <td>-63.291237</td>\n",
       "      <td>-65.844225</td>\n",
       "      <td>-65.121000</td>\n",
       "      <td>-59.515303</td>\n",
       "      <td>-59.591485</td>\n",
       "      <td>-66.712170</td>\n",
       "      <td>-67.736151</td>\n",
       "      <td>-67.736151</td>\n",
       "      <td>male_calm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>-61.560626</td>\n",
       "      <td>...</td>\n",
       "      <td>-53.844575</td>\n",
       "      <td>-54.260574</td>\n",
       "      <td>-55.809029</td>\n",
       "      <td>-54.627146</td>\n",
       "      <td>-53.186850</td>\n",
       "      <td>-53.998237</td>\n",
       "      <td>-53.535159</td>\n",
       "      <td>-57.203741</td>\n",
       "      <td>-59.989199</td>\n",
       "      <td>male_calm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>-57.414988</td>\n",
       "      <td>...</td>\n",
       "      <td>-27.892961</td>\n",
       "      <td>-29.425555</td>\n",
       "      <td>-31.255728</td>\n",
       "      <td>-34.011845</td>\n",
       "      <td>-34.322584</td>\n",
       "      <td>-33.564934</td>\n",
       "      <td>-36.074428</td>\n",
       "      <td>-37.658693</td>\n",
       "      <td>-38.917999</td>\n",
       "      <td>male_calm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-60.369038</td>\n",
       "      <td>-60.083715</td>\n",
       "      <td>-60.978925</td>\n",
       "      <td>-60.952456</td>\n",
       "      <td>-60.982486</td>\n",
       "      <td>-60.983948</td>\n",
       "      <td>-60.981255</td>\n",
       "      <td>-60.981255</td>\n",
       "      <td>-60.981255</td>\n",
       "      <td>-60.249618</td>\n",
       "      <td>...</td>\n",
       "      <td>-49.848358</td>\n",
       "      <td>-49.632920</td>\n",
       "      <td>-55.102587</td>\n",
       "      <td>-55.481730</td>\n",
       "      <td>-52.952234</td>\n",
       "      <td>-51.401589</td>\n",
       "      <td>-54.072970</td>\n",
       "      <td>-52.639566</td>\n",
       "      <td>-52.664178</td>\n",
       "      <td>male_calm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-73.841370</td>\n",
       "      <td>-73.841370</td>\n",
       "      <td>-73.841370</td>\n",
       "      <td>-73.719655</td>\n",
       "      <td>-73.841370</td>\n",
       "      <td>-73.841370</td>\n",
       "      <td>-73.841370</td>\n",
       "      <td>-73.303635</td>\n",
       "      <td>-72.806811</td>\n",
       "      <td>-73.841370</td>\n",
       "      <td>...</td>\n",
       "      <td>-50.568866</td>\n",
       "      <td>-53.505840</td>\n",
       "      <td>-54.222252</td>\n",
       "      <td>-51.545521</td>\n",
       "      <td>-52.573785</td>\n",
       "      <td>-54.786292</td>\n",
       "      <td>-56.344280</td>\n",
       "      <td>-57.508212</td>\n",
       "      <td>-56.577322</td>\n",
       "      <td>male_calm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>-66.058485</td>\n",
       "      <td>...</td>\n",
       "      <td>-55.826307</td>\n",
       "      <td>-57.741989</td>\n",
       "      <td>-59.796385</td>\n",
       "      <td>-60.975377</td>\n",
       "      <td>-62.663056</td>\n",
       "      <td>-64.573480</td>\n",
       "      <td>-63.782612</td>\n",
       "      <td>-61.515785</td>\n",
       "      <td>-58.214885</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-69.673289</td>\n",
       "      <td>-69.693311</td>\n",
       "      <td>-69.693311</td>\n",
       "      <td>-69.693311</td>\n",
       "      <td>-69.693311</td>\n",
       "      <td>-69.693311</td>\n",
       "      <td>-69.693311</td>\n",
       "      <td>-69.620774</td>\n",
       "      <td>-69.693311</td>\n",
       "      <td>-68.906572</td>\n",
       "      <td>...</td>\n",
       "      <td>-61.018557</td>\n",
       "      <td>-60.341144</td>\n",
       "      <td>-63.465331</td>\n",
       "      <td>-64.500144</td>\n",
       "      <td>-61.646850</td>\n",
       "      <td>-58.001485</td>\n",
       "      <td>-58.848490</td>\n",
       "      <td>-62.603930</td>\n",
       "      <td>-61.121783</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-58.731007</td>\n",
       "      <td>-58.746531</td>\n",
       "      <td>-58.048578</td>\n",
       "      <td>-57.370804</td>\n",
       "      <td>-58.199914</td>\n",
       "      <td>-59.706633</td>\n",
       "      <td>-59.876183</td>\n",
       "      <td>-59.998060</td>\n",
       "      <td>-59.936650</td>\n",
       "      <td>-60.248568</td>\n",
       "      <td>...</td>\n",
       "      <td>-50.477974</td>\n",
       "      <td>-50.955292</td>\n",
       "      <td>-55.110642</td>\n",
       "      <td>-53.636647</td>\n",
       "      <td>-57.134217</td>\n",
       "      <td>-58.249914</td>\n",
       "      <td>-56.417940</td>\n",
       "      <td>-54.576753</td>\n",
       "      <td>-51.933967</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-65.427316</td>\n",
       "      <td>-65.427316</td>\n",
       "      <td>-65.261778</td>\n",
       "      <td>-65.427316</td>\n",
       "      <td>-65.427316</td>\n",
       "      <td>-65.427316</td>\n",
       "      <td>-65.027579</td>\n",
       "      <td>-65.404326</td>\n",
       "      <td>-65.427316</td>\n",
       "      <td>-58.999030</td>\n",
       "      <td>...</td>\n",
       "      <td>-60.775384</td>\n",
       "      <td>-64.036734</td>\n",
       "      <td>-64.463488</td>\n",
       "      <td>-65.204989</td>\n",
       "      <td>-64.805729</td>\n",
       "      <td>-64.463925</td>\n",
       "      <td>-61.400518</td>\n",
       "      <td>-60.954330</td>\n",
       "      <td>-62.738246</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-70.746514</td>\n",
       "      <td>-70.746514</td>\n",
       "      <td>-70.025286</td>\n",
       "      <td>-69.131263</td>\n",
       "      <td>-70.746514</td>\n",
       "      <td>-70.746514</td>\n",
       "      <td>-70.746514</td>\n",
       "      <td>-70.746514</td>\n",
       "      <td>-70.746514</td>\n",
       "      <td>-70.746514</td>\n",
       "      <td>...</td>\n",
       "      <td>-32.430043</td>\n",
       "      <td>-32.474731</td>\n",
       "      <td>-34.334454</td>\n",
       "      <td>-38.280955</td>\n",
       "      <td>-39.110355</td>\n",
       "      <td>-41.010279</td>\n",
       "      <td>-40.282721</td>\n",
       "      <td>-41.454053</td>\n",
       "      <td>-44.383208</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>-65.800971</td>\n",
       "      <td>...</td>\n",
       "      <td>-62.295248</td>\n",
       "      <td>-64.930130</td>\n",
       "      <td>-65.332128</td>\n",
       "      <td>-64.116934</td>\n",
       "      <td>-64.319911</td>\n",
       "      <td>-64.971422</td>\n",
       "      <td>-63.155779</td>\n",
       "      <td>-64.178668</td>\n",
       "      <td>-63.061902</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>-56.872732</td>\n",
       "      <td>...</td>\n",
       "      <td>-53.075004</td>\n",
       "      <td>-50.191141</td>\n",
       "      <td>-52.827795</td>\n",
       "      <td>-52.266746</td>\n",
       "      <td>-52.902039</td>\n",
       "      <td>-55.671309</td>\n",
       "      <td>-54.770633</td>\n",
       "      <td>-55.084441</td>\n",
       "      <td>-54.702373</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-45.030752</td>\n",
       "      <td>-46.782718</td>\n",
       "      <td>-47.775523</td>\n",
       "      <td>-45.638217</td>\n",
       "      <td>-45.101453</td>\n",
       "      <td>-48.043098</td>\n",
       "      <td>-48.737015</td>\n",
       "      <td>-48.716680</td>\n",
       "      <td>-49.198881</td>\n",
       "      <td>-49.100113</td>\n",
       "      <td>...</td>\n",
       "      <td>-56.838867</td>\n",
       "      <td>-54.096441</td>\n",
       "      <td>-53.427294</td>\n",
       "      <td>-59.046055</td>\n",
       "      <td>-57.349793</td>\n",
       "      <td>-58.454388</td>\n",
       "      <td>-59.379402</td>\n",
       "      <td>-60.010827</td>\n",
       "      <td>-60.010827</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-55.623820</td>\n",
       "      <td>-55.623820</td>\n",
       "      <td>-55.570382</td>\n",
       "      <td>-53.938661</td>\n",
       "      <td>-52.901043</td>\n",
       "      <td>-54.380761</td>\n",
       "      <td>-54.381170</td>\n",
       "      <td>-55.478573</td>\n",
       "      <td>-55.612238</td>\n",
       "      <td>-55.888784</td>\n",
       "      <td>...</td>\n",
       "      <td>-31.432299</td>\n",
       "      <td>-33.775317</td>\n",
       "      <td>-36.061379</td>\n",
       "      <td>-38.142237</td>\n",
       "      <td>-38.785398</td>\n",
       "      <td>-39.644426</td>\n",
       "      <td>-41.592496</td>\n",
       "      <td>-45.736790</td>\n",
       "      <td>-42.881675</td>\n",
       "      <td>male_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-37.497485</td>\n",
       "      <td>-40.120203</td>\n",
       "      <td>-41.299181</td>\n",
       "      <td>-42.205225</td>\n",
       "      <td>-42.010662</td>\n",
       "      <td>-42.347005</td>\n",
       "      <td>-41.992263</td>\n",
       "      <td>-40.100020</td>\n",
       "      <td>-38.743483</td>\n",
       "      <td>-38.762679</td>\n",
       "      <td>...</td>\n",
       "      <td>-23.336383</td>\n",
       "      <td>-23.641674</td>\n",
       "      <td>-24.689784</td>\n",
       "      <td>-27.675552</td>\n",
       "      <td>-29.822065</td>\n",
       "      <td>-30.353207</td>\n",
       "      <td>-30.983005</td>\n",
       "      <td>-29.849928</td>\n",
       "      <td>-29.777451</td>\n",
       "      <td>male_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>...</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-66.133574</td>\n",
       "      <td>-62.637364</td>\n",
       "      <td>-66.394377</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>-70.229631</td>\n",
       "      <td>male_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-66.166102</td>\n",
       "      <td>-65.178092</td>\n",
       "      <td>-64.740645</td>\n",
       "      <td>-64.826073</td>\n",
       "      <td>-61.850929</td>\n",
       "      <td>-63.990030</td>\n",
       "      <td>-66.804897</td>\n",
       "      <td>-66.020444</td>\n",
       "      <td>-64.604263</td>\n",
       "      <td>-65.701721</td>\n",
       "      <td>...</td>\n",
       "      <td>-47.565877</td>\n",
       "      <td>-48.008283</td>\n",
       "      <td>-50.184724</td>\n",
       "      <td>-51.803760</td>\n",
       "      <td>-51.938013</td>\n",
       "      <td>-51.970586</td>\n",
       "      <td>-51.551021</td>\n",
       "      <td>-54.941525</td>\n",
       "      <td>-56.443121</td>\n",
       "      <td>male_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>-65.755877</td>\n",
       "      <td>...</td>\n",
       "      <td>-41.763078</td>\n",
