MU_Scoring.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# score = [] or dataframe \n",
    "# df. loc[ only test rows] for all subjects\n",
    "# for subject in range(1, num_subjects+1):\n",
    "# curr_df = df. loc [subject]\n",
    "#     for index, row in curr_df.iterrows:\n",
    "#         curr_im = row.image\n",
    "#         correct_df = key.loc[ answer == curr_im]\n",
    "#         if curr_im == correct_df.answer:\n",
    "#            score.append(1)\n",
    "#         else if curr != correct_df_answer:\n",
    "#            score.append(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "os.chdir(\"/Users/zoeloh/Desktop/WMD/MU_results\")\n",
    "extension = 'csv'\n",
    "all_filenames = [i for i in glob.glob('*.{}'.format(extension))]\n",
    "total_df = pd.concat([pd.read_csv(f) for f in all_filenames ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>experiment_file</th>\n",
       "      <th>experiment_path</th>\n",
       "      <th>image</th>\n",
       "      <th>key</th>\n",
       "      <th>key_time</th>\n",
       "      <th>logfile</th>\n",
       "      <th>phase</th>\n",
       "      <th>playtime</th>\n",
       "      <th>setSize</th>\n",
       "      <th>subject_nr</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>waittime</th>\n",
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       "      <td>ready1.png</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>375965</td>\n",
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       "      <td>Tr1_study2.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
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       "      <td>1000</td>\n",
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       "      <td>36</td>\n",
       "      <td>377291</td>\n",
       "      <td>378291.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr1_study3.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>378619</td>\n",
       "      <td>379619.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr1_update1.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>379943</td>\n",
       "      <td>381243.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr1_update2.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>381576</td>\n",
       "      <td>382876.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr1_update3.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>383201</td>\n",
       "      <td>384501.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr1_test1.png</td>\n",
       "      <td>9</td>\n",
       "      <td>391200.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>384830</td>\n",
       "      <td>391201.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr1_test2.png</td>\n",
       "      <td>5</td>\n",
       "      <td>394160.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>392278</td>\n",
       "      <td>394161.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr1_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>397208.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>395245</td>\n",
       "      <td>397209.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>wait.png</td>\n",
       "      <td>0</td>\n",
       "      <td>397208.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>wait</td>\n",
       "      <td>5000</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>398394</td>\n",
       "      <td>397209.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>fixation.png</td>\n",
       "      <td>0</td>\n",
       "      <td>397208.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>fix</td>\n",
       "      <td>1500</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>403459</td>\n",
       "      <td>397209.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr2_study1.png</td>\n",
       "      <td>0</td>\n",
       "      <td>397208.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>405067</td>\n",
       "      <td>406067.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr2_study2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>397208.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>406396</td>\n",
       "      <td>407398.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr2_study3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>397208.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>407766</td>\n",
       "      <td>408767.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr2_update1.png</td>\n",
       "      <td>0</td>\n",
       "      <td>397208.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>409114</td>\n",
       "      <td>410415.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr2_update2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>397208.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>410752</td>\n",
       "      <td>412054.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr2_update3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>397208.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>412392</td>\n",
       "      <td>413693.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr2_test1.png</td>\n",
       "      <td>4</td>\n",
       "      <td>420344.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>414067</td>\n",
       "      <td>420345.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr2_test2.png</td>\n",
       "      <td>6</td>\n",
       "      <td>430448.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>421435</td>\n",
       "      <td>430449.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr2_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>436072.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>431539</td>\n",
       "      <td>436073.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>ready2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>436072.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>pre</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>455371</td>\n",
       "      <td>436073.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>fixation.png</td>\n",
       "      <td>0</td>\n",
       "      <td>436072.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>fix</td>\n",
       "      <td>1500</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>462755</td>\n",
       "      <td>436073.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr3_study1.png</td>\n",
       "      <td>0</td>\n",
       "      <td>436072.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>464437</td>\n",
       "      <td>465438.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr3_study2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>436072.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>465785</td>\n",
       "      <td>466786.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr3_study3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>436072.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>467119</td>\n",
       "      <td>468119.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr3_update1.png</td>\n",
       "      <td>0</td>\n",
       "      <td>436072.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>468452</td>\n",
       "      <td>469754.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr3_update2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>436072.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>470170</td>\n",
       "      <td>471472.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr3_update3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>436072.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>471807</td>\n",
       "      <td>473107.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>wait.png</td>\n",
       "      <td>2</td>\n",
       "      <td>621690.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>wait</td>\n",
       "      <td>5000</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>622770</td>\n",
       "      <td>621691.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>fixation.png</td>\n",
       "      <td>2</td>\n",
       "      <td>621690.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>fix</td>\n",
       "      <td>1500</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>627845</td>\n",
       "      <td>621691.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr16_study1.png</td>\n",
       "      <td>2</td>\n",
       "      <td>621690.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>629447</td>\n",
       "      <td>630448.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr16_study2.png</td>\n",
       "      <td>2</td>\n",
       "      <td>621690.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>630776</td>\n",
       "      <td>631777.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr16_study3.png</td>\n",
       "      <td>2</td>\n",
       "      <td>621690.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>632105</td>\n",
       "      <td>633106.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr16_study4.png</td>\n",
       "      <td>2</td>\n",
       "      <td>621690.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>633430</td>\n",
       "      <td>634431.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr16_update1.png</td>\n",
       "      <td>2</td>\n",
       "      <td>621690.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>634749</td>\n",
