Epochs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dd0ad62c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# %run Load_Data.ipynb import *\n",
    "from Process_Features import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "8224f9af",
   "metadata": {},
   "outputs": [],
   "source": [
    "videos=list()\n",
    "markers=list()\n",
    "onset=list()\n",
    "offset=list()\n",
    "for timestamp,markers in zip(timestamps,marker):\n",
    "    if(markers[1] == '1' and \"baseline\" in markers[0]):\n",
    "        offset.append(timestamp)\n",
    "        videos.append(markers[0])\n",
    "    if (markers[1] == '1' and \"baseline\" not in markers[0]):\n",
    "        offset.append(timestamp)\n",
    "        videos.append(markers[0].split(\"/\")[2]+\"/\"+markers[0].split(\"/\")[3])\n",
    "    if(markers[1] == '0'):\n",
    "        onset.append(timestamp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "56ab6789",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>ECG</th>\n",
       "      <th>EDA</th>\n",
       "      <th>RESP</th>\n",
       "      <th>TEMP</th>\n",
       "      <th>fNIRS_RED</th>\n",
       "      <th>fNIRS_IRED</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00557</td>\n",
       "      <td>4.4006</td>\n",
       "      <td>1.54678</td>\n",
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       "      <td>0.015000</td>\n",
       "      <td>0.049214</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.001000</td>\n",
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       "      <td>1.54962</td>\n",
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       "      <td>0.015000</td>\n",
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       "      <th>2</th>\n",
       "      <td>0.002001</td>\n",
       "      <td>0.00359</td>\n",
       "      <td>4.4044</td>\n",
       "      <td>1.55534</td>\n",
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       "      <td>0.015008</td>\n",
       "      <td>0.049131</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.003001</td>\n",
       "      <td>0.00341</td>\n",
       "      <td>4.4033</td>\n",
       "      <td>1.55214</td>\n",
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       "      <th>4</th>\n",
       "      <td>0.004002</td>\n",
       "      <td>0.00270</td>\n",
       "      <td>4.4182</td>\n",
       "      <td>1.54861</td>\n",
       "      <td>32.339901</td>\n",
       "      <td>0.015007</td>\n",
       "      <td>0.049074</td>\n",
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       "      <th>2944187</th>\n",
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       "      <td>1.60922</td>\n",
       "      <td>32.805901</td>\n",
       "      <td>0.018326</td>\n",
       "      <td>0.048214</td>\n",
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       "      <th>2944188</th>\n",
       "      <td>2945.331388</td>\n",
       "      <td>0.00431</td>\n",
       "      <td>7.7782</td>\n",
       "      <td>1.60931</td>\n",
       "      <td>32.792500</td>\n",
       "      <td>0.018319</td>\n",
       "      <td>0.048196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2944189</th>\n",
       "      <td>2945.332388</td>\n",
       "      <td>0.00431</td>\n",
       "      <td>7.7709</td>\n",
       "      <td>1.61064</td>\n",
       "      <td>32.772999</td>\n",
       "      <td>0.018319</td>\n",
       "      <td>0.048196</td>\n",
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       "    <tr>\n",
       "      <th>2944190</th>\n",
       "      <td>2945.333388</td>\n",
       "      <td>0.00503</td>\n",
       "      <td>7.7698</td>\n",
       "      <td>1.60876</td>\n",
       "      <td>32.719101</td>\n",
       "      <td>0.016946</td>\n",
       "      <td>0.048432</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>2944192 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       "0           0.000000  0.00557  4.4006  1.54678  32.360699   0.015000   \n",
       "1           0.001000  0.00449  4.3976  1.54962  32.378601   0.015000   \n",
       "2           0.002001  0.00359  4.4044  1.55534  32.360699   0.015008   \n",
       "3           0.003001  0.00341  4.4033  1.55214  32.383099   0.015008   \n",
       "4           0.004002  0.00270  4.4182  1.54861  32.339901   0.015007   \n",
       "...              ...      ...     ...      ...        ...        ...   \n",
       "2944187  2945.330387  0.00431  7.7793  1.60922  32.805901   0.018326   \n",
       "2944188  2945.331388  0.00431  7.7782  1.60931  32.792500   0.018319   \n",
       "2944189  2945.332388  0.00431  7.7709  1.61064  32.772999   0.018319   \n",
       "2944190  2945.333388  0.00503  7.7698  1.60876  32.719101   0.016946   \n",
       "2944191  2945.334389  0.00557  7.7778  1.60904  32.765499   0.016946   \n",
       "\n",
       "         fNIRS_IRED  \n",
       "0          0.049214  \n",
       "1          0.049214  \n",
       "2          0.049131  \n",
       "3          0.049131  \n",
       "4          0.049074  \n",
       "...             ...  \n",
       "2944187    0.048214  \n",
       "2944188    0.048196  \n",
       "2944189    0.048196  \n",
       "2944190    0.048432  \n",
       "2944191    0.048432  \n",
       "\n",
       "[2944192 rows x 7 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d={'Time':time_Opensignals,'ECG':CH1,'EDA':CH2,'RESP':CH3,'TEMP':CH4,'fNIRS_RED':CH5,'fNIRS_IRED':CH6}\n",
    "Signals=pd.DataFrame(data=d)\n",
    "Signals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "61d4bebd",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>EEG_1</th>\n",
       "      <th>EEG_2</th>\n",
       "      <th>EEG_3</th>\n",
       "      <th>EEG_4</th>\n",
       "      <th>EEG_5</th>\n",
       "      <th>EEG_6</th>\n",
       "      <th>EEG_7</th>\n",
       "      <th>EEG_8</th>\n",
       "      <th>EEG_9</th>\n",
       "      <th>...</th>\n",
       "      <th>EEG_23</th>\n",
       "      <th>EEG_24</th>\n",
       "      <th>EEG_25</th>\n",
       "      <th>EEG_26</th>\n",
       "      <th>EEG_27</th>\n",
       "      <th>EEG_28</th>\n",
       "      <th>EEG_29</th>\n",
       "      <th>EEG_30</th>\n",
       "      <th>EEG_31</th>\n",
       "      <th>EEG_32</th>\n",
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       "      <td>-49352.593750</td>\n",
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       "      <td>9230.714844</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.004000</td>\n",
       "      <td>-286896.062500</td>\n",
       "      <td>-36437.136719</td>\n",
       "      <td>-31072.591797</td>\n",
       "      <td>-27703.654297</td>\n",
       "      <td>-67172.179688</td>\n",
       "      <td>-45582.710938</td>\n",
       "      <td>-28316.070312</td>\n",
       "      <td>-49348.554688</td>\n",
       "      <td>-42832.308594</td>\n",
       "      <td>...</td>\n",
       "      <td>-70656.859375</td>\n",
       "      <td>-31603.544922</td>\n",
       "      <td>-40529.230469</td>\n",
       "      <td>9395.250000</td>\n",
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       "      <td>-97358.671875</td>\n",
       "      <td>-38919.796875</td>\n",
       "      <td>-107676.632812</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.008000</td>\n",
       "      <td>-286786.750000</td>\n",
       "      <td>-36437.671875</td>\n",
       "      <td>-31069.902344</td>\n",
       "      <td>-27703.654297</td>\n",
       "      <td>-66999.000000</td>\n",
       "      <td>-45583.785156</td>\n",
       "      <td>-28319.839844</td>\n",
       "      <td>-49365.250000</td>\n",
       "      <td>-42832.039062</td>\n",
       "      <td>...</td>\n",
       "      <td>-70658.203125</td>\n",
       "      <td>-31603.544922</td>\n",
       "      <td>-40533.539062</td>\n",
       "      <td>9559.247070</td>\n",
       "      <td>-53580.156250</td>\n",
       "      <td>-16897.933594</td>\n",
       "      <td>-20071.587891</td>\n",
       "      <td>-97354.898438</td>\n",
       "      <td>-38916.027344</td>\n",
       "      <td>-107665.593750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.012000</td>\n",
       "      <td>-286549.156250</td>\n",
       "      <td>-36431.750000</td>\n",
       "      <td>-31058.603516</td>\n",
       "      <td>-27696.125000</td>\n",
       "      <td>-67322.195312</td>\n",
       "      <td>-45576.519531</td>\n",
       "      <td>-28309.343750</td>\n",
       "      <td>-49381.402344</td>\n",
       "      <td>-42823.148438</td>\n",
       "      <td>...</td>\n",
       "      <td>-70650.398438</td>\n",
       "      <td>-31596.810547</td>\n",
       "      <td>-40530.843750</td>\n",
       "      <td>9426.217773</td>\n",
       "      <td>-53593.343750</td>\n",
       "      <td>-16887.710938</td>\n",
       "      <td>-20062.439453</td>\n",
       "      <td>-97347.906250</td>\n",
       "      <td>-38910.914062</td>\n",
       "      <td>-107660.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.016000</td>\n",
       "      <td>-286729.625000</td>\n",
       "      <td>-36431.750000</td>\n",
       "      <td>-31055.105469</td>\n",
       "      <td>-27694.511719</td>\n",
       "      <td>-67509.382812</td>\n",
       "      <td>-45573.824219</td>\n",
       "      <td>-28305.306641</td>\n",
       "      <td>-49348.828125</td>\n",
       "      <td>-42820.457031</td>\n",
       "      <td>...</td>\n",
       "      <td>-70650.398438</td>\n",
       "      <td>-31603.005859</td>\n",
       "      <td>-40528.156250</td>\n",
       "      <td>9215.634766</td>\n",
       "      <td>-53585.269531</td>\n",
       "      <td>-16890.400391</td>\n",
       "      <td>-20063.783203</td>\n",
       "      <td>-97350.859375</td>\n",
       "      <td>-38918.988281</td>\n",
       "      <td>-107656.445312</td>\n",
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       "      <td>...</td>\n",
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       "      <td>-256120.312500</td>\n",
       "      <td>-27441.335938</td>\n",
       "      <td>-21830.402344</td>\n",
       "      <td>-23052.669922</td>\n",
       "      <td>-59052.488281</td>\n",
       "      <td>-35732.027344</td>\n",
       "      <td>-21138.744141</td>\n",
       "      <td>-33034.109375</td>\n",
       "      <td>-36183.218750</td>\n",
       "      <td>...</td>\n",
       "      <td>-54614.941406</td>\n",
       "      <td>-25279.474609</td>\n",
       "      <td>-31279.933594</td>\n",
       "      <td>8145.212402</td>\n",
       "      <td>-41257.902344</td>\n",
       "      <td>-15136.868164</td>\n",
       "      <td>-8409.145508</td>\n",
       "      <td>-96267.453125</td>\n",
       "      <td>-22746.609375</td>\n",
       "      <td>-101151.148438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736380</th>\n",
       "      <td>2945.519997</td>\n",
       "      <td>-256320.156250</td>\n",
       "      <td>-27442.951172</td>\n",
       "      <td>-21824.484375</td>\n",
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       "      <td>-21130.671875</td>\n",
       "      <td>-32982.148438</td>\n",
       "      <td>-36173.523438</td>\n",
       "      <td>...</td>\n",
       "      <td>-54626.246094</td>\n",
       "      <td>-25284.050781</td>\n",
       "      <td>-31293.126953</td>\n",
       "      <td>8031.303711</td>\n",
       "      <td>-41271.089844</td>\n",
       "      <td>-15149.245117</td>\n",
       "      <td>-8416.679688</td>\n",
       "      <td>-96279.562500</td>\n",
       "      <td>-22791.835938</td>\n",
       "      <td>-101124.765625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736381</th>\n",
       "      <td>2945.523997</td>\n",
       "      <td>-256373.218750</td>\n",
       "      <td>-27446.722656</td>\n",
       "      <td>-21832.285156</td>\n",
       "      <td>-23054.283203</td>\n",
       "      <td>-58855.878906</td>\n",
       "      <td>-35727.988281</td>\n",
       "      <td>-21126.902344</td>\n",
       "      <td>-32984.570312</td>\n",
       "      <td>-36176.484375</td>\n",
       "      <td>...</td>\n",
       "      <td>-54630.554688</td>\n",
       "      <td>-25290.246094</td>\n",
       "      <td>-31305.246094</td>\n",
       "      <td>8050.692383</td>\n",
       "      <td>-41268.933594</td>\n",
       "      <td>-15160.007812</td>\n",
       "      <td>-8425.291016</td>\n",
       "      <td>-96286.820312</td>\n",
       "      <td>-22800.720703</td>\n",
       "      <td>-101069.851562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736382</th>\n",
       "      <td>2945.527997</td>\n",
       "      <td>-256400.968750</td>\n",
       "      <td>-27454.798828</td>\n",
       "      <td>-21841.431641</td>\n",
       "      <td>-23067.460938</td>\n",
       "      <td>-58599.746094</td>\n",
       "      <td>-35742.800781</td>\n",
       "      <td>-21141.435547</td>\n",
       "      <td>-32999.917969</td>\n",
       "      <td>-36196.414062</td>\n",
       "      <td>...</td>\n",
       "      <td>-54637.824219</td>\n",
       "      <td>-25290.513672</td>\n",
       "      <td>-31294.207031</td>\n",
       "      <td>8170.256836</td>\n",
       "      <td>-41265.437500</td>\n",
       "      <td>-15145.748047</td>\n",
       "      <td>-8421.254883</td>\n",
       "      <td>-96278.218750</td>\n",
       "      <td>-22814.449219</td>\n",
       "      <td>-101076.851562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736383</th>\n",
       "      <td>2945.531997</td>\n",
       "      <td>-256207.578125</td>\n",
       "      <td>-27455.068359</td>\n",
       "      <td>-21846.003906</td>\n",
       "      <td>-23070.958984</td>\n",
       "      <td>-58637.996094</td>\n",
       "      <td>-35745.488281</td>\n",
       "      <td>-21162.427734</td>\n",
       "      <td>-33044.343750</td>\n",
       "      <td>-36198.839844</td>\n",
       "      <td>...</td>\n",
       "      <td>-54635.128906</td>\n",
       "      <td>-25292.669922</td>\n",
       "      <td>-31280.472656</td>\n",
       "      <td>8254.543945</td>\n",
       "      <td>-41253.593750</td>\n",
       "      <td>-15142.787109</td>\n",
       "      <td>-8418.025391</td>\n",
       "      <td>-96274.179688</td>\n",
       "      <td>-22765.455078</td>\n",
       "      <td>-101051.273438</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>736384 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Time          EEG_1         EEG_2         EEG_3         EEG_4  \\\n",
       "0          0.000000 -286883.968750 -36441.175781 -31070.976562 -27701.501953   \n",
       "1          0.004000 -286896.062500 -36437.136719 -31072.591797 -27703.654297   \n",
       "2          0.008000 -286786.750000 -36437.671875 -31069.902344 -27703.654297   \n",
       "3          0.012000 -286549.156250 -36431.750000 -31058.603516 -27696.125000   \n",
       "4          0.016000 -286729.625000 -36431.750000 -31055.105469 -27694.511719   \n",
       "...             ...            ...           ...           ...           ...   \n",