       "      <td>-43.194898</td>\n",
       "      <td>-44.881519</td>\n",
       "      <td>-45.717573</td>\n",
       "      <td>-48.605297</td>\n",
       "      <td>-53.018700</td>\n",
       "      <td>-49.683550</td>\n",
       "      <td>-51.019885</td>\n",
       "      <td>-57.109811</td>\n",
       "      <td>male_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-68.754863</td>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-69.051400</td>\n",
       "      <td>-68.359101</td>\n",
       "      <td>...</td>\n",
       "      <td>-57.681647</td>\n",
       "      <td>-56.301264</td>\n",
       "      <td>-58.650128</td>\n",
       "      <td>-63.881082</td>\n",
       "      <td>-63.749409</td>\n",
       "      <td>-65.222466</td>\n",
       "      <td>-65.308242</td>\n",
       "      <td>-67.008563</td>\n",
       "      <td>-68.636299</td>\n",
       "      <td>male_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.805538</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.629539</td>\n",
       "      <td>-64.802625</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>...</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.438060</td>\n",
       "      <td>-65.684853</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>-65.818869</td>\n",
       "      <td>male_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-69.243253</td>\n",
       "      <td>-69.243253</td>\n",
       "      <td>-69.243253</td>\n",
       "      <td>-69.243253</td>\n",
       "      <td>-68.901972</td>\n",
       "      <td>-67.982999</td>\n",
       "      <td>-68.089201</td>\n",
       "      <td>-67.897329</td>\n",
       "      <td>-65.258010</td>\n",
       "      <td>-67.170980</td>\n",
       "      <td>...</td>\n",
       "      <td>-29.354753</td>\n",
       "      <td>-30.388718</td>\n",
       "      <td>-30.094085</td>\n",
       "      <td>-30.615464</td>\n",
       "      <td>-31.126341</td>\n",
       "      <td>-31.148714</td>\n",
       "      <td>-31.413186</td>\n",
       "      <td>-31.356208</td>\n",
       "      <td>-30.060384</td>\n",
       "      <td>male_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-63.311078</td>\n",
       "      <td>-63.072484</td>\n",
       "      <td>-63.412433</td>\n",
       "      <td>-63.796762</td>\n",
       "      <td>-63.581991</td>\n",
       "      <td>-58.921211</td>\n",
       "      <td>-57.955046</td>\n",
       "      <td>-61.224968</td>\n",
       "      <td>-63.782931</td>\n",
       "      <td>-63.796762</td>\n",
       "      <td>...</td>\n",
       "      <td>-62.505021</td>\n",
       "      <td>-59.518870</td>\n",
       "      <td>-60.482347</td>\n",
       "      <td>-58.338576</td>\n",
       "      <td>-58.965295</td>\n",
       "      <td>-63.520669</td>\n",
       "      <td>-63.769352</td>\n",
       "      <td>-63.829853</td>\n",
       "      <td>-62.814244</td>\n",
       "      <td>male_angry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-54.181857</td>\n",
       "      <td>-53.653303</td>\n",
       "      <td>-52.179519</td>\n",
       "      <td>-52.163266</td>\n",
       "      <td>-53.387515</td>\n",
       "      <td>-53.853849</td>\n",
       "      <td>-52.760702</td>\n",
       "      <td>-51.047829</td>\n",
       "      <td>-50.953316</td>\n",
       "      <td>-50.094384</td>\n",
       "      <td>...</td>\n",
       "      <td>-31.906057</td>\n",
       "      <td>-32.806936</td>\n",
       "      <td>-33.447647</td>\n",
       "      <td>-34.668094</td>\n",
       "      <td>-34.520308</td>\n",
       "      <td>-37.190555</td>\n",
       "      <td>-40.918852</td>\n",
       "      <td>-41.119227</td>\n",
       "      <td>-38.409354</td>\n",
       "      <td>male_angry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>...</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>-63.686438</td>\n",
       "      <td>male_angry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>...</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-57.649487</td>\n",
       "      <td>-58.025433</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>-58.389652</td>\n",
       "      <td>male_angry</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>1207</th>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>-67.128017</td>\n",
       "      <td>...</td>\n",
       "      <td>-52.192277</td>\n",
       "      <td>-53.082673</td>\n",
       "      <td>-54.695262</td>\n",
       "      <td>-52.384729</td>\n",
       "      <td>-53.175544</td>\n",
       "      <td>-54.981104</td>\n",
       "      <td>-54.078131</td>\n",
       "      <td>-54.207101</td>\n",
       "      <td>-56.474811</td>\n",
       "      <td>female_calm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1208</th>\n",
       "      <td>-59.699105</td>\n",
       "      <td>-59.587370</td>\n",
       "      <td>-59.571284</td>\n",
       "      <td>-59.328462</td>\n",
       "      <td>-59.369630</td>\n",
       "      <td>-59.321506</td>\n",
       "      <td>-59.319399</td>\n",
       "      <td>-59.590825</td>\n",
       "      <td>-59.591379</td>\n",
       "      <td>-59.675603</td>\n",
       "      <td>...</td>\n",
       "      <td>-34.058435</td>\n",
       "      <td>-34.644343</td>\n",
       "      <td>-34.442063</td>\n",
       "      <td>-36.707547</td>\n",
       "      <td>-41.146307</td>\n",
       "      <td>-43.172390</td>\n",
       "      <td>-42.835244</td>\n",
       "      <td>-46.150078</td>\n",
       "      <td>-45.851973</td>\n",
       "      <td>female_calm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209</th>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>-54.677157</td>\n",
       "      <td>...</td>\n",
       "      <td>-38.009244</td>\n",
       "      <td>-40.035804</td>\n",
       "      <td>-39.657108</td>\n",
       "      <td>-40.550019</td>\n",
       "      <td>-43.559956</td>\n",
       "      <td>-45.444457</td>\n",
       "      <td>-46.496016</td>\n",
       "      <td>-46.470699</td>\n",
       "      <td>-47.322224</td>\n",
       "      <td>female_calm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1210</th>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.849780</td>\n",
       "      <td>-59.863135</td>\n",
       "      <td>-60.327359</td>\n",
       "      <td>...</td>\n",
       "      <td>-58.885912</td>\n",
       "      <td>-59.354939</td>\n",
       "      <td>-59.807379</td>\n",
       "      <td>-59.775160</td>\n",
       "      <td>-58.808937</td>\n",
       "      <td>-57.853232</td>\n",
       "      <td>-58.398109</td>\n",
       "      <td>-59.114060</td>\n",
       "      <td>-58.564454</td>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1211</th>\n",
       "      <td>-54.897441</td>\n",
       "      <td>-55.061032</td>\n",
       "      <td>-54.983695</td>\n",
       "      <td>-55.102022</td>\n",
       "      <td>-55.289954</td>\n",
       "      <td>-55.346702</td>\n",
       "      <td>-55.382404</td>\n",
       "      <td>-55.439658</td>\n",
       "      <td>-55.337597</td>\n",
       "      <td>-54.012888</td>\n",
       "      <td>...</td>\n",
       "      <td>-35.287239</td>\n",
       "      <td>-39.428942</td>\n",
       "      <td>-41.273553</td>\n",
       "      <td>-40.047037</td>\n",
       "      <td>-40.112812</td>\n",
       "      <td>-43.898186</td>\n",
       "      <td>-46.512260</td>\n",
       "      <td>-45.556203</td>\n",
       "      <td>-43.528693</td>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1212</th>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>-44.552925</td>\n",
       "      <td>...</td>\n",
       "      <td>-38.175252</td>\n",
       "      <td>-37.902636</td>\n",
       "      <td>-40.407236</td>\n",
       "      <td>-40.815793</td>\n",
       "      <td>-41.241603</td>\n",
       "      <td>-41.736607</td>\n",
       "      <td>-43.396698</td>\n",
       "      <td>-42.237670</td>\n",
       "      <td>-41.635098</td>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>-48.668418</td>\n",
       "      <td>-45.720402</td>\n",
       "      <td>-46.046837</td>\n",
       "      <td>-46.525805</td>\n",
       "      <td>-47.946480</td>\n",
       "      <td>-44.790188</td>\n",
       "      <td>-43.489744</td>\n",
       "      <td>-46.490625</td>\n",
       "      <td>-50.799665</td>\n",
       "      <td>-50.240377</td>\n",
       "      <td>...</td>\n",
       "      <td>-45.281609</td>\n",
       "      <td>-48.504020</td>\n",
       "      <td>-50.357992</td>\n",
       "      <td>-44.687362</td>\n",
       "      <td>-43.194414</td>\n",
       "      <td>-46.666642</td>\n",
       "      <td>-50.128142</td>\n",
       "      <td>-50.941980</td>\n",
       "      <td>-50.317816</td>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1214</th>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>...</td>\n",
       "      <td>-56.565868</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-56.719102</td>\n",
       "      <td>-56.908147</td>\n",
       "      <td>-56.898329</td>\n",
       "      <td>-57.050586</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>-57.262080</td>\n",
       "      <td>-57.332370</td>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1215</th>\n",
       "      <td>-56.079682</td>\n",
       "      <td>-56.079682</td>\n",
       "      <td>-56.079682</td>\n",
       "      <td>-56.079682</td>\n",
       "      <td>-56.079682</td>\n",
       "      <td>-56.109858</td>\n",
       "      <td>-56.402303</td>\n",
       "      <td>-55.341964</td>\n",
       "      <td>-55.211303</td>\n",
       "      <td>-56.189707</td>\n",
       "      <td>...</td>\n",
       "      <td>-45.765619</td>\n",
       "      <td>-45.138881</td>\n",
       "      <td>-45.866570</td>\n",
       "      <td>-44.450824</td>\n",
       "      <td>-45.075534</td>\n",
       "      <td>-47.864657</td>\n",
       "      <td>-49.669654</td>\n",
       "      <td>-52.591634</td>\n",
       "      <td>-54.877643</td>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1216</th>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>-64.678723</td>\n",
       "      <td>...</td>\n",
       "      <td>-61.665689</td>\n",
       "      <td>-61.047234</td>\n",
       "      <td>-59.299474</td>\n",
       "      <td>-60.432158</td>\n",
       "      <td>-62.515880</td>\n",
       "      <td>-64.088474</td>\n",
       "      <td>-64.658195</td>\n",
       "      <td>-64.604102</td>\n",
       "      <td>-64.560031</td>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1217</th>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>-65.562365</td>\n",
       "      <td>...</td>\n",
       "      <td>-61.889744</td>\n",
       "      <td>-61.001034</td>\n",
       "      <td>-61.759804</td>\n",
       "      <td>-62.241800</td>\n",
       "      <td>-62.069901</td>\n",
       "      <td>-61.062766</td>\n",
       "      <td>-58.563208</td>\n",