       "      <td>636050.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr16_update2.png</td>\n",
       "      <td>2</td>\n",
       "      <td>621690.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>636367</td>\n",
       "      <td>637668.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr16_test1.png</td>\n",
       "      <td>8</td>\n",
       "      <td>642714.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>637987</td>\n",
       "      <td>642715.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr16_test2.png</td>\n",
       "      <td>7</td>\n",
       "      <td>648810.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>643794</td>\n",
       "      <td>648811.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr16_test3.png</td>\n",
       "      <td>6</td>\n",
       "      <td>652586.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>649882</td>\n",
       "      <td>652587.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr16_test4.png</td>\n",
       "      <td>6</td>\n",
       "      <td>653882.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>653650</td>\n",
       "      <td>653883.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>wait.png</td>\n",
       "      <td>6</td>\n",
       "      <td>653882.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>wait</td>\n",
       "      <td>5000</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>654956</td>\n",
       "      <td>653883.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>fixation.png</td>\n",
       "      <td>6</td>\n",
       "      <td>653882.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>fix</td>\n",
       "      <td>1500</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>660034</td>\n",
       "      <td>653883.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_study1.png</td>\n",
       "      <td>6</td>\n",
       "      <td>653882.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>661621</td>\n",
       "      <td>662622.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_study2.png</td>\n",
       "      <td>6</td>\n",
       "      <td>653882.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>662943</td>\n",
       "      <td>663944.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_study3.png</td>\n",
       "      <td>6</td>\n",
       "      <td>653882.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>664265</td>\n",
       "      <td>665265.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_study4.png</td>\n",
       "      <td>6</td>\n",
       "      <td>653882.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>665586</td>\n",
       "      <td>666587.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_study5.png</td>\n",
       "      <td>6</td>\n",
       "      <td>653882.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>study</td>\n",
       "      <td>1000</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>666906</td>\n",
       "      <td>667907.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_update1.png</td>\n",
       "      <td>6</td>\n",
       "      <td>653882.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>668226</td>\n",
       "      <td>669527.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_update2.png</td>\n",
       "      <td>6</td>\n",
       "      <td>653882.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>669846</td>\n",
       "      <td>671147.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_update3.png</td>\n",
       "      <td>6</td>\n",
       "      <td>653882.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>671466</td>\n",
       "      <td>672767.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_update4.png</td>\n",
       "      <td>6</td>\n",
       "      <td>653882.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>673103</td>\n",
       "      <td>674404.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_update5.png</td>\n",
       "      <td>6</td>\n",
       "      <td>653882.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>674728</td>\n",
       "      <td>676030.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_update6.png</td>\n",
       "      <td>6</td>\n",
       "      <td>653882.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>update</td>\n",
       "      <td>1300</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>676346</td>\n",
       "      <td>677647.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_test1.png</td>\n",
       "      <td>4</td>\n",
       "      <td>683066.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>677971</td>\n",
       "      <td>683067.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_test2.png</td>\n",
       "      <td>4</td>\n",
       "      <td>688282.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>684145</td>\n",
       "      <td>688283.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_test3.png</td>\n",
       "      <td>4</td>\n",
       "      <td>692682.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>689364</td>\n",
       "      <td>692683.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_test4.png</td>\n",
       "      <td>2</td>\n",
       "      <td>695194.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>693771</td>\n",
       "      <td>695195.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU</td>\n",
       "      <td>Tr17_test5.png</td>\n",
       "      <td>8</td>\n",
       "      <td>698266.0</td>\n",
       "      <td>C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>696273</td>\n",
       "      <td>698267.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23200 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    experiment_file                             experiment_path  \\\n",
       "0          MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "1          MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "2          MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "3          MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "4          MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "5          MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "6          MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "7          MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "8          MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "9          MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "10         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "11         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "12         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "13         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "14         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "15         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "16         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "17         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "18         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "19         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "20         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "21         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "22         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "23         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "24         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "25         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "26         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "27         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "28         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "29         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU   \n",
       "..              ...                                         ...   \n",
       "202        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "203        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "204        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "205        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "206        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "207        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "208        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "209        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "210        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "211        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "212        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "213        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "214        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "215        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "216        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "217        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "218        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "219        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "220        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "221        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "222        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "223        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "224        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "225        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "226        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "227        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "228        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "229        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "230        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "231        MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU   \n",