       "736379  2945.515997 -256120.312500 -27441.335938 -21830.402344 -23052.669922   \n",
       "736380  2945.519997 -256320.156250 -27442.951172 -21824.484375 -23048.099609   \n",
       "736381  2945.523997 -256373.218750 -27446.722656 -21832.285156 -23054.283203   \n",
       "736382  2945.527997 -256400.968750 -27454.798828 -21841.431641 -23067.460938   \n",
       "736383  2945.531997 -256207.578125 -27455.068359 -21846.003906 -23070.958984   \n",
       "\n",
       "               EEG_5         EEG_6         EEG_7         EEG_8         EEG_9  \\\n",
       "0      -67403.531250 -45584.054688 -28316.878906 -49352.593750 -42831.230469   \n",
       "1      -67172.179688 -45582.710938 -28316.070312 -49348.554688 -42832.308594   \n",
       "2      -66999.000000 -45583.785156 -28319.839844 -49365.250000 -42832.039062   \n",
       "3      -67322.195312 -45576.519531 -28309.343750 -49381.402344 -42823.148438   \n",
       "4      -67509.382812 -45573.824219 -28305.306641 -49348.828125 -42820.457031   \n",
       "...              ...           ...           ...           ...           ...   \n",
       "736379 -59052.488281 -35732.027344 -21138.744141 -33034.109375 -36183.218750   \n",
       "736380 -59022.324219 -35723.140625 -21130.671875 -32982.148438 -36173.523438   \n",
       "736381 -58855.878906 -35727.988281 -21126.902344 -32984.570312 -36176.484375   \n",
       "736382 -58599.746094 -35742.800781 -21141.435547 -32999.917969 -36196.414062   \n",
       "736383 -58637.996094 -35745.488281 -21162.427734 -33044.343750 -36198.839844   \n",
       "\n",
       "        ...        EEG_23        EEG_24        EEG_25       EEG_26  \\\n",
       "0       ... -70655.781250 -31594.658203 -40535.425781  9230.714844   \n",
       "1       ... -70656.859375 -31603.544922 -40529.230469  9395.250000   \n",
       "2       ... -70658.203125 -31603.544922 -40533.539062  9559.247070   \n",
       "3       ... -70650.398438 -31596.810547 -40530.843750  9426.217773   \n",
       "4       ... -70650.398438 -31603.005859 -40528.156250  9215.634766   \n",
       "...     ...           ...           ...           ...          ...   \n",
       "736379  ... -54614.941406 -25279.474609 -31279.933594  8145.212402   \n",
       "736380  ... -54626.246094 -25284.050781 -31293.126953  8031.303711   \n",
       "736381  ... -54630.554688 -25290.246094 -31305.246094  8050.692383   \n",
       "736382  ... -54637.824219 -25290.513672 -31294.207031  8170.256836   \n",
       "736383  ... -54635.128906 -25292.669922 -31280.472656  8254.543945   \n",
       "\n",
       "              EEG_27        EEG_28        EEG_29        EEG_30        EEG_31  \\\n",
       "0      -53578.542969 -16908.697266 -20068.626953 -97363.515625 -38921.414062   \n",
       "1      -53572.890625 -16903.583984 -20070.779297 -97358.671875 -38919.796875   \n",
       "2      -53580.156250 -16897.933594 -20071.587891 -97354.898438 -38916.027344   \n",
       "3      -53593.343750 -16887.710938 -20062.439453 -97347.906250 -38910.914062   \n",
       "4      -53585.269531 -16890.400391 -20063.783203 -97350.859375 -38918.988281   \n",
       "...              ...           ...           ...           ...           ...   \n",
       "736379 -41257.902344 -15136.868164  -8409.145508 -96267.453125 -22746.609375   \n",
       "736380 -41271.089844 -15149.245117  -8416.679688 -96279.562500 -22791.835938   \n",
       "736381 -41268.933594 -15160.007812  -8425.291016 -96286.820312 -22800.720703   \n",
       "736382 -41265.437500 -15145.748047  -8421.254883 -96278.218750 -22814.449219   \n",
       "736383 -41253.593750 -15142.787109  -8418.025391 -96274.179688 -22765.455078   \n",
       "\n",
       "               EEG_32  \n",
       "0      -107712.171875  \n",
       "1      -107676.632812  \n",
       "2      -107665.593750  \n",
       "3      -107660.750000  \n",
       "4      -107656.445312  \n",
       "...               ...  \n",
       "736379 -101151.148438  \n",
       "736380 -101124.765625  \n",
       "736381 -101069.851562  \n",
       "736382 -101076.851562  \n",
       "736383 -101051.273438  \n",
       "\n",
       "[736384 rows x 33 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "EEG_Signals = pd.DataFrame.from_dict(EEG_data)\n",
    "EEG_Signals.insert(0,'Time',time_EEG)\n",
    "EEG_Signals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "6600df1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "onset_index=list()\n",
    "offset_index=list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "03c880eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(0,len(onset)):\n",
    "    onset_index.append(np.where(time_Opensignals>=onset[i])[0][0])\n",
    "    offset_index.append(np.where(time_Opensignals<=offset[i])[0][-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "373b81e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['baseline', '0'],\n",
       " ['baseline', '1'],\n",
       " ['EMDB/A/Horror/1002.avi', '0'],\n",
       " ['EMDB/A/Horror/1002.avi', '1'],\n",
       " ['EMDB/A/Horror/1004.avi', '0'],\n",
       " ['EMDB/A/Horror/1004.avi', '1'],\n",
       " ['EMDB/A/Horror/1000.avi', '0'],\n",
       " ['EMDB/A/Horror/1000.avi', '1'],\n",
       " ['EMDB/A/Horror/1001.avi', '0'],\n",
       " ['EMDB/A/Horror/1001.avi', '1'],\n",
       " ['EMDB/A/Horror/1003.avi', '0'],\n",
       " ['EMDB/A/Horror/1003.avi', '1'],\n",
       " ['EMDB/A/Erotic/2001.avi', '0'],\n",
       " ['EMDB/A/Erotic/2001.avi', '1'],\n",
       " ['EMDB/A/Erotic/2004.avi', '0'],\n",
       " ['EMDB/A/Erotic/2004.avi', '1'],\n",
       " ['EMDB/A/Erotic/2000.avi', '0'],\n",
       " ['EMDB/A/Erotic/2000.avi', '1'],\n",
       " ['EMDB/A/Erotic/2003.avi', '0'],\n",
       " ['EMDB/A/Erotic/2003.avi', '1'],\n",
       " ['EMDB/A/Erotic/2002.avi', '0'],\n",
       " ['EMDB/A/Erotic/2002.avi', '1'],\n",
       " ['EMDB/A/Social Negative/3003.avi', '0'],\n",
       " ['EMDB/A/Social Negative/3003.avi', '1'],\n",
       " ['EMDB/A/Social Negative/3002.avi', '0'],\n",
       " ['EMDB/A/Social Negative/3002.avi', '1'],\n",
       " ['EMDB/A/Social Negative/3001.avi', '0'],\n",
       " ['EMDB/A/Social Negative/3001.avi', '1'],\n",
       " ['EMDB/A/Social Negative/3000.avi', '0'],\n",
       " ['EMDB/A/Social Negative/3000.avi', '1'],\n",
       " ['EMDB/A/Social Negative/3004.avi', '0'],\n",
       " ['EMDB/A/Social Negative/3004.avi', '1'],\n",
       " ['EMDB/A/Scenery/5002.avi', '0'],\n",
       " ['EMDB/A/Scenery/5002.avi', '1'],\n",
       " ['EMDB/A/Scenery/5000.avi', '0'],\n",
       " ['EMDB/A/Scenery/5000.avi', '1'],\n",
       " ['EMDB/A/Scenery/5004.avi', '0'],\n",
       " ['EMDB/A/Scenery/5004.avi', '1'],\n",
       " ['EMDB/A/Scenery/5001.avi', '0'],\n",
       " ['EMDB/A/Scenery/5001.avi', '1'],\n",
       " ['EMDB/A/Scenery/5003.avi', '0'],\n",
       " ['EMDB/A/Scenery/5003.avi', '1'],\n",
       " ['EMDB/A/Social Positive/4002.avi', '0'],\n",
       " ['EMDB/A/Social Positive/4002.avi', '1'],\n",
       " ['EMDB/A/Social Positive/4001.avi', '0'],\n",
       " ['EMDB/A/Social Positive/4001.avi', '1'],\n",
       " ['EMDB/A/Social Positive/4000.avi', '0'],\n",
       " ['EMDB/A/Social Positive/4000.avi', '1'],\n",
       " ['EMDB/A/Social Positive/4004.avi', '0'],\n",
       " ['EMDB/A/Social Positive/4004.avi', '1'],\n",
       " ['EMDB/A/Social Positive/4003.avi', '0'],\n",
       " ['EMDB/A/Social Positive/4003.avi', '1']]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "marker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "01514aa3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "180.00400843672105\n",
      "40.21010189194931\n",
      "39.764943411108106\n",
      "40.124065607378725\n",
      "40.69994934918941\n",
      "40.41506684932392\n",
      "40.13610309327487\n",
      "40.13403391290922\n",
      "40.130320348078385\n",
      "40.653548489004606\n",
      "40.46176630666014\n",
      "41.739760593976825\n",
      "41.56742322735954\n",
      "41.19453426159453\n",
      "40.220387794455746\n",
      "40.58603312887135\n",
      "40.37409253764781\n",
      "40.61692033614963\n",
      "40.45737604831811\n",
      "40.217181624873774\n",
      "40.73635050421581\n",
      "40.72894657438155\n",
      "40.526481893321034\n",
      "40.48569907984347\n",
      "41.6186635417107\n",
      "40.331193744263146\n"
     ]
    }
   ],
   "source": [
    "for i in range(0,len(onset)):\n",
    "    print(offset[i]-onset[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "6ea210b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[184.13584527687635,\n",
       " 559.3517384112929,\n",
       " 700.8572024340683,\n",
       " 823.5294141568593,\n",
       " 930.6507804692956,\n",
       " 1036.338330171362,\n",
       " 1125.4588198946149,\n",
       " 1253.2812602040067,\n",
       " 1358.518643372663,\n",
       " 1473.073702229187,\n",
       " 1566.9778425134136,\n",
       " 1673.8994831188465,\n",
       " 1776.2690269686573,\n",
       " 1874.6233360745828,\n",
       " 1966.0776503780507,\n",
       " 2049.264906536031,\n",
       " 2141.335481998656,\n",
       " 2229.289207280439,\n",
       " 2311.2753555224335,\n",
       " 2400.096283384948,\n",
       " 2478.6328081221727,\n",
       " 2560.669487785228,\n",
       " 2649.440263523051,\n",
       " 2736.627609868505,\n",
       " 2825.365070322121,\n",
       " 2907.81781604173]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "offset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6800f1d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[180.00400843672105,\n",
       " 40.21010189194931,\n",
       " 39.764943411108106,\n",
       " 40.124065607378725,\n",
       " 40.69994934918941,\n",
       " 40.41506684932392,\n",
       " 40.13610309327487,\n",
       " 40.13403391290922,\n",
       " 40.130320348078385,\n",
       " 40.653548489004606,\n",
       " 40.46176630666014,\n",
       " 41.739760593976825,\n",
       " 41.56742322735954,\n",
       " 41.19453426159453,\n",
       " 40.220387794455746,\n",
       " 40.58603312887135,\n",
       " 40.37409253764781,\n",
       " 40.61692033614963,\n",
       " 40.45737604831811,\n",
       " 40.217181624873774,\n",
       " 40.73635050421581,\n",
       " 40.72894657438155,\n",
       " 40.526481893321034,\n",
       " 40.48569907984347,\n",
       " 41.6186635417107,\n",
       " 40.331193744263146]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "events_diff = list()\n",
    "for i in range(0,len(onset)):\n",
    "    events_diff.append(offset[i]-onset[i])\n",
    "events_diff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "761c7cee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'1':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000      3.958753 -0.00530  5.1323  1.70279  34.442902   0.053972   \n",
       " 0.001000      3.959753 -0.00413  5.1247  1.69446  34.478199   0.053972   \n",
       " 0.002000      3.960754 -0.00341  5.1285  1.69482  34.430698   0.053966   \n",
       " 0.003000      3.961754 -0.00332  5.1498  1.69620  34.303699   0.053966   \n",
       " 0.004000      3.962754 -0.00323  5.1353  1.69794  34.470501   0.053944   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 179.999101  183.991007 -0.00786  2.1126  1.30421  34.763699   0.056651   \n",
       " 180.000101  183.992007 -0.00737  2.1217  1.30719  34.694500   0.056684   \n",
       " 180.001101  183.993007 -0.00593  2.1126  1.30833  34.720600   0.056684   \n",
       " 180.002101  183.994008 -0.00602  2.1339  1.30655  34.782200   0.056708   \n",
       " 180.003101  183.995008 -0.00737  2.1103  1.30975  34.728298   0.056708   \n",
       " \n",
       "             fNIRS_IRED   Index Label  \n",
       " 0.000000      0.189088    3958     1  \n",
       " 0.001000      0.189088    3959     1  \n",
       " 0.002000      0.188906    3960     1  \n",
       " 0.003000      0.188906    3961     1  \n",
       " 0.004000      0.188857    3962     1  \n",
       " ...                ...     ...   ...  \n",
       " 179.999101    0.191502  183956     1  \n",
       " 180.000101    0.191776  183957     1  \n",
       " 180.001101    0.191776  183958     1  \n",
       " 180.002101    0.191889  183959     1  \n",
       " 180.003101    0.191889  183960     1  \n",
       " \n",
       " [180003 rows x 9 columns],\n",
       " '2':                 Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.00000   386.731582 -0.02570  2.4677  1.26961  35.136902   0.057590   \n",
       " 0.00100   386.732582 -0.02588  2.4761  1.26741  35.096699   0.057590   \n",
       " 0.00200   386.733582 -0.02583  2.4769  1.26727  35.177200   0.057668   \n",
       " 0.00300   386.734582 -0.02588  2.4776  1.26970  35.107601   0.057668   \n",
       " 0.00400   386.735582 -0.02480  2.4895  1.27039  35.164799   0.057572   \n",
       " ...              ...      ...     ...      ...        ...        ...   \n",
       " 40.65482  427.392318 -0.01006  2.2812  1.40240  35.028801   0.055985   \n",
       " 40.65582  427.393318 -0.01096  2.2835  1.40378  35.028801   0.055242   \n",
       " 40.65682  427.394318 -0.01186  2.2663  1.40263  35.041100   0.055242   \n",
       " 40.65782  427.395318 -0.01249  2.2663  1.40369  35.031898   0.055762   \n",
       " 40.65882  427.396319 -0.01321  2.2671  1.39948  35.039600   0.055762   \n",
       " \n",
       "           fNIRS_IRED   Index Label  \n",
       " 0.00000     0.191535  386658     2  \n",
       " 0.00100     0.191535  386659     2  \n",
       " 0.00200     0.191210  386660     2  \n",
       " 0.00300     0.191210  386661     2  \n",
       " 0.00400     0.191158  386662     2  \n",
       " ...              ...     ...   ...  \n",
       " 40.65482    0.187538  427311     2  \n",
       " 40.65582    0.187678  427312     2  \n",
       " 40.65682    0.187678  427313     2  \n",
       " 40.65782    0.187566  427314     2  \n",
       " 40.65882    0.187566  427315     2  \n",
       " \n",
       " [40658 rows x 9 columns],\n",
       " '3':                  Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   480.673455  0.00198  2.2861  1.79704  35.158600   0.056170   \n",
       " 0.001000   480.674456  0.00081  2.2865  1.79411  35.065800   0.056046   \n",
       " 0.002000   480.675456  0.00018  2.2896  1.79700  35.124599   0.056046   \n",
       " 0.003000   480.676456  0.00036  2.2881  1.80103  35.034901   0.056101   \n",
       " 0.004000   480.677456  0.00054  2.2877  1.79242  35.136902   0.056101   \n",
       " ...               ...      ...     ...      ...        ...        ...   \n",
       " 40.617342  521.297185 -0.05678  3.5553  1.76880  35.282501   0.056339   \n",
       " 40.618342  521.298185 -0.05624  3.5461  1.76532  35.280899   0.056339   \n",
       " 40.619342  521.299185 -0.05499  3.5706  1.76431  35.256100   0.056402   \n",
       " 40.620342  521.300185 -0.05463  3.5576  1.76619  35.394100   0.056402   \n",
       " 40.621342  521.301185 -0.05382  3.5450  1.75809  35.342899   0.056341   \n",
       " \n",
       "            fNIRS_IRED   Index Label  \n",
       " 0.000000     0.185899  480582     3  \n",