       "      <td>-60.640275</td>\n",
       "      <td>-63.574741</td>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1218</th>\n",
       "      <td>-66.807157</td>\n",
       "      <td>-67.642669</td>\n",
       "      <td>-67.920088</td>\n",
       "      <td>-68.177969</td>\n",
       "      <td>-67.961404</td>\n",
       "      <td>-67.855784</td>\n",
       "      <td>-68.056359</td>\n",
       "      <td>-67.975604</td>\n",
       "      <td>-67.535529</td>\n",
       "      <td>-67.833166</td>\n",
       "      <td>...</td>\n",
       "      <td>-58.913939</td>\n",
       "      <td>-57.802619</td>\n",
       "      <td>-59.957985</td>\n",
       "      <td>-62.548852</td>\n",
       "      <td>-66.173967</td>\n",
       "      <td>-64.493243</td>\n",
       "      <td>-62.488814</td>\n",
       "      <td>-63.460311</td>\n",
       "      <td>-64.412657</td>\n",
       "      <td>female_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1219</th>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>-65.356763</td>\n",
       "      <td>...</td>\n",
       "      <td>-57.523709</td>\n",
       "      <td>-56.629023</td>\n",
       "      <td>-57.543099</td>\n",
       "      <td>-58.982573</td>\n",
       "      <td>-57.795045</td>\n",
       "      <td>-57.904399</td>\n",
       "      <td>-58.457920</td>\n",
       "      <td>-60.506432</td>\n",
       "      <td>-59.845687</td>\n",
       "      <td>female_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1220</th>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>...</td>\n",
       "      <td>-45.666244</td>\n",
       "      <td>-45.259188</td>\n",
       "      <td>-45.147653</td>\n",
       "      <td>-45.233620</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>-45.194876</td>\n",
       "      <td>female_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1221</th>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>...</td>\n",
       "      <td>-51.989357</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>-52.044049</td>\n",
       "      <td>female_angry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1222</th>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-60.665468</td>\n",
       "      <td>-60.689583</td>\n",
       "      <td>-59.735563</td>\n",
       "      <td>-60.501480</td>\n",
       "      <td>-60.420515</td>\n",
       "      <td>-59.816253</td>\n",
       "      <td>-60.189272</td>\n",
       "      <td>-60.110914</td>\n",
       "      <td>...</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.916401</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>-58.988811</td>\n",
       "      <td>female_angry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1223</th>\n",
       "      <td>-56.940813</td>\n",
       "      <td>-56.940813</td>\n",
       "      <td>-56.940813</td>\n",
       "      <td>-56.940813</td>\n",
       "      <td>-56.940813</td>\n",
       "      <td>-56.943359</td>\n",
       "      <td>-57.077028</td>\n",
       "      <td>-56.940813</td>\n",
       "      <td>-56.940813</td>\n",
       "      <td>-57.228633</td>\n",
       "      <td>...</td>\n",
       "      <td>-42.686466</td>\n",
       "      <td>-44.226132</td>\n",
       "      <td>-44.101891</td>\n",
       "      <td>-43.651345</td>\n",
       "      <td>-45.493498</td>\n",
       "      <td>-47.759692</td>\n",
       "      <td>-50.536515</td>\n",
       "      <td>-51.336391</td>\n",
       "      <td>-50.690862</td>\n",
       "      <td>female_fearful</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1224</th>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>...</td>\n",
       "      <td>-61.957350</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.942344</td>\n",
       "      <td>-63.933362</td>\n",
       "      <td>-63.799121</td>\n",
       "      <td>-63.616188</td>\n",
       "      <td>-63.476149</td>\n",
       "      <td>-63.391090</td>\n",
       "      <td>female_fearful</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1225</th>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>-71.407071</td>\n",
       "      <td>...</td>\n",
       "      <td>-64.321623</td>\n",
       "      <td>-66.922372</td>\n",
       "      <td>-70.591707</td>\n",
       "      <td>-69.530834</td>\n",
       "      <td>-66.970003</td>\n",
       "      <td>-66.873352</td>\n",
       "      <td>-68.084319</td>\n",
       "      <td>-70.437988</td>\n",
       "      <td>-70.868711</td>\n",
       "      <td>female_fearful</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1226</th>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-64.968548</td>\n",
       "      <td>-67.252646</td>\n",
       "      <td>...</td>\n",
       "      <td>-64.678076</td>\n",
       "      <td>-64.360786</td>\n",
       "      <td>-64.642809</td>\n",
       "      <td>-62.274782</td>\n",
       "      <td>-62.417866</td>\n",
       "      <td>-63.560128</td>\n",
       "      <td>-63.105106</td>\n",
       "      <td>-63.359077</td>\n",
       "      <td>-63.284678</td>\n",
       "      <td>female_fearful</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1227</th>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>-55.767393</td>\n",
       "      <td>...</td>\n",
       "      <td>-36.569010</td>\n",
       "      <td>-36.725955</td>\n",
       "      <td>-38.104478</td>\n",
       "      <td>-38.821533</td>\n",
       "      <td>-38.295397</td>\n",
       "      <td>-36.559404</td>\n",
       "      <td>-36.244597</td>\n",
       "      <td>-35.140083</td>\n",
       "      <td>-32.330563</td>\n",
       "      <td>female_fearful</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1228</th>\n",
       "      <td>-74.012896</td>\n",
       "      <td>-73.948519</td>\n",
       "      <td>-73.379063</td>\n",
       "      <td>-71.428494</td>\n",
       "      <td>-72.432060</td>\n",
       "      <td>-74.236830</td>\n",
       "      <td>-73.548430</td>\n",
       "      <td>-71.061247</td>\n",
       "      <td>-71.375159</td>\n",
       "      <td>-73.176079</td>\n",
       "      <td>...</td>\n",
       "      <td>-47.070428</td>\n",
       "      <td>-48.173410</td>\n",
       "      <td>-49.330655</td>\n",
       "      <td>-51.711174</td>\n",
       "      <td>-52.365458</td>\n",
       "      <td>-54.464719</td>\n",
       "      <td>-56.410372</td>\n",
       "      <td>-56.113212</td>\n",
       "      <td>-54.474242</td>\n",
       "      <td>female_disgust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1229</th>\n",
       "      <td>-64.793803</td>\n",
       "      <td>-64.793803</td>\n",
       "      <td>-64.793803</td>\n",
       "      <td>-65.559996</td>\n",
       "      <td>-65.851749</td>\n",
       "      <td>-65.446570</td>\n",
       "      <td>-66.626091</td>\n",
       "      <td>-66.020631</td>\n",
       "      <td>-66.533440</td>\n",
       "      <td>-64.211415</td>\n",
       "      <td>...</td>\n",
       "      <td>-60.016013</td>\n",
       "      <td>-61.026796</td>\n",
       "      <td>-61.306973</td>\n",
       "      <td>-61.006645</td>\n",
       "      <td>-60.669009</td>\n",
       "      <td>-62.031732</td>\n",
       "      <td>-64.399412</td>\n",
       "      <td>-64.815625</td>\n",
       "      <td>-64.799419</td>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1230</th>\n",
       "      <td>-64.448001</td>\n",
       "      <td>-64.448001</td>\n",
       "      <td>-64.448001</td>\n",
       "      <td>-64.247894</td>\n",
       "      <td>-63.931406</td>\n",
       "      <td>-64.395909</td>\n",
       "      <td>-64.448001</td>\n",
       "      <td>-64.448001</td>\n",
       "      <td>-64.448001</td>\n",
       "      <td>-64.244446</td>\n",
       "      <td>...</td>\n",
       "      <td>-45.155677</td>\n",
       "      <td>-46.213197</td>\n",
       "      <td>-48.122823</td>\n",
       "      <td>-45.521263</td>\n",
       "      <td>-45.774197</td>\n",
       "      <td>-49.803602</td>\n",
       "      <td>-51.963733</td>\n",
       "      <td>-52.965988</td>\n",
       "      <td>-52.242500</td>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1231</th>\n",
       "      <td>-52.388832</td>\n",
       "      <td>-52.388832</td>\n",
       "      <td>-52.388832</td>\n",
       "      <td>-52.388832</td>\n",
       "      <td>-54.024092</td>\n",
       "      <td>-54.198564</td>\n",
       "      <td>-53.286076</td>\n",
       "      <td>-52.388832</td>\n",
       "      <td>-52.388832</td>\n",
       "      <td>-52.399767</td>\n",
       "      <td>...</td>\n",
       "      <td>-44.524053</td>\n",
       "      <td>-46.362766</td>\n",
       "      <td>-46.383047</td>\n",
       "      <td>-47.492377</td>\n",
       "      <td>-51.348980</td>\n",
       "      <td>-51.252681</td>\n",
       "      <td>-50.509345</td>\n",
       "      <td>-49.606151</td>\n",
       "      <td>-47.599135</td>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1232</th>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>-69.567537</td>\n",
       "      <td>...</td>\n",
       "      <td>-43.286208</td>\n",
       "      <td>-43.042348</td>\n",
       "      <td>-42.400162</td>\n",
       "      <td>-42.409806</td>\n",
       "      <td>-41.685644</td>\n",
       "      <td>-41.405289</td>\n",
       "      <td>-42.035714</td>\n",
       "      <td>-40.774790</td>\n",
       "      <td>-38.137740</td>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1233</th>\n",
       "      <td>-55.897192</td>\n",
       "      <td>-55.845639</td>\n",
       "      <td>-55.693414</td>\n",
       "      <td>-55.669094</td>\n",
       "      <td>-55.983359</td>\n",
       "      <td>-56.143512</td>\n",
       "      <td>-56.128047</td>\n",
       "      <td>-55.966648</td>\n",
       "      <td>-55.947412</td>\n",
       "      <td>-55.989351</td>\n",
       "      <td>...</td>\n",
       "      <td>-25.450151</td>\n",
       "      <td>-26.664525</td>\n",
       "      <td>-28.591213</td>\n",
       "      <td>-29.936010</td>\n",
       "      <td>-29.608872</td>\n",
       "      <td>-31.826348</td>\n",
       "      <td>-36.193416</td>\n",
       "      <td>-37.252570</td>\n",
       "      <td>-37.633020</td>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1234</th>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>-53.054884</td>\n",
       "      <td>...</td>\n",
       "      <td>-50.203255</td>\n",
       "      <td>-49.621696</td>\n",
       "      <td>-52.275230</td>\n",
       "      <td>-51.447833</td>\n",
       "      <td>-51.883657</td>\n",
       "      <td>-52.533490</td>\n",
       "      <td>-50.991376</td>\n",
       "      <td>-48.410666</td>\n",
       "      <td>-47.317401</td>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1235</th>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>-64.206723</td>\n",
       "      <td>...</td>\n",
       "      <td>-59.251821</td>\n",
       "      <td>-58.833817</td>\n",