       "\n",
       "                image  key  key_time  \\\n",
       "0          ready1.png  NaN       NaN   \n",
       "1        fixation.png  NaN       NaN   \n",
       "2      Tr1_study1.png  NaN       NaN   \n",
       "3      Tr1_study2.png  NaN       NaN   \n",
       "4      Tr1_study3.png  NaN       NaN   \n",
       "5     Tr1_update1.png  NaN       NaN   \n",
       "6     Tr1_update2.png  NaN       NaN   \n",
       "7     Tr1_update3.png  NaN       NaN   \n",
       "8       Tr1_test1.png    9  391200.0   \n",
       "9       Tr1_test2.png    5  394160.0   \n",
       "10      Tr1_test3.png    0  397208.0   \n",
       "11           wait.png    0  397208.0   \n",
       "12       fixation.png    0  397208.0   \n",
       "13     Tr2_study1.png    0  397208.0   \n",
       "14     Tr2_study2.png    0  397208.0   \n",
       "15     Tr2_study3.png    0  397208.0   \n",
       "16    Tr2_update1.png    0  397208.0   \n",
       "17    Tr2_update2.png    0  397208.0   \n",
       "18    Tr2_update3.png    0  397208.0   \n",
       "19      Tr2_test1.png    4  420344.0   \n",
       "20      Tr2_test2.png    6  430448.0   \n",
       "21      Tr2_test3.png    0  436072.0   \n",
       "22         ready2.png    0  436072.0   \n",
       "23       fixation.png    0  436072.0   \n",
       "24     Tr3_study1.png    0  436072.0   \n",
       "25     Tr3_study2.png    0  436072.0   \n",
       "26     Tr3_study3.png    0  436072.0   \n",
       "27    Tr3_update1.png    0  436072.0   \n",
       "28    Tr3_update2.png    0  436072.0   \n",
       "29    Tr3_update3.png    0  436072.0   \n",
       "..                ...  ...       ...   \n",
       "202          wait.png    2  621690.0   \n",
       "203      fixation.png    2  621690.0   \n",
       "204   Tr16_study1.png    2  621690.0   \n",
       "205   Tr16_study2.png    2  621690.0   \n",
       "206   Tr16_study3.png    2  621690.0   \n",
       "207   Tr16_study4.png    2  621690.0   \n",
       "208  Tr16_update1.png    2  621690.0   \n",
       "209  Tr16_update2.png    2  621690.0   \n",
       "210    Tr16_test1.png    8  642714.0   \n",
       "211    Tr16_test2.png    7  648810.0   \n",
       "212    Tr16_test3.png    6  652586.0   \n",
       "213    Tr16_test4.png    6  653882.0   \n",
       "214          wait.png    6  653882.0   \n",
       "215      fixation.png    6  653882.0   \n",
       "216   Tr17_study1.png    6  653882.0   \n",
       "217   Tr17_study2.png    6  653882.0   \n",
       "218   Tr17_study3.png    6  653882.0   \n",
       "219   Tr17_study4.png    6  653882.0   \n",
       "220   Tr17_study5.png    6  653882.0   \n",
       "221  Tr17_update1.png    6  653882.0   \n",
       "222  Tr17_update2.png    6  653882.0   \n",
       "223  Tr17_update3.png    6  653882.0   \n",
       "224  Tr17_update4.png    6  653882.0   \n",
       "225  Tr17_update5.png    6  653882.0   \n",
       "226  Tr17_update6.png    6  653882.0   \n",
       "227    Tr17_test1.png    4  683066.0   \n",
       "228    Tr17_test2.png    4  688282.0   \n",
       "229    Tr17_test3.png    4  692682.0   \n",
       "230    Tr17_test4.png    2  695194.0   \n",
       "231    Tr17_test5.png    8  698266.0   \n",
       "\n",
       "                                               logfile   phase  playtime  \\\n",
       "0    C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...     pre         0   \n",
       "1    C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...     fix      1500   \n",
       "2    C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...   study      1000   \n",
       "3    C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...   study      1000   \n",
       "4    C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...   study      1000   \n",
       "5    C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...  update      1300   \n",
       "6    C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...  update      1300   \n",
       "7    C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...  update      1300   \n",
       "8    C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...    test         0   \n",
       "9    C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...    test         0   \n",
       "10   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...    test         0   \n",
       "11   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...    wait      5000   \n",
       "12   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...     fix      1500   \n",
       "13   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...   study      1000   \n",
       "14   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...   study      1000   \n",
       "15   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...   study      1000   \n",
       "16   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...  update      1300   \n",
       "17   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...  update      1300   \n",
       "18   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...  update      1300   \n",
       "19   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...    test         0   \n",
       "20   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...    test         0   \n",
       "21   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...    test         0   \n",
       "22   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...     pre         0   \n",
       "23   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...     fix      1500   \n",
       "24   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...   study      1000   \n",
       "25   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...   study      1000   \n",
       "26   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...   study      1000   \n",
       "27   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...  update      1300   \n",
       "28   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...  update      1300   \n",
       "29   C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...  update      1300   \n",
       "..                                                 ...     ...       ...   \n",
       "202  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...    wait      5000   \n",
       "203  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...     fix      1500   \n",
       "204  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...   study      1000   \n",
       "205  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...   study      1000   \n",
       "206  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...   study      1000   \n",
       "207  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...   study      1000   \n",
       "208  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...  update      1300   \n",
       "209  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...  update      1300   \n",
       "210  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...    test         0   \n",
       "211  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...    test         0   \n",
       "212  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...    test         0   \n",
       "213  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...    test         0   \n",
       "214  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...    wait      5000   \n",
       "215  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...     fix      1500   \n",
       "216  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...   study      1000   \n",
       "217  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...   study      1000   \n",
       "218  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...   study      1000   \n",
       "219  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...   study      1000   \n",
       "220  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...   study      1000   \n",
       "221  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...  update      1300   \n",
       "222  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...  update      1300   \n",
       "223  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...  update      1300   \n",
       "224  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...  update      1300   \n",
       "225  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...  update      1300   \n",
       "226  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...  update      1300   \n",
       "227  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...    test         0   \n",
       "228  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...    test         0   \n",
       "229  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...    test         0   \n",
       "230  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...    test         0   \n",