       " 0.001000     0.185902  480583     3  \n",
       " 0.002000     0.185902  480584     3  \n",
       " 0.003000     0.185884  480585     3  \n",
       " 0.004000     0.185884  480586     3  \n",
       " ...               ...     ...   ...  \n",
       " 40.617342    0.183516  521198     3  \n",
       " 40.618342    0.183516  521199     3  \n",
       " 40.619342    0.183430  521200     3  \n",
       " 40.620342    0.183430  521201     3  \n",
       " 40.621342    0.183337  521202     3  \n",
       " \n",
       " [40621 rows x 9 columns],\n",
       " '4':                  Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   576.477684  0.30467  5.5283  1.19174  35.425201   0.057484   \n",
       " 0.001000   576.478684  0.30781  5.5504  1.18954  35.558899   0.057484   \n",
       " 0.002000   576.479684  0.31051  5.5367  1.19421  35.453201   0.057433   \n",
       " 0.003000   576.480684  0.31347  5.5504  1.19348  35.544899   0.057433   \n",
       " 0.004000   576.481684  0.31599  5.5382  1.19376  35.431400   0.057504   \n",
       " ...               ...      ...     ...      ...        ...        ...   \n",
       " 40.650000  617.134419  0.03154  6.3835  1.76331  35.355301   0.057345   \n",
       " 40.651000  617.135419  0.03127  6.3656  1.76294  35.378601   0.057345   \n",
       " 40.652000  617.136420  0.02983  6.3591  1.76093  35.349098   0.057339   \n",
       " 40.653001  617.137420  0.02884  6.3705  1.76385  35.422100   0.057339   \n",
       " 40.654001  617.138420  0.02821  6.3583  1.76468  35.316601   0.057351   \n",
       " \n",
       "            fNIRS_IRED   Index Label  \n",
       " 0.000000     0.183841  576368     4  \n",
       " 0.001000     0.183841  576369     4  \n",
       " 0.002000     0.183766  576370     4  \n",
       " 0.003000     0.183766  576371     4  \n",
       " 0.004000     0.183751  576372     4  \n",
       " ...               ...     ...   ...  \n",
       " 40.650000    0.184740  617017     4  \n",
       " 40.651000    0.184740  617018     4  \n",
       " 40.652000    0.184773  617019     4  \n",
       " 40.653001    0.184773  617020     4  \n",
       " 40.654001    0.184820  617021     4  \n",
       " \n",
       " [40654 rows x 9 columns],\n",
       " '5':                  Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   673.201087 -0.06375  5.3795  1.33173  35.462502   0.057786   \n",
       " 0.001000   673.202087 -0.06361  5.3669  1.33214  35.446899   0.057786   \n",
       " 0.002000   673.203087 -0.06289  5.3577  1.33392  35.493599   0.057769   \n",
       " 0.003000   673.204087 -0.06271  5.3623  1.33040  35.456299   0.057769   \n",
       " 0.004000   673.205088 -0.06208  5.3570  1.33237  35.439201   0.057838   \n",
       " ...               ...      ...     ...      ...        ...        ...   \n",
       " 40.613648  713.820815  0.01366  5.0148  1.33525  35.515301   0.057634   \n",
       " 40.614648  713.821815  0.01518  5.0308  1.33099  35.499802   0.057579   \n",
       " 40.615648  713.822816  0.01554  5.0037  1.33218  35.484200   0.057579   \n",
       " 40.616648  713.823816  0.01572  5.0179  1.33383  35.479599   0.057097   \n",
       " 40.617648  713.824816  0.01635  5.0041  1.33076  35.520000   0.057097   \n",
       " \n",
       "            fNIRS_IRED   Index Label  \n",
       " 0.000000     0.187343  673073     5  \n",
       " 0.001000     0.187343  673074     5  \n",
       " 0.002000     0.187324  673075     5  \n",
       " 0.003000     0.187324  673076     5  \n",
       " 0.004000     0.187047  673077     5  \n",
       " ...               ...     ...   ...  \n",
       " 40.613648    0.188909  713685     5  \n",
       " 40.614648    0.188912  713686     5  \n",
       " 40.615648    0.188912  713687     5  \n",
       " 40.616648    0.188959  713688     5  \n",
       " 40.617648    0.188959  713689     5  \n",
       " \n",
       " [40617 rows x 9 columns],\n",
       " '6':                  Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   770.971689  0.01217  4.6761  1.58386  35.428299   0.057808   \n",
       " 0.001000   770.972689  0.01222  4.6715  1.57695  35.352200   0.057802   \n",
       " 0.002000   770.973689  0.01258  4.6776  1.58011  35.479599   0.057802   \n",
       " 0.003000   770.974690  0.01312  4.6719  1.58459  35.411201   0.057766   \n",
       " 0.004000   770.975690  0.01411  4.6776  1.57974  35.459400   0.057766   \n",
       " ...               ...      ...     ...      ...        ...        ...   \n",
       " 40.414582  811.392380 -0.03540  4.1672  1.64346  35.478001   0.057613   \n",
       " 40.415582  811.393380 -0.03486  4.1813  1.65019  35.344501   0.057613   \n",
       " 40.416582  811.394380 -0.03396  4.1695  1.64520  35.415901   0.057314   \n",
       " 40.417582  811.395380 -0.03378  4.1733  1.64227  35.394100   0.057314   \n",
       " 40.418582  811.396380 -0.03396  4.2046  1.64996  35.471802   0.057260   \n",
       " \n",
       "            fNIRS_IRED   Index Label  \n",
       " 0.000000     0.189167  770825     6  \n",
       " 0.001000     0.189155  770826     6  \n",
       " 0.002000     0.189155  770827     6  \n",
       " 0.003000     0.189092  770828     6  \n",
       " 0.004000     0.189092  770829     6  \n",
       " ...               ...     ...   ...  \n",
       " 40.414582    0.188580  811238     6  \n",
       " 40.415582    0.188580  811239     6  \n",
       " 40.416582    0.188554  811240     6  \n",
       " 40.417582    0.188554  811241     6  \n",
       " 40.418582    0.188519  811242     6  \n",
       " \n",
       " [40418 rows x 9 columns],\n",
       " '7':                  Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   865.056590  0.05463  3.9989  1.56541  35.492001   0.058253   \n",
       " 0.001000   865.057590  0.05570  3.9780  1.56079  35.448502   0.058253   \n",
       " 0.002000   865.058591  0.05696  4.0077  1.56171  35.381699   0.057881   \n",
       " 0.003000   865.059591  0.05930  3.9898  1.56720  35.496700   0.057881   \n",
       " 0.004000   865.060591  0.06199  3.9795  1.56107  35.478001   0.057856   \n",
       " ...               ...      ...     ...      ...        ...        ...   \n",
       " 40.283331  905.346256  0.10512  3.8361  1.64754  35.220501   0.056145   \n",
       " 40.284331  905.347256  0.10638  3.8239  1.64914  35.400398   0.056145   \n",
       " 40.285331  905.348256  0.10692  3.8330  1.65266  35.392601   0.056403   \n",
       " 40.286331  905.349256  0.10732  3.8208  1.64438  35.265400   0.056403   \n",
       " 40.287331  905.350257  0.10871  3.8464  1.65015  35.377102   0.056422   \n",
       " \n",
       "            fNIRS_IRED   Index Label  \n",
       " 0.000000     0.189691  864892     7  \n",
       " 0.001000     0.189691  864893     7  \n",
       " 0.002000     0.189683  864894     7  \n",
       " 0.003000     0.189683  864895     7  \n",
       " 0.004000     0.189674  864896     7  \n",
       " ...               ...     ...   ...  \n",
       " 40.283331    0.184628  905174     7  \n",
       " 40.284331    0.184628  905175     7  \n",
       " 40.285331    0.184592  905176     7  \n",
       " 40.286331    0.184592  905177     7  \n",
       " 40.287331    0.184537  905178     7  \n",
       " \n",
       " [40287 rows x 9 columns],\n",
       " '8':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000    959.538567 -0.03953  4.1100  1.31927  35.549599   0.056564   \n",
       " 0.001000    959.539567 -0.03917  4.0913  1.32019  35.515301   0.056564   \n",
       " 0.002000    959.540567 -0.03881  4.0833  1.32202  35.515301   0.056567   \n",
       " 0.003000    959.541567 -0.03917  4.1092  1.31790  35.527802   0.056567   \n",
       " 0.004000    959.542568 -0.03899  4.0955  1.31873  35.509102   0.056637   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 40.771481  1000.316325 -0.01303  3.9837  1.62790  35.478001   0.056022   \n",
       " 40.772481  1000.317326 -0.01253  3.9940  1.63435  35.338299   0.056022   \n",
       " 40.773481  1000.318326 -0.01235  3.9829  1.63861  35.476501   0.056247   \n",
       " 40.774481  1000.319326 -0.01204  4.0012  1.63289  35.332100   0.056247   \n",
       " 40.775481  1000.320326 -0.01258  3.9818  1.63701  35.448502   0.056041   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.185771   959356     8  \n",
       " 0.001000     0.185771   959357     8  \n",
       " 0.002000     0.185823   959358     8  \n",
       " 0.003000     0.185823   959359     8  \n",
       " 0.004000     0.185744   959360     8  \n",
       " ...               ...      ...   ...  \n",
       " 40.771481    0.186047  1000126     8  \n",
       " 40.772481    0.186047  1000127     8  \n",
       " 40.773481    0.186106  1000128     8  \n",
       " 40.774481    0.186106  1000129     8  \n",
       " 40.775481    0.186186  1000130     8  \n",
       " \n",
       " [40775 rows x 9 columns],\n",
       " '9':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   1053.310408  0.48696  4.0092  1.21188  35.799000   0.056652   \n",
       " 0.001000   1053.311409  0.49972  3.9932  1.21042  35.664799   0.056652   \n",
       " 0.002000   1053.312409  0.50799  4.0115  1.20941  35.681900   0.056652   \n",
       " 0.003000   1053.313409  0.51122  3.9944  1.21161  35.783298   0.056684   \n",
       " 0.004000   1053.314409  0.50116  4.0253  1.20886  35.686600   0.056684   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 40.136112  1093.453046 -0.01869  3.9860  1.18854  35.498199   0.056051   \n",
       " 40.137112  1093.454046 -0.01869  3.9635  1.18808  35.555801   0.056051   \n",
       " 40.138112  1093.455046 -0.01941  3.9558  1.18652  35.549599   0.055920   \n",
       " 40.139112  1093.456047 -0.02071  3.9726  1.18675  35.537102   0.055920   \n",
       " 40.140112  1093.457047 -0.02188  3.9562  1.19151  35.597801   0.055942   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.188988  1053110     9  \n",
       " 0.001000     0.188827  1053111     9  \n",
       " 0.002000     0.188827  1053112     9  \n",
       " 0.003000     0.188927  1053113     9  \n",
       " 0.004000     0.188927  1053114     9  \n",
       " ...               ...      ...   ...  \n",
       " 40.136112    0.185213  1093245     9  \n",
       " 40.137112    0.185213  1093246     9  \n",
       " 40.138112    0.185224  1093247     9  \n",
       " 40.139112    0.185224  1093248     9  \n",
       " 40.140112    0.185288  1093249     9  \n",
       " \n",
       " [40140 rows x 9 columns],\n",
       " '10':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   1142.961466 -0.01725  3.8406  1.82643  35.445400   0.056981   \n",
       " 0.001000   1142.962466 -0.01635  3.8185  1.82556  35.394100   0.056981   \n",
       " 0.002000   1142.963466 -0.01626  3.8074  1.82812  35.518398   0.057183   \n",
       " 0.003000   1142.964466 -0.01599  3.8361  1.82455  35.319698   0.057183   \n",
       " 0.004000   1142.965467 -0.01595  3.8139  1.82845  35.403500   0.056990   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 40.138502  1183.106104 -0.01671  3.7666  1.77521  35.524700   0.056697   \n",
       " 40.139502  1183.107104 -0.01752  3.7598  1.77109  35.422100   0.056697   \n",
       " 40.140502  1183.108104 -0.01752  3.7422  1.77100  35.436100   0.056933   \n",
       " 40.141502  1183.109104 -0.01734  3.7788  1.76871  35.425201   0.056933   \n",
       " 40.142502  1183.110105 -0.01689  3.7537  1.76221  35.436100   0.056680   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.188142  1142744    10  \n",
       " 0.001000     0.188142  1142745    10  \n",
       " 0.002000     0.188145  1142746    10  \n",
       " 0.003000     0.188145  1142747    10  \n",
       " 0.004000     0.188210  1142748    10  \n",
       " ...               ...      ...   ...  \n",
       " 40.138502    0.187208  1182881    10  \n",
       " 40.139502    0.187208  1182882    10  \n",
       " 40.140502    0.187113  1182883    10  \n",
       " 40.141502    0.187113  1182884    10  \n",
       " 40.142502    0.187210  1182885    10  \n",
       " \n",
       " [40142 rows x 9 columns],\n",
       " '11':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   1228.615763 -0.00323  4.0283  1.42163  35.462502   0.059510   \n",
       " 0.001000   1228.616763 -0.00341  4.0146  1.41641  35.462502   0.059530   \n",
       " 0.002000   1228.617763 -0.00288  4.0188  1.41843  35.453201   0.059530   \n",
       " 0.003000   1228.618763 -0.00261  4.0100  1.41870  35.428299   0.059181   \n",
       " 0.004000   1228.619764 -0.00216  4.0314  1.41943  35.468700   0.059181   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 41.937683  1270.559743 -0.00144  3.8300  1.79402  35.415901   0.059145   \n",
       " 41.938683  1270.560743 -0.00126  3.8162  1.79462  35.432999   0.059140   \n",
       " 41.939683  1270.561744 -0.00049  3.8395  1.79352  35.336700   0.059140   \n",
       " 41.940683  1270.562744 -0.00103  3.8227  1.79773  35.459400   0.059147   \n",
       " 41.941683  1270.563744 -0.00108  3.8475  1.79393  35.537102   0.059147   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.197181  1228382    11  \n",
       " 0.001000     0.197181  1228383    11  \n",
       " 0.002000     0.197181  1228384    11  \n",
       " 0.003000     0.197152  1228385    11  \n",
       " 0.004000     0.197152  1228386    11  \n",
       " ...               ...      ...   ...  \n",
       " 41.937683    0.194838  1270318    11  \n",
       " 41.938683    0.194880  1270319    11  \n",
       " 41.939683    0.194880  1270320    11  \n",
       " 41.940683    0.194841  1270321    11  \n",
       " 41.941683    0.194841  1270322    11  \n",
       " \n",
       " [41941 rows x 9 columns],\n",
       " '12':                  Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.00000   1312.486721 -0.00422  3.5698  1.57452  35.338299   0.060191   \n",
       " 0.00100   1312.487721 -0.00427  3.5797  1.56747  35.425201   0.060191   \n",
       " 0.00200   1312.488721 -0.00440  3.5667  1.56958  35.400398   0.060153   \n",
       " 0.00300   1312.489721 -0.00355  3.5892  1.56949  35.418999   0.060153   \n",
       " 0.00400   1312.490721 -0.00377  3.5809  1.56775  35.409698   0.060068   \n",
       " ...               ...      ...     ...      ...        ...        ...   \n",
       " 40.73726  1353.230473 -0.02462  3.3813  1.48535  35.526199   0.060054   \n",
       " 40.73826  1353.231473 -0.02412  3.3230  1.49048  35.555801   0.060034   \n",
       " 40.73926  1353.232473 -0.02426  3.3310  1.49011  35.462502   0.060034   \n",
       " 40.74026  1353.233473 -0.02444  3.3485  1.48933  35.541801   0.059889   \n",
       " 40.74126  1353.234473 -0.02336  3.3279  1.49854  35.534000   0.059889   \n",
       " \n",
       "           fNIRS_IRED    Index Label  \n",
       " 0.00000     0.199106  1312237    12  \n",
       " 0.00100     0.199106  1312238    12  \n",
       " 0.00200     0.198891  1312239    12  \n",
       " 0.00300     0.198891  1312240    12  \n",
       " 0.00400     0.198866  1312241    12  \n",
       " ...              ...      ...   ...  \n",