       "      <td>-57.978339</td>\n",
       "      <td>-61.298153</td>\n",
       "      <td>-58.773552</td>\n",
       "      <td>-60.140413</td>\n",
       "      <td>-63.886547</td>\n",
       "      <td>-63.014960</td>\n",
       "      <td>-63.745278</td>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1236</th>\n",
       "      <td>-55.255136</td>\n",
       "      <td>-55.255136</td>\n",
       "      <td>-55.186653</td>\n",
       "      <td>-55.345294</td>\n",
       "      <td>-55.053389</td>\n",
       "      <td>-53.088172</td>\n",
       "      <td>-52.199923</td>\n",
       "      <td>-52.218305</td>\n",
       "      <td>-52.633871</td>\n",
       "      <td>-51.629967</td>\n",
       "      <td>...</td>\n",
       "      <td>-50.145131</td>\n",
       "      <td>-48.712166</td>\n",
       "      <td>-47.603032</td>\n",
       "      <td>-45.205415</td>\n",
       "      <td>-44.438685</td>\n",
       "      <td>-48.720497</td>\n",
       "      <td>-50.850345</td>\n",
       "      <td>-50.327162</td>\n",
       "      <td>-48.915758</td>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1237 rows × 217 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            0          1          2          3          4          5    \\\n",
       "0    -61.862374 -61.862374 -61.862374 -61.862374 -61.862374 -61.862374   \n",
       "1    -61.508001 -61.508001 -61.508001 -61.508001 -61.508001 -61.508001   \n",
       "2    -55.663086 -56.170336 -56.157848 -54.663471 -55.166778 -56.156944   \n",
       "3    -63.523530 -63.523530 -63.523530 -63.523530 -63.523530 -63.377373   \n",
       "4    -54.985143 -54.914563 -54.937813 -56.227640 -56.685268 -57.022505   \n",
       "5    -67.736151 -67.778018 -66.746144 -65.957883 -67.736151 -67.736151   \n",
       "6    -61.560626 -61.560626 -61.560626 -61.560626 -61.560626 -61.560626   \n",
       "7    -57.414988 -57.414988 -57.414988 -57.414988 -57.414988 -57.414988   \n",
       "8    -60.369038 -60.083715 -60.978925 -60.952456 -60.982486 -60.983948   \n",
       "9    -73.841370 -73.841370 -73.841370 -73.719655 -73.841370 -73.841370   \n",
       "10   -66.058485 -66.058485 -66.058485 -66.058485 -66.058485 -66.058485   \n",
       "11   -69.673289 -69.693311 -69.693311 -69.693311 -69.693311 -69.693311   \n",
       "12   -58.731007 -58.746531 -58.048578 -57.370804 -58.199914 -59.706633   \n",
       "13   -65.427316 -65.427316 -65.261778 -65.427316 -65.427316 -65.427316   \n",
       "14   -70.746514 -70.746514 -70.025286 -69.131263 -70.746514 -70.746514   \n",
       "15   -65.800971 -65.800971 -65.800971 -65.800971 -65.800971 -65.800971   \n",
       "16   -56.872732 -56.872732 -56.872732 -56.872732 -56.872732 -56.872732   \n",
       "17   -45.030752 -46.782718 -47.775523 -45.638217 -45.101453 -48.043098   \n",
       "18   -55.623820 -55.623820 -55.570382 -53.938661 -52.901043 -54.380761   \n",
       "19   -37.497485 -40.120203 -41.299181 -42.205225 -42.010662 -42.347005   \n",
       "20   -70.229631 -70.229631 -70.229631 -70.229631 -70.229631 -70.229631   \n",
       "21   -66.166102 -65.178092 -64.740645 -64.826073 -61.850929 -63.990030   \n",
       "22   -65.755877 -65.755877 -65.755877 -65.755877 -65.755877 -65.755877   \n",
       "23   -69.051400 -69.051400 -69.051400 -69.051400 -69.051400 -68.754863   \n",
       "24   -65.818869 -65.818869 -65.818869 -65.818869 -65.805538 -65.818869   \n",
       "25   -69.243253 -69.243253 -69.243253 -69.243253 -68.901972 -67.982999   \n",
       "26   -63.311078 -63.072484 -63.412433 -63.796762 -63.581991 -58.921211   \n",
       "27   -54.181857 -53.653303 -52.179519 -52.163266 -53.387515 -53.853849   \n",
       "28   -63.686438 -63.686438 -63.686438 -63.686438 -63.686438 -63.686438   \n",
       "29   -58.389652 -58.389652 -58.389652 -58.389652 -58.389652 -58.389652   \n",
       "...         ...        ...        ...        ...        ...        ...   \n",
       "1207 -67.128017 -67.128017 -67.128017 -67.128017 -67.128017 -67.128017   \n",
       "1208 -59.699105 -59.587370 -59.571284 -59.328462 -59.369630 -59.321506   \n",
       "1209 -54.677157 -54.677157 -54.677157 -54.677157 -54.677157 -54.677157   \n",
       "1210 -59.849780 -59.849780 -59.849780 -59.849780 -59.849780 -59.849780   \n",
       "1211 -54.897441 -55.061032 -54.983695 -55.102022 -55.289954 -55.346702   \n",
       "1212 -44.552925 -44.552925 -44.552925 -44.552925 -44.552925 -44.552925   \n",
       "1213 -48.668418 -45.720402 -46.046837 -46.525805 -47.946480 -44.790188   \n",
       "1214 -57.332370 -57.332370 -57.332370 -57.332370 -57.332370 -57.332370   \n",
       "1215 -56.079682 -56.079682 -56.079682 -56.079682 -56.079682 -56.109858   \n",
       "1216 -64.678723 -64.678723 -64.678723 -64.678723 -64.678723 -64.678723   \n",
       "1217 -65.562365 -65.562365 -65.562365 -65.562365 -65.562365 -65.562365   \n",
       "1218 -66.807157 -67.642669 -67.920088 -68.177969 -67.961404 -67.855784   \n",
       "1219 -65.356763 -65.356763 -65.356763 -65.356763 -65.356763 -65.356763   \n",
       "1220 -45.194876 -45.194876 -45.194876 -45.194876 -45.194876 -45.194876   \n",
       "1221 -52.044049 -52.044049 -52.044049 -52.044049 -52.044049 -52.044049   \n",
       "1222 -58.988811 -58.988811 -60.665468 -60.689583 -59.735563 -60.501480   \n",
       "1223 -56.940813 -56.940813 -56.940813 -56.940813 -56.940813 -56.943359   \n",
       "1224 -63.942344 -63.942344 -63.942344 -63.942344 -63.942344 -63.942344   \n",
       "1225 -71.407071 -71.407071 -71.407071 -71.407071 -71.407071 -71.407071   \n",
       "1226 -64.968548 -64.968548 -64.968548 -64.968548 -64.968548 -64.968548   \n",
       "1227 -55.767393 -55.767393 -55.767393 -55.767393 -55.767393 -55.767393   \n",
       "1228 -74.012896 -73.948519 -73.379063 -71.428494 -72.432060 -74.236830   \n",
       "1229 -64.793803 -64.793803 -64.793803 -65.559996 -65.851749 -65.446570   \n",
       "1230 -64.448001 -64.448001 -64.448001 -64.247894 -63.931406 -64.395909   \n",
       "1231 -52.388832 -52.388832 -52.388832 -52.388832 -54.024092 -54.198564   \n",
       "1232 -69.567537 -69.567537 -69.567537 -69.567537 -69.567537 -69.567537   \n",
       "1233 -55.897192 -55.845639 -55.693414 -55.669094 -55.983359 -56.143512   \n",
       "1234 -53.054884 -53.054884 -53.054884 -53.054884 -53.054884 -53.054884   \n",
       "1235 -64.206723 -64.206723 -64.206723 -64.206723 -64.206723 -64.206723   \n",
       "1236 -55.255136 -55.255136 -55.186653 -55.345294 -55.053389 -53.088172   \n",
       "\n",
       "            6          7          8          9         ...              207  \\\n",
       "0    -61.862374 -61.862374 -61.862374 -61.862374       ...       -61.862374   \n",
       "1    -61.508001 -61.508001 -61.508001 -61.508001       ...       -61.508001   \n",
       "2    -56.156944 -56.156944 -56.156944 -56.156944       ...       -56.156944   \n",
       "3    -61.595853 -63.160227 -63.523530 -63.523530       ...       -39.847823   \n",
       "4    -58.089938 -58.376127 -58.420398 -56.623606       ...       -42.297510   \n",
       "5    -67.736151 -67.258683 -67.736151 -67.736151       ...       -61.116259   \n",
       "6    -61.560626 -61.560626 -61.560626 -61.560626       ...       -53.844575   \n",
       "7    -57.414988 -57.414988 -57.414988 -57.414988       ...       -27.892961   \n",
       "8    -60.981255 -60.981255 -60.981255 -60.249618       ...       -49.848358   \n",
       "9    -73.841370 -73.303635 -72.806811 -73.841370       ...       -50.568866   \n",
       "10   -66.058485 -66.058485 -66.058485 -66.058485       ...       -55.826307   \n",
       "11   -69.693311 -69.620774 -69.693311 -68.906572       ...       -61.018557   \n",
       "12   -59.876183 -59.998060 -59.936650 -60.248568       ...       -50.477974   \n",
       "13   -65.027579 -65.404326 -65.427316 -58.999030       ...       -60.775384   \n",
       "14   -70.746514 -70.746514 -70.746514 -70.746514       ...       -32.430043   \n",
       "15   -65.800971 -65.800971 -65.800971 -65.800971       ...       -62.295248   \n",
       "16   -56.872732 -56.872732 -56.872732 -56.872732       ...       -53.075004   \n",
       "17   -48.737015 -48.716680 -49.198881 -49.100113       ...       -56.838867   \n",
       "18   -54.381170 -55.478573 -55.612238 -55.888784       ...       -31.432299   \n",
       "19   -41.992263 -40.100020 -38.743483 -38.762679       ...       -23.336383   \n",
       "20   -70.229631 -70.229631 -70.229631 -70.229631       ...       -70.229631   \n",
       "21   -66.804897 -66.020444 -64.604263 -65.701721       ...       -47.565877   \n",
       "22   -65.755877 -65.755877 -65.755877 -65.755877       ...       -41.763078   \n",
       "23   -69.051400 -69.051400 -69.051400 -68.359101       ...       -57.681647   \n",
       "24   -65.818869 -65.629539 -64.802625 -65.818869       ...       -65.818869   \n",
       "25   -68.089201 -67.897329 -65.258010 -67.170980       ...       -29.354753   \n",
       "26   -57.955046 -61.224968 -63.782931 -63.796762       ...       -62.505021   \n",
       "27   -52.760702 -51.047829 -50.953316 -50.094384       ...       -31.906057   \n",
       "28   -63.686438 -63.686438 -63.686438 -63.686438       ...       -63.686438   \n",
       "29   -58.389652 -58.389652 -58.389652 -58.389652       ...       -58.389652   \n",
       "...         ...        ...        ...        ...       ...              ...   \n",
       "1207 -67.128017 -67.128017 -67.128017 -67.128017       ...       -52.192277   \n",
       "1208 -59.319399 -59.590825 -59.591379 -59.675603       ...       -34.058435   \n",
       "1209 -54.677157 -54.677157 -54.677157 -54.677157       ...       -38.009244   \n",
       "1210 -59.849780 -59.849780 -59.863135 -60.327359       ...       -58.885912   \n",
       "1211 -55.382404 -55.439658 -55.337597 -54.012888       ...       -35.287239   \n",
       "1212 -44.552925 -44.552925 -44.552925 -44.552925       ...       -38.175252   \n",
       "1213 -43.489744 -46.490625 -50.799665 -50.240377       ...       -45.281609   \n",
       "1214 -57.332370 -57.332370 -57.332370 -57.332370       ...       -56.565868   \n",
       "1215 -56.402303 -55.341964 -55.211303 -56.189707       ...       -45.765619   \n",
       "1216 -64.678723 -64.678723 -64.678723 -64.678723       ...       -61.665689   \n",
       "1217 -65.562365 -65.562365 -65.562365 -65.562365       ...       -61.889744   \n",
       "1218 -68.056359 -67.975604 -67.535529 -67.833166       ...       -58.913939   \n",
       "1219 -65.356763 -65.356763 -65.356763 -65.356763       ...       -57.523709   \n",
       "1220 -45.194876 -45.194876 -45.194876 -45.194876       ...       -45.666244   \n",
       "1221 -52.044049 -52.044049 -52.044049 -52.044049       ...       -51.989357   \n",
       "1222 -60.420515 -59.816253 -60.189272 -60.110914       ...       -58.988811   \n",
       "1223 -57.077028 -56.940813 -56.940813 -57.228633       ...       -42.686466   \n",