       "231  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...    test         0   \n",
       "\n",
       "     setSize  subject_nr  timestamp  waittime  \n",
       "0          3          36     371566       NaN  \n",
       "1          3          36     374380       NaN  \n",
       "2          3          36     375965  376965.0  \n",
       "3          3          36     377291  378291.0  \n",
       "4          3          36     378619  379619.0  \n",
       "5          3          36     379943  381243.0  \n",
       "6          3          36     381576  382876.0  \n",
       "7          3          36     383201  384501.0  \n",
       "8          3          36     384830  391201.0  \n",
       "9          3          36     392278  394161.0  \n",
       "10         3          36     395245  397209.0  \n",
       "11         3          36     398394  397209.0  \n",
       "12         3          36     403459  397209.0  \n",
       "13         3          36     405067  406067.0  \n",
       "14         3          36     406396  407398.0  \n",
       "15         3          36     407766  408767.0  \n",
       "16         3          36     409114  410415.0  \n",
       "17         3          36     410752  412054.0  \n",
       "18         3          36     412392  413693.0  \n",
       "19         3          36     414067  420345.0  \n",
       "20         3          36     421435  430449.0  \n",
       "21         3          36     431539  436073.0  \n",
       "22         3          36     455371  436073.0  \n",
       "23         3          36     462755  436073.0  \n",
       "24         3          36     464437  465438.0  \n",
       "25         3          36     465785  466786.0  \n",
       "26         3          36     467119  468119.0  \n",
       "27         3          36     468452  469754.0  \n",
       "28         3          36     470170  471472.0  \n",
       "29         3          36     471807  473107.0  \n",
       "..       ...         ...        ...       ...  \n",
       "202        4          13     622770  621691.0  \n",
       "203        4          13     627845  621691.0  \n",
       "204        4          13     629447  630448.0  \n",
       "205        4          13     630776  631777.0  \n",
       "206        4          13     632105  633106.0  \n",
       "207        4          13     633430  634431.0  \n",
       "208        4          13     634749  636050.0  \n",
       "209        4          13     636367  637668.0  \n",
       "210        4          13     637987  642715.0  \n",
       "211        4          13     643794  648811.0  \n",
       "212        4          13     649882  652587.0  \n",
       "213        4          13     653650  653883.0  \n",
       "214        5          13     654956  653883.0  \n",
       "215        5          13     660034  653883.0  \n",
       "216        5          13     661621  662622.0  \n",
       "217        5          13     662943  663944.0  \n",
       "218        5          13     664265  665265.0  \n",
       "219        5          13     665586  666587.0  \n",
       "220        5          13     666906  667907.0  \n",
       "221        5          13     668226  669527.0  \n",
       "222        5          13     669846  671147.0  \n",
       "223        5          13     671466  672767.0  \n",
       "224        5          13     673103  674404.0  \n",
       "225        5          13     674728  676030.0  \n",
       "226        5          13     676346  677647.0  \n",
       "227        5          13     677971  683067.0  \n",
       "228        5          13     684145  688283.0  \n",
       "229        5          13     689364  692683.0  \n",
       "230        5          13     693771  695195.0  \n",
       "231        5          13     696273  698267.0  \n",
       "\n",
       "[23200 rows x 12 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,  13,\n",
       "        14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,  26,\n",
       "        27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,\n",
       "        40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,\n",
       "        53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,  65,\n",
       "        66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,  78,\n",
       "        79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,  91,\n",
       "        92,  93,  94,  95,  96,  97,  98,  99, 100])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sort(total_df.subject_nr.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_df.subject_nr.nunique()"
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  {
   "cell_type": "code",
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   "metadata": {},
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      "text/plain": [
       "               Img  Answer\n",
       "0    Tr1_test1.png       9\n",
       "1    Tr1_test2.png       8\n",
       "2    Tr1_test3.png       2\n",
       "3    Tr2_test1.png       4\n",
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       "7    Tr3_test2.png       7\n",
       "8    Tr3_test3.png       7\n",
       "9    Tr4_test1.png       3\n",
       "10   Tr4_test2.png       9\n",
       "11   Tr4_test3.png       1\n",
       "12   Tr4_test4.png       7\n",
       "13   Tr5_test1.png       4\n",
       "14   Tr5_test2.png       5\n",
       "15   Tr5_test3.png       3\n",
       "16   Tr6_test1.png       6\n",
       "17   Tr6_test2.png       1\n",
       "18   Tr6_test3.png       6\n",
       "19   Tr6_test4.png       8\n",
       "20   Tr7_test1.png       1\n",
       "21   Tr7_test2.png       8\n",
       "22   Tr7_test3.png       1\n",
       "23   Tr7_test4.png       8\n",
       "24   Tr7_test5.png       1\n",
       "25   Tr8_test1.png       2\n",
       "26   Tr8_test2.png       4\n",
       "27   Tr8_test3.png       9\n",
       "28   Tr8_test4.png       2\n",
       "29   Tr9_test1.png       4\n",
       "..             ...     ...\n",
       "36  Tr10_test3.png       5\n",
       "37  Tr11_test1.png       1\n",
       "38  Tr11_test2.png       2\n",
       "39  Tr11_test3.png       5\n",
       "40  Tr11_test4.png       6\n",
       "41  Tr11_test5.png       7\n",
       "42  Tr12_test1.png       4\n",
       "43  Tr12_test2.png       9\n",
       "44  Tr12_test3.png       4\n",
       "45  Tr13_test1.png       3\n",
       "46  Tr13_test2.png       1\n",
       "47  Tr13_test3.png       5\n",
       "48  Tr14_test1.png       8\n",
       "49  Tr14_test2.png       7\n",
       "50  Tr14_test3.png       3\n",
       "51  Tr14_test4.png       5\n",
       "52  Tr14_test5.png       8\n",
       "53  Tr15_test1.png       9\n",
       "54  Tr15_test2.png       7\n",
       "55  Tr15_test3.png       8\n",
       "56  Tr15_test4.png       9\n",
       "57  Tr16_test1.png       8\n",
       "58  Tr16_test2.png       7\n",
       "59  Tr16_test3.png       8\n",
       "60  Tr16_test4.png       6\n",
       "61  Tr17_test1.png       2\n",
       "62  Tr17_test2.png       1\n",
       "63  Tr17_test3.png       8\n",
       "64  Tr17_test4.png       8\n",
       "65  Tr17_test5.png       9\n",
       "\n",
       "[66 rows x 2 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_df = pd.read_csv(filepath_or_buffer = \"/Users/zoeloh/Desktop/WMD/MU_Answer_Key.csv\")\n",
    "answer_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(answer_df.Answer.iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr7_test1.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr7_test2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr7_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr7_test4.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr7_test5.png</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr8_test1.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr8_test2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr8_test3.png</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr8_test4.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr9_test1.png</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr10_test3.png</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr11_test1.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
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       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr11_test2.png</td>\n",
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       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr11_test3.png</td>\n",