       " 40.73726    0.197549  1352973    12  \n",
       " 40.73826    0.197503  1352974    12  \n",
       " 40.73926    0.197503  1352975    12  \n",
       " 40.74026    0.197228  1352976    12  \n",
       " 40.74126    0.197228  1352977    12  \n",
       " \n",
       " [40741 rows x 9 columns],\n",
       " '13':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   1406.821669  0.07547  3.1452  1.34871  35.431400   0.060961   \n",
       " 0.001000   1406.822669  0.07610  3.1330  1.35040  35.456299   0.060948   \n",
       " 0.002000   1406.823670  0.07727  3.1395  1.35297  35.436100   0.060948   \n",
       " 0.003000   1406.824670  0.07763  3.1334  1.35168  35.446899   0.060917   \n",
       " 0.004000   1406.825670  0.07763  3.1467  1.34995  35.453201   0.060917   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 40.723374  1447.551419 -0.00126  3.0121  1.24503  35.464001   0.059356   \n",
       " 40.724374  1447.552419 -0.00090  3.0418  1.24484  35.445400   0.059356   \n",
       " 40.725374  1447.553419 -0.00144  2.9987  1.24594  35.425201   0.059335   \n",
       " 40.726374  1447.554419 -0.00162  3.0087  1.24612  35.529301   0.059335   \n",
       " 40.727374  1447.555419 -0.00243  3.0293  1.24420  35.460899   0.059315   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.203158  1406554    13  \n",
       " 0.001000     0.203156  1406555    13  \n",
       " 0.002000     0.203156  1406556    13  \n",
       " 0.003000     0.203101  1406557    13  \n",
       " 0.004000     0.203101  1406558    13  \n",
       " ...               ...      ...   ...  \n",
       " 40.723374    0.198371  1447276    13  \n",
       " 40.724374    0.198371  1447277    13  \n",
       " 40.725374    0.198382  1447278    13  \n",
       " 40.726374    0.198382  1447279    13  \n",
       " 40.727374    0.198124  1447280    13  \n",
       " \n",
       " [40727 rows x 9 columns],\n",
       " '14':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   1500.478489 -0.03953  2.9457  1.31328  35.412800   0.060386   \n",
       " 0.001000   1500.479489 -0.03953  2.9221  1.31497  35.418999   0.060194   \n",
       " 0.002000   1500.480489 -0.03899  2.9469  1.31442  35.450100   0.060194   \n",
       " 0.003000   1500.481489 -0.03931  2.9228  1.31534  35.412800   0.060375   \n",
       " 0.004000   1500.482490 -0.03989  2.9400  1.31369  35.437599   0.060375   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 40.086889  1540.571117 -0.03378  2.8671  1.73016  35.201900   0.059152   \n",
       " 40.087889  1540.572117 -0.03288  2.8824  1.72595  35.356899   0.059152   \n",
       " 40.088889  1540.573117 -0.03199  2.8728  1.72655  35.353802   0.059210   \n",
       " 40.089889  1540.574118 -0.03091  2.8835  1.72728  35.254601   0.059210   \n",
       " 40.090889  1540.575118 -0.02978  2.8954  1.71867  35.384800   0.059150   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.200468  1500193    14  \n",
       " 0.001000     0.200587  1500194    14  \n",
       " 0.002000     0.200587  1500195    14  \n",
       " 0.003000     0.200521  1500196    14  \n",
       " 0.004000     0.200521  1500197    14  \n",
       " ...               ...      ...   ...  \n",
       " 40.086889    0.193935  1540278    14  \n",
       " 40.087889    0.193935  1540279    14  \n",
       " 40.088889    0.193947  1540280    14  \n",
       " 40.089889    0.193947  1540281    14  \n",
       " 40.090889    0.194033  1540282    14  \n",
       " \n",
       " [40090 rows x 9 columns],\n",
       " '15':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   1598.294100 -0.00647  2.8568  1.62039  35.123001   0.061152   \n",
       " 0.001000   1598.295100 -0.00575  2.8893  1.62012  35.115299   0.061152   \n",
       " 0.002000   1598.296100 -0.00530  2.8694  1.61806  35.073601   0.060847   \n",
       " 0.003000   1598.297100 -0.00458  2.8908  1.61673  35.133900   0.060847   \n",
       " 0.004000   1598.298101 -0.00359  2.8671  1.61613  35.102901   0.061451   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 40.374643  1638.674783 -0.02875  2.8320  1.80844  35.102901   0.060218   \n",
       " 40.375643  1638.675783 -0.02875  2.8534  1.80725  35.037998   0.060046   \n",
       " 40.376643  1638.676783 -0.02983  2.8255  1.80762  35.181801   0.060046   \n",
       " 40.377643  1638.677783 -0.02929  2.8320  1.80652  35.096699   0.060015   \n",
       " 40.378643  1638.678784 -0.02947  2.8542  1.80569  35.019501   0.060015   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.197854  1597990    15  \n",
       " 0.001000     0.197854  1597991    15  \n",
       " 0.002000     0.197118  1597992    15  \n",
       " 0.003000     0.197118  1597993    15  \n",
       " 0.004000     0.197777  1597994    15  \n",
       " ...               ...      ...   ...  \n",
       " 40.374643    0.192392  1638363    15  \n",
       " 40.375643    0.192371  1638364    15  \n",
       " 40.376643    0.192371  1638365    15  \n",
       " 40.377643    0.192365  1638366    15  \n",
       " 40.378643    0.192365  1638367    15  \n",
       " \n",
       " [40378 rows x 9 columns],\n",
       " '16':                  Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.00000   1689.400434 -0.03639  2.8297  1.66273  35.130798   0.060908   \n",
       " 0.00100   1689.401434 -0.03675  2.8114  1.66356  35.028801   0.060908   \n",
       " 0.00200   1689.402434 -0.03809  2.8568  1.66589  35.139999   0.060864   \n",
       " 0.00300   1689.403435 -0.03872  2.8221  1.66406  35.096699   0.060864   \n",
       " 0.00400   1689.404435 -0.03953  2.8103  1.66045  35.081299   0.060845   \n",
       " ...               ...      ...     ...      ...        ...        ...   \n",
       " 40.12158  1729.528069  0.04573  2.7634  1.80711  35.177200   0.060468   \n",
       " 40.12258  1729.529069  0.04187  2.7313  1.80441  35.310398   0.060323   \n",
       " 40.12358  1729.530069  0.03756  2.7554  1.80432  35.189499   0.060323   \n",
       " 40.12458  1729.531070  0.03432  2.7309  1.80441  35.321201   0.060266   \n",
       " 40.12558  1729.532070  0.03163  2.7512  1.80450  35.208099   0.060266   \n",
       " \n",
       "           fNIRS_IRED    Index Label  \n",
       " 0.00000     0.197127  1689079    16  \n",
       " 0.00100     0.197127  1689080    16  \n",
       " 0.00200     0.197122  1689081    16  \n",
       " 0.00300     0.197122  1689082    16  \n",
       " 0.00400     0.196457  1689083    16  \n",
       " ...              ...      ...   ...  \n",
       " 40.12158    0.194317  1729199    16  \n",
       " 40.12258    0.194318  1729200    16  \n",
       " 40.12358    0.194318  1729201    16  \n",
       " 40.12458    0.194322  1729202    16  \n",
       " 40.12558    0.194322  1729203    16  \n",
       " \n",
       " [40125 rows x 9 columns],\n",
       " '17':                  Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.00000   1779.100501 -0.04025  2.7649  1.59013  35.037998   0.060901   \n",
       " 0.00100   1779.101501 -0.03971  2.7565  1.59064  34.985600   0.060901   \n",
       " 0.00200   1779.102501 -0.03881  2.7733  1.58835  35.056599   0.060875   \n",
       " 0.00300   1779.103501 -0.03908  2.7542  1.58867  35.075100   0.060875   \n",
       " 0.00400   1779.104502 -0.03971  2.7805  1.58762  34.991699   0.060873   \n",
       " ...               ...      ...     ...      ...        ...        ...   \n",
       " 40.12555  1819.232137 -0.02444  2.7351  1.47002  35.047298   0.060817   \n",
       " 40.12655  1819.233137 -0.02426  2.7641  1.47107  35.098301   0.060784   \n",
       " 40.12755  1819.234137 -0.02444  2.7512  1.47125  35.102901   0.060784   \n",
       " 40.12855  1819.235137 -0.02318  2.7382  1.47116  35.041100   0.060805   \n",
       " 40.12955  1819.236137 -0.02210  2.7630  1.46988  35.090599   0.060805   \n",
       " \n",
       "           fNIRS_IRED    Index Label  \n",
       " 0.00000     0.196535  1778762    17  \n",
       " 0.00100     0.196535  1778763    17  \n",
       " 0.00200     0.196476  1778764    17  \n",
       " 0.00300     0.196476  1778765    17  \n",
       " 0.00400     0.196524  1778766    17  \n",
       " ...              ...      ...   ...  \n",
       " 40.12555    0.198861  1818886    17  \n",
       " 40.12655    0.199203  1818887    17  \n",
       " 40.12755    0.199203  1818888    17  \n",
       " 40.12855    0.198096  1818889    17  \n",
       " 40.12955    0.198096  1818890    17  \n",
       " \n",
       " [40129 rows x 9 columns],\n",
       " '18':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   1875.983934 -0.01527  2.7477  1.38780  35.243698   0.061887   \n",
       " 0.001000   1875.984935 -0.01536  2.6901  1.38707  35.231300   0.061871   \n",
       " 0.002000   1875.985935 -0.01626  2.6871  1.38950  35.237499   0.061871   \n",
       " 0.003000   1875.986935 -0.01617  2.6901  1.39105  35.236000   0.061861   \n",
       " 0.004000   1875.987935 -0.01707  2.6863  1.39201  35.242199   0.061861   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 40.179189  1916.169580 -0.02543  2.6718  1.93529  35.236000   0.061942   \n",
       " 40.180189  1916.170581 -0.02839  2.6794  1.93707  35.192600   0.062060   \n",
       " 40.181189  1916.171581 -0.03199  2.6932  1.92293  35.181801   0.062060   \n",
       " 40.182189  1916.172581 -0.03468  2.6669  1.93579  35.276299   0.061983   \n",
       " 40.183190  1916.173581 -0.03720  2.6760  1.94385  35.192600   0.061983   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.204460  1875627    18  \n",
       " 0.001000     0.204577  1875628    18  \n",
       " 0.002000     0.204577  1875629    18  \n",
       " 0.003000     0.204536  1875630    18  \n",
       " 0.004000     0.204536  1875631    18  \n",
       " ...               ...      ...   ...  \n",
       " 40.179189    0.202790  1915805    18  \n",
       " 40.180189    0.203014  1915806    18  \n",
       " 40.181189    0.203014  1915807    18  \n",
       " 40.182189    0.203037  1915808    18  \n",
       " 40.183190    0.203037  1915809    18  \n",
       " \n",
       " [40183 rows x 9 columns],\n",
       " '19':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   1968.965626 -0.01761  2.6237  1.32495  35.266998   0.064221   \n",
       " 0.001000   1968.966626 -0.01833  2.6382  1.32806  35.249901   0.064273   \n",
       " 0.002000   1968.967626 -0.01896  2.6520  1.32532  35.239101   0.064273   \n",
       " 0.003000   1968.968626 -0.01887  2.6211  1.32431  35.257702   0.064257   \n",
       " 0.004000   1968.969626 -0.01887  2.6459  1.32651  35.242199   0.064257   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 40.135268  2009.107263 -0.01042  2.6245  1.46489  35.158600   0.062521   \n",
       " 40.136269  2009.108263 -0.00970  2.6394  1.46558  35.226700   0.062556   \n",
       " 40.137269  2009.109264 -0.00880  2.6249  1.46429  35.217400   0.062556   \n",
       " 40.138269  2009.110264 -0.00845  2.6333  1.46979  35.157101   0.062656   \n",
       " 40.139269  2009.111264 -0.00818  2.6123  1.45958  35.203499   0.062656   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.211890  1968591    19  \n",
       " 0.001000     0.211628  1968592    19  \n",
       " 0.002000     0.211628  1968593    19  \n",
       " 0.003000     0.211790  1968594    19  \n",
       " 0.004000     0.211790  1968595    19  \n",
       " ...               ...      ...   ...  \n",
       " 40.135268    0.206673  2008725    19  \n",
       " 40.136269    0.206700  2008726    19  \n",
       " 40.137269    0.206700  2008727    19  \n",
       " 40.138269    0.205904  2008728    19  \n",
       " 40.139269    0.205904  2008729    19  \n",
       " \n",
       " [40139 rows x 9 columns],\n",
       " '20':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   2055.877162 -0.02956  2.6466  1.21600  35.139999   0.063682   \n",
       " 0.001000   2055.878162 -0.02857  2.6375  1.21756  35.222099   0.063296   \n",
       " 0.002000   2055.879162 -0.02821  2.6623  1.21797  35.164799   0.063296   \n",
       " 0.003000   2055.880162 -0.02803  2.6398  1.21591  35.254601   0.063543   \n",
       " 0.004000   2055.881163 -0.02785  2.6703  1.21701  35.149300   0.063543   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 40.127109  2096.010798 -0.01842  2.6020  1.50554  34.946999   0.062510   \n",
       " 40.128109  2096.011798 -0.01972  2.6089  1.50238  34.923901   0.062559   \n",
       " 40.129109  2096.012798 -0.02066  2.6375  1.50055  34.936199   0.062559   \n",
       " 40.130109  2096.013798 -0.02246  2.6077  1.50430  34.973202   0.062589   \n",
       " 40.131109  2096.014799 -0.02300  2.6257  1.49991  35.025700   0.062589   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.208519  2055486    20  \n",
       " 0.001000     0.208554  2055487    20  \n",
       " 0.002000     0.208554  2055488    20  \n",
       " 0.003000     0.208562  2055489    20  \n",
       " 0.004000     0.208562  2055490    20  \n",
       " ...               ...      ...   ...  \n",
       " 40.127109    0.207306  2095612    20  \n",
       " 40.128109    0.207307  2095613    20  \n",
       " 40.129109    0.207307  2095614    20  \n",
       " 40.130109    0.207293  2095615    20  \n",
       " 40.131109    0.207293  2095616    20  \n",
       " \n",
       " [40131 rows x 9 columns],\n",
       " '21':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   2146.498404 -0.02102  2.6123  1.30632  35.133900   0.063401   \n",
       " 0.001000   2146.499404 -0.02237  2.5997  1.30197  35.109100   0.063401   \n",
       " 0.002000   2146.500404 -0.02246  2.6382  1.30293  35.095200   0.063506   \n",
       " 0.003000   2146.501405 -0.02282  2.6207  1.30472  35.132301   0.063506   \n",
       " 0.004000   2146.502405 -0.02246  2.6073  1.30009  35.099800   0.063486   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 40.725136  2187.230154  0.02677  3.1544  0.89177  35.195702   0.063694   \n",
       " 40.726136  2187.231154  0.02646  3.1414  0.89163  35.053501   0.063680   \n",
       " 40.727136  2187.232154  0.02664  3.1605  0.89227  35.124599   0.063680   \n",
       " 40.728136  2187.233154  0.02803  3.1475  0.88742  35.027199   0.063648   \n",
       " 40.729136  2187.234155  0.02731  3.1693  0.88715  35.039600   0.063648   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.209443  2146090    21  \n",
       " 0.001000     0.209443  2146091    21  \n",
       " 0.002000     0.209412  2146092    21  \n",
       " 0.003000     0.209412  2146093    21  \n",
       " 0.004000     0.209439  2146094    21  \n",
       " ...               ...      ...   ...  \n",
       " 40.725136    0.210278  2186814    21  \n",
       " 40.726136    0.210152  2186815    21  \n",
       " 40.727136    0.210152  2186816    21  \n",
       " 40.728136    0.210190  2186817    21  \n",
       " 40.729136    0.210190  2186818    21  \n",
       " \n",
       " [40729 rows x 9 columns],\n",
       " '22':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   2232.464760 -0.00809  3.1631  1.75310  34.973202   0.063589   \n",