       "1224 -63.942344 -63.942344 -63.942344 -63.942344       ...       -61.957350   \n",
       "1225 -71.407071 -71.407071 -71.407071 -71.407071       ...       -64.321623   \n",
       "1226 -64.968548 -64.968548 -64.968548 -67.252646       ...       -64.678076   \n",
       "1227 -55.767393 -55.767393 -55.767393 -55.767393       ...       -36.569010   \n",
       "1228 -73.548430 -71.061247 -71.375159 -73.176079       ...       -47.070428   \n",
       "1229 -66.626091 -66.020631 -66.533440 -64.211415       ...       -60.016013   \n",
       "1230 -64.448001 -64.448001 -64.448001 -64.244446       ...       -45.155677   \n",
       "1231 -53.286076 -52.388832 -52.388832 -52.399767       ...       -44.524053   \n",
       "1232 -69.567537 -69.567537 -69.567537 -69.567537       ...       -43.286208   \n",
       "1233 -56.128047 -55.966648 -55.947412 -55.989351       ...       -25.450151   \n",
       "1234 -53.054884 -53.054884 -53.054884 -53.054884       ...       -50.203255   \n",
       "1235 -64.206723 -64.206723 -64.206723 -64.206723       ...       -59.251821   \n",
       "1236 -52.199923 -52.218305 -52.633871 -51.629967       ...       -50.145131   \n",
       "\n",
       "            208        209        210        211        212        213  \\\n",
       "0    -61.761406 -60.348411 -60.160468 -61.384289 -60.519129 -61.495963   \n",
       "1    -61.508001 -61.508001 -61.508001 -61.508001 -61.508001 -61.508001   \n",
       "2    -56.156944 -56.156944 -55.844215 -56.156944 -56.156944 -56.156944   \n",
       "3    -40.466040 -40.448086 -42.883065 -43.367558 -46.280296 -48.273818   \n",
       "4    -41.002176 -41.728109 -41.608780 -43.741884 -45.259488 -44.909683   \n",
       "5    -63.291237 -65.844225 -65.121000 -59.515303 -59.591485 -66.712170   \n",
       "6    -54.260574 -55.809029 -54.627146 -53.186850 -53.998237 -53.535159   \n",
       "7    -29.425555 -31.255728 -34.011845 -34.322584 -33.564934 -36.074428   \n",
       "8    -49.632920 -55.102587 -55.481730 -52.952234 -51.401589 -54.072970   \n",
       "9    -53.505840 -54.222252 -51.545521 -52.573785 -54.786292 -56.344280   \n",
       "10   -57.741989 -59.796385 -60.975377 -62.663056 -64.573480 -63.782612   \n",
       "11   -60.341144 -63.465331 -64.500144 -61.646850 -58.001485 -58.848490   \n",
       "12   -50.955292 -55.110642 -53.636647 -57.134217 -58.249914 -56.417940   \n",
       "13   -64.036734 -64.463488 -65.204989 -64.805729 -64.463925 -61.400518   \n",
       "14   -32.474731 -34.334454 -38.280955 -39.110355 -41.010279 -40.282721   \n",
       "15   -64.930130 -65.332128 -64.116934 -64.319911 -64.971422 -63.155779   \n",
       "16   -50.191141 -52.827795 -52.266746 -52.902039 -55.671309 -54.770633   \n",
       "17   -54.096441 -53.427294 -59.046055 -57.349793 -58.454388 -59.379402   \n",
       "18   -33.775317 -36.061379 -38.142237 -38.785398 -39.644426 -41.592496   \n",
       "19   -23.641674 -24.689784 -27.675552 -29.822065 -30.353207 -30.983005   \n",
       "20   -70.229631 -70.229631 -70.229631 -66.133574 -62.637364 -66.394377   \n",
       "21   -48.008283 -50.184724 -51.803760 -51.938013 -51.970586 -51.551021   \n",
       "22   -43.194898 -44.881519 -45.717573 -48.605297 -53.018700 -49.683550   \n",
       "23   -56.301264 -58.650128 -63.881082 -63.749409 -65.222466 -65.308242   \n",
       "24   -65.818869 -65.818869 -65.438060 -65.684853 -65.818869 -65.818869   \n",
       "25   -30.388718 -30.094085 -30.615464 -31.126341 -31.148714 -31.413186   \n",
       "26   -59.518870 -60.482347 -58.338576 -58.965295 -63.520669 -63.769352   \n",
       "27   -32.806936 -33.447647 -34.668094 -34.520308 -37.190555 -40.918852   \n",
       "28   -63.686438 -63.686438 -63.686438 -63.686438 -63.686438 -63.686438   \n",
       "29   -58.389652 -57.649487 -58.025433 -58.389652 -58.389652 -58.389652   \n",
       "...         ...        ...        ...        ...        ...        ...   \n",
       "1207 -53.082673 -54.695262 -52.384729 -53.175544 -54.981104 -54.078131   \n",
       "1208 -34.644343 -34.442063 -36.707547 -41.146307 -43.172390 -42.835244   \n",
       "1209 -40.035804 -39.657108 -40.550019 -43.559956 -45.444457 -46.496016   \n",
       "1210 -59.354939 -59.807379 -59.775160 -58.808937 -57.853232 -58.398109   \n",
       "1211 -39.428942 -41.273553 -40.047037 -40.112812 -43.898186 -46.512260   \n",
       "1212 -37.902636 -40.407236 -40.815793 -41.241603 -41.736607 -43.396698   \n",
       "1213 -48.504020 -50.357992 -44.687362 -43.194414 -46.666642 -50.128142   \n",
       "1214 -57.332370 -56.719102 -56.908147 -56.898329 -57.050586 -57.332370   \n",
       "1215 -45.138881 -45.866570 -44.450824 -45.075534 -47.864657 -49.669654   \n",
       "1216 -61.047234 -59.299474 -60.432158 -62.515880 -64.088474 -64.658195   \n",
       "1217 -61.001034 -61.759804 -62.241800 -62.069901 -61.062766 -58.563208   \n",
       "1218 -57.802619 -59.957985 -62.548852 -66.173967 -64.493243 -62.488814   \n",
       "1219 -56.629023 -57.543099 -58.982573 -57.795045 -57.904399 -58.457920   \n",
       "1220 -45.259188 -45.147653 -45.233620 -45.194876 -45.194876 -45.194876   \n",
       "1221 -52.044049 -52.044049 -52.044049 -52.044049 -52.044049 -52.044049   \n",
       "1222 -58.988811 -58.916401 -58.988811 -58.988811 -58.988811 -58.988811   \n",
       "1223 -44.226132 -44.101891 -43.651345 -45.493498 -47.759692 -50.536515   \n",
       "1224 -63.942344 -63.942344 -63.942344 -63.933362 -63.799121 -63.616188   \n",
       "1225 -66.922372 -70.591707 -69.530834 -66.970003 -66.873352 -68.084319   \n",
       "1226 -64.360786 -64.642809 -62.274782 -62.417866 -63.560128 -63.105106   \n",
       "1227 -36.725955 -38.104478 -38.821533 -38.295397 -36.559404 -36.244597   \n",
       "1228 -48.173410 -49.330655 -51.711174 -52.365458 -54.464719 -56.410372   \n",
       "1229 -61.026796 -61.306973 -61.006645 -60.669009 -62.031732 -64.399412   \n",
       "1230 -46.213197 -48.122823 -45.521263 -45.774197 -49.803602 -51.963733   \n",
       "1231 -46.362766 -46.383047 -47.492377 -51.348980 -51.252681 -50.509345   \n",
       "1232 -43.042348 -42.400162 -42.409806 -41.685644 -41.405289 -42.035714   \n",
       "1233 -26.664525 -28.591213 -29.936010 -29.608872 -31.826348 -36.193416   \n",
       "1234 -49.621696 -52.275230 -51.447833 -51.883657 -52.533490 -50.991376   \n",
       "1235 -58.833817 -57.978339 -61.298153 -58.773552 -60.140413 -63.886547   \n",
       "1236 -48.712166 -47.603032 -45.205415 -44.438685 -48.720497 -50.850345   \n",
       "\n",
       "            214        215             0    \n",
       "0    -61.862374 -60.531564    male_neutral  \n",
       "1    -61.508001 -61.508001    male_neutral  \n",
       "2    -56.156944 -56.156944    male_neutral  \n",
       "3    -49.745182 -50.472916    male_neutral  \n",
       "4    -44.988356 -44.630824       male_calm  \n",
       "5    -67.736151 -67.736151       male_calm  \n",
       "6    -57.203741 -59.989199       male_calm  \n",
       "7    -37.658693 -38.917999       male_calm  \n",
       "8    -52.639566 -52.664178       male_calm  \n",
       "9    -57.508212 -56.577322       male_calm  \n",
       "10   -61.515785 -58.214885      male_happy  \n",
       "11   -62.603930 -61.121783      male_happy  \n",
       "12   -54.576753 -51.933967      male_happy  \n",
       "13   -60.954330 -62.738246      male_happy  \n",
       "14   -41.454053 -44.383208      male_happy  \n",
       "15   -64.178668 -63.061902      male_happy  \n",
       "16   -55.084441 -54.702373      male_happy  \n",
       "17   -60.010827 -60.010827      male_happy  \n",
       "18   -45.736790 -42.881675        male_sad  \n",
       "19   -29.849928 -29.777451        male_sad  \n",
       "20   -70.229631 -70.229631        male_sad  \n",
       "21   -54.941525 -56.443121        male_sad  \n",
       "22   -51.019885 -57.109811        male_sad  \n",
       "23   -67.008563 -68.636299        male_sad  \n",
       "24   -65.818869 -65.818869        male_sad  \n",
       "25   -31.356208 -30.060384        male_sad  \n",
       "26   -63.829853 -62.814244      male_angry  \n",
       "27   -41.119227 -38.409354      male_angry  \n",
       "28   -63.686438 -63.686438      male_angry  \n",
       "29   -58.389652 -58.389652      male_angry  \n",
       "...         ...        ...             ...  \n",
       "1207 -54.207101 -56.474811     female_calm  \n",
       "1208 -46.150078 -45.851973     female_calm  \n",
       "1209 -46.470699 -47.322224     female_calm  \n",
       "1210 -59.114060 -58.564454    female_happy  \n",
       "1211 -45.556203 -43.528693    female_happy  \n",
       "1212 -42.237670 -41.635098    female_happy  \n",
       "1213 -50.941980 -50.317816    female_happy  \n",
       "1214 -57.262080 -57.332370    female_happy  \n",
       "1215 -52.591634 -54.877643    female_happy  \n",
       "1216 -64.604102 -64.560031    female_happy  \n",
       "1217 -60.640275 -63.574741    female_happy  \n",
       "1218 -63.460311 -64.412657      female_sad  \n",
       "1219 -60.506432 -59.845687      female_sad  \n",
       "1220 -45.194876 -45.194876      female_sad  \n",
       "1221 -52.044049 -52.044049    female_angry  \n",
       "1222 -58.988811 -58.988811    female_angry  \n",
       "1223 -51.336391 -50.690862  female_fearful  \n",
       "1224 -63.476149 -63.391090  female_fearful  \n",
       "1225 -70.437988 -70.868711  female_fearful  \n",
       "1226 -63.359077 -63.284678  female_fearful  \n",
       "1227 -35.140083 -32.330563  female_fearful  \n",
       "1228 -56.113212 -54.474242  female_disgust  \n",
       "1229 -64.815625 -64.799419  female_surpise  \n",
       "1230 -52.965988 -52.242500  female_surpise  \n",
       "1231 -49.606151 -47.599135  female_surpise  \n",
       "1232 -40.774790 -38.137740  female_surpise  \n",
       "1233 -37.252570 -37.633020  female_surpise  \n",
       "1234 -48.410666 -47.317401  female_surpise  \n",
       "1235 -63.014960 -63.745278  female_surpise  \n",
       "1236 -50.327162 -48.915758  female_surpise  \n",
       "\n",
       "[1237 rows x 217 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labeledDf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "named = labeledDf.rename(index=str, columns={\"0\":\"label\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.utils import shuffle\n",
    "renamed = shuffle(named)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>0</th>\n",
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       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>-79.309150</td>\n",
       "      <td>-79.309150</td>\n",
       "      <td>-79.309150</td>\n",
       "      <td>-79.309150</td>\n",
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       "      <td>-79.309150</td>\n",
       "      <td>-79.309150</td>\n",
       "      <td>-79.309150</td>\n",
       "      <td>...</td>\n",
       "      <td>-68.866125</td>\n",
       "      <td>-70.879400</td>\n",