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       "      <td>Tr11_test4.png</td>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr11_test5.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr12_test1.png</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr12_test2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr12_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr13_test1.png</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr13_test2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr13_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr14_test1.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr14_test2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr14_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr14_test4.png</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr14_test5.png</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr15_test1.png</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr15_test2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr15_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr15_test4.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr16_test1.png</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr16_test2.png</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr16_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr16_test4.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr17_test1.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr17_test2.png</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr17_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr17_test4.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr17_test5.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6600 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   subject       trial_img score set_size\n",
       "0        1   Tr1_test1.png     0        3\n",
       "0        1   Tr1_test2.png     0        3\n",
       "0        1   Tr1_test3.png     0        3\n",
       "0        1   Tr2_test1.png     1        3\n",
       "0        1   Tr2_test2.png     0        3\n",
       "0        1   Tr2_test3.png     1        3\n",
       "0        1   Tr3_test1.png     1        3\n",
       "0        1   Tr3_test2.png     1        3\n",
       "0        1   Tr3_test3.png     0        3\n",
       "0        1   Tr4_test1.png     0        4\n",
       "0        1   Tr4_test2.png     0        4\n",
       "0        1   Tr4_test3.png     0        4\n",
       "0        1   Tr4_test4.png     0        4\n",
       "0        1   Tr5_test1.png     1        3\n",
       "0        1   Tr5_test2.png     0        3\n",
       "0        1   Tr5_test3.png     0        3\n",
       "0        1   Tr6_test1.png     1        4\n",
       "0        1   Tr6_test2.png     1        4\n",
       "0        1   Tr6_test3.png     1        4\n",
       "0        1   Tr6_test4.png     1        4\n",
       "0        1   Tr7_test1.png     0        5\n",
       "0        1   Tr7_test2.png     0        5\n",
       "0        1   Tr7_test3.png     0        5\n",
       "0        1   Tr7_test4.png     0        5\n",
       "0        1   Tr7_test5.png     1        5\n",
       "0        1   Tr8_test1.png     0        4\n",
       "0        1   Tr8_test2.png     0        4\n",
       "0        1   Tr8_test3.png     1        4\n",
       "0        1   Tr8_test4.png     0        4\n",
       "0        1   Tr9_test1.png     1        5\n",
       "..     ...             ...   ...      ...\n",
       "0      100  Tr10_test3.png     1        3\n",
       "0      100  Tr11_test1.png     0        5\n",
       "0      100  Tr11_test2.png     0        5\n",
       "0      100  Tr11_test3.png     1        5\n",
       "0      100  Tr11_test4.png     1        5\n",
       "0      100  Tr11_test5.png     0        5\n",
       "0      100  Tr12_test1.png     1        3\n",
       "0      100  Tr12_test2.png     0        3\n",
       "0      100  Tr12_test3.png     0        3\n",
       "0      100  Tr13_test1.png     1        3\n",
       "0      100  Tr13_test2.png     0        3\n",
       "0      100  Tr13_test3.png     0        3\n",
       "0      100  Tr14_test1.png     0        5\n",
       "0      100  Tr14_test2.png     0        5\n",
       "0      100  Tr14_test3.png     0        5\n",
       "0      100  Tr14_test4.png     1        5\n",
       "0      100  Tr14_test5.png     1        5\n",
       "0      100  Tr15_test1.png     1        4\n",
       "0      100  Tr15_test2.png     0        4\n",
       "0      100  Tr15_test3.png     0        4\n",
       "0      100  Tr15_test4.png     0        4\n",
       "0      100  Tr16_test1.png     1        4\n",
       "0      100  Tr16_test2.png     1        4\n",
       "0      100  Tr16_test3.png     0        4\n",
       "0      100  Tr16_test4.png     0        4\n",
       "0      100  Tr17_test1.png     0        5\n",
       "0      100  Tr17_test2.png     1        5\n",
       "0      100  Tr17_test3.png     0        5\n",
       "0      100  Tr17_test4.png     0        5\n",
       "0      100  Tr17_test5.png     0        5\n",
       "\n",
       "[6600 rows x 4 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#making empty dataframe\n",
    "scored_df= pd.DataFrame(columns = [\"subject\", \"trial_img\", \"score\", \"set_size\"])\n",
    "\n",
    "#picking out only the test trials and eliminating \"space\" keys\n",
    "test_df = total_df.loc[total_df[\"phase\"] == \"test\"]\n",
    "test_df = test_df.replace(\"space\", 0)\n",
    "#looping through each subject's trials\n",
    "for subject in range (1,101):\n",
    "    curr_df = test_df.loc[test_df[\"subject_nr\"] == subject]\n",
    "    #looping through each test image\n",
    "    for idx, row in curr_df.iterrows():\n",
    "        curr_img = row.image\n",
    "        correct_df = answer_df.loc[answer_df[\"Img\"] == curr_img]\n",
    "        #converting float to integer\n",
    "        sub_key = int(row.key)\n",
    "        if sub_key == correct_df.Answer.values[0]:\n",
    "            score = 1\n",
    "        else:\n",
    "            score = 0\n",
    "        setSize = row.setSize\n",
    "        scored_df = scored_df.append(pd.DataFrame({'subject':[subject], 'trial_img': [curr_img], \"score\": [score], \"set_size\": [setSize]}))\n",
    "scored_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>subject</th>\n",
       "      <th>trial_img</th>\n",
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       "      <td>Tr6_test4.png</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr7_test1.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr7_test2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr7_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr7_test4.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr7_test5.png</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr8_test1.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr8_test2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr8_test3.png</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr8_test4.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Tr9_test1.png</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr10_test3.png</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr11_test1.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr11_test2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr11_test3.png</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr11_test4.png</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr11_test5.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr12_test1.png</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr12_test2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr12_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr13_test1.png</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr13_test2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr13_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr14_test1.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr14_test2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr14_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr14_test4.png</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr14_test5.png</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr15_test1.png</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr15_test2.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr15_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr15_test4.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr16_test1.png</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr16_test2.png</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr16_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr16_test4.png</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr17_test1.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr17_test2.png</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr17_test3.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr17_test4.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>Tr17_test5.png</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6600 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   subject       trial_img score set_size\n",
       "0        1   Tr1_test1.png     0        3\n",
       "0        1   Tr1_test2.png     0        3\n",
       "0        1   Tr1_test3.png     0        3\n",
       "0        1   Tr2_test1.png     1        3\n",
       "0        1   Tr2_test2.png     0        3\n",
       "0        1   Tr2_test3.png     1        3\n",
       "0        1   Tr3_test1.png     1        3\n",
       "0        1   Tr3_test2.png     1        3\n",
       "0        1   Tr3_test3.png     0        3\n",
       "0        1   Tr4_test1.png     0        4\n",
       "0        1   Tr4_test2.png     0        4\n",
       "0        1   Tr4_test3.png     0        4\n",
       "0        1   Tr4_test4.png     0        4\n",
       "0        1   Tr5_test1.png     1        3\n",
       "0        1   Tr5_test2.png     0        3\n",
       "0        1   Tr5_test3.png     0        3\n",
       "0        1   Tr6_test1.png     1        4\n",
       "0        1   Tr6_test2.png     1        4\n",