       " 0.001000   2232.465761 -0.00845  3.2066  1.75598  34.922298   0.063589   \n",
       " 0.002000   2232.466761 -0.00934  3.1746  1.75067  34.865299   0.063656   \n",
       " 0.003000   2232.467761 -0.01060  3.1662  1.75415  34.800598   0.063656   \n",
       " 0.004000   2232.468761 -0.01177  3.1921  1.75269  34.971699   0.063751   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 40.097303  2272.568391 -0.00359  2.8309  1.31140  35.068901   0.063216   \n",
       " 40.098303  2272.569391 -0.00323  2.8111  1.30811  35.067402   0.063216   \n",
       " 40.099303  2272.570391 -0.00359  2.8446  1.30664  35.090599   0.063230   \n",
       " 40.100303  2272.571391 -0.00323  2.8244  1.31012  35.067402   0.063230   \n",
       " 40.101303  2272.572391 -0.00341  2.8450  1.30875  35.121498   0.063234   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.208780  2232040    22  \n",
       " 0.001000     0.208780  2232041    22  \n",
       " 0.002000     0.208609  2232042    22  \n",
       " 0.003000     0.208609  2232043    22  \n",
       " 0.004000     0.208702  2232044    22  \n",
       " ...               ...      ...   ...  \n",
       " 40.097303    0.207133  2272136    22  \n",
       " 40.098303    0.207133  2272137    22  \n",
       " 40.099303    0.207123  2272138    22  \n",
       " 40.100303    0.207123  2272139    22  \n",
       " 40.101303    0.207130  2272140    22  \n",
       " \n",
       " [40101 rows x 9 columns],\n",
       " '23':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   2323.722123 -0.03073  2.6134  1.82886  34.917702   0.063741   \n",
       " 0.001000   2323.723124 -0.03001  2.6154  1.81883  34.954700   0.063741   \n",
       " 0.002000   2323.724124 -0.02992  2.6459  1.82794  34.939301   0.064252   \n",
       " 0.003000   2323.725124 -0.02951  2.6382  1.82977  34.862202   0.064252   \n",
       " 0.004000   2323.726124 -0.02884  2.6203  1.83563  34.855999   0.064242   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 40.426738  2364.154816 -0.01559  2.6188  1.32120  35.291801   0.063557   \n",
       " 40.427738  2364.155817 -0.01509  2.6211  1.32523  35.282501   0.063557   \n",
       " 40.428738  2364.156817 -0.01411  2.6394  1.32294  35.270100   0.063551   \n",
       " 40.429738  2364.157817 -0.01312  2.6230  1.32129  35.282501   0.063551   \n",
       " 40.430738  2364.158817 -0.01240  2.6466  1.32207  35.296398   0.063644   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.210080  2323280    23  \n",
       " 0.001000     0.210080  2323281    23  \n",
       " 0.002000     0.209743  2323282    23  \n",
       " 0.003000     0.209743  2323283    23  \n",
       " 0.004000     0.210079  2323284    23  \n",
       " ...               ...      ...   ...  \n",
       " 40.426738    0.208867  2363705    23  \n",
       " 40.427738    0.208867  2363706    23  \n",
       " 40.428738    0.208857  2363707    23  \n",
       " 40.429738    0.208857  2363708    23  \n",
       " 40.430738    0.208838  2363709    23  \n",
       " \n",
       " [40430 rows x 9 columns],\n",
       " '24':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   2408.227202 -0.03450  2.6272  1.49377  35.004101   0.063661   \n",
       " 0.001000   2408.228202 -0.03432  2.6508  1.48938  35.078201   0.063661   \n",
       " 0.002000   2408.229202 -0.03378  2.6253  1.48737  35.027199   0.063667   \n",
       " 0.003000   2408.230202 -0.03378  2.6474  1.49286  35.059700   0.063667   \n",
       " 0.004000   2408.231203 -0.03306  2.6245  1.49121  35.062801   0.063659   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 40.657815  2448.890939 -0.02606  2.6058  1.78528  35.214298   0.063207   \n",
       " 40.658815  2448.891939 -0.02641  2.5856  1.78418  35.177200   0.063207   \n",
       " 40.659815  2448.892939 -0.02731  2.6192  1.78564  35.288700   0.063171   \n",
       " 40.660815  2448.893939 -0.02740  2.5951  1.78510  35.028801   0.063171   \n",
       " 40.661815  2448.894939 -0.02803  2.5909  1.78354  35.171001   0.062841   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.208039  2407769    24  \n",
       " 0.001000     0.208039  2407770    24  \n",
       " 0.002000     0.207920  2407771    24  \n",
       " 0.003000     0.207920  2407772    24  \n",
       " 0.004000     0.208008  2407773    24  \n",
       " ...               ...      ...   ...  \n",
       " 40.657815    0.206474  2448425    24  \n",
       " 40.658815    0.206474  2448426    24  \n",
       " 40.659815    0.206494  2448427    24  \n",
       " 40.660815    0.206494  2448428    24  \n",
       " 40.661815    0.206557  2448429    24  \n",
       " \n",
       " [40661 rows x 9 columns],\n",
       " '25':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   2498.437366 -0.00952  2.5753  1.38029  35.201900   0.063859   \n",
       " 0.001000   2498.438366 -0.00970  2.5650  1.38684  35.198799   0.063849   \n",
       " 0.002000   2498.439366 -0.01015  2.5890  1.38396  35.195702   0.063849   \n",
       " 0.003000   2498.440366 -0.01132  2.5684  1.38290  35.198799   0.063827   \n",
       " 0.004000   2498.441366 -0.01199  2.6024  1.38693  35.181801   0.063827   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 41.967388  2540.411352 -0.02066  2.5234  1.31241  35.369301   0.063125   \n",
       " 41.968388  2540.412352 -0.02048  2.5608  1.30801  35.378601   0.063125   \n",
       " 41.969388  2540.413352 -0.02048  2.5307  1.31071  35.386398   0.062805   \n",
       " 41.970388  2540.414352 -0.01923  2.5246  1.31076  35.381699   0.062805   \n",
       " 41.971388  2540.415353 -0.01887  2.5578  1.30975  35.394100   0.063033   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.207939  2497962    25  \n",
       " 0.001000     0.207899  2497963    25  \n",
       " 0.002000     0.207899  2497964    25  \n",
       " 0.003000     0.207908  2497965    25  \n",
       " 0.004000     0.207908  2497966    25  \n",
       " ...               ...      ...   ...  \n",
       " 41.967388    0.206374  2539928    25  \n",
       " 41.968388    0.206374  2539929    25  \n",
       " 41.969388    0.206567  2539930    25  \n",
       " 41.970388    0.206567  2539931    25  \n",
       " 41.971388    0.206439  2539932    25  \n",
       " \n",
       " [41971 rows x 9 columns],\n",
       " '26':                   Time      ECG     EDA     RESP       TEMP  fNIRS_RED  \\\n",
       " 0.000000   2588.315466 -0.05067  2.4754  1.34203  35.299500   0.063970   \n",
       " 0.001000   2588.316467 -0.05121  2.5078  1.34317  35.276299   0.063970   \n",
       " 0.002000   2588.317467 -0.05049  2.4841  1.34093  35.284000   0.063984   \n",
       " 0.003000   2588.318467 -0.04977  2.4773  1.34235  35.287102   0.063984   \n",
       " 0.004000   2588.319467 -0.04888  2.5085  1.33942  35.305698   0.064054   \n",
       " ...                ...      ...     ...      ...        ...        ...   \n",
       " 40.126245  2628.448102 -0.02367  2.4738  1.62740  35.138500   0.063997   \n",
       " 40.127245  2628.449102 -0.02444  2.4578  1.62927  35.121498   0.063997   \n",
       " 40.128245  2628.450103 -0.02390  2.4906  1.62195  35.222099   0.064053   \n",
       " 40.129245  2628.451103 -0.02309  2.4712  1.62424  35.172501   0.064053   \n",
       " 40.130246  2628.452103 -0.02327  2.4624  1.62634  35.183399   0.064108   \n",
       " \n",
       "            fNIRS_IRED    Index Label  \n",
       " 0.000000     0.208999  2587823    26  \n",
       " 0.001000     0.208999  2587824    26  \n",
       " 0.002000     0.208676  2587825    26  \n",
       " 0.003000     0.208676  2587826    26  \n",
       " 0.004000     0.208928  2587827    26  \n",
       " ...               ...      ...   ...  \n",
       " 40.126245    0.208512  2627948    26  \n",
       " 40.127245    0.208512  2627949    26  \n",
       " 40.128245    0.208441  2627950    26  \n",
       " 40.129245    0.208441  2627951    26  \n",
       " 40.130246    0.208734  2627952    26  \n",
       " \n",
       " [40130 rows x 9 columns]}"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epochs = nk.epochs_create(df,events=onset_index,sampling_rate=fs,epochs_start=0,epochs_end=events_diff)\n",
    "epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "85a590a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\envs\\1st Study\\lib\\site-packages\\ipykernel_launcher.py:8: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8+GkWldhHHDJzCxFdCmAsgHoA9zLzTCK6HsBkZh4N4KdEdBqAFgBfAjg/brpZIM1GvZwunTSbJF2eVlqzmEqvr/RJGClWhiwZxOX24aeZFYmcacvMYwCMCVy7Rvp8BYArkkgrTdLw4WfJd11OqiUfrGWfHdJdR1MZlr5daRuBWpkaqSONpzdVznRkSCCODFmulmjU0iuzCj8CpgGZOJW8Enz4USTc7eoXcdUz5u2PTWShbU1ChCw8R0VQwnyqll5jkliFH0KaBaYSCmeYjJu2tuKh8eYDTkxkwYdfKZZ+pcwMyTrZr3nJYRV+CGnOw9fLYKkkas2yL7bRSaNnWwm957SxCj8Cafjws+DDNpFGBdJldZrPH2vWhtUxlgJJs6dmFX4EstB1Lr8ElkJIw9K3ZSKcLLhJC9EdaRiWVuGHYH34fsopY6UptwzYCBVBKctUpbl00jAsrcIPIUsFJvvNgQWoQR9+uQWIQNbfSZrTvq3Cj0ApX0glWIJZkDHjdTZHFvLKkh5JvG/rw68QstQDqHSsoiwcm2fxSGfqbPR7rQ8/I5SyBc56dxPIhoxZODAjClnIK0t6VNr7tgrfYiQNSyhLFSeVGTY1bp1n4fmzVObSwir8CJTVh5+BiiEo6QIzw3OmWTdjbZWRofeVBrX2vEEq7fmtwo9Bki+7Fq0NFbWyUZ09S6H8JFp/dWkkl0QiWIWfAEnMJdYWvgzpv3LuD5NmxYm13XWG3lclkIn8SqTxLc9vC8Uq/AgYd8uM8cqMBT5rJoIlESrNFVDVxHgXmWiwCsAq/DITteJnoWClIYPOpZOBx4+EVeTZwTgulIRln8TMrvhRRMYq/AjolFCSddtU+KwiqS6yomxiy1DBXdBUfPgREqk4lw4RnUhEs4loLhGNCrnvG0TERDQ8iXSzQiXsgxOHNFcCZsGHH4cs9MQsDpHfRZl9+IKKOOKQiOoB3A7gJADDAJxJRMMU93UB8DMAE+KmmTZZ2C0zC4okAyKUlDSt1QwUqarH5nE+SVj4IwDMZeZ5zNwM4FEAIxX3/RbATQA2J5Bmpqjkbm0hpPGUWfDhV3uPLUukkdPGqb4V5oePQxIKvz+ARdL3xe61HES0H4CBzPx8WEREdBERTSaiyStWrEhAtGTQ+vBTMCFqpTExke4Rh+U76KXSiFsFbOlOl5IP2hJRHYA/Afil6V5mvouZhzPz8D59+pRatMSoFYswjac0NaK1kdOWJDEaZiX04WetQUtC4S8BMFD6PsC9JugCYA8ArxHRfAAHARhdbQO3xWIui7Wl4kzd71TcSinkufUvW8pBEgp/EoChRDSEiJoAnAFgtAhk5jXM3JuZBzPzYADjAZzGzJMTSLuspLKDY+ZshPJQW81e7ZAJH34SacT4bZqNf2yFz8wtAC4FMBbALACPM/NMIrqeiE6LG3+1E7Us1rrCq5TtkaNSLfPwLZVFQxKRMPMYAGMC167R3HtUEmlWC1ErbbXX7ajPV+sNn6VwyjmtOkrSaQ7g25W2GcEqsmiUsupWy8wZi5+s78BaUS6dasb0IlJ1AaSXVB5Z6F2kM0MowbgykWuWMLL2jtJol6zCzwjZKnpqymkpVcr2yLk40pjpUxGlpnzY3MnHKvwQMt4TTJ1MbDFRbgEsVUMtNspW4WcEq8iiUW2zdSodm1eVhVX4IVTSebNpUE6XTqp76cRILPKsqxorO+XAfLZQ7b0Eq/ATwLp+4mMcIE9HjMRIo0xUcqORzj5U0Sj3avY0Gx6r8EOIWmkrueJlDVOeV0vbao0EhyzkQykVbtZ0g1X4loqilPUna5WzFihnnidp2cc6+D5FM8Yq/BDMbgarIZJGl+cZMAQTpVoal2LrQBYWQyVZfyvlfVqFHwFT0Yw1yGcodJVSkEpNOoevpJCIBUA2pvgKrA/f4qPWlU2WNhUrZTZl6TlrhWrJh0pZrGcVfgjGk9FSUBDVUiEsFhWlrEPRNybMRm8jDTmswg8hTYtPl1aGer4lJSuVLi2SeK+1lWOWJLAKPwJZMLKzMMiVBrpubaU0fJUiZ1YoZbGOftZE8UIkORZhXToZodZ9+JbkqZb3bRs4B93rzFr+WIUfgtGHn44YNYXOtVMtCtKSHqm6ZOP8ttL2wyeiE4loNhHNJaJRivAfEtF0IppGRG8R0bAk0i01WWidMyFDuQWwVB1ZKNe1SGyFT0T1AG4HcBKAYQDOVCj0h5l5T2beB8AfAfwpbrppkoWpgFkwcNOwssvpw7c7cVYXafYK4yRVaUccjgAwl5nnMXMzgEcBjJRvYOa10tdOsEZjwWQhwzKhrNJodKokjSxjN5fzSFPOJA4x7w9gkfR9MYADgzcR0SUAfgGgCcDRqoiI6CIAFwHAoEGDEhCttCQxQl8JFb8CREyUVHoTFaKMSkW1LHIz76Ae/UGr6ohDZr6dmXcE8L8ArtLccxczD2fm4X369ElLNCNZ2LCr6s+0rREFmGSlztL2BMVSzm0Nksy+Spk2nYTCXwJgoPR9gHtNx6MATk8g3dRI51Vmv8DUiqujpBZh5etoH1X2OGWh0mbpTAIwlIiGEFETgDMAjJZvIKKh0tdTAMxJIN2aoNYqVLUoROOeQBlo2KodkzulFntbsX34zNxCRJcCGAugHsC9zDyTiK4HMJmZRwO4lIiOBbAVwCoA58VNNwsk8Yojn8pjFUTJqZRKa6kcohSpNOt2EoO2YOYxAMYErl0jff5ZEumUizR2cLQK3SEL+ZCEX9m2HeXH9B6z4sOvNJeOJQGMh63UuAKptc3VLPGJWmayYGSkhVX4MagVJZwlV0e5D6uwJEOaJaqUZSZDVSMSVuFnhEoY5CtpxSlZzNVLNeRZFsp1EuieI2vvyCp8S2TScKtUev3PUm8oDTL9vBkWrVxYhR9CFlZcZqFCpbmopPxPa0mTDBTvmsIq/Ajou2tJHn4Q/45SkUajU+mWfVTs4HOK1EqhKgCr8BMgCQu4EtRArfjw47zOAnZOKT6RKqJafPg6stBDl7EKv8xUe4EvlEo5OchSAdgyk4dV+GXGKrLCqJ4GsrZffJZ2y4xTpCrNRWcVfhySXKmXXFQVSda6vpZoxH1r1VLuk3iONKqAVfghVFrrbakk7PYNQIm3Hq8gGdLCKvwIlHZ1Z3iRyFqBKRVZ2E88CQVaDUo4DTLwumsSq/AzgknhZaGCZEGGNLD74ZeeNPIh6mssd7FO051pFX4MknxNte7DrrXnr5XG00S1Z0PWirVV+AlQ7YVWkIpVlsJW1DqSGLMxxZGx+l/VpJHXWVPoJqzCzwhZ8GFnmUrrAVSYuKmT5oQI/dqORDfE1yQSPYo08sQq/BDsHvV+suDbLqUMSQzOm+Kotma9GupALdlaVuFHoJyKrhoqVJJkPT9SdelkPC/CyNK5BlkvU0mSiMInohOJaDYRzSWiUYrwXxDRh0T0ARGNI6Ltk0i3mjAV/3JWjyz47tMgC24GS3qksQdWlDKVZnsTW+ETUT2A2wGcBGAYgDOJaFjgtqkAhjPzXgCeAPDHuOlWG5VgZGRBSaXRMJTU+qwlczKELCxqrLRxoSRIwsIfAWAuM89j5mYAjwIYKd/AzK8y80b363gAAxJIt+xkodCmSUlXJFZJVmZhLKKiKGFGRFXocUSotNeYhMLvD2CR9H2xe03HBQBeUAUQ0UVENJmIJq9YsSIB0VIigbeuj6JKNGFEdNZ1Fg6jsVQmJR2DM4UXMkun2vbSIaJzAAwHcLMqnJnvYubhzDy8T58+aYqmxNZ/P1mwZrI02GdJgCppZSulVDYkEMcSAAOl7wPcaz6I6FgAVwI4kpm3JJBuapRvJ51Sp145pKEWkrQEa8bdV8GPmUqvsfRJFEQSFv4kAEOJaAgRNQE4A8Bo+QYi2hfAnQBOY+blCaSZCdJYt5GFIlMryqtKjM3KosIHMyptw73YCp+ZWwBcCmAsgFkAHmfmmUR0PRGd5t52M4DOAP5NRNOIaLQmuprF9NKzUC/KKUMGHj8REt1/qUYa4lKRZHnOQv2MQhIuHTDzGABjAteukT4fm0Q6lvJSTgu4UlRbVDlrfSyi2npTuufJ2tRPu9I2I2i34shAeUlDOUVWlAmIoquEdrOt5DEpvJKOj6Wwij3ZcZ/SYxV+CKbCmmbdLadFmOoK1Aw3fElSKS6AUpPKYLxxf6PiX4axUSk65tJgFX4UTIeTxIg6apcvC/7aLCipNESIk9dRG6ZqacCKzasslKUkqZTnsQo/I+gKTKUUJIufso53VEBrkqaIWTCWwkhTPqvwY2B0+SRQqrNQd7MgQ7VhG3KHLGdDtPpr0gHJyJIUVuFXCLU+q8OST9aUSVZJo+5USv20Cj8EW58crDWaHGm4WyqhIagAEQtC55YpxF2TRtmwCj8CZd2LvoxpC5Ish9MWrcZ3751YuAwp5ESavu9aaUMree1GJTSchZLIwqtaJZFl1RHvy4KVncSBEaff/jYAYP2WFnRu5xW/yHmZxKEVXMr8LP9U3krQU2kW5wSOmzWnUSFNuLXwQ4i+t3n8LX1NBaZarI2GOuc5t7a0FfS7ann+aqMa3ktJjamM5Y9V+JYczFxyt0ZLmxP/1rbCFL4glXn4MbLAuCdS8VFXFRnTg0rSkrGiNk+rZuK2/Il2GVPQFH97ZS6GXDEGm7e2ljytIvW9Nk+zNvdcK2caaWcsL8LIgquylA181qgJhf/F+i14ZmreFv1GKu1lxuWWlz8GAKza2FzytNqqNHOjKrAkxkNqhWVrNmPGkjXlFiOUJMYJ7F46CfGjf72Hyx6bhmVrNhf1+2LrZiVZWjKtbYXJXcxzFpqGIMqreGbqEtz39qcFx53E20pjw65cXMlFlWkOuXEcTv3rW4nHK96Ffv+m6Dn85YZmDB71PF6csUwZHkWHbNjSgiue+gDrNm+NnG6h1ITCX/Slc356awkV8NrNW0viCkmzzejduUmZpvz1nbkrsWpD/B5AmIU/ZcGXaI4xqHvZY9Nw3XMfau+d/8UG/Oa5mWgrstFJivHzvsDaElTuamsIin1NkSddAHhrzkqs2ah/F2/NWYnXP9afs/3JivUAgLvfnKeV4aYXP8IjExdq4/jn2/PxyMRFuPvNwo2VqNSEwt/a6uR6vaaZvfqZGRg86nnFC49e0va67iWc8Jc3tL+et2I9Zi7N75ZGnwkUWRQti1dtxBshhVZY3Trre8vWVpx19wSc+Y/xsWUJpiHm2X+2ZjO+cce7uObZGYHw5PjJI1Pxz7fn46Nl64qOo7WN0dKqb5Q2b23FLS/N1hoBG5tbcMZd43HxA1OKliEJmlvaMHf5+qJ/v3FrKx54d7628TS9t+aWNhzyh3F4+cPPi5bh4QkL8at/v1/w70SZW7u5BefcMwE/+pf+XZxzzwScF7J+pKneUaXNIWXijtc+wRVPTdeGbw35bVLUhMJvdUcIdVblg+MXAABWrNe7fFrbOK9QB6Nb8MVG7e+PvuV1nHJbSLeUgLEzl2FLi1pBMANTF67C6hj+9cNuehXfvXeitquaU/ia8DmuYoijKAU6q02MH3ywWO2zTaLhE70HXVyzPluLwaOeD20cT/vbW9j5qhfyrovHuvvNT/HXV+bigXfnh8rw4WdrtWmsXL8FY2eqXQQAsHpjM24e+1Feb6iQXuG1o2fi2D+9jhXr1MdMT1+8Bo9N0lulf375Y1zz7Ey88lFxJ5euWLcFS9dsxrWBBr4Qfv30dDwxZXHRv9+wpQUAMG/FhqLjiFMuxesS+qm+rnTjO4kofCI6kYhmE9FcIhqlCD+CiN4johYi+mYSaRZCS2u45Spoqq8PXPEyfsdfj8GvnlBbEUns4T5l/ipc/OAU3PjCR9p7vvZ/7+CMu+Jb1zorROSPzlrr0OjkT9+u7XzXi3E7aV06+mk4ofEVIoKYGlqneXFCeb06W6/EZi5dG+pq2LTVUSI611SrwX8MAMNv+C8ufnCK1gi4eexs3P7qJ3gtRM6v/9/bOOQP47Th4+d9AQBa19JX//YW/vdJvVW6dPUmAI6lXxAp+iqbW9uw+zUv4qn3/I2CEEHUh3aNfnUYaes096ZWTZkqZIW4mLlWQn0fX+ETUT2A2wGcBGAYgDOJaFjgtoUAzgfwcNz0ikFUcJ2S6dGxURPu//7Ue4XP9InKyvWOhbVk1SZl+BZXcSRhXevqWovBwt/qhjc1xLcTdI2vuFoXksQzU5fg87XFDcAD3mBci2ZuqHi+OKsnhZFRr3kQsfAsSgoiriDrNjuNysZmvbJ9b+FqLA2ZrCDeg87daZTN/X1DkVpKuDFKOWtp1YZmbGhu1RpTQoY4lrXIB10cUWIW9a4u4xb+CABzmXkeMzcDeBTASPkGZp7PzB8AKL2TSoGo2DolY2oQdJha70JadzHO0FivfiWbQip1oWiVrXtZp2CEz7pY5SCjy+ucAghWETfNjc2tuOyxafjuPYXvxxNE95xJ0KpRhCJFXWOjokXzvkQeBl9HQValUDJFvtM2g6J7eOJCDB71PL7UDPQLQyasgY+L6GXpDJXmlniNFiCNEwbfdwFFrC1m4xuFJLK5P4BF0vfF7rWCIaKLiGgyEU1esULvPy0U8TJ0SqbVoPCLnUJYCELRNdSru4RJzo3XPieH54OQMQkLRKfvtANXrkyi8i5ZvSkQXPg7ylO67P8fp96ZLD5RJqNYtrryF1dZA5JLosizHVoMSupBdwxj6Wp1z1W8z4YENL5ORtGotNMofFEO8twxBRQp0WPT5UOk95zA+zSRqUFbZr6LmYcz8/A+ffokHr9Ob3sWflAe53+hUwSDvw+9x/0vFF2TxsKPUgh+9NAUnHP3BON9OmWrm6UjnkMoqXw/pcflT7yPK576wCiD1m0k0tAoymZNw1gI4vF0Fr6QLU4Xv1Wj8IPupEguHc0L06dRuJythh7HVl1eCRk078M01z33PhMwInQzv9a5g7JNDfWBcAedsVUIJrdQFKNR3FPKNXlJ7Ja5BMBA6fsA91rm0GW6ycI3TZdKogcg0mjUWCG5BiHEf/6CZtFHEJM1Z8qHsC7n45OdgbE/fH2vcBm0jYpIQ/27JCxC8Xy6fGgzKKkwhELXKWOBToGq0Fv4zv84FmEuLww2jckdqpPBVDe2bBXK1vw+mTnUUm5pYzQE511IaTRrBr+3GsZbotCs6f0WMvAr3kUSjZ+OJCz8SQCGEtEQImoCcAaA0QnEmzhGl06g0IuypaucJp93IYg0dBa+V7FiJ2UcqwhWfi8fknPp6LrfOktJ3C265415rq/otGneNwfC4/hSTQpfNFxRehHankgCZaIt0OPQodvsTvQMTC4fXfRbcj3b4l1bwbSCCNm6d2wKBgDQGxmFjIV4hkgSA/0ZVvjM3ALgUgBjAcwC8DgzzySi64noNAAgogOIaDGAbwG4k4hmxk23GEzjZEFFGLQ6dRQyAKcjZ+FrCr4oUEn490wrTHXWd0trco2OrvKanlNYaXG636axCpOyjoLJZSPCIyl8gw8/zr5EImpTEW7VDeRHHP/Kq1vu/5yijGDhF90zNTTgolwX02sUjULOGIpRP3Wu5SRJ5AAUZh4DYEzg2jXS50lwXD1lxVQx9K4MjeVgCi/gxeUKnabge7NX4mMqUPqKoxvcKryEBiuviLJZZ+EHxlMaY3S/RfudJ0NAtigDbUE3g4hRFAmdkirEmjO5IuMs0BRxFG/hh1vwJnepWGOgM3RkjPsUaWRoyfVM1eFbDeFR0E1PLaRu5KZFl1DjZ2rQttSYLQT19TSWPIsKp+sSJulOkfNhyoJV+eE6BVOkhf/8B5/lXctzp4jeVEu4ItySswjjzEwRSkpjORfg0tGVGW91tzq8kMFKk/UcZ48oz4dfWK8veL3QmV/iqYV/XTcdOYoMwbSCmAZUvXcRWHhVQLYW4qLTIRqmUu4kW1MK39Ta6rqdOoVvii+KDzA4yKebGuZ1O5N16XzjjnfywoMVRzxHzrUQMktHxSUPv5cvQ4G9CPF1i2bQtqD5zhol51nnotExx6UdzBRTgQ3hURpw07TM4AybQvIiuFK0UBlaDW4IXXiwbkVR+IX20HN1R7sK1i9DMco6b7JBAjOmrMIvAtWOjqaekmkgsZQ0uwpAK0PO5xv/lRkrjmFGRgzjOkeh1pi4vRAXgI6c39owSydaXMVZvi0FWPgmZRtn0kBUC9+0Otu0P5OuTBXU0zGNwRkaV51CL8S9ptcR0eNQxOrIkYCLzkTVKvx9f/ty3jW5UG9sblGE+7+LV2fy4esopKEWisw0Pz2K1WmikNkO73yyEn98cbYjg6bbWoxBIlfO1Rubc5uMCZeOftA2+iCfjLzHeJuhYpnCZXTPblrT0FzAVMDCB0SjvxCThR68L082g1vJFH8hLh2zha++rptOHLTOowy4BtPIm8EWZ9DWunSSRc7Iva57KTQcMCv0JLc7EAVfLlDMjLfnrgQQf88TmUJ6Ove9PT/3WeduiSvD/zzxQe67Z+EHZHLfhs5XqlJycqOyn2QACOWU57oKTFGMUvFMvmu9Zax+TmVc0nPIWxS05uQtXkFEHQcwrc3QL2oMz0vdIP0PHpicL2uBMgYnAujcZ1sLcJeaZpcVOoHho2VrsXJ9s0+OUp7TUFsKX7LYVJWkkJZ1wRcbQk/h2drahsNueiU0jq2tbbltaYVvWn7ZD41fgEcnLfL9RreisRAKsZTkz0nsCBiMC3COoBTkti7WzEdq1szDf1WxPa/8nHIvTeVfX7NpK+a721vnwgtU+MzeFtqqODZsacG/pzjv07QU35+G91kuU6I8F6ogxIFAgHmKqidDuJtPOw8/4rYmQVT748tx/I9i/3vTdGI5r7e2tuED99jElgJ8+LpxguYirfMT//Jm7nMSg/AmakvhmwZZA9b1W3NWau+d83n4oRFfbmjGqpATdADgqqdn5Ha/zLl0pEI7X7G/flBB/PSRqaFpqDAvvPIrMUE8P6VeBrmeiooTLPTiHtWg7ZaWVvzwofyBYf2un/mV8zt3vuuFCxkiKFL5lssem4a17g6WuQ37pDTufvNTfOyWG11e/kTxPmU55Z0xvSmV/vd11TPhe8sf/sdXpfvdNAzPanKXmBoE+febmlvx3PtLA/FHyGvJYPu3Yv97bW9KodBvHjs7d96BqpfR1sb4+v/lT2jQj8kIZR1NJmUchpldSWAVvib8hRnLcOu4Odp7Ta1wFGXx3AdeoReWqxyvKomgghgdqDjO7+LJ5rNaFeF5y8eLKKD6RiW/p/P01MW447VPAKgH+QpdB6GamSJvO92cq7zmB5Nlf3aa9y6E/1+OYt5Kz0jYqll4FVSEQTl91xUDrms3tSi38TbPUAsN9qXxT+m8YJH3pvEO+X1e/5+ZecaMLJ6u8Ym78Eout+8vWu2FK8rPui0tysNpdO9CVW4LRdXLTxqr8CXklyl3ewVy5YyrVIP3NCsKjEpe2bLVziM3JG3SY0E3RZBkFn+pGxUhu1y5n5ma3zDK70J31GAhDZuMrvK+OSd/B1fTPHzTVtSR3AimAVNDmQmTQ/W76YrTxuTf/0ZxXnAhxtSiL/N3zpTDdQf0GFeIS3G8OOMz3PfOfADytt7evSpxTeXeucf7/NGytbmeRrFbrMuojL6kqS2Fb7BC5HxW+fhld4rJojHt6xFMjxWKTlXoZCtFv/lXvMZIfjbVnUkUxzZNPngyqFMRykD2bOks/EL3DBKIc2iD4ecq9uA3uzLCZYiynF/3nr9wB3BbIih8kxEgK9Ov/i1/bMqkgwrpQahW9cpyiwkMQcxTR73wW1762Esv4lbUpvoP+PPp4gfzz8CVZdza2oafPTY1NE2ZYscBCqGmFH4hXUKVNSHXzWKVqska8w2SKsLlTaaipKEML7JrnAuP0Hsx94DC0/O5fHzxit941/QWYbiMunzYvDV6xTP5dE15FWXCk9E6l8JN++5o4zC5dGL+3l+3wn+vO9LR7Eb1Psv5sEWhSFUTDYLK2iSDav2D/BzTFq3G1IWrQ2WWiTqeEoeaUviFWSHhFr6pAmn3MPcNVioKjMmKkeMyuAt0FKJAlOGamQqqNLRdY1/DFy6jKg7591s15xUYlZTmOT0LP0rDpr6umq6oujeKMWcua2ZFZTRQYhoBcl6Jc3J9v/c14OHvc4vmfRZSLuV8EK6SQhol3WI2+R5V+TCFR1kwaBdeJYRxYKkAd4oJbYHxWbb54XIhUU1N9BXKIq05sz/X+2zydWrTcO+JIqNSoRegoLQWfpH5sGlr/iI4/XiJxsKPOMUuUl4WUG71iio8DqMxVIA75Yy7xueF+w0dlXxmhe+tbTC/C6X17TMiVL/3PkfpNZqmdqvebRINfByqUuFHKRDKcI0bQVDIAFvRSkgKV3X35QIXpes7UuGPFTKqVhsHf68ifx95VeVy/gcrnjhmTqTx7idfKA9mby2kciZgEarS9vUiND22QqzGsLTi3CMrHtPpWMWmYX7O8HBjj026pCvXoiwtVEyoAApTxipxozScpjE2U7mNMiBrFX6BFG35GlrnKCvxRNpJuBlUqclybW7WbOomXX5fNePCjWPYNWONMijDIxRIoXgWr/JXTrGEXqRx5j/yrUFHRu+zyQWgd2OEy1iIMtYODBstX++zqgGPUrcLsb7FgdwFx1GAwlb/Pnq4SdlqXTruPabN5HSpFPa+zUaEqi6bJiMwJzPDr1iqUuFPmPel8nr82SvRW+diFUSrT0GEu3SE6yE/jrjWnFexXv9YNRUxQj649eW4P7/huz6gRwc3DuCZqfqTME3db9+U1iIbV+Oxfj6LT7djqiGOBBpP03MkYeEX4rIpJn7fzC+NIhSYZunoZtvoFvOpZQhX1lHGQlR5FuUspLi9pThUncJnZpxzj/ogb/EyrhutPnCr2KmCMjkLv9i54QV0rXUumSgNW1gFFjL+48156vDATwvpugr3TWsb47LHpmllaDEpfF/lDG9c5Y3TfOEFWM7FTv2MGw4UZojoe7fhaQg5tLteGuQ0PYbPMja4W3SGgLhns8bQMfvPw3sZUfLRP8tOEe5LwxyHCjtLpwCWrM5f1CEQL0MsyMgLl3T0F+sL317ZiSNc4cd1M8iFQWfhRznCcIW0f00QIcKNL3ykCffHr+oFtLZx6LbShY2nhFfe5tZwBbB4lbpMiHc1eNTz6nApWZ3lXMhzyCtxvd97n4sde2o1KNNIcRh6piLeZWs2x4rfSUM/D//xyYvw2ORFeeGODM5/vctH+qzIB9Mqdp9LJ0oahkZFVw2TMAKKJRGFT0QnEtFsIppLRKMU4e2I6DE3fAIRDU4iXRVdOzTmXevR0bnGHG7ZyoVEVehMAzLyPZsNfkjtgKmUhtgpU/V7IMzSUcsmx3HNM/pjhQuZWbJ281b8+F/5+9i0MSsbjB8euaOThiTk7WftFyqD2aUTbtWedOubyvBC3C1bDWno4wgPV+1VFKSQRX6m6YS6AVERhf6wH0fWg/4wLvT3OkwuOBF8+RMfGOM4/fa3jWmYLHhVoxFpta/UE9qo2C3X10swxDF25jJleKZX2hJRPYDbAZwEYBiAM4loWOC2CwCsYuadAPwZwE1x09XRpV0DurRvQIfG+tw1sYlZaxtwx+ufaH8rMnr5WrUVI78I06In3aZmIlw7YCoVqDnL8zdok5P92ytzjXKqZQBedAvbdV8NvipHxjBlKJdjnf+8pY1xz1uf5l3/1N1PZrPkpz1kx15595lcALJeC3Ofrd+iblgBJ691CjAog26WjlDYuq2yC1mwZNpzPjgAHgy/8YWP9IPg7j27XPViaBxheRlWdwqxWuet3KBNP4zWNsa8FfpNC0UaC77YgHWb89+7LIMqL+X8v1/rBXDuuVRTv9silEtxj2qlLpB9l84IAHOZeR4zNwN4FMDIwD0jAdzvfn4CwDEU5YToIiAiTL/uBPTs1JQX1sacO8xDpmt75yx38TJH/F5jxUgv4ldP5G/PKuJQnbYlh4chwq9+Vr3jobyg6T3NKr5C9hw5Zre+eeHMjDHT88+hlcNzaencEJIM7197fO6zsKz+/F9v6XuwV9a+sc4/YKocHPOuzViaPxNJyCnvghmktY1x1M2vhYaLeJ5U7M4IeHm592/yz1cQvwWijbfcK21KpkrjsJtezQvr3K4hlz9/D1HIptkhQg7tFFdN3cmFRyzXxY47AU4+HH3L69pwEcWRmncqZHhyymJlgyAbEa/OzndTCjnfnrtSeU6zCBeEucf+80G+e8+LQxsUmyQUfn8Asv9jsXtNeQ8ztwBYAyDPrCOii4hoMhFNXrFCneFRef1/jsp9bt/oPKZc4A/dyUteXC7EDxm8tXO7htw9qnGEpnohg2mcwfn/0PiFynDxDEOuGKONwzxzxKvUA3t2VIR72/R2aqrPCzcNbjtxeAGiQQWAK0/eLe/e4PqGDo31ud9/uaEZ06SdDVUy3Pm6bnCZMXNp/o6HgDPFtpUZn2l80nIae173Ev7vNbUyFVkZtlCHmUN6dM5/ZsbNY9UKtbWNtb7z7h0bo82aYsZDE9RlSqQBAI9MVPvPY2/NYOzZAp9LPWtRZ333RGhUZmoaf+f3Tj7/UrGXvhy/zlUq4jj7bvWkEMCfT797fpbyHmbGpQ+rewj1brksFZkatGXmu5h5ODMP79OnT6y45CPwzhqxPQDg6mc9v/Xbc73l3+vcbr9p9gqzUyjuVsxe2aZrOyeOVsZrs/MP4+jTxQ1nzu3DHaRnpya0tTGmLlyllaGNo1vw+q1c1deH9O4EANgsuTkOGNIzP37fTAV1XLI7R+7MbdOlve++adccl/fbPQd0z6Wxn+KoSlmGsB6T7IU5/5DBvrCGevI1Vvd97wBtGia3UBitzNigcfe0a6jLvUtVA96tgzf29PKs/ANBAMeQaGljn7+4m2Icq7WNMelT9XRlJw3nv9zzEvEDERR6jIHI9o11YGYcKPWsZZff7tt1ddKQhNi+l2eoCKOkjRmn3KY/lKilrQ3vKrZ9EIj4py/RNxqFTPVdFnANbyN0gPQcwYatT+d2mXfpLAEwUPo+wL2mvIeIGgB0A6DP+YT5dGW+3+/mb+6Vd621jbUFondnT2HfoGi5e3RsyoX/v5c+zgvvLb3sK56arkyjWwfHWvua4uCFnIzMWLMp/GAVby2A2uqcqxgbAIBjdt0GRMjtPQ8Afz1z37z75DKvU7gPjl+gvC6f2HXLt/ZG9475rrfturUPVeQNdZR7RlXj2buzE+cGyX1wbWCsop7Il4bKBRjlbHBm4CXN4FuHxnq0MeOkW99Qhvfq1BSqQMR7bm1jXO0earL3gG658G4dGlFfR2hrY99qZVX5aGO968sJZ6U7R7jb5KMVb1OUCZOSamljfKjpbXVp3xh6TGPX9o4M8syyvpLhIMqQnJVicoBMK+t7pCOG9PQGthXrAJoaRMPnRfCzY4b67unTJVxZ9+3a3o3Du/avCw/y3dO1Q0PmZ+lMAjCUiIYQUROAMwCMDtwzGsB57udvAniFCz38MQZBf9xtZ+6Lbw332qhv7T8AgPMyz/qH013brpvfEj1u2DYA9ApOKPwFX+QPSAHAx26FXCkVWtm37cTRGKrohvXrCmbG/z6pn8kA6AfgxGylu95weig7bdMZADDU/f+t4QPzTtTq0t5vLR61Sx9fgdTJKyyXU/bs57suxy8aQQDo371D7nOdq9B1/t7uHZty6X7//kl54UcMdXqH/5EOEyGi3POLNEzzrtvaGA9pGi5BKzMu0gy+CQWg2v8dAHq4Pbq1mnUCXhre5537dvF+39FR+C1tbble54hAj0w0ZG3MmLdCXTbFc+x81Qt510V5lWeMdW7nd/OJXgYApfsNcPLy5NvUs6XaN9b53sW7VxyNZy45NPdd5I8wlL536GBfoyaeUY7jx1/JV/htbZxzx+zYp5MvrGv7BrS2MTY1tyrX8Zx94KBcHMFrAmGwNbe0Kaf69nINkSkLvB58cLyvvq4u25unuT75SwGMBTALwOPMPJOIriei09zb7gHQi4jmAvgFgLypm6Xkf0/c1ff9tL23830XhxjIGf39w4b47mnX4BRy1VRJwGmZAeBe6dBvGWEhyBtLBbve7Rrqfcp09g0n+sK7dXAahJfc8z6P2kXt9hJl8vHJ/oHG1QHL70/f3tu93/lBHfnPq53462Mc2SX3WI+OTcYBVcDrkv/tLL81KLcnvSSr+q/SfQ2uMtb5e3t0bMxZaiqzoYs7ZnD/u35lff4hzjvdaZvOjq/UlX3nvp1zVqSgb9d2eOeTldrjAn98VP700iN39r+P+jryWXPPSkoMcBRVSxtjr+u8Ad/Dh/bOS0tWMteetnvuc49OTbnneMad4z+kl1+RnTXCVVRSRj35o0Py0mg1dGfErLc/fXtvNNX7FX5DPaG1rQ3TFq3OmzIpxmdkt1bQjTGge0dfPvbr1sHXkwmOwxy2U2/f6WE9pEZNEHyfhw/t7UvjJ0f7rfN2jfVoZcZPH1X71rt3yG9UOktjU4AzjqdrOAFvW5FrpAkZg3r5x9Dq6ypgHj4zj2HmnZl5R2b+nXvtGmYe7X7ezMzfYuadmHkEM6tH2RJGZWUevEP+FMC9B3YHALz8odc1HzGkp68F3667Y/FfcP9kZVrr3VF/4WI4dre++NeFB+bCzwv4kFXUB6zOdg31OesbEBaEd//lJ+yKSxSWjIgj2IUOlqPdt+vmu05Evj3/t3G7oB2kgds6Iv8mVQZFEZyMJX8VbjIA6NTkVJ6d+3ZGXcDdIny4gqF9O+e5QmSLMLio7JEfON3mRyY6g5abmltRT5RzO/Xv3iE3fiEY3KuTL68vOmIHX7gwAO6UZsbcee7+ec8qu0n2HtjdNwjes1OTbyOw/QZ1x8VH5L9P+ag9MTkAcPKsvo7wpnT28jeHD8iNFwGeMpQPy95/+x65zz8/dmcAfsv83IO2z5PhKXf16y7bdkHfru18YU4vg5Xz44V77QlpltOs6/2GTM/OTb6eLxB+WElDfR0O3clrGHu6Pbf7352v/U3HJr8xNXKf7XwGhzAy5MPT//gNz+27az+nZ/X+4tUAgLMOHOSb+g04PvqwXpQoC8vXec8q99gG9eyIeqLsK/ysIhRTY4NXeGQfvXAjCEtXnua414DuuRYZcLpaMredua/PUjk8YN3dcPoevvnl3QPW/OMXH5wnb10dYdZn/p0jZauxV+cm33zvYdt1xdf2DU6I8iyE/j06+K7vN6i773twdgyR11gMkmbviN4J4PQC2GfhF9b/lLd87i65WES6dUR5Dd/DPzgopzgAoH1DfZ4rSd5nPNioDx/sKDgxiLa1tc231fXqTVvz8iL4/ZfH74ynfuxZxv1cl99LkoJo31iPC9yeYYfGetQT5dY7COQeVLsGf5n64zf3xmGShX/qXo6h8rRmq4G35q5EfR35FhEN374H7v/eiNz3np3yB3BlxCCtrPCvH+n1IoL7t/fr1gFDJSUFOMpSN4uoZ6d2qCNggzTwHVTmTfV1ubUyKr57sL8B6t25CXedOzz3XbxXeSIG4JRVQX0d+cY5iAj3nO8N1AfHdG49Yx8MkwwN0Rv//RhnMeHDExbmPUdHxYw2GXlmIAC89qujfN8XfrkRFJAjaapa4QsrUFbcsjtHKEbZZQEgp0Tl+eHBcwsO2bEXJl55bO5710D3bttu7X0FItj9E75WOe16yt8u4bLjds59bt9Ynzf9bzvJ933C7n19z3Vb4BB23RYDcvESM3guPtKzaM88wBvvqCP/tLGwwvnTwKAW4Lfw20sWkpC5vs5R+LILoFuHRjwmNZB17kClSPu4YX39bifJcvvW/gNy73/nvk5v6Q9f39M3lvDYRfmNb1Dht2uox27begpgcKBH8FW3XAnrd9PWVp9yF+wg+Y6DRsROUm8OAF7XzAX3yZnXgyJsK40/BV0bZxww0PddNOziuMS7zt3fV25P3cvv/lQNbtfX1eGFGV7DJvdierluJ7Eq9UKpQfR+76W3l+TKEchGzdWnDsPu23XzGSHjNZsl3n2e1yio3oVs4dfVka9+jNynPwb28Iye4E65V52SP71YdV7G1ad6kwWC7yJYhgDhBrQKvyhExjVKFesb7gAt4Cmr+jryWQN//s4+ADw/rbhHcMFhQ9C7czvfC5S72irkbrbMLW7v4sid+/jSEL5cuULL4fd/37HiOjZ56S5b63QVdTpY7kqKrjzgWexyce3VyZP3rAM9C6su4JcOm12xt6Ly6jrqnltJXTn9DaMjw2zXYjt0x14+RSSPjVxwuDcWI+Lt162Dr+ERyuPbwwfk3QsAU692po7K1m5DwAIQs5lmL/N8y3Iak1zj4E9u2QIcf61g7u9OQpBHL/bP4BBp7Ov21Hq6ylTwnitnz4Aik/n91/YEAAzs6RgKt525ry+OoBJaq5kRJudxsBcgGyWrNzX78vJ7rsK/7FjPGJCV6TM/9o9zAJ5rEfC7owTBRmz+jacA8GbFdGnX4HvG7x06OC+OYMMJAN0Cg/wyFx6+Q/D2vN7b/BtPwTf388pU+0Z1D0C4lBvrCfVEeHvuF9jhCvX+TnGpaoUvlIhsSMmuCtmqFBww2CtQ7X1WiBfJJV/ZKS8t4dPVIReor+/nWSxChq4dGn2W1T++61knArlM7qCwDr7hxtvGrNwh8obT98h9lmdzCJUtF9henfMtuT5d2uW5dIIWvtzT6aGwBk1b2zouHe/6Pefl50NdndN7E7M+xn20HL2k8QD5XXRs9OTJpVGHnMUpW2q7SBa8KBNnHTgo9xxyOdGdjSDcaGeOGOS7XzT4XVzDoKGOfAeYN9TnV8Xte6l7Edu6iuyG0/fwNTwq61t+p98ePiCnuMTYS69OTT6Lcmigl3FWYCaKQNSTO8/d3/ecB+3QE++MOib3fcHKjb5wMaB+sjSuJoerrGTfzC5FufyBNL5yxUneBA3xWANd37jgGtfqFuG9Ozf50g1OtwTURogcV1BO0fjqGo0jJFftQTs4dfHnx+2cq+Ol8uqEm6VVgvyy5IraJlmV4vOXmm0R5Pqo7tZ68f79nP1Dw68+xSskOcsW/gKjsgbk5xgQ8M8DzkAj4MzqUC3Dny35MGX/uajwuhk0YrdKMYtn5fpmDB71PHp2asrLr+4dm7DWHcDuqZhjrztDRpRvgr9xVW394Mjg9VaCMy7kd9Wjk/yc3u/FlE+5lyYWL51z0KCcT1qe/kea3tblJ+6SF0f/7u0xbpYjY9BXDwCd2jXk3mfQHZhLQ6Nk5PGOsJXCzj3e5+8d6vV2RByN9XWBQ1r8ae6yreevl+e2i7ysJ/KVm4cvPMin2M4YMRCPSqt3RX6LMjewZ4dcndQ1LnJeq9ZtyHVarpuywSfHIZ5RyNCxqcFXZn4uuVFzMmjeheyCkg3LTooevxzHP6XxA+R0AOXkFO7HpKlqC18gvyul1Sk5GlZrBo90LbxALlDHDVMrKZUMsjIVcZyyl3/uei4Nyi+0Khna2FNUt56xTy58vrRGQFb4LBU4gezSyaUpFUhA3TiK6amA3sL/8PoT8mZqsOTTUTUKIrh/9w6or/Ovkg3OPZfzRl5HILuuxFhFF0nZCvdUl/aNWLraUaS6PVNk6/yAwV76Io6G+rrc/PGv7LJN3u+JPLfQyH3yB97FPYIOvvEOL1wsElK5KQB/mdmtn9eDyTWw4cXa5yv/htQzZclI2LjF6S1d+9VheRZ6h8Z6zXGDzn+nR1fnflbLIJe5jgZD6Pjdt5XSEO/bX26D4fV1pFXouTQkTfnG/3wl91mUoxFDeubkOHnPbaFCblRkeeR3IeLo29W/DigpakPhS4pM9rWzwrK9T5rhICNeUJRCqSpcuvNwxSQXZ0qkc4+8QEjGdMKieA7ZzfKVXT1lI/y3gDevGPD7zwWy4paVq+lc3xlLvCmEqiX+gGNRdQjMaJAtfDF97X9O2EUKl8dbJBeAQhxd5VUpOXkwndlrfIUfWu6y+9KQrc4Oci/BVfh1lFuL8E1p3EgUxTryniNsHETwkDTFVzwJwVtNfPSu+Y0KoHehyT1LwXOXHpZ3Xztpzr2v8czF7w34fqrYBfPFmcuU5zbIje+qjc7vl69Vn9Egv0+Vy0e+Jpc5nyJV/E7OdVW4Lw1JBnk8Ti4zwsgaM1298lr/Lry8EHkpT7VNktpQ+BHcCIImRfcbgNTV6hIariOKK0O8eN0gvSgwqqmYgFcx/BuXeRVAnnWk2pwK8Cx/uXDKFUflnkgCudER/nXZqvXcGP7KN+u3/p4CgLzGxEtEfPB+P1o6lETOdzEGonvfshtBnhWjOqzlM8V22wRvEz2xPiCIT8l0lpWMFy56pMEZIAJ9uczX+GKtiU8G6XV3aZ9vBMjG1ETFXj0btnjKXp7f75UpwovuDJ9jFT3joAwqtA28pEjrFXVHbvQ2hOyXBPjzUS5fXv2lXGMfnH5pklNA5J1X8JOj88cJk6AmFL4OecGRYFtNV0pUPpUVA5gPONdZECyVOmEh7Cr5TeUy0s5V0jrLWaQxab56mposo87aeOpHh+D5n/otPbniyAOip+29Hd67+jif3/RH0symwpCsVrfydWqXr7gpMKirGiwX86GD70Rl4cuztuTBa7GQTu7pyPgHIhXuMSmRnbfJ98c6ax6cHoA8USB4j6B9k/fQqjEXeQGXjK6BVinsBoVm9blTVIpOkiG40hjwNxKnKlyVBG8q8gOahVM6I8wULjcqYiqxf+qrV/cWfKHOP4HWYPONAzpfTte46HQNl/wuRNnfs3/+DLckqAmFX0eEcb88EmMvO8J3XTUdUWcdLnIPTNAdrxa2oyLgVZZg4ZQtBNGNe3lW/m6bgGchBKfBCUSjdGtg/r0gOJUwJ4OkQHbo0zm3AtcLd2UkyuUD4EzpCw7cyqtnC0FOQ7gp5CmnhXS/Rc8gOPCtet/7DfKUbZsULpSQbrqtLi8FvjTkqYRSL0Oc1KWa4gf4Lfx6TY9LoBo3ArzyHFwUpIpD1bjJMvh6fbky4137xfHeYKcYdPzV8Z5brlM7tZtQGDD3nJe/YymQv04miK63Kitj4SaUy4TcU5rg9k5UW1uIe5RpwKs7wg3YqJFXxDGsn3/luPwuPnfdWh8sXqOMIy41MUuHCNixT76VpSr0OmshuAI2iK4hEAgrsFGjrIicpdnL123J7X8S5EvX17l+S75PFMi3QoJdS7Nv2+DvJf8SeRXCnx1cdm7CG8TzfKDy/uiyDOI5zjlInU89Ojbh9H22w7mBFZqq55TfN0sFQsijU/g6V4lqXEhWAF4vwtvcTtc7lK+qZp/I1rlujrd4D0FLX9X4qd5/IS48ubcl5JE3yPMbU551PfmqY7F641btWhUh15maeqGfEu21KkLhKwe/pV+cuIduwNW5K7ipotxoiLOddZvhiV1q5a0y5DhkwnY2jUNNWPjhtpi/4uh4a074qscjd+6D35y2Oz68/gRluFh9KK+MBeBzpQqXTnBfF8FT7zlL7HXb8QaVUPCsWL2S8mQIg8ibPyzPd5YR4wQqX3YYngKinK/3WGlKpn+GjVN5+3XLn5oKOD2Av5yxL/bfPn8vfxGHUgZFeHCFtECnZOQ4zj1o+7wej+yOEQ2BbtBW1r+qMRWQ3/2nQqShmucfjLeQcFOZkQevBYOldQXy7xvr67TKXjD/xlPwh6/vqQwzles6IsxylWyHJrnx9d6FmForz7hSphXo2clvTuy9oxtj03kP2hS9JblnlCQ1YuGbR0wH9+qonE0gePkXR2L4Df/NcwvJhG2Q1r1jE373tT1wVGCKnqwARC9B5zf+5/kH4NS/voXfSguoZILdzuCcZSLCf35ymM+vCvgLvgpZef/+a3vg9lc/8T3rbWfumzvDV8xv36zYUzwMWYn99vQ98p5Rts6F+0x1YH1oGlLt/PQPJ+dbVtK7OO/g7XH/uwt8biUZsxuBlM8hIBDOHDEQ/531ed7mcLl7TMoYzqZxqv3bBeJdf0Na8Qn4FdXVmplIgq/v2x87BeaFy2XmyR8dnLceQDXOoJ6KaDa2orBNl3Z59U+24MX50He+Pg9f29fJC7mn9MMjdsTJe/RTbncAeD2sc6RV504cXk5+a/hA37brQc44YBCueXYmHg+soBYQnP2u3lu4GnuUyIdfGwpfc13uXr8mza1V0btzu9yS7WI5O1BYZBl0U0dl9ujfDR/fcJLW7STXneDOjXIceTIoXAS68AE9OuZZWqftvV1O4Z+0Rz+M23s5rlTsNRKGafsQ2SIUx/A99/5S5c6O2jgkJUWBBUNOuEiD8JuRe+A3I9XKGnAs/IcvPDB/vMPUeErPecxufY1l6rGLDsrrychKpn1jvdadAzh+8+nXHZ/bjTQoBwG5Dd90yNtBCMR04joibU/KiT9erzIq8r5WXhreu/juwdvjgXcX4LJj8xdViWmbOmUPOC7ZT/9wcn4auTjMT1JfR/jk9/lxyHI8fvHBkabpFkttKHzNu1B1pdJG9k1/eP0JmLdiQ96hIzJhMxZkC0q3V75SBngyFBMu09RQpzwRySyDk4p++mq+ItXt86JNI2rDFrE4HLKTeoDPSUMjgwiPmMaBiu28c2lEjERVnlRjDYWQex+68Ih5WcqqJzfg14/cA9cHGvBC9yhT5ncCDZfcgDfU18GwS0ssakThp2NlFIOsyDo2NcTqyvk3b4peakz5oBrgSxyDMhYQCNOvOx5n/WMC/v3D/F0uQ5MwKCGTEiskDX24aNiKT8XzTRcdhbJnWYwMup97DTjh2UsOzfOzFzrGUwxRZYyVhqFHFy0OhzT0UE0ofB1JvKzYMkg+37gUr0TCNX7S/lYVbSZlLNXNLu0b8dxP8leFRsWURhKVVxdJEjvfylsGFE1CWkYng/w+xW6QvuQjNvBxiN4Lid/4JmEkpOFpiDVLh4h6EtHLRDTH/d9Dc9+LRLSaiP4TJ72kSaPQGWWAkCGcKGVBNz/fKENk67p0RPV9x6kTJhdeEg2bubck0ig6iUQbpuJdOuG/N/UKk3gGI1HdSnGSkGYCFR2HwZ2ZJHGnZY4CMI6ZhwIYB/1ZtTcDODdmWiWjnBZ+VJMviohhg3ehIog0TNZ1jHzSrSYNpqGrOEmMt6ShjGFquBJxASTheooXh1Ghu/+jzPwqFSa3VRYaTlmONBRRXIU/EsD97uf7AZyuuomZxwEIX7lUBkpf5MxEfddRFJ1uhZ8JMdNFNzsoCR/+gxcciIlXHqMNF6sttw8c6hwkiSphtkqTaFTMYxGxSURRxewVGn9vUrYldOkII0K3pUESjW8SPjqXSvDh92VmsX/sMgDq9d0RIaKLAFwEAIMGqVfVJUoGNH6S7pSenZpw/cjdlXvIh3HZsUNx2bFDS+rqME0f3Htgd9x7/nAcsqN65ksy1ljE3lQC1lqUvVfiphGHuL5no6ESUcZSKrmoYx2xGngplvhxlB6jwiei/wJQrTe+Uv7CzExEsWRn5rsA3AUAw4cPL3k+ZGPQNpr/LqqM3z14cMEymBR5WrOZjt5V31AlY405/7Vd/OKjzqFacKQMD4mjU1O970zfIHFn2DhxxJyWGdGlU8qGz0RkV2WcNDIyJhMVo8Jn5vwVDS5E9DkR9WPmz4ioHwD1rl9l4pyDBuGh8eqtZ4FsDNp6sxnUMpR1fMElCw2jIAlrrNiBxkIwNSphjezYnx+R23clLJJSNn4mxLRf3UZ25gHy0pepvdwpzhcfod7B1dQoRSOJMpPArKuIxHXpjAZwHoAb3f/PxpYoQW44fU/ccLp6/w0guv/854rVeUkxuLfjsx6qOdIsC42SOP0qzAIvNWm4MZKZcRFPBgAY0KMjBvTQj2XI5/8WS9xxwr+csQ8eGr8A+yqmXAIFDJCXsFz36NQUupK5LQHTuuosfAM3AniciC4AsADAtwGAiIYD+CEzX+h