       "      <td>-73.272181</td>\n",
       "      <td>-67.424679</td>\n",
       "      <td>-65.619448</td>\n",
       "      <td>-63.118954</td>\n",
       "      <td>-63.787244</td>\n",
       "      <td>-66.494020</td>\n",
       "      <td>-66.106942</td>\n",
       "      <td>female_surpise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>-64.247620</td>\n",
       "      <td>-64.373116</td>\n",
       "      <td>-63.817062</td>\n",
       "      <td>-60.828506</td>\n",
       "      <td>-58.402493</td>\n",
       "      <td>-51.610943</td>\n",
       "      <td>-51.796620</td>\n",
       "      <td>-52.992585</td>\n",
       "      <td>-54.142099</td>\n",
       "      <td>-52.943971</td>\n",
       "      <td>...</td>\n",
       "      <td>-47.849436</td>\n",
       "      <td>-48.964547</td>\n",
       "      <td>-48.379615</td>\n",
       "      <td>-47.041026</td>\n",
       "      <td>-46.480041</td>\n",
       "      <td>-46.190387</td>\n",
       "      <td>-46.501645</td>\n",
       "      <td>-46.433923</td>\n",
       "      <td>-47.593557</td>\n",
       "      <td>male_surprise</td>\n",
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       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>-64.894397</td>\n",
       "      <td>-64.894397</td>\n",
       "      <td>-64.894397</td>\n",
       "      <td>-64.894397</td>\n",
       "      <td>-64.894397</td>\n",
       "      <td>-64.894397</td>\n",
       "      <td>-64.894397</td>\n",
       "      <td>-64.894397</td>\n",
       "      <td>-64.894397</td>\n",
       "      <td>-64.894397</td>\n",
       "      <td>...</td>\n",
       "      <td>-55.871372</td>\n",
       "      <td>-52.304884</td>\n",
       "      <td>-53.291198</td>\n",
       "      <td>-59.366247</td>\n",
       "      <td>-58.611711</td>\n",
       "      <td>-56.177619</td>\n",
       "      <td>-56.868883</td>\n",
       "      <td>-60.205536</td>\n",
       "      <td>-62.329517</td>\n",
       "      <td>female_calm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>-55.217309</td>\n",
       "      <td>-57.142352</td>\n",
       "      <td>-56.979509</td>\n",
       "      <td>-56.664986</td>\n",
       "      <td>-57.439550</td>\n",
       "      <td>-57.614163</td>\n",
       "      <td>-57.124357</td>\n",
       "      <td>-56.951166</td>\n",
       "      <td>-56.631125</td>\n",
       "      <td>-56.283090</td>\n",
       "      <td>...</td>\n",
       "      <td>-53.750141</td>\n",
       "      <td>-56.681749</td>\n",
       "      <td>-56.086068</td>\n",
       "      <td>-57.121125</td>\n",
       "      <td>-57.198056</td>\n",
       "      <td>-57.852790</td>\n",
       "      <td>-57.664425</td>\n",
       "      <td>-55.603506</td>\n",
       "      <td>-54.206286</td>\n",
       "      <td>female_fearful</td>\n",
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       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>-55.309755</td>\n",
       "      <td>-53.135627</td>\n",
       "      <td>-53.411575</td>\n",
       "      <td>-53.746281</td>\n",
       "      <td>-52.089333</td>\n",
       "      <td>-52.538318</td>\n",
       "      <td>-52.818341</td>\n",
       "      <td>-52.520157</td>\n",
       "      <td>-54.157408</td>\n",
       "      <td>-56.611049</td>\n",
       "      <td>...</td>\n",
       "      <td>-52.228938</td>\n",
       "      <td>-52.653944</td>\n",
       "      <td>-51.813917</td>\n",
       "      <td>-52.422211</td>\n",
       "      <td>-53.317482</td>\n",
       "      <td>-51.357122</td>\n",
       "      <td>-52.184839</td>\n",
       "      <td>-53.723655</td>\n",
       "      <td>-51.837224</td>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>-61.161481</td>\n",
       "      <td>-61.161481</td>\n",
       "      <td>-61.161481</td>\n",
       "      <td>-61.161481</td>\n",
       "      <td>-61.161481</td>\n",
       "      <td>-61.161481</td>\n",
       "      <td>-61.161481</td>\n",
       "      <td>-61.161481</td>\n",
       "      <td>-61.161481</td>\n",
       "      <td>-61.161481</td>\n",
       "      <td>...</td>\n",
       "      <td>-55.272283</td>\n",
       "      <td>-58.792892</td>\n",
       "      <td>-58.944671</td>\n",
       "      <td>-58.572789</td>\n",
       "      <td>-56.419658</td>\n",
       "      <td>-56.884215</td>\n",
       "      <td>-59.682174</td>\n",
       "      <td>-60.086037</td>\n",
       "      <td>-58.741867</td>\n",
       "      <td>female_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>-39.749325</td>\n",
       "      <td>-39.749325</td>\n",
       "      <td>-39.749325</td>\n",
       "      <td>-39.749325</td>\n",
       "      <td>-39.749325</td>\n",
       "      <td>-39.749325</td>\n",
       "      <td>-39.749325</td>\n",
       "      <td>-39.749325</td>\n",
       "      <td>-39.749325</td>\n",
       "      <td>-39.749325</td>\n",
       "      <td>...</td>\n",
       "      <td>-38.703549</td>\n",
       "      <td>-39.578304</td>\n",
       "      <td>-39.625226</td>\n",
       "      <td>-39.157460</td>\n",
       "      <td>-39.267257</td>\n",
       "      <td>-39.749325</td>\n",
       "      <td>-39.749325</td>\n",
       "      <td>-39.749325</td>\n",
       "      <td>-39.749325</td>\n",
       "      <td>male_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1176</th>\n",
       "      <td>-52.765701</td>\n",
       "      <td>-52.765701</td>\n",
       "      <td>-52.765701</td>\n",
       "      <td>-52.765701</td>\n",
       "      <td>-52.765701</td>\n",
       "      <td>-52.765701</td>\n",
       "      <td>-52.566388</td>\n",
       "      <td>-51.456360</td>\n",
       "      <td>-51.228733</td>\n",
       "      <td>-51.377650</td>\n",
       "      <td>...</td>\n",
       "      <td>-52.273590</td>\n",
       "      <td>-52.550974</td>\n",
       "      <td>-52.765701</td>\n",
       "      <td>-52.765701</td>\n",
       "      <td>-52.765701</td>\n",
       "      <td>-52.765701</td>\n",
       "      <td>-52.765701</td>\n",
       "      <td>-52.765701</td>\n",
       "      <td>-52.765701</td>\n",
       "      <td>male_angry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>-35.319465</td>\n",
       "      <td>-39.132699</td>\n",
       "      <td>-39.785703</td>\n",
       "      <td>-37.674017</td>\n",
       "      <td>-37.200961</td>\n",
       "      <td>-35.843159</td>\n",
       "      <td>-36.003844</td>\n",
       "      <td>-37.002807</td>\n",
       "      <td>-38.095702</td>\n",
       "      <td>-41.360303</td>\n",
       "      <td>...</td>\n",
       "      <td>-39.295047</td>\n",
       "      <td>-37.979322</td>\n",
       "      <td>-38.666503</td>\n",
       "      <td>-39.226166</td>\n",
       "      <td>-39.982413</td>\n",
       "      <td>-39.395069</td>\n",
       "      <td>-38.948013</td>\n",
       "      <td>-40.996470</td>\n",
       "      <td>-40.479915</td>\n",
       "      <td>female_sad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>-62.627153</td>\n",
       "      <td>-62.568323</td>\n",
       "      <td>-61.628763</td>\n",
       "      <td>-62.030573</td>\n",
       "      <td>-62.627153</td>\n",
       "      <td>-62.627153</td>\n",
       "      <td>-62.627153</td>\n",
       "      <td>-62.627153</td>\n",
       "      <td>-62.627153</td>\n",
       "      <td>-62.627153</td>\n",
       "      <td>...</td>\n",
       "      <td>-54.196675</td>\n",
       "      <td>-53.794721</td>\n",
       "      <td>-54.912960</td>\n",
       "      <td>-53.278996</td>\n",
       "      <td>-54.207670</td>\n",
       "      <td>-55.128292</td>\n",
       "      <td>-55.759278</td>\n",
       "      <td>-53.931032</td>\n",
       "      <td>-52.580857</td>\n",
       "      <td>female_calm</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 217 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            0          1          2          3          4          5    \\\n",
       "1058 -79.309150 -79.309150 -79.309150 -79.309150 -79.309150 -79.309150   \n",
       "803  -64.247620 -64.373116 -63.817062 -60.828506 -58.402493 -51.610943   \n",
       "53   -64.894397 -64.894397 -64.894397 -64.894397 -64.894397 -64.894397   \n",
       "80   -55.217309 -57.142352 -56.979509 -56.664986 -57.439550 -57.614163   \n",
       "369  -55.309755 -53.135627 -53.411575 -53.746281 -52.089333 -52.538318   \n",
       "67   -61.161481 -61.161481 -61.161481 -61.161481 -61.161481 -61.161481   \n",
       "222  -39.749325 -39.749325 -39.749325 -39.749325 -39.749325 -39.749325   \n",
       "1176 -52.765701 -52.765701 -52.765701 -52.765701 -52.765701 -52.765701   \n",
       "829  -35.319465 -39.132699 -39.785703 -37.674017 -37.200961 -35.843159   \n",
       "585  -62.627153 -62.568323 -61.628763 -62.030573 -62.627153 -62.627153   \n",
       "\n",
       "            6          7          8          9         ...              207  \\\n",
       "1058 -79.309150 -79.309150 -79.309150 -79.309150       ...       -68.866125   \n",
       "803  -51.796620 -52.992585 -54.142099 -52.943971       ...       -47.849436   \n",
       "53   -64.894397 -64.894397 -64.894397 -64.894397       ...       -55.871372   \n",
       "80   -57.124357 -56.951166 -56.631125 -56.283090       ...       -53.750141   \n",
       "369  -52.818341 -52.520157 -54.157408 -56.611049       ...       -52.228938   \n",
       "67   -61.161481 -61.161481 -61.161481 -61.161481       ...       -55.272283   \n",
       "222  -39.749325 -39.749325 -39.749325 -39.749325       ...       -38.703549   \n",
       "1176 -52.566388 -51.456360 -51.228733 -51.377650       ...       -52.273590   \n",
       "829  -36.003844 -37.002807 -38.095702 -41.360303       ...       -39.295047   \n",
       "585  -62.627153 -62.627153 -62.627153 -62.627153       ...       -54.196675   \n",
       "\n",
       "            208        209        210        211        212        213  \\\n",
       "1058 -70.879400 -73.272181 -67.424679 -65.619448 -63.118954 -63.787244   \n",
       "803  -48.964547 -48.379615 -47.041026 -46.480041 -46.190387 -46.501645   \n",
       "53   -52.304884 -53.291198 -59.366247 -58.611711 -56.177619 -56.868883   \n",
       "80   -56.681749 -56.086068 -57.121125 -57.198056 -57.852790 -57.664425   \n",
       "369  -52.653944 -51.813917 -52.422211 -53.317482 -51.357122 -52.184839   \n",
       "67   -58.792892 -58.944671 -58.572789 -56.419658 -56.884215 -59.682174   \n",
       "222  -39.578304 -39.625226 -39.157460 -39.267257 -39.749325 -39.749325   \n",
       "1176 -52.550974 -52.765701 -52.765701 -52.765701 -52.765701 -52.765701   \n",
       "829  -37.979322 -38.666503 -39.226166 -39.982413 -39.395069 -38.948013   \n",
       "585  -53.794721 -54.912960 -53.278996 -54.207670 -55.128292 -55.759278   \n",
       "\n",
       "            214        215             0    \n",
       "1058 -66.494020 -66.106942  female_surpise  \n",
       "803  -46.433923 -47.593557   male_surprise  \n",