       "0        1   Tr6_test3.png     1        4\n",
       "0        1   Tr6_test4.png     1        4\n",
       "0        1   Tr7_test1.png     0        5\n",
       "0        1   Tr7_test2.png     0        5\n",
       "0        1   Tr7_test3.png     0        5\n",
       "0        1   Tr7_test4.png     0        5\n",
       "0        1   Tr7_test5.png     1        5\n",
       "0        1   Tr8_test1.png     0        4\n",
       "0        1   Tr8_test2.png     0        4\n",
       "0        1   Tr8_test3.png     1        4\n",
       "0        1   Tr8_test4.png     0        4\n",
       "0        1   Tr9_test1.png     1        5\n",
       "..     ...             ...   ...      ...\n",
       "0      100  Tr10_test3.png     1        3\n",
       "0      100  Tr11_test1.png     0        5\n",
       "0      100  Tr11_test2.png     0        5\n",
       "0      100  Tr11_test3.png     1        5\n",
       "0      100  Tr11_test4.png     1        5\n",
       "0      100  Tr11_test5.png     0        5\n",
       "0      100  Tr12_test1.png     1        3\n",
       "0      100  Tr12_test2.png     0        3\n",
       "0      100  Tr12_test3.png     0        3\n",
       "0      100  Tr13_test1.png     1        3\n",
       "0      100  Tr13_test2.png     0        3\n",
       "0      100  Tr13_test3.png     0        3\n",
       "0      100  Tr14_test1.png     0        5\n",
       "0      100  Tr14_test2.png     0        5\n",
       "0      100  Tr14_test3.png     0        5\n",
       "0      100  Tr14_test4.png     1        5\n",
       "0      100  Tr14_test5.png     1        5\n",
       "0      100  Tr15_test1.png     1        4\n",
       "0      100  Tr15_test2.png     0        4\n",
       "0      100  Tr15_test3.png     0        4\n",
       "0      100  Tr15_test4.png     0        4\n",
       "0      100  Tr16_test1.png     1        4\n",
       "0      100  Tr16_test2.png     1        4\n",
       "0      100  Tr16_test3.png     0        4\n",
       "0      100  Tr16_test4.png     0        4\n",
       "0      100  Tr17_test1.png     0        5\n",
       "0      100  Tr17_test2.png     1        5\n",
       "0      100  Tr17_test3.png     0        5\n",
       "0      100  Tr17_test4.png     0        5\n",
       "0      100  Tr17_test5.png     0        5\n",
       "\n",
       "[6600 rows x 4 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scored_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Tr17_test5.png'"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "row.trial_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "6600it [00:01, 4872.97it/s]\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "trial = []\n",
    "for idx, row in tqdm(scored_df.iterrows()):\n",
    "    trial.append(row.trial_img[:-10])\n",
    "    \n",
    "scored_df [ \"trial\"] = trial"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "scored_df[\"score\"] = scored_df[\"score\"].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
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       "    .dataframe thead th {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>subject</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
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       "      <td>4</td>\n",
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       "    </tr>\n",
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       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>0.370588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>0.871569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>0.511765</td>\n",
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       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>0.711765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>0.624510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>0.287255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>0.298039</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>0.345098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>0.468627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>0.565686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>0.531373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>0.682353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>0.524510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>0.738235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>0.436275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>0.650000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>0.103922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>0.412745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>0.305882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>0.421569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>0.514706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>0.461765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>0.724510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>70</td>\n",
       "      <td>0.824510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>71</td>\n",
       "      <td>0.302941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>72</td>\n",
       "      <td>0.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>73</td>\n",
       "      <td>0.435294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>74</td>\n",
       "      <td>0.315686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>75</td>\n",
       "      <td>0.531373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>76</td>\n",
       "      <td>0.284314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>77</td>\n",
       "      <td>0.502941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>78</td>\n",
       "      <td>0.372549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>79</td>\n",
       "      <td>0.579412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>80</td>\n",
       "      <td>0.442157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>81</td>\n",
       "      <td>0.301961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>82</td>\n",
       "      <td>0.731373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>83</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>84</td>\n",
       "      <td>0.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>85</td>\n",
       "      <td>0.286275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>87</td>\n",
       "      <td>0.297059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>88</td>\n",
       "      <td>0.853922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>89</td>\n",
       "      <td>0.431373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>90</td>\n",
       "      <td>0.439216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>91</td>\n",
       "      <td>0.523529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>92</td>\n",
       "      <td>0.410784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>93</td>\n",
       "      <td>0.637255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>94</td>\n",
       "      <td>0.564706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>95</td>\n",
       "      <td>0.450980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>96</td>\n",
       "      <td>0.590196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>97</td>\n",
       "      <td>0.562745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>98</td>\n",
       "      <td>0.678431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>99</td>\n",
       "      <td>0.694118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>100</td>\n",
       "      <td>0.448039</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    subject     score\n",
       "0         1  0.489216\n",
       "1         2  0.669608\n",
       "2         3  0.700000\n",
       "3         4  0.584314\n",
       "4         5  0.659804\n",
       "5         6  0.576471\n",
       "6         7  0.264706\n",
       "7         8  0.370588\n",
       "8         9  0.871569\n",
       "9        10  0.511765\n",
       "10       11  0.711765\n",
       "11       12  0.624510\n",
       "12       13  0.287255\n",
       "13       14  0.298039\n",
       "14       15  0.345098\n",
       "15       16  0.468627\n",
       "16       17  0.565686\n",
       "17       18  0.531373\n",
       "18       19  0.682353\n",
       "19       20  0.524510\n",
       "20       21  0.738235\n",
       "21       22  0.436275\n",
       "22       23  0.650000\n",
       "23       24  0.103922\n",
       "24       25  0.412745\n",
       "25       26  0.305882\n",
       "26       27  0.421569\n",
       "27       28  0.514706\n",
       "28       29  0.461765\n",
       "29       30  0.724510\n",
       "..      ...       ...\n",
       "69       70  0.824510\n",
       "70       71  0.302941\n",
       "71       72  0.900000\n",
       "72       73  0.435294\n",
       "73       74  0.315686\n",
       "74       75  0.531373\n",
       "75       76  0.284314\n",
       "76       77  0.502941\n",
       "77       78  0.372549\n",
       "78       79  0.579412\n",
       "79       80  0.442157\n",
       "80       81  0.301961\n",
       "81       82  0.731373\n",
       "82       83  0.333333\n",
       "83       84  0.850000\n",
       "84       85  0.286275\n",
       "85       87  0.297059\n",
       "86       88  0.853922\n",