+fxPArgA6E9FiABcw89iYaceGAv9VxN1O4c3LvxI6mHr0rn3x7CWH+s7GVFJG67pPl3aYeOUxymMP0yKZiQzhWsi0FiBSCsYZTfH9Y1HyYli/rtpzE3yRFEnfru3xy5ANvsz7MyE0PA2iNL7/+clhoVthe72E0s0eS5JYCp+ZvwCQN/WCmScDuFD6fnicdErFM5ccihdmfKbdSTAJBvYMn3UCqBemCLKwGhgAtulSmjM2o6Laf73wOJz/eneLWQv+9xdHYnPIJntRF/vEUxBmN8KYn4VXuVK7VMzbWCTnPisecx6YVr6L7ZZV5zdH5eyDBuGxyYtyO9GWkppeabtH/24l25UuKaJUzF6dmoz78Vc6qr3LCyXqIF5Yo7KT4vQqVSK6OMReSP26Fd+AJjn3u9SuQp2MYgpwFIOoVCRhTB21Sx9cP3L3vN1IC2GvAd1jexKiUtMKvxKIYhFO+LV+fnv1YG74tu3aPu9kJ5nvHTIYt7z8sXa9wXcOGIj73pmP4zWnR0WXUq9Etu/VCbeesY/yOMConLD7tpi6cHX+2QoFcNjQ3nht9oqSre40jbkM7dsFd527Pw4N2YDu4R8cmDuzV0XX9g1Yuzn8pLkwerlnFewrnXpWKERU1My4cmEVfoXQSaOkAP3hFtVEFGtsvKHh+8kxQ/GTY4Zqw3fr1zW2pRVlF8qRmjNPo3LxETvgzBGDwn30Bu44e38sXbNJW3Yeu+ig3KEhxRAlH47fXX26lEC3JkPw1qijQ91rJob07oQXfna4uddWRViFn3E6tWvAlSfvhmN228Z8cxXTv4djzZ5gUBLlJo3BSCKKpewB5/Ql1bGfggN36BW6NbOJJBbrmejavhFdQ7YSj8Ju/dSHzyTJCbv3xV4Dupc8nShYhV8B/OAI9SHXtUS/bh3wwXXHo0tITycLiGP8+nQu7yB3ucnKZIMscOe5w8stQo5s1x6LRSKuNZcGPzl6J+y3fQ8cNjTcHVHtZGmxnsXDKvyY3Pe9AzCojDMNLNmiob4u1oBstZCFBYOWfKzCj0nwUHKLxeJZ9tbCzxbVP73DgmtOHYYRQ/QHTVssSfPgBQfiB4cPwTZdyrc625KPtfBrgO8fNgTfP2xIucWw1BA79+2CK08ZVm4xLAGshW+xWCw1glX4FovFUiNYhW+xWCw1glX4FovFUiNYhW+xWCw1glX4FovFUiNYhW+xWCw1gp2Hb0mE28/aD53a6feit1gs5SeWhU9EPYnoZSKa4/7PO0mAiPYhoneJaCYRfUBE34mTpiWbnLJXP7vNhMWSceK6dEYBGMfMQwGMc78H2Qjgu8y8O4ATAfyFiLrHTNdisVgsBRJX4Y8EcL/7+X4ApwdvYOaPmXmO+3kpgOUA7HaCFovFkjJxFX5fZv7M/bwMQOhhoEQ0AkATgE804RcR0WQimrxixYqYolksFotFxjhoS0T/BaA6V+5K+QszMxFpjy4mon4AHgRwHjO3qe5h5rsA3AUAw4cPNxyDbLFYLJZCMCp8Zj5WF0ZEnxNRP2b+zFXoyzX3dQXwPIArmXl80dJaLBaLpWjiunRGAzjP/XwegGeDNxBRE4CnATzAzE/ETM9isVgsRRJX4d8I4DgimgPgWPc7iGg4Ed3t3vNtAEcAOJ+Iprl/+8RM12KxWCwFQszZdJUPHz6cJ0+eXG4xLBaLpaIgoinMPFwZllWFT0QrACyIEUVvACsTEicpsigTYOUqhCzKBFi5CiGLMgHJybU9MyunvmdW4ceFiCbrWrlykUWZACtXIWRRJsDKVQhZlAlIRy67eZrFYrHUCFbhWywWS41QzQr/rnILoCCLMgFWrkLIokyAlasQsigTkIJcVevDt1gsFoufarbwLRaLxSJhFb7FYrHUCFWn8InoRCKaTURziUi1P39ZIKL5RDTdXWlcthVlRHQvES0nohnSNeNBNmWQ6ToiWiKtzj45TZlcGQYS0atE9KF7gM/P3Otly68QmcqaX0TUnogmEtH7rly/ca8PIaIJbn18zN1qJQty3UdEn5Zz9T8R1RPRVCL6j/u99HnFzFXzB6AeztbLO8DZhvl9AMPKLZcr23wAvTMgxxEA9gMwQ7r2RwCj3M+jANyUAZmuA/CrMudVPwD7uZ+7APgYwLBy5leITGXNLwAEoLP7uRHABAAHAXgcwBnu9b8D+FFG5LoPwDfLXL5+AeBhAP9xv5c8r6rNwh8BYC4zz2PmZgCPwjmkxeLCzG8A+DJw2XiQTRlkKjvM/Bkzv+d+XgdgFoD+KGN+hchUVthhvfu10f1jAEcDEJsmlqNs6eQqK0Q0AMApAO52vxNSyKtqU/j9ASySvi9GBiqDCwN4iYimENFF5RYmQEEH2aTIpe45yPem7WYKQkSDAewLx0LMRH4FZALKnF+ui2IanG3SX4bT217NzC3uLWWpj0G5mFnk1+/c/PozEbVLWay/ALgcgDgbpBdSyKtqU/hZ5jBm3g/ASQAuIaIjyi2QCnb6k2W3gADcAWBHAPsA+AzALeUShIg6A3gSwGXMvFYOK1d+KWQqe34xcysz7wNgAJze9q5py6AiKBcR7QHgCjjyHQCgJ4D/TUseIjoVwHJmnpJWmoJqU/hLAAyUvg9wr5UdZl7i/l8O53yAEeWVyMfn7gE24mQy5UE2acLMn7sVtQ3AP1Cm/CKiRjiK9V/M/JR7uaz5pZIpK/nlyrIawKsADgbQnYjEQUtlrY+SXCe6rjFm5i0A/ol08+tQAKcR0Xw4buejAdyKFPKq2hT+JABD3dHuJgBnwDmkpawQUSci6iI+AzgewIzwX6WK8SCbtBEK1eVrKEN+uX7VewDMYuY/SUFlyy+dTOXOLyLqQ0Td3c8dABwHZ3zhVQDfdG9LvWxp5PpIarAJjq88tfxi5iuYeQAzD4ajo15h5rORRl6Vc5S6FH8AToYzc+ETOEcqZkGmHeDMGHofwMxyygXgEThd/q1w/IQXwPEfjgMwB8B/AfTMgEwPApgO4AM4CrZfGfLqMDjumg8ATHP/Ti5nfoXIVNb8ArAXgKlu+jMAXONe3wHARABzAfwbQLuMyPWKm18zADwEdyZPGcrYUfBm6ZQ8r+zWChaLxVIjVJtLx2KxWCwarMK3WCyWGsEqfIvFYqkRrMK3WCyWGsEqfIvFYqkRrMK3WCyWGsEqfIvFYqkR/j/tx2AWblKU4QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PrhB+Xwbgsijq0qFTk/VJew/qUXYZpXSnwXMvQ4QwgI8lasPQ1WRCe6iQ1IJowuJWKqrupG1SSKKzg9aRhA6/EvTH1Q6T+kBFiVG7D0MZcqXr8I2E3+SIor11nWbSuE8C1fK9leDjXgmSZRQ0hm5zkzrNEFQdwy9lnEUxb+Kce0lKArqqqv2Ua6Eug33cKwlpSrGVsCCmhapj+KWgIralFYIk5pgJE1k9ZpIbNKqqkqRB1RVG9JHh8zfNNqpJhh9le8e5aCQ5MCpBh5+q1Jhe1SUjTYZiFLONqR1M+sRSUbUM32/gVUqHmTB5TI8omhQM6IoCtKe8DSDWiGETczuUq+bMjLYRopSBZroO36kjRf15wNGZxBhWGlQTjEyqPncRHQ3lIsrF2YDPMS6mlReqXa/JdFcdw68lRDmsTDbaJolK9r4yidEYRErkCDsTMh2+YYhCXx2lztsI/bnBsdgTOROhSU+/hxyYEFvJCGQ6/CJULcOv5E4JiijHs9rrIv2pb4K0aAAJgWFCexkwbDIdvgRVx/CrUfVQCTr8NGGCDr/aYILLsvkjTw6Tp0zVMXxTUGmXloTV4cf5uUlKi+WH5DVnlpsgXafZHAZ1hXGoWoYfptMrbcBUu/5ce/o1yQUhuapShckHqwLDUFozo22ECNSYkYQTrq6pX+7BqyQXxzRdIg3lHcbCiIXB0Cma6fAzhEK86pRgM9eE+R0nk9G1saG8JXJU2u43DlSy625tMvxI3NZMYHHRIWyMmETu8NWlJxDOorp6XQ2tTccAVZ7yPaNZbrqoWobv2+kVMh6CkpnmaV8Ttu5R0lCt96hGjYr43pjGpgljvlxULcMPgjAdp5MiKmJCCKiE4GkmhDVIvxXUiJK2qjDaxoRKm9siaprhRwKdCiDEBDFhbul0+CYN/owZccTXECb1twppX3FokouuF5EwfCI6johmEdEcIhrnk+8UImJENCqKesMikn5J1d84yvAN4RDrRTABqct0+BxRhAbxR7a4ViZCM3wiqgdwF4AxAIYDOJ2IhkvydQFwIYBJYesMgrgXWf1BpPgnXRIwyWir4jImMB+TVV5JItrDgOm3qR8MFuSViELCHw1gDmNsLmOsBcDDAMZK8l0D4EYAWyOoU4mSwiOHCLeb5GA0ITiY8r0kuYyiY6KceJU4iTmS0OEX6qrgdqplRMHw+wNYKPy9yH5WABHtDWAgY+xZv4KI6HwimkJEU1asWBEBaQnAYPe0KGBC8LSgLrAGkGoI4muISlB5JTVdKuHCey9iN9oSUR2AWwFcrMvLGLubMTaKMTaqT58+cZNmPJIMyVtuWcnEDEpOh18diE+dmLVxZSMKhr8YwEDh7wH2M44uAHYH8BoRzQewH4DxphhuQ0MxAaKYGIH98EOItvqtezAqEpHsEtDhl1tWtTDCoJ9fidJtVDDZC0eHKBj+ZAA7EtEQImoH4DQA43kiY2wdY6w3Y2wwY2wwgPcAnMgYmxJB3bHANGOR/g7T8umN6kvTbLEKnn8lIfh3lr8CmtSUtdKvSSI0w2eMtQG4AMALAD4F8ChjbCYRXU1EJ4Yt33iYoLSMAOVegGKC0ZYjClpUVVSyVFcOyjbiR0pFeYi7ryrpbIoXDVEUwhibAGCC59kViryHRVGn6UgktkyU3inRFZUaTJ5oUSAzSpuBSl78q+6kbRCPjkhVNgb0fZw6fB0SHfsp6vBN8FZKEmUb8SOlwmxU4oioOoYfBSp4AS8Z+giUBhltFaiV/qqk76xEZlgLqEmGH9yvO0A+A+JpRFFXaEk/NAU+ZQcsvHaE8Pg/1OTxYHLdVv1pU6BGTTL84H7d6TPSpKD6UpOMtmme/jRLb6uyLCdRs8ZwHj8JGUKgJhk+R8VfYhJFsLDwRSQG9aKUKBlSJHLNYsDvjMRbKeH3MiSDmmb4SSCJCRDGoBiWPhMYXTI0pL+qBP3OMO2h+8rA6tDySdAi7d1WJS9qVcvwgwwK5cXcUdQfQRlJIn12pkamw/dC5UoUvmSTxm2l3j6Wdv1+qDqGb9qkD0NOcIkuvRFWbTr8cg9eGWGoi5AE5e1iQe1f0ZFiHAxjMSWh6hh+Kah0Hb4RTMYAmLbIp40kdPiVPndqFTXN8MPABN21k6+6J5/+rEB0dZl88CroZ8apwy/UkaK3jvb7Yp6blSxmZQxfgihUJCbr8UQEvtEqxqigUcEAnlzxqCbJPm5KTRACSkVNMvzgRkB1hyYhfSfJTE0euyaQptXhJ7HjC5ovggYzQYcfVmUZd5ek7S1UDmqS4VcLShlvYRmWWtURnIZKgL4dquyDy0QlSfpRo5K/vGoZvt/EjTOMbnE+s6WASmBgepVtdG0c590DYZFkzWHrilWHr02Pt6XMntH+qDqGH2SgRWrkUwbTiaDsRO7LrZzhq79PNc67XM1ZGOM8iGbOV4ZHWjp8k6dU1TH8UpDENW2ZDj866NojTTfVKGsOuwiH6cvwJ68N5nYZapvhVzpqZWpFddw/DGqNkZmw/ld7k6chZNU0w6+WAWXC5IwTSehso/Dcihv6HU76SKJ9TPCY8q0/cDTemAmRoKYZfrUgzLhJe3KUgiR0+CYbbYOi2gWAoKgENWXSqGmGr9ThRxGTxQh5y4HW3VDDJiqAz8UK/cXV0TWQqigTjPjaXYZBA8UgUoxBJAyfiI4jollENIeIxknSf0REHxPRNCJ6i4iGR1Fv3PCbXyaMpUiZjBFfpECCW/hyg6clgUoy4keh2km/xeWIqh8qUodPRPUA7gIwBsBwAKdLGPpDjLE9GGMjAdwE4Naw9eqQ1GAxYdsYhoQkL9WIG0nQaIJ7pvIUrEG7jFo5ryCtP20CfBCFhD8awBzG2FzGWAuAhwGMFTMwxtYLf3ZCjH0S5YRMu9+MlrqTRMA+jWKiGcDPU4UJC5oOQbs5rk+pgCZSoiGCMvoDWCj8vQjAvt5MRPRTABcBaAfgCFlBRHQ+gPMBYNCgQRGQViZijKteDuKchEncolRNUEmuyTSPJkJlIh4ywfJVwsJRLip5LiRmtGWM3cUYGwrgUgC/VeS5mzE2ijE2qk+fPkmRpkQUQzaKMpJgMiqjrRHTNuAMqxYeo41YqTzhGYV7auW3ddr2FpPXgygY/mIAA4W/B9jPVHgYwEkR1Fv1MCFAVRIx2IPChPaoBMk1ChrDFpHk4qOCCePFNETB8CcD2JGIhhBROwCnARgvZiCiHYU/TwAwO4J6y0albMmi1OGHDoZlwNxR3kFsgBttkmMqbQk2bQRWQxota6eD0Dp8xlgbEV0A4AUA9QDuY4zNJKKrAUxhjI0HcAERHQWgFcAaAGeFrTd1JHjqMVYdfkTlmLAgRIFKlgpNYm+VsBMqFya1c6mIwmgLxtgEABM8z64Qfl8YRT2l0aRO056mLKFL0xzWSVztZxISiZmj6XsTpGsdMw3TSul/XXik/Q0mh36oupO2UYZHDsIE0x5cUcEAPpYqgi4mlSC5RtOV5X2nScMoLgEhqlIr8uBVJUPX3mkzwbTrryWE1vcm0Ff68BiR1hbq7XgvQMm8cMpFTTP8KJDEqcckUK60kcRnJtmSJujwdWNHfd9seKT/9eERdkyGdU01eebXNMNXdYwpuvEobQ2VtgBlKB+xSteBPWQiqCvk+xWgfUscNc3wdaiYARPmhqOQsyqR+DWa9CS2+CYsl0nQEDhsQaxUZIgLNc3ww3kzJMBkAp96ipOG9Fld8Ngp8V8nqVanGNBOkZKgCQcd6u1wSDsciAlzolxULcNPagIqj7lHWUeEZZULE3TbJuy40pzqBny+EX2gQ9qLr8nrQdUx/CgGZCn9lepqX2MnTOOkQX+bVgbAjP4OirgcESrBNVeFqmP4paCCxq4/DBh/BpAQK0wYK0lo+EKrtkxoqJgRVshLcwdS0ww/kmiYFbzaA8FVNWlvk/2QZBckwej00TKjqys2RLHTLrdNExqqyrkTeNFMviNrmuGrEE2kvwgIiRBKF9SIZkeanxtJ8DTD+istRLaYGNCelbAuJo2aZPhBmVwUK3Ccqzgr+lE+9PFZFPHyDZpV0ezYIigkJpjgHWLyTi8qJPWFabRlTTJ8jjCT24C55yBFJmVUO8QIk75TfcLTJCLTJiCDDFXL8MNMUIOmDYB4pc6oGJkJftdJwITj9HG2hz5eT/qcXEdj2sMlSQ1Cqag6hh+pEdWnqCjDHpiA9KdxZcCkxSdOmKzaylA+qo7hB0G1GPlMoCEJBGU+cTIpkxhg+f7lETgjaAWZGhmUFYqaZPgOVJdBl1CCAYzAABJiRdpH6YOUHaVBNaloj6GQxEG1lNaO0NEytWOlRIIiRI0z/NqRRuIeZEm0ZLUvbDqYFDwtqXLkZZt7o1QpyC5ASQiJNHSCg65CxnfsMGG3lQTKNfZVCiOMCqYfikyjPyJh+ER0HBHNIqI5RDROkn4REX1CRNOJaCIRbR9FveVCb+XX90TgvorTw8YgVm/21NLDnJYsH5HEFApfRKTlmAjTvYT8EJrhE1E9gLsAjAEwHMDpRDTck+1DAKMYY3sCeBzATWHrjQbxXQYdBQLrEmOmwx/pD+9IL6wpl4boSAhQV3m1pd9TycAkQUiGNKmLQsIfDWAOY2wuY6wFwMMAxooZGGOvMsY223++B2BABPX6Iu5GTZLJJlGXNlpkyPQkEOt5BcOZSC0hbXtUVOOsUnX4/QEsFP5eZD9T4QcAnpMlENH5RDSFiKasWLEiAtLKRIABlTmnVScqoV8TCddR7vuRBpEzobWLUcm2kESNtkT0PQCjANwsS2eM3c0YG8UYG9WnT5/Y6Ki0y0mUgc9K+BDV5AmqNlJlS+YS8/RnmAknTINCPV6Ct2PYqKCmG0yjgLqNdF5E6Y3nhgjKWAxgoPD3APuZC0R0FIDLARzKGGuOoN7QqJYxGcXkqoSmMOH+XBWSkGxNkix1C2CaTM2kdvJDGnMuCgl/MoAdiWgIEbUDcBqA8WIGItoLwN8AnMgYWx5BnZFAKbUGeje5UWWCF2m1LI7lwoRdRgE13xfBYMLiLS0/3uJ9EZrhM8baAFwA4AUAnwJ4lDE2k4iuJqIT7Ww3A+gM4DEimkZE4xXFGYVKYXImhM2tJJVHtSJJd0HlLiTCOkyF9uBXQnSUgyhUOmCMTQAwwfPsCuH3UVHUEzXKPRptvavb0pZBkLeMkOmloJKvrDNK+o4RlfSVaerwK6mdkkb1nrSNgFNFcwFKeGgvJ0lgcpkQFliHMP1VyfeUpoGK2NHFRGLYb89i6USMJIQLE9QoUUC/iwgXSKrSEGbX5/d+FAhbdCIeVVEar5WeYUGj6UVHSxxIYxdUlQxfhyhCK3BUCqPTXmxR5hWHJjCRJJiMk244FzEEFTItpNDr6MMGb0tvDNUkw+eI9ZYm08WLEmHC98QpEenVZsHKifOuhaBFh6JB50MetJgQJIRFUoty2OFYqW6ZNYn02V80AztsESbscKKgIXRbJjggyo/3U8rONZoFMFVUAo0Jo6YZfhQnWKsF2lg5Kap0nLrSO5Bkgg7fJKh3IdU/ecKqhDOjraHwm7zVNq/Dhk4wgdGZQEOcqCT7QbzqUk162M1aFYePqFqGH6TPYh2UMepy04DaLTPBE8cGT7Aku6rcdigp9pImcyKecCHfj5vEchfgij5payJCu69FlAeIZmKEdRUMVUfQ9yt8zxNVUyYSBiMBSUC5qCToMRUWcZES2WJXoeGRqxbB+iN9RmeC4Jum7jbakAHxpseJSIz4AfPphpwJYzIuaJvZoEXPixpl+AFDAsdMRVDEKTUFZdRpSm5xB8sK+27SSORkteK5CePFlF1EEqq1qFGjDN+CqsOSlJRMQVgWYoJKJ5T7edi6jerwFFU+BsHUaJkcmR++YTBlSJs8t5KYHAZ/fhFMpjVIXyXl4VLJCK/2y07aZkgJkYUSiPU+2QRIqCBGZcIdx3G/HwbVLKGHRdUy/DCdXgtSSobSUG1jYlNzGza3tBU9N+nglFLYiNlPPrCdoqzSMx1+5IhKv+hXThJBtqKcfCpywjaVCezBhANJJjFKFUQa97zqRYz6/cullxFh4MFKRWRemVm0zMpDuSEJSqpD8TyJw10VNX1DTKCK+k4FSvmGXJ5hc0uu7LqSGPdhwRjDyKtfxHf+9m6J72nSQ76fJmqS4ScZTjcKrNzYgsHjnsWjkxdK0yOZWrobvAxhibk885Xoj/vTG7j1pc+V6Vtbc1i5sVmZnmQo5jTr0EEZOyng++mey3DqXru5FZPmrY6lHtO9gGSoSYbPEZUM8tqs5WhpyyvTX/pkGd6es7Ls8hes3gwA+Pf7C5R5lq/fitWbWsquQ4fPl23E4HHP4rVZ8jvoCcBzHy/B0nVbY6Nh3ZZWDP3NBNz71jx5Bsbw2dINuH3ibGUZZ/z9PV9VRi7P8O9JXyr7s7kth6uf/gTrt7aWRLuITc1teO7jJWW/r0PYuEgcC1dvVi6uacrvwS/l0VO5qbkNq3wEgKlfrsH7hi0YYVDTDB8A5izfgLace3KLY3zobybg6FtfV77/4YI1OPsfk3HT858pyzjvgSn47j2TyqYxbxdW7zNCRl83EXtf81LJZYtTZ82mFuTz8sk02R70L8xc5n7fpi2XZ/jxvz/Ad+4ubftcCpbYi8njUxeVXcYHC9b6pj/10WJc/uQM/OW1L6Tpj09dhPvenoc7PItKKcz0mD++gR//+wN8sWKjNP3DhWsw6vcvY+1m9wIetI6pX67B4HHP4qOFa4MT5anjw4VrcPBNr+LRKfJd5aaWHIZf8XzRN4g07n/9RNz8wmcoFy25PP7x9jzkFGMSAO58ZTYefO/Lsuv4xp1v4WseAUCs7ZS/vINve1RC4jfe+tLnmLF4ned9J8MTHyzCCzOXKtPbcnnlnIsDkTB8IjqOiGYR0RwiGidJP4SIPiCiNiI6NYo6g+DPr83xlaznr9qEo259A7e8KFcBECxGNnu5fGICwCpbqp6/alPZdE6auwoPvDtfmc7HQ32dm+NHuW1ev6UVe13zEm5+cZY7wa4iZ4/yhjr5qsMl4i9XbVbWMW/lJkyer5aW8nmGLRK9Mp9gfHH5bOkGZRlhsanZ8lxZtkG+U+HpKhARvlq7Beu2qHcAi9dusfIq0m97eTZWbmzGBwvWKOrwJQF3vDIHAHDNM5/4Z/TBp0usNv7gy7XS9Ese+wibW3I48g9yYYhAWLJuK+56Vb5wBsFfXvsCVz39Cf7rs8Df8uLn+L//zXA9K2Xxnbui/Hnblme4feJsfOuvaiHnokc/wg8fnCpNIwKGXf4czr5/ctk0lIrQDJ+I6gHcBWAMgOEATiei4Z5sCwCcDeChsPWVgpuen+UrWS9bb03qqV+Wv2VzBlf5G7Tv3P0ernhqpjKdSwBxWvW5Okilasjl7F2GiuHn1CotjsNvec13clw74VPsesXzSnVKU0M9AKB35yZpelsISUncqQBAo+I7m23aOC0yHHDDKxhx1YvK9Hb11rRTtSXf0dX59LefVLjXoO4WHUN7uZ4HCgpoZ+K73gbFtpKXfdSufQOUKpbvULF8w1YsX69WAfIxuVGzyKpQ7nQJ6vXFx2lrgLEvr8f6/43PV5T1fjmIQsIfDWAOY2wuY6wFwMMAxooZGGPzGWPTAZTXMmUgjPQb5F2eI6+RfMOADwiHAZRf1uK1m3HgDa8UDU5HevZ/nzNTFRPy23YHBdfNb22Te4/k8hbtXTs0uJ7zmpt97ChB0WovbA318qnR3GrV0a5Bnh6EWfB3VW3Gn6t2dPNXbsIOv5mACYrFua2wOJc/vXl/N3ragX8ff96zU2PZdYy+diJGXzdRmc77s6gdUjZq8ynAGX6pC0ulG237AxAVfYvsZyWDiM4noilENGXFivJXvaDtz+ebUpIKUFBhcvop2EOCDxCVRBhk/Bx16xtYvHYLrn32U2k6Xwi8bVG0sCm+kzOZKMAUfJsz43pFf3ltMSXV6SlDtYBzRuhth1JdIgFn/BWl8/5WfOfMr9YDAJ6d7mb4fJzkIhAQcpoFnpOuTg8/Hl76xLIXhdm5lYOgbpd8znh33iZfGmSU0ZYxdjdjbBRjbFSfPn1CleU3971MTMVIg4xZHYOIolNzii1+YYKXMCF279/N9TcvssDwFd+hYwCt+eg2b3nFjOFqI1V/tZaw6Kgk8VaFZOt9T8WMg6jdeH+qvpPvZLR9oRIAuCBTJBkHbx9dOHxOu+p7VUy6FOl2xABrrPbpIlfhqcCriGLX6Qc+VtRjIdbqy0IUDH8xgIHC3wPsZ6kiiF6tMDEUjDSIZNGm6XTVpA4CXmRew2yDSNd72Iy+f/cOrueOtOKvmuKTRyn5Rijh51TMWLULKWPhU+XV6a5Vi28pyOd1DB++dcxbaRkavV48HCwCGvmbyvFbmDvy5PU+RuugaGqs961Dh3J160HRYqsey6Uv7gVJhigY/mQAOxLRECJqB+A0AOMjKDcU/PziORwpRZ4eZMCo9K0cYRhhUB1+WwDpmn+LSsrjZSi/QyN1Rjm5VEymVSPhl7L1V2XlC59Kwuf97R0zpUjPfNFQTXi+IKjSOSPv2amd/P0QQgZ/c/1Wy1Cqmhsqw7LOJlQKZaqFK2gZpez43PVq0m0KePlJ0xcGoRk+Y6wNwAUAXgDwKYBHGWMziehqIjoRAIhoHyJaBOBbAP5GRGqXlIgQCbMOwEByKp1uCbsEHdo0dAYZOLwMnfRcbCBzMx+vhO+VrqOwXasmXGubfx2lLDrlLio6e0oQ6JgiX1xVNHbvaBlKu7RvkKY7bryeekugca7tX686cevYv+TvRyEA5DXtpIJ3zMaFwlgp0X7ntQEkCfmIKRGMsQkAJnieXSH8ngxL1ZMY/CR8PiAKE6OcFdozqMIwAB34LqHIOFRCGXxwFc8Bf2mFI+jiGEaNwOFldFyiUuvwS5/g3rze3VTxwuZWw6i+Mgq1En+sEhZU49ZJL78v+Hfusm1XzF+1ucgbydtOperwS0FOI6RECcaY8y0Bq+NeRCo1p47sNBi+UUbbKNEcoDFVVvZSUPDaCOECp6+D667LL6PVHpwq/+2g3ikqV0FOY5Cm1Kk/VIywReGm59AYfAKpdzr+jIwzuihYkFqHzxcwlQutSgDwtw2Uwjd1nj66RUXFzEpRfRUW2QR03aVUwXc9KpuSDgUBJgI34lJRlQyfyL8x+URxOqz8uuKU8PkYVEnPpUyegkpHMbJbFQereG6tHUHDKEXopGDVZ+m8dEqxl3hdP5lnl+Bt20I72O95P6EcIVTH8FXfw5/qdmNhBOO2nP8C7vj6e2lz7xjDgLdx8W4s+gWglJ2Z841yISnwwa1Mwo8OQVbPNpXRJUiHeRaNok4vQwZUSTI6vXIQ6LbHQZmpd4wWSzt6WnTbfZ1+XbWbKkWNoGoHx0dekR6h1KkqgtetWxDU0redLwRjdAQE93OdEKJDKRSVq9Ip56vFtg46d7lNqdwzOBVptDUVQXT4LWUaXexCAOh9okuBd4LzElsUusKydPhlLioqRuiodOzBH4AB6OavTqVT7F+urTJwHdpDURHqlXU0qHX4/mPOa29wEiRladpat/jGGfIxn6BKpxwDb4F/lLroKXYuSaBqGX4Qg0hbmR3mKkPivbKlJYeT//yO73uyIGFK6buguy6/u3SMqk3jh88PmagmX05j9BUhMpFXPlsmSZe/p9pNlQPlwaucP6Nz9OtRSPjl1VFQn3meOwZV+/8gXmaadlCplfj49dYRpbbFe3I4TrgkfE11PF1lU3pzdvmh0ONG1TL8IPoxmd566bqtOEIRAZBjwarN+GjROgCCsVJIn/rlmkIUTRV2veL5omdemyMfd6pDUbqBOX+lEwlQr8MvHryrNjYXol9yA6J38vFbkwrSaABeLJZxzv1TitJVjFAWW+XTJetxqk9AtiA0uJ4rFjavK524YKzb0oqDb3q1ZBpUNuY2xW6KQyZdr9/aiuUbrLjuul2KCOWioqFhS2vOfl9fhwhZcUohQuFeqfussuwpAb9j1cZm3PyCFVGWz31RxfjJV+tx2RMf+9NXOnmRoXoZvkKl89zHS/DqLCtOj8zK/unS9dqyT/2rI71zPZ7IQMo9+KINKVCkevKv57BbXiv8Vk3ggrQiYfgn/8X5Ti7piXPv5U+W4fInZ9jlB7czqGLlcKhUETI7QZCLZeatLA6Bq3LLdJiMk/bw+wuw1I7qKNNty8oPAvVui6vfRPpY0dkOkVGe8ff3nHIVi7tMNy3m2dTchjl2KHA+f4o8n2wittoMv9Sxfu4DxQu8bpch0tiay7u+tRwsl4S+DrqL+K0QilmmYtRdQrRs/VacdNfbgeqKAzXH8MUOc6RaJz2IwXaFcENOS0EFIJRRCqECdCqdMDvbnIRRvfvFKjxsX5tYsBMIjSHGtm+RSLavfe7cfqXz4xehYxLiBF+1sRl/e2Ouqw7x9SBtcriw8Onek6m+xgkSW5tE5VOuekfVDrJDcne9Ogfvzl3lplHoyxmLHUFF5Wm0cmMxMxLrOP/BKYW6ZQvb/JWbCjvbra1y1dfUL9dIv4nTJQsF7O1vDj4mxfRFa7bg82Xq+ymCYPS1xRE6xTa7zefGtE2CKpbvOBsFQUznGqyKcJoUqpLhE0gZKlccnjImFYSBiHlkxq1y3cZEyfepaYvx0KQF7jrybiZzw3Oey0oCQCzjqqedA88qw7A3XZx8Mj4XhOHrpClxzvz68enOexo1QykQv+ORyQuwaI11KUlbTs4sOWT9XfaOTqDh+uecKKYyhn3/O18WfjvMWD7G2yTqt03NbThKcnNbTtDRvz1nlVOGxMh/irDj21pQ6Tjp73yxElf7XLqisquJ7SfuSptLaGveVqs2Nku/05tPRcPC1Vtw/zvzle+LbS47eKUbC0GGisy+FxWqkuEDjkTqF/NEZqArVVpzdLrB31ENOnGC/lm4KUhG56ufLcfLnxYbPHVQGaeaNbsIh9EJZUnaytve0xet9aVBBrEdZDdHiX1UbhhesY5L/+tI8M2ShU2EjAmp8or9PFHSV+Jrf3t9buG3TLoW6/t0yfqibxAhU7+pburSHUATPYVEu5RMpcMXTRVUDF9svw1bHTqbJXYCpb7ffj7d3oGoafB/Xyeh5/LF/S7uinWulrrROnfFRux6xfN4THG1ZFhULcNXeXR49YGAh4mVyD9kekZdETr/a+9v2Ra/lFOlInRqI50dgWmkrXaekzgn3lmsr9SRrpPoxDlVrrCvc0/VtVMQJiQ+/sE/JbrrEs4jyPKqDKYFZhxgTCrdMjXeSlskEr7ue1QeP6rxIJfw5XkLnkmaAaHbZaje9oZjESGyGJ1nlG73//ky62rJcoS5IKhahq9ymRIlFpnxq1QNfGtBmgr+nopZi3TIynNN4AgYnSgdN9uhXnUSvnuCF+cTY6/ots9BaJTNn7ykD100KCJdummQP5epz0Q4OyE9M9WfKA7O8GX0qGjcIpG+dfYCL7h0rYvnI44B3cE31Z0Jyp2KxPis2tHlfRiyq0zNoqPqkkK50vEoyaeqX7MrjtsDteoZfqPHd11s8FaNVBsE/EJqVxGa4nRBs4rKk6UHpM+vbtnORucKqBvQ4gKr/k5bmtK4RqryuHY/kgncvtHpc50KwAvdd7bIdnSKvDqGr7dlyBeVju3qfd/nrrIiMy6Vxq2aha9AYwm2K506RQVxzqp2A5wOXVkqd239pTR8B+A/HktxSOAQzwHxVFWU0rCoWoZfOPnpcWUUB3ALDxcQwapaiu5fJQnpXDsjOd0pMnmZ1KjR6Za2k/GXpoK1gyRdsxNy6VRVu6kSpEr5+77JVhllTH73+2J9xQuMbhcSxM6gVOGp3DK9NLqYsYZxBzDaStNdOzp/O0C5Kh3d+347CLGfdcNCyvDrip1G4rotq2oZPof3FG2bZPCUcspOhVJiceSU28rgKoCyXQE1zFJ3kEakQTYoxfJ1+lJlcDAFo5M9k5UQhtGVk66UCnUGPE0XMsW4lHnh6GhULa46NYxuPOgWZxHlSvhiHeoxZf2vU/EpVTqcoWt2EHpVa+njSmT4hQjNEQihMlQnwxeNKD4tV/BmKJN5itCpY6znNqMrkwnpJNsgKIVJ6N6XCSEuw7Jmcim31xodvlbl41p0ymQyJagylFJnWAlfobvm31Sa0VdvN5LT4M/xdUZ8USjQSecqBOlPv+8Q20435tQSvvt/17sBFn/eTrJkUSh14iRJiwmN6mT4AvzGkswQqYJ25Q7grVDYimsGlQoqNz13HcGZiCyUcVhVhkiXTp2i2uK7tsgaLx35DsD5XbYaQdsXeiakVYeUQIPcphNcOg+iPpOn+yZrbRkiM+On0v3K0KXrhAjt+5oxqQtoJ/tIsUjVjoi/Ji1dYrQNc0eHH2qA4asHguyU7CbFoQedQB1kled5lJOvJJWOgo4SpKWwNMhVOs5v9eS0/lcxSpUqw6nDfwfgWnSUEr70sbQOabprUVFJnWHrECX8YpTSVyoa9cxWp8N3fuvsTqV66cjSv3fvpJLLED9Rtejo7EqFe4a1TgQaAUOzI+X54gpCWv0MP4D0LnbYrx77SJqnFI8K1SnfghRRhpTipUEXcCrI4S7ZoCrFSCfzJJCdc/CCf6fagOb81sXBkdshxL6QL+CltLX0faGOP7woP/FcCiPzq2Pd5lZpqBCtfj3ArjNK1ZYsK2OCKrNM2xVPnzx/tTJPUHuIzktHZ/MRQ1gU3hXHvGZe6lRCHFFcFSpDJAyfiI4jollENIeIxknSm4joETt9EhENjqLeIBAbeMWGZkWe0hYFGcRO+3TJBnkZBSnCnxF+tXYL5gtxbJx0PT38sU5SUaEUlc7KjcXtGUy6tp4/N0MeV0SkQTZBdUZ28Zly8bXr2NwiP4EaVPp+8sNFmKsInqYz2mr7wq7jgwVr5Omaxdm1C9EwfFmMGzFdSaOQfuPzn/nm0anwVIszT7/lBXUoEVWUU2/6x5KT30FpXKMIjObaxahCunABX+bW6VIJWelxXZEdmuETUT2AuwCMATAcwOlENNyT7QcA1jDGhgH4I4Abw9YbFK5wBLOWS/MEiXGez1uD4Rt3vOVbRktbHn99/Qtpnjxj+M/7C5Thl3kZB9zwioIGvfQs0iGnwfktY1RtmoEvtufEz4rbU/Sx5yc+veBFXDdBziBK8ZCRSY3iBGxu9WcyqlC2QRf4Xz4i3xF66ZCmB1xceaTO4vKt/9duljMiP1XDQcN6u/Kced/7vjTqDtH52Y54O5xxj0IdY9fx0ify06U8fdI8tYSvcwTgbXnl0/JYP4Vdp4/9ba0kzAdP49AJc7JmknkhxaXDb4igjNEA5jDG5gIAET0MYCwAsWXHArjS/v04gDuJiFgcl1MCLoWnOOjFQFyu7HaWDVvlHcrL2evql7FBEZOE17NCIvVy5BjzjZWttRMIg3HaQnnMED54dvvdC67n7RrqwBgrpI//6Cvp+3xRGXb5c77pukNT5z0wVXk8PM+YL4PgbblRFf9FaIel64vjt4h9/o075Qs0L+KpafJ28BPO29XXBXKb4xL4PxXBuHQGUd5GykXJ/ojfPKlftLyLy8CeHQHo7wHmyWJQM1e6Xe6FD09Tl5FnUsm7oY7QlmcFCfc3ku+sr6NAThWF3bOPutTvUiRex5erFLu1PMOMxYo5J9CnFmKs/z9ZolYJbW3NFeI6RXHJjwxRqHT6AxAj/Syyn0nzMMbaAKwD0MtbEBGdT0RTiGjKihXyLWYQiMYh3tDPK9QHgNPgI69+SZknz5iS2YtlvPfFKmUeXRz4XJ5h2sK16nR7Aj86eSH++8EiOZ15hgffnV/0vKUtjzqiwsT7+X8+lL7flmdKiRFw2nOLQnrn6X6xQHJ55ntBDW/LVyQ7CLEOAJjw8VJX2qE79SnojX2/w4eJ1JGTPnjcs0Xpnds3IM/kTExELm9dTPK78TOl6X51WO8H2yF420D2vp+XztwV6nDDfNH6UqJiBJxFRSVAcDqelYQF9saIWr+1eH5t27W91lYh0uFnN3pVMZ7E95/4YLE0PZdn+JlizgRZkHJ5S8h5bZacr+XzzLUY8NPUUcMooy1j7G7G2CjG2Kg+ffqEKMf6v0tTQ6Ejf/SvD5T5g5xglcUSd5Vhj7OLFUZfv3o6NDpH5RetkU8sqw7r/V//V75TASxm+H9PyRkMl5Z8t995hjWb5TudIb07FaTz4Ve8IM0TzEgOPD5VvmBZ6QxtubxyUeLtINOpiuq5I31uLlNJnQAwqGdH5PJMqd/v2r4BuTxzqVqahBhCXdtbG+e2fB6ffKW+UCen3ekokwrvq9C/ewfXLsTLlDhDyeeBE26X74IG9uyAXF5uqwEsKTRIDL98HkpmyWmTqRDr6wh1ddZ4UKkHC2XYH3v3G3Ol6XkGnP/gVF8aARQJXDw2lKqpj92tb6EPL1VoEKz3ma9KKscY/vehs9joDsSViygY/mIAA4W/B9jPpHmIqAFANwBqUTgidGpqcHkJqBBEs7RwtcOIRw/u6Urr0r4BOp0vYN12w3Hx0TsVfnfr0AjAYpZd2zcq3/eTJIZv19U3z54DuqGeCDnG8PR09W6nzYfR1dcR8owV4gd58bXte2iZGGC1N78pS4ZcHr7XFvJv3Oua4h3ZngO6AbAmuN81kznGsFqxA2jfWI88Yzjj73Kdc4Ot0uGqlu17dXQZh7mkms8DD0h2W52bGgrfoVLHWN/ACt86sGeH4nQFowQshs7H5DPTv8J789zTbff+1nhpy+eVu7VhfTojl8/jkcnyUL3dOjT6LjoDelg0q/IcvrMl1OXyTKpC7NGx0RqzeYan7R3EkbtsIy2LMYaWtrxybAaxybwssSHwhVz1Dd07tCukPeIT0jjP3PO/qP48wwPvOnceqGxwYREFw58MYEciGkJE7QCcBmC8J894AGfZv08F8Eps+nsBa+wJLfLAfYf0LMqXyzN8qPCE4BCNWtefsocrrUGjZzxwmKW9em+uM+l+eviwwu9tu7Uv0KEynnXv2OhbB/dwUHkiDe7VCXV1lkrnTYVHxva9OiKfZ3hhpjXwf3jIDq70erIkuoNufFX6fu/O7ZBnDDf5eFMAKNyapEKe+au2/IZOJ5uZ+k0uXsYdipuN6oh8aagjq69et9vxzP0HS/PlGMMxw7ctes5tE/k8w3/elzOJhjpCay5fcEtduLqYkeUYUxp0+W4un2e44KEPXfH2AaBXpyYA7vsGbjjZPa47Nlk7mZsV/dlYX4dcnuErBZPdpotVh2rc9ujYTpteV2cJKdyI+Z19Bkrz5vLA6T5XHwZx/ZRdv8jj86s8ourqCLk8lPr9QvmM+do5vAuSyrssLEIzfFsnfwGAFwB8CuBRxthMIrqaiE60s90LoBcRzQFwEYAi1804wBtNXC1vO20vV57OTQ3IM+Cbf34HMuyybRfX32NH9sMOvTu5nm3Tpb2vBDHINpBdZXsIHLxjb9c9mIWJIZRxzUm7F9Hpp475YoXFGEQXvtNHO5Nj/EdfWUyAMVdwMREES8K/3WaEPDY3YKmdiPwlpW4dGpHPA5N9tq4AcI3iViQeU0ScnHsP6l6UL8dY4TYwVRmqS8W/9bUBVhl54NEpcrWS11D4e6Ev+nRpKiwInWy1iJcJ7dS3s11HHr94ZJq0Dv4dHD84aIgrrUNjPf7x9vzC7U1c7ccxavseyOeZcvG1aAQmKGxXnNmKTGjoNp1debh0zR1GenR07z7bNdQhzxi+p/C+mWGrs8RFZVd7JwoAny21xpeS4XdqZ6uNGOattOwMO2/bBX27NhXycIk/z5jv9Ypvae4+1unh1yrUnPW2yulPL6uvRQTUtgUOsY06tqvHFz52lTCIRIfPGJvAGNuJMTaUMXat/ewKxth4+/dWxti3GGPDGGOjuUdP3Ojd2RoYB9zg3GHZub3bMalv1yYtExPxsyOGFblMdbF1uiqpsotHTfOTw4a5/ubviULEaR4m0r97B+QZUxqVRtiqDH5n7+XH74r9dnDs4kQWE8jlgf+8bzFLcfIBlufGAkF1tUMfhwF0amooMDqONy453PV+z05NyDGGI3ftCwC46sTd0KW9vyMYXwwBQf8u1PHfHx9Q9E4u7/ZM+dkRTnt6g+V5F2wulecYK6gyvAt4XZ37iszv7juo8HvFhmbUEeHDhWsLp7I7NzVg267tC3n4nav/ek++KHGITILvAkUaRJy8t9sPonP7Blc73fKtEZ73LUZ0wUNy3bnssnnxGwB758qcy9PvOWuUK31on07I5Rm62nNk+HZdsb8w5rigJerfr/2ms3huslWHooH/vIOdha9Tu3rUkeXJc5d9A1znpgbccMqehTzcNVjFsMfsbu2wnlMYtk/YYzvrfQUP+OnhQwE4KsbRHg1BPRFa2/Kub7jk2J2Lylm6zn/Huf/1jiv25pYcZvrYfsLAKKNt1DhhD6uzRSMk159ybNetg+tatDP33x4HDHUGrZdhDdvGzUAAvq1j2Pc6Z2GZePGhhd/e7eR+OxSrlQC3D2+jRwrv1bkd2vKsYBQWpRwAOGkvN0NYtakFJ47oV/h7l227WtKIQMujP9zP9U6/bm498WVjdin87txUj/o6wgcL1haeDerV0ZW/Xb21IHD12Hf2Gei6ss6LP31npFTFJvrOexfXPfp3cy06p+0zED87YsfC315G+afTRmLSb44s/L3cVnltFOi6/XT3rq+O4JpwXhrq66hIdXbRMY5Nhi8yTwpGuJEDuxd+779DryKG69XZevnx+YfsgN99wzne0lBX5/JeOW53t+qo3rM4eyFj+AN7dnQtbnV15FIl7d6/myt/Q30dtrbmCkbde84ahZHCjuzo4dbCz72tBvfq6HI35P0m3iHLpX4AeHXWCtTXkcs/v3P7Blf0S24nED/1yZ84QsKB9nkD7iV0+fG7ur7hHHtnde+b8yAD3wlxrNjQjO7CToeIXN57//vpgQWXVwD4hj0HxR3C2JHOvOQLCsfZBwyW0hEVqprh9+/hZmAiI+do79kqn3fwDrhIMKiu3+J0pmhoFVFPVGSBHypIx+IAAIoZyIkjLWa9VXFICADq6+owZ7mzzfOqALy7iOH9urrqufS4nVFPhEVrN7ve+eGhjp5evDugc1ODS/Uzf9Vm1BGw2scQSkRgDHjRnqDetvVi7Mh+LtUVn4x+F2EP6d3JRcMNp+zpumXLy8d22bara9Jy6esvr88pPBMZWZ8uTagnKqjOrh67WxENMhdpGSMTcY7QX3tv371oJ+LV2XoZ8va9OqFPF2eRb6gjbBGM66IgM6BHBxD525W8Wr3xFxwIANipryPQeH3BmxrqXcyqnghfrNhUuMu2a4dG1zt8kbv1pc8BWGNoD6Gtu3t2zyeN7Ierx7pVmd52aGqod4Ud+O0J1iL49HTHLXSvQT2U74/dqx9+cZTTP7zd3hfCNrz6q8MKv70C32+O3xUNQihLb/kjB3Z3tUHvztbY+3/3TwZgjb/TRzuLal/Prur+d+Zj1u+Pw5xrxyAOVDXD98ajuP//jS7K4x34/bt3wCjBC2eX7boIvx0ViKhGaPBcsjL1t0e5/u7awV+tMWp7a4Cu22IxMq4rPXjH3g6dHiZz7kE7uLaOjZ4MX7e3qnwL2tRQDyLC23Pc3hon7zXA+Q5hoN5xhlvqBfSn/2RSowjR0+SQnfqAiFyLgvd9cYfC0atzu6JnKho+u+Y4AO624eozmREUsFU2dVTwtOES5I8OdSQx7y7CW6+Xxjd/fThOHNGvID1369DoOofw9rgjcLzdX4Clw5W1tbhI1NeRNPwGYF0mXl9HeHO2W2/dq5NDlzg3Rg/piT0HdAfgNojLvpOf0LXS3WkdGt3MuH93t8B14yl7uL7Ly0zHjdkVQwT12iE79ZHGlNlVmJP8djOVO6b3E7q2b3Q5THjn/8VH7+Siwes1d/TwvmhX7+4HL/h8BhzvOY55Kze5VK3e94/YZRs0NdQr7WxhUTMM/7cn7OqSBDnEBv/4ymOKBvnOgg64qzBAOwkSlXdQ9ursVreI6V49KeAsGPyUHVdB/eIoa0cxYmB31Auz60eHDkVdHeEnhzlMSPyOR87fr/AdXIVTX0dahiymi5IeYLmniemf/96SQG4UPJZk5U+/8pjC7/MPdnYT70iMaDt79O1cQhRVS17J2AuRofDFRHzm9ag5QuLmJ9bx1VprgeDzb8zu27r6k/8UJTXvzobv8P5tG5qXrXfUQdefvAf6d+/gUuFtbsm5aHjpl4cAcPtmi+N0aB+3DQKQ70JEN1VRSn3o3H0Lv/lB1W+M6Oei4dLjdrHLdZ55x319HbnmmHc8eNWOXnsa91b7+p7W4nfK3v1dZXABp3tH+cIFFKtsvQtn+8Z6V1t73z/rwMFF+Tn2GWwx8ttsFWCPjo2u9+ddfzwAYBthLHiFwYs8WgLveL7ttJGIE1XO8J3f/+/AIdI8bomj2AdeHEDiFlk8CScOSt7pbjqc9JcF3b7sfQCC4YvZ77slEc6kSDH5+MQBHK8aqwwnz9zriumsl0hnV3zd2jKfPnpQoT2PHt63MLFP2NORwmW8uKMwYUQFw2mji93rduzr9hLhC4Conxa/QdTNy75Bhk5Nbmb8l+/tDcBhJu0a6lySKzeWcsF39/7dXPp/vosQpTZxpyTzG98k6HxVRm3R3XJHe/Hl42/syH6uHR9fxMQd4dwV8hABHOI3itIkl/C36dLkausf28IFH0+n7D3AlT7M9vA5R5hnMpWQCJHxvvlrxwGAj5M6Ild/nntw8Rz2zp0rT3Sr4Oo9Qp/u/S6eBUNcWO88wxorA3tYC3hDfZ2Lx8h2ZV5bXD/PrscrYMp4UJSoboYvNKZKuuUDYi+J+x/gZqT7CzYAzgBOHz2wkOegYb3lW3Ghbq8EItLAccu3R7jqIMAl4ctcFUU6B3lsBoDFjHMSCVGM3ifz/c1JdgiqIFfid3AdpMhM+EQBgP/7uje+nvvC+Z36di4Y3ESDnNi+Xv0n4CzyO3kWDxmN3x41oMCEOKM77+AhriifHdtZ/cWbjghYa6vebv32iCImZtHg1HH3maOK0g8SGLPovcFtTH/weNxwOJEUyTW2v7ff9gCcA4HfGTXQ99AZoJ4PYjx2nmeMsOC6BAj7OxvqCC9fZAkyHQRBSKTR6+3Gv4NDtHMxJn6n9ezHhw2VtrV3un3Ts4sQF7YTRxarCL0SfpGBXvjba8AV20gF0cB8h8c5QCy/b9cml+0gLlQ3w7cb06tLHGerCPbo363AIFYpQie4t+/Obz4oG+vrCtK3yteX16GKj+EdNJxeznaIyCXhy/R77nsxBTqFPNzlUjxQJQabkp245GqEIMfoRRpkNIpuoLLJ2yioA84T1D+cyQzp3anQDqoTl5zJiAZOWToAXHWiYyAsXHpfVyc9xs8KjJAKnkfdO8qlsQaFjrenrUP/mqDjFSVAztC36+4sZDJHA4LDKEYP7lmog39DX2GHJ+qjvcxQBr6w1dVRIczHczOWFqXX11HBDnHxMcVuiICbWT72o/2L01WLjj3OiIAttiNDz45y241Yx3/O26+oTFFQ6t2peEyI+b+Q7HrF4gphFuxZRaQPuSKquL4hsUnx+petb3b1VVyoCYbvPazEJeABPToUGIDof+4uQ152gRlDv8pzPeBmxW1a4vsPn++4SooSPv+WTspFQ0Fn4dOdOsRAVvxAyIgB3fDizGJfZX7CsKGeCqd5+eElL2YJLnUyeNUpXogqAFFPW5A6yVmg9haYpojNtrrkI0U0UZFBiNJowdZBVOgnUd/qLL5OP6ouqVA9zwuSK8cxu/Ut/M4VFlenMy8QDIziKOZj5mPhhCcvX/zGC490PFJEgUO24ALuMSe7z4DTSEQFAecJRSA/cVzLmJlK/SbuItbbB5J6dJIzfHEBly3yYowjmRFa7AvZPJa9w0EgNNvCwXbdinebAKR2QxGqsBZxoaoZPsdXnkMP4sTjHS6LVQI4He7tuMLEICpMjF8fJ5d0OknUOK46hEE3uJczMcStLa/jZ0cWu/xxOmRw9KHOs999w9FziiobLoHffKpzsKVNYIRcst1H8J0Xa+W+695DQhxefaZfuig9F6ROooL0rdotcc8UVWhlFTMWGTrX0Q8TTp4yQdXBodK3qkLb5vPFDF8sQ2R0HKLHGBO4Mf8pMgzZ+6L//2zBrZd7gokHoQBRenUKEQ2JnIb6Ose3XCxXhMgsZW2iuqjbWWbIYfiK3ZTYlsO2KVbjNWkYru6ycNkiIMqPPH7+OMGxQEQ7zZjnIdmD7L6iQFUz/Bbl9Xb2D3LiX39v3+2lefmA8h6MEWUfHmxMxQC8x+K9EAeVKAWLwjk/Wq5imlxaEic4IDAqYWKIi5eoNuLMfbAgjeWFhY1fmPKRJMYMkRPrW3UaWDf4xXYQfbRFRsZvE3trtlx9xvXjZ+2v6E/NTojgGEzXC8fdnQXeeWdwr2JbifgdXl7hLFzOM5lRW6xD2lcgrLcZxfF7iPp1u3zRZiQYhd8XzooQEebfcAK+6xn34ndylU4vQRVSGA8Bbl0VmbzOtiUDkRPLRmYDAPQ3Q6l2MgUaNEZ+Xr58zgAT7RO2qnmpE3L4IUPVDiFqVDXD112STQAmz7dOhaoOCalVJY6aYbntZtes2J7pAiGJA58bCa06nDzvzbUm60OTvpSWwdUMRQuTwMg4xMMvLkZn74Rcg1T4Tj7oz/Ec+uLvn2C70x26kzy0NWdE3nAHMnSVTHACFaIhqubp9/fbHr8/aXepURhQT0BRL8s9Z4b36yqkOzT40Qg43+k10MtUOiJzlqnfPEQWaOSH8EbY/vPu9x2INFzvCY6mAw8RsVg4rCeOe46jdu0LGfh3bqOyp6h2W8J3cDuBapfM545KqNKpVHRnSziNDa5+cvgHn3eyu5cBJ2SD1x+fY4jtUise1IwTVc3w+WDxRn3kEAfcX16TX0sonrSVgeBIxl7jMMfeg7qDCLj3rGKPDS8dIvMvMCEhrypONi+CH0RRpQOO8RBwT2DOyIf0Kta3EqiwmHi9Faz3CXeevhce/MFo3Hf2PlIaAMsw9tyFByvTOUSJTmQAnOGP8oSo5mior8P39tteeXCFL+zH7uZmUqKKjkuVonQoSr58wVItHnWFvnAzIdkuQQZVujgeuBpFDPEgLlq3fnsEDhzWy0WD92SrtA6Bmf3SPgcyRjgUVqARjlpNPLkqosCMFeo3dTMUj3uVCo/PHe/BQw7VPbleGlXg7Sza38Sxwuf0CZI2AhwBTGW/OmGP7fDfHx+gVINGjSiuODQe3k4VJ96Bw3rh7TmrcMSucq+P2cvlhkixDK7S6avYlhER5l1/gpI+FZMWJbrturXHknVbcd035VIaPxG6i0eSkF2aLKkCBMI5Bw7Gmftv72JksrdlvuME6zsP3tH/4hrdBOMQda9iW19y7M64+YVZOFVhOA6C+TcU94XsO0XGK7bjIz/cXxmGGlCrOxyGTVIaRDz5kwOK7BBiO3RuasDG5jacJwozgrrl5L0H4OS93W3kPegkpVGo48KjdsSFHmYuttOMK4/FltacUvpevsHaMapuy9qma3ucPnpgwa20mAa5gV0EH6sqQUgXhL1bh0ZcdPROOHa34jDWgBMaQYUjd+3r25c722covAETOYjI5bUVN6qa4Z+5//aYu2ITfniIO0CROHn/+J2RuGHCZ9JDGYAVF+WeN+fh8R+5ozaK0tYWIWpiOejUTv6eyIwvPmZn/Oqxj5SDY7d+3XDf2aNwwNDerudMYAIPnbdvIYyyNx1kDT6VpEQEPHDOaDzxwSKpZKuTWkuF27XU6a+fHj7MdTQ+KoiM7rbTRuLCh6e5dmwiE+rWoVGpUwYsb5Gjh/fF+Z6dpdjWUhqE32I8GC8IhAE9OuCzpRtcuy2ZDUBEkEM9jpHfX91C9lkAP4eE9zVhsgHg+pP3LHomayaVyoYviioPuO1tO8s1kphIHD9XOEIAwBG79MUlx+7sCipXUM0F0I/06NROu7gniapm+F3aN+IP9iEmEaLeepsu7XHrd0Yqy2jfWI9Zvy8OZCQyCK46Kpfhq1y/eB11dcCpXxuglWqP2KVYlyrSecDQ3sULgmT7LHsfsGKbHKLQzwcx4pULmcQXFwiEsSP7Y+xI+RY7CAX1dYS/Sw5c6RgymKYvhPdvPnUEXpu13G1M1LyvC1UNuA9e+dEQBBcfvTMeePfLotDNOsjsBCqGz2/u4uHBvRjQoyNmXnVsqDtiVQJGnGM+LlQ1w1chCgYierfwjldJ6kHw08OHFunGnckXnk5dhiB6Yxmi5sHf3XeQy8bgqivaqlzQqb6ihJ6hy3OI5xH2GNANeyiYnKpPdB4pgLgLUQkhxcxYhW4dG8uSbmUkqGwyTQ31eO+yI9Gjk3r3onOLLhXx39UXH2qT4dv/h2FW4i7h2N364n/TvkKTShcfAJccK/fjBcLSWewZIq1DpXcOaGiMihtfq7BRBKIhDHQLXwmMTl+Hpq1Vr2u8eFSMaMSAbvho0Tqtx4pAopaGJKRbAuGZnx2ktAFwbJuQSyNHFPwjLdQkw49GcnZm502njsCvjt1ZG/+99DoiKEMrwQejQbcbipUXJyBRaRmdJj1YHTp1if+iomM0MtdRAHjw3H3x/tzVRYG75IXoaIhg4QtGAgArWJ334pW0oVOdmYyqdstUIqjUGgAEKyTsgB7yQzhhEOU972rJNVh6ueVHgWSYjIbRRaEGDOqWqbTqBrO3eMvv2r4RRw2X+8qXTEMhPT7ojiOkjaBCkIkIxfCJqCcRvUREs+3/pa4FRPQ8Ea0lomfC1BcVdJJWoDIiXDSUdYDXEcFORJNetm94Alv8JOrQnSCNYtFRSeCFdM3iqpPwHR1/FLYpRXoSuy3DJWid6s1khJXwxwGYyBjbEcBE+28Zbgbw/ZB1RYaC90soaS2BQRnBwNIxS216UD/+RBa+GOsIuNMJ1xdBdxE6GsJJ334hLoJ66fgFFYsK5krQlcvxw+rwxwI4zP79TwCvAbjUm4kxNpGIDvM+TwuRGm0TUGWEmVuB9b6aGZ7qFj+BxTXowhamw4PaS3QIY1iedsXRvoffklj4dKgUCdp0+mQIy/D7MsZ4rN2lAEpTFHpAROcDOB8ABg0apMldPqLYluq251HAiQse305EZyfQb/Hj3+NHwWyDIk7jtG5nqd8BBOwrnzzdFXHli8pQ0ZigdGuqgF/VbplE9DIA2bnjy8U/GGOMiEI1BWPsbgB3A8CoUaNia9ZI9LEJSPjbdLWCTomXNpeK4BK+hglpy0/CTS8+aPXnURr6yzTaBvUUisKwrEuP1WaT4JmIclDJRlstw2eMHaVKI6JlRLQdY2wJEW0HYHmk1MUEbVTCIGVEYPjVYc8B3fHETw7AnmHc0nTfGlBgM2GLnwR0O6EoGF2pXjbF6eUZfYPAUSNqdjpJ2FMMVZpUispJhrAqnfEAzgJwg/3/U6EpSgAFw1OIHhuz+3b408uzpZEEg+IP3xqBNZv9r0jb2yemShDcecbe+OvrX2ivTyvbKyMKB3UtTHLLDF+XTl1S/pmJ5HauiejwfSqZePGhocIlhEESbsJxISzDvwHAo0T0AwBfAvg2ABDRKAA/Yoyda//9JoBdAHQmokUAfsAYeyFk3WUjilOTO2/bJXRQpFNCRHwMiuH9uuJ2yeXJHEG3z/oIkPEhkV0E/OuI8ju1uymlR1XARalMugDnKsKBinMlydhs9G0dNn78jKuOLftbguxAfnjoDthxm/JVsXEhFMNnjK0CcKTk+RQA5wp/6wOgJwjTt4xJQnucP+j7MYo7SehMg6pLktDha9/X6PjDVHDaPgOxQ+9OGD1Eft9AIt5pCewayw10CARrg8vGyKPvpo2aDK0QSVyUKkFYRsdjrP/qmJ3kGSJAFJLrPWeOUt5zCwRXp+iEhCCxzcvVwQfV8YdRVRIR9t2hl5oGni9Wo238dYQBd6YYs3v56ty0UJMM/5jdtsUNz39WdJ+niNtP30t681O1IagqQ4XG+rrY433z+z5VoZmDQBdaQLeo9LIjePpdIjLn2jGxnnId2NNSs+zQRz4uozQsqxBEur38+F0xanD5tqcDhvbC+/NWJ3bPa6no3bkJ0688Bp1DRMdNC5VHcUB8fU/16tuvewd8dk1xjHsRJ47oFzVJRiKJGDJhMbBnR0z6zZHo01l+NyrHSSPL77NjdtsW/560QHl14i+P3gmDenXEmN3lNyMB6hC+QaFzgT1u923x+I/2V+4i+th3x/pdzhIWQfTr5ymuFA2Knx+xI0792oBQ8amuOWn3QHcnl4uuAS6TMRFVyfBnXzsmUOzvaoHqLt0gcOT39E7SBkHfrv7S3qzfH4fGIFcQKXDoTn18dyrtG+t9d4RB8NPDh+KuV+V3JwPBToCrFiTAup1t+16dcPwe6kUpLLi7ZpwCQF0dhQ5G+P39wvXVoTv1waCe0QdETBtVyfBVl0tXI9645HB061i+tKHXC8dv72hXX1e4NaxciBeOm4pLjt3F996DsGEi2zXUhbrrNwjOOWgIlqzbEkqKf/miQ0PZGZLAP88ZnTYJsaAqGb4pOPVrA7DXoO6x1jGoVzgppLu9WKh2CfzSjDDqittP3wtbWtQG0zd+fThWblRfCl4rOG30QFw34bOCasZEdG5qkN5DWwqGbRPOpbJacNo+AxOvk5Lwqy0Ho0aNYlOmTEmbjJrA8zOW4PBdtpFKyRub23DHxNm4+JidA92YlKF8OLspw8XfDEaDiKYyxoovVUYm4WcAcJyPe1nnpgZcdryZPsXVhozRZ4gbmciWIUOGDDWCjOFnyJAhQ40gY/gZMmTIUCPIGH6GDBky1Agyhp8hQ4YMNYKM4WfIkCFDjSBj+BkyZMhQI8gYfoYMGTLUCIw9aUtEK2DdolUuegNYGRE5UcJEukykCcjoKhUZXaWhWunanjEmjSVuLMMPCyKaojpenCZMpMtEmoCMrlKR0VUaapGuTKWTIUOGDDWCjOFnyJAhQ42gmhn+3WkToICJdJlIE5DRVSoyukpDzdFVtTr8DBkyZMjgRjVL+BkyZMiQQUDG8DNkyJChRlB1DJ+IjiOiWUQ0h4jGpU0PBxHNJ6KPiWgaEaV2lRcR3UdEy4lohvCsJxG9RESz7f97GELXlUS02G6zaUR0fAp0DSSiV4noEyKaSUQX2s9TbTMfulJtMyJqT0TvE9FHNl1X2c+HENEke14+QkTtDKDpfiKaJ7TVyKRo8tBXT0QfEtEz9t/xtRVjrGr+AagH8AWAHQC0A/ARgOFp02XTNh9AbwPoOATA3gBmCM9uAjDO/j0OwI2G0HUlgF+l3F7bAdjb/t0FwOcAhqfdZj50pdpmsG5g72z/bgQwCcB+AB4FcJr9/K8AfmwATfcDODXN8WXTdBGAhwA8Y/8dW1tVm4Q/GsAcxthcxlgLgIcBjE2ZJqPAGHsDwGrP47EA/mn//ieAk5KkCVDSlToYY0sYYx/YvzcA+BRAf6TcZj50pQpmYaP9Z6P9jwE4AsDj9vNE28uHptRBRAMAnADgHvtvQoxtVW0Mvz+AhcLfi2DAJLDBALxIRFOJ6Py0ifGgL2Nsif17KYC+aRLjwQVENN1W+SSuahJBRIMB7AVLQjSmzTx0ASm3ma2imAZgOYCXYO261zLG2uwsic9LL02MMd5W19pt9UciakqSJht/AvBrAHn7716Isa2qjeGbjIMYY3sDGAPgp0R0SNoEycCsfaQR0g+AvwAYCmAkgCUA/pAWIUTUGcB/AfyCMbZeTEuzzSR0pd5mjLEcY2wkgAGwdt27JE2DF16aiGh3AJfBom0fAD0BXJokTUT0dQDLGWNTk6qz2hj+YgADhb8H2M9SB2Nssf3/cgBPwpoIpmAZEW0HAPb/y1OmBwDAGFtmT9Q8gL8jpTYjokZYTPXfjLEn7Mept5mMLlPazKZlLYBXAewPoDsRNdhJqc1LgabjbLUYY4w1A/gHkm+rAwGcSETzYamfjwBwG2Jsq2pj+JMB7GhbudsBOA3A+JRpAhF1IqIu/DeAYwDM8H8rUYwHcJb9+ywAT6VISwGcodr4JlJoM1unei+ATxljtwpJqbaZiq6024yI+hBRd/t3BwBHw7IvvArgVDtbou2loOkzYcEmWHryRNuKMXYZY2wAY2wwLF71CmPsu4izrdK2UEf9D8DxsDwWvgBwedr02DTtAMtj6CMAM9OkC8B/YG31W2HpB38AS284EcBsAC8D6GkIXQ8C+BjAdFgMdrsU6DoIlrpmOoBp9r/j024zH7pSbTMAewL40K5/BoAr7Oc7AHgfwBwAjwFoMoCmV+y2mgHgX7A9edL4B+AwOF46sbVVFlohQ4YMGWoE1abSyZAhQ4YMCmQMP0OGDBlqBBnDz5AhQ4YaQcbwM2TIkKFGkDH8DBkyZKgRZAw/Q4YMGWoEGcPPkCFDhhrB/we8owtT/dNEOQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, epoch in enumerate (epochs):\n",
    "    epoch = epochs[epoch]  # iterate epochs\",\n",
    "\n",
    "    epoch = epoch[['ECG']]  # Select relevant columns\",\n",
    "    \n",
    "    title = pictures[i]\n",
    "    \n",
    "    plt.figure()\n",
    "    plt.plot(epoch)\n",
    "    plt.title(title)# Plot scaled signals\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e56be57e",
   "metadata": {},
   "outputs": [],
   "source": [
    "pictures[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "72226dca",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}