       "53   -60.205536 -62.329517     female_calm  \n",
       "80   -55.603506 -54.206286  female_fearful  \n",
       "369  -53.723655 -51.837224    female_happy  \n",
       "67   -60.086037 -58.741867      female_sad  \n",
       "222  -39.749325 -39.749325        male_sad  \n",
       "1176 -52.765701 -52.765701      male_angry  \n",
       "829  -40.996470 -40.479915      female_sad  \n",
       "585  -53.931032 -52.580857     female_calm  \n",
       "\n",
       "[10 rows x 217 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "renamed[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "renamed = renamed.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "divider = np.random.rand(len(renamed)) < 0.85\n",
    "train = renamed[divider]\n",
    "test = renamed[~divider]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
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       "      <th>182</th>\n",
       "      <td>-55.895559</td>\n",
       "      <td>-55.895559</td>\n",
       "      <td>-55.895559</td>\n",
       "      <td>-55.895559</td>\n",
       "      <td>-55.895559</td>\n",
       "      <td>-55.895559</td>\n",
       "      <td>-55.895559</td>\n",
       "      <td>-55.895559</td>\n",
       "      <td>-55.895559</td>\n",
       "      <td>-55.895559</td>\n",
       "      <td>...</td>\n",
       "      <td>-55.878993</td>\n",
       "      <td>-55.720305</td>\n",
       "      <td>-55.895559</td>\n",
       "      <td>-53.423616</td>\n",
       "      <td>-54.514522</td>\n",
       "      <td>-56.326328</td>\n",
       "      <td>-55.916817</td>\n",
       "      <td>-55.856798</td>\n",
       "      <td>-54.609526</td>\n",
       "      <td>female_fearful</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>-49.647638</td>\n",
       "      <td>-50.662648</td>\n",
       "      <td>-52.826906</td>\n",
       "      <td>-51.221888</td>\n",
       "      <td>-49.420939</td>\n",
       "      <td>-49.680657</td>\n",
       "      <td>-47.142643</td>\n",
       "      <td>-49.038043</td>\n",
       "      <td>-51.746490</td>\n",
       "      <td>-51.481773</td>\n",
       "      <td>...</td>\n",
       "      <td>-54.452001</td>\n",
       "      <td>-53.523456</td>\n",
       "      <td>-52.629641</td>\n",
       "      <td>-51.865753</td>\n",
       "      <td>-50.824184</td>\n",
       "      <td>-52.774172</td>\n",
       "      <td>-53.081611</td>\n",
       "      <td>-52.079972</td>\n",
       "      <td>-52.391522</td>\n",
       "      <td>male_disgust</td>\n",
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       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>-70.400550</td>\n",
       "      <td>-70.400550</td>\n",
       "      <td>-70.400550</td>\n",
       "      <td>-70.400550</td>\n",
       "      <td>-69.432192</td>\n",
       "      <td>-67.132271</td>\n",
       "      <td>-66.026492</td>\n",
       "      <td>-65.041883</td>\n",
       "      <td>-64.778713</td>\n",
       "      <td>-65.204933</td>\n",
       "      <td>...</td>\n",
       "      <td>-61.743077</td>\n",
       "      <td>-58.785375</td>\n",
       "      <td>-58.077398</td>\n",
       "      <td>-59.684619</td>\n",
       "      <td>-61.275630</td>\n",
       "      <td>-60.361666</td>\n",
       "      <td>-57.225772</td>\n",
       "      <td>-58.686888</td>\n",
       "      <td>-63.324019</td>\n",
       "      <td>female_fearful</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>-43.013786</td>\n",
       "      <td>-43.013786</td>\n",
       "      <td>-43.013786</td>\n",
       "      <td>-43.013786</td>\n",
       "      <td>-43.013786</td>\n",
       "      <td>-43.013786</td>\n",
       "      <td>-43.013786</td>\n",
       "      <td>-43.013786</td>\n",
       "      <td>-43.013786</td>\n",
       "      <td>-43.013786</td>\n",
       "      <td>...</td>\n",
       "      <td>-29.464094</td>\n",
       "      <td>-28.035271</td>\n",
       "      <td>-26.927565</td>\n",
       "      <td>-28.122175</td>\n",
       "      <td>-30.396886</td>\n",
       "      <td>-29.854355</td>\n",
       "      <td>-27.671695</td>\n",
       "      <td>-26.385856</td>\n",
       "      <td>-24.183284</td>\n",
       "      <td>female_calm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>-61.080895</td>\n",
       "      <td>-61.470583</td>\n",
       "      <td>-61.351923</td>\n",
       "      <td>-59.571079</td>\n",
       "      <td>-59.312108</td>\n",
       "      <td>-59.351803</td>\n",
       "      <td>-62.197510</td>\n",
       "      <td>-61.885155</td>\n",
       "      <td>-59.451596</td>\n",
       "      <td>-61.568372</td>\n",
       "      <td>...</td>\n",
       "      <td>-44.797739</td>\n",
       "      <td>-44.210593</td>\n",
       "      <td>-44.046530</td>\n",
       "      <td>-44.359682</td>\n",
       "      <td>-46.438550</td>\n",
       "      <td>-48.639864</td>\n",
       "      <td>-46.470403</td>\n",
       "      <td>-47.464108</td>\n",
       "      <td>-49.256035</td>\n",
       "      <td>male_calm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1069</th>\n",
       "      <td>-52.000726</td>\n",
       "      <td>-52.000726</td>\n",
       "      <td>-52.000726</td>\n",
       "      <td>-51.157791</td>\n",
       "      <td>-51.038548</td>\n",
       "      <td>-51.565109</td>\n",
       "      <td>-52.000726</td>\n",
       "      <td>-52.000726</td>\n",
       "      <td>-51.692669</td>\n",
       "      <td>-51.630730</td>\n",
       "      <td>...</td>\n",
       "      <td>-45.041480</td>\n",
       "      <td>-46.360539</td>\n",
       "      <td>-47.435754</td>\n",
       "      <td>-45.051733</td>\n",
       "      <td>-45.605298</td>\n",
       "      <td>-45.434120</td>\n",
       "      <td>-45.584861</td>\n",
       "      <td>-44.438182</td>\n",
       "      <td>-43.538648</td>\n",
       "      <td>male_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>-56.335690</td>\n",
       "      <td>-54.906206</td>\n",
       "      <td>-53.692970</td>\n",
       "      <td>-53.523573</td>\n",
       "      <td>-55.157868</td>\n",
       "      <td>-55.398388</td>\n",
       "      <td>-55.014681</td>\n",
       "      <td>-53.006655</td>\n",
       "      <td>-50.264192</td>\n",
       "      <td>-49.289816</td>\n",
       "      <td>...</td>\n",
       "      <td>-55.085740</td>\n",
       "      <td>-51.844803</td>\n",
       "      <td>-53.272320</td>\n",
       "      <td>-55.002000</td>\n",
       "      <td>-49.909913</td>\n",
       "      <td>-48.875654</td>\n",
       "      <td>-49.106418</td>\n",
       "      <td>-49.231347</td>\n",
       "      <td>-50.217761</td>\n",
       "      <td>female_happy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>-52.565037</td>\n",
       "      <td>-52.565037</td>\n",
       "      <td>-52.565037</td>\n",
       "      <td>-52.565037</td>\n",
       "      <td>-52.565037</td>\n",
       "      <td>-52.565037</td>\n",
       "      <td>-52.565037</td>\n",
       "      <td>-52.565037</td>\n",
       "      <td>-53.494297</td>\n",
       "      <td>-52.640799</td>\n",
       "      <td>...</td>\n",
       "      <td>-46.514663</td>\n",
       "      <td>-47.245842</td>\n",
       "      <td>-49.055834</td>\n",
       "      <td>-51.519685</td>\n",
       "      <td>-51.582134</td>\n",
       "      <td>-50.305982</td>\n",
       "      <td>-51.048231</td>\n",
       "      <td>-52.137047</td>\n",
       "      <td>-51.173593</td>\n",
       "      <td>female_angry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>-53.913995</td>\n",
       "      <td>-53.856719</td>\n",
       "      <td>-53.552779</td>\n",
       "      <td>-53.879402</td>\n",
       "      <td>-54.017351</td>\n",
       "      <td>-54.070804</td>\n",
       "      <td>-54.128800</td>\n",
       "      <td>-54.258137</td>\n",
       "      <td>-54.262680</td>\n",
       "      <td>-54.137379</td>\n",
       "      <td>...</td>\n",
       "      <td>-41.416883</td>\n",
       "      <td>-41.197624</td>\n",
       "      <td>-45.481135</td>\n",
       "      <td>-47.965396</td>\n",
       "      <td>-49.700518</td>\n",
       "      <td>-52.673831</td>\n",
       "      <td>-52.024993</td>\n",
       "      <td>-51.075670</td>\n",
       "      <td>-52.622621</td>\n",
       "      <td>male_fearful</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>-56.020816</td>\n",
       "      <td>-55.617262</td>\n",
       "      <td>-55.249567</td>\n",
       "      <td>-55.412151</td>\n",
       "      <td>-54.860023</td>\n",
       "      <td>-53.800115</td>\n",
       "      <td>-51.929230</td>\n",
       "      <td>-50.367562</td>\n",
       "      <td>-49.699363</td>\n",
       "      <td>-50.277689</td>\n",
       "      <td>...</td>\n",
       "      <td>-50.861944</td>\n",
       "      <td>-49.661319</td>\n",
       "      <td>-49.058371</td>\n",
       "      <td>-47.725829</td>\n",
       "      <td>-47.595243</td>\n",
       "      <td>-48.072184</td>\n",
       "      <td>-48.019501</td>\n",
       "      <td>-48.827681</td>\n",
       "      <td>-50.340179</td>\n",
       "      <td>female_neutral</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 217 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            0          1          2          3          4          5    \\\n",
       "182  -55.895559 -55.895559 -55.895559 -55.895559 -55.895559 -55.895559   \n",
       "909  -49.647638 -50.662648 -52.826906 -51.221888 -49.420939 -49.680657   \n",
       "730  -70.400550 -70.400550 -70.400550 -70.400550 -69.432192 -67.132271   \n",
       "591  -43.013786 -43.013786 -43.013786 -43.013786 -43.013786 -43.013786   \n",
       "423  -61.080895 -61.470583 -61.351923 -59.571079 -59.312108 -59.351803   \n",
       "1069 -52.000726 -52.000726 -52.000726 -51.157791 -51.038548 -51.565109   \n",
       "262  -56.335690 -54.906206 -53.692970 -53.523573 -55.157868 -55.398388   \n",
       "839  -52.565037 -52.565037 -52.565037 -52.565037 -52.565037 -52.565037   \n",
       "34   -53.913995 -53.856719 -53.552779 -53.879402 -54.017351 -54.070804   \n",
       "255  -56.020816 -55.617262 -55.249567 -55.412151 -54.860023 -53.800115   \n",
       "\n",
       "            6          7          8          9         ...              207  \\\n",
       "182  -55.895559 -55.895559 -55.895559 -55.895559       ...       -55.878993   \n",
       "909  -47.142643 -49.038043 -51.746490 -51.481773       ...       -54.452001   \n",
       "730  -66.026492 -65.041883 -64.778713 -65.204933       ...       -61.743077   \n",
       "591  -43.013786 -43.013786 -43.013786 -43.013786       ...       -29.464094   \n",
       "423  -62.197510 -61.885155 -59.451596 -61.568372       ...       -44.797739   \n",
       "1069 -52.000726 -52.000726 -51.692669 -51.630730       ...       -45.041480   \n",
       "262  -55.014681 -53.006655 -50.264192 -49.289816       ...       -55.085740   \n",