       "87       89  0.431373\n",
       "88       90  0.439216\n",
       "89       91  0.523529\n",
       "90       92  0.410784\n",
       "91       93  0.637255\n",
       "92       94  0.564706\n",
       "93       95  0.450980\n",
       "94       96  0.590196\n",
       "95       97  0.562745\n",
       "96       98  0.678431\n",
       "97       99  0.694118\n",
       "98      100  0.448039\n",
       "\n",
       "[99 rows x 2 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calc_df = scored_df.groupby([\"subject\", \"trial\"]).mean()\n",
    "mu_score_df = calc_df.groupby([\"subject\"]).mean().reset_index()\n",
    "mu_score_drop_df= mu_score_df.drop(mu_score_df[mu_score_df[\"subject\"] == 86].index).reset_index(drop = True)\n",
    "mu_score_drop_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "mu_score_drop_df.to_csv(\"MU_Scores.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>19</th>\n",
       "      <td>20</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
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       "      <th>21</th>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "      <th>81</th>\n",
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       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>84</td>\n",
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       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>85</td>\n",
       "      <td>0.286275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>87</td>\n",
       "      <td>0.297059</td>\n",
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       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>88</td>\n",
       "      <td>0.853922</td>\n",
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       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>89</td>\n",
       "      <td>0.431373</td>\n",
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       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>90</td>\n",
       "      <td>0.439216</td>\n",
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       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>91</td>\n",
       "      <td>0.523529</td>\n",
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       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>92</td>\n",
       "      <td>0.410784</td>\n",
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       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>93</td>\n",
       "      <td>0.637255</td>\n",
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       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>94</td>\n",
       "      <td>0.564706</td>\n",
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       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>95</td>\n",
       "      <td>0.450980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>96</td>\n",
       "      <td>0.590196</td>\n",
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       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>97</td>\n",
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       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>98</td>\n",
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       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>99</td>\n",
       "      <td>0.694118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>100</td>\n",
       "      <td>0.448039</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>98 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    subject     score\n",
       "0         1  0.489216\n",
       "1         2  0.669608\n",
       "2         3  0.700000\n",
       "3         4  0.584314\n",
       "4         5  0.659804\n",
       "5         6  0.576471\n",
       "6         7  0.264706\n",
       "7         8  0.370588\n",
       "8         9  0.871569\n",
       "9        10  0.511765\n",
       "10       11  0.711765\n",
       "11       12  0.624510\n",
       "12       13  0.287255\n",
       "13       14  0.298039\n",
       "14       15  0.345098\n",
       "15       16  0.468627\n",
       "16       17  0.565686\n",
       "17       18  0.531373\n",
       "18       19  0.682353\n",
       "19       20  0.524510\n",
       "20       21  0.738235\n",
       "21       22  0.436275\n",
       "22       23  0.650000\n",
       "23       24  0.103922\n",
       "24       25  0.412745\n",
       "25       26  0.305882\n",
       "26       27  0.421569\n",
       "27       28  0.514706\n",
       "28       29  0.461765\n",
       "29       30  0.724510\n",
       "..      ...       ...\n",
       "68       69  0.627451\n",
       "69       70  0.824510\n",
       "70       71  0.302941\n",
       "71       72  0.900000\n",
       "72       73  0.435294\n",
       "73       74  0.315686\n",
       "74       75  0.531373\n",
       "75       76  0.284314\n",
       "76       77  0.502941\n",
       "77       78  0.372549\n",
       "78       79  0.579412\n",
       "79       81  0.301961\n",
       "80       82  0.731373\n",
       "81       83  0.333333\n",
       "82       84  0.850000\n",
       "83       85  0.286275\n",
       "84       87  0.297059\n",
       "85       88  0.853922\n",
       "86       89  0.431373\n",
       "87       90  0.439216\n",
       "88       91  0.523529\n",
       "89       92  0.410784\n",
       "90       93  0.637255\n",
       "91       94  0.564706\n",
       "92       95  0.450980\n",
       "93       96  0.590196\n",
       "94       97  0.562745\n",
       "95       98  0.678431\n",
       "96       99  0.694118\n",
       "97      100  0.448039\n",
       "\n",
       "[98 rows x 2 columns]"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mu_sec_drop_df = mu_score_drop_df.drop(mu_score_drop_df[mu_score_drop_df[\"subject\"] == 80].index).reset_index(drop = True)\n",
    "mu_sec_drop_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import zscore"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  </tbody>\n",
       "</table>\n",
       "<p>99 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    SBJ_NO  RAPM  OSPAN\n",
       "0        1     9      2\n",
       "1        2     4      3\n",
       "2        3     8      4\n",
       "3        4     5      4\n",
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       "12      13     8      2\n",
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       "20      21     6      4\n",
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       "22      23     8      0\n",
       "23      24     4      2\n",
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       "29      30     6      3\n",
       "..     ...   ...    ...\n",
       "69      70     0      5\n",
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       "76      77     3      3\n",
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       "80      81     5      2\n",
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       "82      83     3      3\n",
       "83      84    11      4\n",
       "84      85     2      0\n",
       "85      87     7      3\n",
       "86      88     2      2\n",
       "87      89     6      4\n",
       "88      90     2      3\n",
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       "92      94     2      4\n",
       "93      95     6      4\n",
       "94      96     7      3\n",
       "95      97     6      5\n",
       "96      98     7      2\n",
       "97      99    10      0\n",
       "98     100     4      2\n",
       "\n",
       "[99 rows x 3 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ospan_df = pd.read_csv(\"/Users/zoeloh/Desktop/WMD/SM01_RAPM_OSPAN.csv\")\n",
    "ospan_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "mu_df = mu_score_drop_df[[\"score\"]]\n",
    "os_df = ospan_df[[\"OSPAN\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0.298039</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.345098</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.468627</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.565686</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.531373</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.682353</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.524510</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.738235</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.436275</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.650000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.103922</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.412745</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.305882</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.421569</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.514706</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.461765</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.724510</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.824510</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0.302941</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.435294</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.315686</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.531373</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.284314</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.502941</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0.372549</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.579412</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.442157</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.301961</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.731373</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0.333333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.850000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0.286275</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>0.297059</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>0.853922</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.431373</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>0.439216</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.523529</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>0.410784</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0.637255</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0.564706</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>0.450980</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>0.590196</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.562745</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.678431</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.694118</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0.448039</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       score  OSPAN\n",