       "839  -52.565037 -52.565037 -53.494297 -52.640799       ...       -46.514663   \n",
       "34   -54.128800 -54.258137 -54.262680 -54.137379       ...       -41.416883   \n",
       "255  -51.929230 -50.367562 -49.699363 -50.277689       ...       -50.861944   \n",
       "\n",
       "            208        209        210        211        212        213  \\\n",
       "182  -55.720305 -55.895559 -53.423616 -54.514522 -56.326328 -55.916817   \n",
       "909  -53.523456 -52.629641 -51.865753 -50.824184 -52.774172 -53.081611   \n",
       "730  -58.785375 -58.077398 -59.684619 -61.275630 -60.361666 -57.225772   \n",
       "591  -28.035271 -26.927565 -28.122175 -30.396886 -29.854355 -27.671695   \n",
       "423  -44.210593 -44.046530 -44.359682 -46.438550 -48.639864 -46.470403   \n",
       "1069 -46.360539 -47.435754 -45.051733 -45.605298 -45.434120 -45.584861   \n",
       "262  -51.844803 -53.272320 -55.002000 -49.909913 -48.875654 -49.106418   \n",
       "839  -47.245842 -49.055834 -51.519685 -51.582134 -50.305982 -51.048231   \n",
       "34   -41.197624 -45.481135 -47.965396 -49.700518 -52.673831 -52.024993   \n",
       "255  -49.661319 -49.058371 -47.725829 -47.595243 -48.072184 -48.019501   \n",
       "\n",
       "            214        215             0    \n",
       "182  -55.856798 -54.609526  female_fearful  \n",
       "909  -52.079972 -52.391522    male_disgust  \n",
       "730  -58.686888 -63.324019  female_fearful  \n",
       "591  -26.385856 -24.183284     female_calm  \n",
       "423  -47.464108 -49.256035       male_calm  \n",
       "1069 -44.438182 -43.538648      male_happy  \n",
       "262  -49.231347 -50.217761    female_happy  \n",
       "839  -52.137047 -51.173593    female_angry  \n",
       "34   -51.075670 -52.622621    male_fearful  \n",
       "255  -48.827681 -50.340179  female_neutral  \n",
       "\n",
       "[10 rows x 217 columns]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train[250:260]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "trainfeatures = train.iloc[:, :-1]\n",
    "trainlabel = train.iloc[:, -1:]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "testfeatures = test.iloc[:, :-1]\n",
    "testlabel = test.iloc[:, -1:]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lucaslyon/anaconda3/lib/python3.6/site-packages/sklearn/preprocessing/label.py:111: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    }
   ],
   "source": [
    "from keras.utils import np_utils\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "X_train = np.array(trainfeatures)\n",
    "y_train = np.array(trainlabel)\n",
    "X_test = np.array(testfeatures)\n",
    "y_test = np.array(testlabel)\n",
    "\n",
    "lb = LabelEncoder()\n",
    "\n",
    "y_train = np_utils.to_categorical(lb.fit_transform(y_train))\n",
    "y_test = np_utils.to_categorical(lb.fit_transform(y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 1.],\n",
       "       [0., 1., 0., ..., 0., 0., 0.],\n",
       "       ...,\n",
       "       [0., 0., 0., ..., 0., 1., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 1., 0.]], dtype=float32)"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1079, 216)"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pad sequences\n"
     ]
    }
   ],
   "source": [
    "print('Pad sequences')\n",
    "x_traincnn =np.expand_dims(X_train, axis=2)\n",
    "x_testcnn= np.expand_dims(X_test, axis=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model = Sequential()\n",
    "\n",
    "model.add(Conv1D(128, 5,padding='same',\n",
    "                 input_shape=(216,1)))\n",
    "model.add(Activation('relu'))\n",
    "model.add(Conv1D(128, 5,padding='same'))\n",
    "model.add(Activation('relu'))\n",
    "model.add(Dropout(0.1))\n",
    "model.add(MaxPooling1D(pool_size=(8)))\n",
    "model.add(Conv1D(128, 5,padding='same',))\n",
    "model.add(Activation('relu'))\n",
    "model.add(Conv1D(128, 5,padding='same',))\n",
    "model.add(Activation('relu'))\n",
    "model.add(Conv1D(128, 5,padding='same',))\n",
    "model.add(Activation('relu'))\n",
    "model.add(Dropout(0.2))\n",
    "model.add(Conv1D(128, 5,padding='same',))\n",
    "model.add(Activation('relu'))\n",
    "model.add(Flatten())\n",
    "model.add(Dense(16))\n",
    "model.add(Activation('softmax'))\n",
    "opt = keras.optimizers.rmsprop(lr=0.00001, decay=1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv1d_19 (Conv1D)           (None, 216, 128)          768       \n",
      "_________________________________________________________________\n",
      "activation_22 (Activation)   (None, 216, 128)          0         \n",
      "_________________________________________________________________\n",
      "conv1d_20 (Conv1D)           (None, 216, 128)          82048     \n",
      "_________________________________________________________________\n",
      "activation_23 (Activation)   (None, 216, 128)          0         \n",
      "_________________________________________________________________\n",
      "dropout_7 (Dropout)          (None, 216, 128)          0         \n",
      "_________________________________________________________________\n",
      "max_pooling1d_4 (MaxPooling1 (None, 27, 128)           0         \n",
      "_________________________________________________________________\n",
      "conv1d_21 (Conv1D)           (None, 27, 128)           82048     \n",
      "_________________________________________________________________\n",
      "activation_24 (Activation)   (None, 27, 128)           0         \n",
      "_________________________________________________________________\n",
      "conv1d_22 (Conv1D)           (None, 27, 128)           82048     \n",
      "_________________________________________________________________\n",
      "activation_25 (Activation)   (None, 27, 128)           0         \n",
      "_________________________________________________________________\n",
      "conv1d_23 (Conv1D)           (None, 27, 128)           82048     \n",
      "_________________________________________________________________\n",
      "activation_26 (Activation)   (None, 27, 128)           0         \n",
      "_________________________________________________________________\n",
      "dropout_8 (Dropout)          (None, 27, 128)           0         \n",
      "_________________________________________________________________\n",
      "conv1d_24 (Conv1D)           (None, 27, 128)           82048     \n",
      "_________________________________________________________________\n",
      "activation_27 (Activation)   (None, 27, 128)           0         \n",
      "_________________________________________________________________\n",
      "flatten_4 (Flatten)          (None, 3456)              0         \n",
      "_________________________________________________________________\n",
      "dense_4 (Dense)              (None, 10)                34570     \n",
      "_________________________________________________________________\n",
      "activation_28 (Activation)   (None, 10)                0         \n",
      "=================================================================\n",
      "Total params: 445,578\n",
      "Trainable params: 445,578\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model.compile(loss='categorical_crossentropy', optimizer=opt,metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Error when checking target: expected activation_28 to have shape (10,) but got array with shape (16,)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-92-dc9e15647efe>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mcnnhistory\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_traincnn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m32\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1000\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalidation_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_testcnn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_test\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, **kwargs)\u001b[0m\n\u001b[1;32m    948\u001b[0m             \u001b[0msample_weight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msample_weight\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    949\u001b[0m             \u001b[0mclass_weight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mclass_weight\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 950\u001b[0;31m             batch_size=batch_size)\n\u001b[0m\u001b[1;32m    951\u001b[0m         \u001b[0;31m# Prepare validation data.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    952\u001b[0m         \u001b[0mdo_validation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/keras/engine/training.py\u001b[0m in \u001b[0;36m_standardize_user_data\u001b[0;34m(self, x, y, sample_weight, class_weight, check_array_lengths, batch_size)\u001b[0m\n\u001b[1;32m    785\u001b[0m                 \u001b[0mfeed_output_shapes\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    786\u001b[0m                 \u001b[0mcheck_batch_axis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m  \u001b[0;31m# Don't enforce the batch size.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 787\u001b[0;31m                 exception_prefix='target')\n\u001b[0m\u001b[1;32m    788\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    789\u001b[0m             \u001b[0;31m# Generate sample-wise weight values given the `sample_weight` and\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/keras/engine/training_utils.py\u001b[0m in \u001b[0;36mstandardize_input_data\u001b[0;34m(data, names, shapes, check_batch_axis, exception_prefix)\u001b[0m\n\u001b[1;32m    135\u001b[0m                             \u001b[0;34m': expected '\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mnames\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m' to have shape '\u001b[0m \u001b[0;34m+\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    136\u001b[0m                             \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m' but got array with shape '\u001b[0m \u001b[0;34m+\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 137\u001b[0;31m                             str(data_shape))\n\u001b[0m\u001b[1;32m    138\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    139\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: Error when checking target: expected activation_28 to have shape (10,) but got array with shape (16,)"
     ]
    }
   ],
   "source": [
    "cnnhistory=model.fit(x_traincnn, y_train, batch_size=32, epochs=1000, validation_data=(x_testcnn, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cnnhistory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "#sigmoid\n",
    "plt.plot(cnnhistory.history['acc'])\n",
    "plt.plot(cnnhistory.history['val_acc'])\n",
    "plt.title('model accuracy')\n",
    "plt.ylabel('accuracy')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}