       "0   0.489216      2\n",
       "1   0.669608      3\n",
       "2   0.700000      4\n",
       "3   0.584314      4\n",
       "4   0.659804      5\n",
       "5   0.576471      5\n",
       "6   0.264706      5\n",
       "7   0.370588      5\n",
       "8   0.871569      5\n",
       "9   0.511765      0\n",
       "10  0.711765      4\n",
       "11  0.624510      3\n",
       "12  0.287255      2\n",
       "13  0.298039      3\n",
       "14  0.345098      5\n",
       "15  0.468627      3\n",
       "16  0.565686      4\n",
       "17  0.531373      4\n",
       "18  0.682353      0\n",
       "19  0.524510      5\n",
       "20  0.738235      4\n",
       "21  0.436275      2\n",
       "22  0.650000      0\n",
       "23  0.103922      2\n",
       "24  0.412745      0\n",
       "25  0.305882      0\n",
       "26  0.421569      3\n",
       "27  0.514706      3\n",
       "28  0.461765      2\n",
       "29  0.724510      3\n",
       "..       ...    ...\n",
       "69  0.824510      5\n",
       "70  0.302941      0\n",
       "71  0.900000      4\n",
       "72  0.435294      4\n",
       "73  0.315686      0\n",
       "74  0.531373      2\n",
       "75  0.284314      0\n",
       "76  0.502941      3\n",
       "77  0.372549      5\n",
       "78  0.579412      4\n",
       "79  0.442157      2\n",
       "80  0.301961      2\n",
       "81  0.731373      2\n",
       "82  0.333333      3\n",
       "83  0.850000      4\n",
       "84  0.286275      0\n",
       "85  0.297059      3\n",
       "86  0.853922      2\n",
       "87  0.431373      4\n",
       "88  0.439216      3\n",
       "89  0.523529      0\n",
       "90  0.410784      3\n",
       "91  0.637255      4\n",
       "92  0.564706      4\n",
       "93  0.450980      4\n",
       "94  0.590196      3\n",
       "95  0.562745      5\n",
       "96  0.678431      2\n",
       "97  0.694118      0\n",
       "98  0.448039      2\n",
       "\n",
       "[99 rows x 2 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wm_df = pd.concat([mu_df, os_df], axis= 1)\n",
    "wm_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>score</th>\n",
       "      <th>OSPAN</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.078314</td>\n",
       "      <td>-0.452589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.963743</td>\n",
       "      <td>0.169721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.139307</td>\n",
       "      <td>0.792030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.471031</td>\n",
       "      <td>0.792030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.907110</td>\n",
       "      <td>1.414339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.425724</td>\n",
       "      <td>1.414339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-1.375223</td>\n",
       "      <td>1.414339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.763581</td>\n",
       "      <td>1.414339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2.130395</td>\n",
       "      <td>1.414339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.051943</td>\n",
       "      <td>-1.697207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1.207267</td>\n",
       "      <td>0.792030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.703229</td>\n",
       "      <td>0.169721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-1.244966</td>\n",
       "      <td>-0.452589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-1.182669</td>\n",
       "      <td>0.169721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-0.910828</td>\n",
       "      <td>1.414339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-0.197245</td>\n",
       "      <td>0.169721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.363427</td>\n",
       "      <td>0.792030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.165210</td>\n",
       "      <td>0.792030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1.037367</td>\n",
       "      <td>-1.697207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.125566</td>\n",
       "      <td>1.414339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1.360178</td>\n",
       "      <td>0.792030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-0.384136</td>\n",
       "      <td>-0.452589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.850476</td>\n",
       "      <td>-1.697207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-2.304014</td>\n",
       "      <td>-0.452589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-0.520056</td>\n",
       "      <td>-1.697207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-1.137362</td>\n",
       "      <td>-1.697207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-0.469086</td>\n",
       "      <td>0.169721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.068933</td>\n",
       "      <td>0.169721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-0.236888</td>\n",
       "      <td>-0.452589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1.280891</td>\n",
       "      <td>0.169721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1.858553</td>\n",
       "      <td>1.414339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>-1.154352</td>\n",
       "      <td>-1.697207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2.294632</td>\n",
       "      <td>0.792030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>-0.389799</td>\n",
       "      <td>0.792030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>-1.080729</td>\n",
       "      <td>-1.697207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.165210</td>\n",
       "      <td>-0.452589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>-1.261956</td>\n",
       "      <td>-1.697207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.000972</td>\n",
       "      <td>0.169721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>-0.752254</td>\n",
       "      <td>1.414339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.442714</td>\n",
       "      <td>0.792030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>-0.350156</td>\n",
       "      <td>-0.452589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>-1.160016</td>\n",
       "      <td>-0.452589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>1.320535</td>\n",
       "      <td>-0.452589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>-0.978788</td>\n",
       "      <td>0.169721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2.005801</td>\n",
       "      <td>0.792030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>-1.250629</td>\n",
       "      <td>-1.697207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>-1.188332</td>\n",
       "      <td>0.169721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2.028454</td>\n",
       "      <td>-0.452589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>-0.412453</td>\n",
       "      <td>0.792030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>-0.367146</td>\n",
       "      <td>0.169721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.119903</td>\n",
       "      <td>-1.697207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>-0.531383</td>\n",
       "      <td>0.169721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0.776852</td>\n",
       "      <td>0.792030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0.357764</td>\n",
       "      <td>0.792030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>-0.299185</td>\n",
       "      <td>0.792030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>0.505011</td>\n",
       "      <td>0.169721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.346437</td>\n",
       "      <td>1.414339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>1.014713</td>\n",
       "      <td>-0.452589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>1.105327</td>\n",
       "      <td>-1.697207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>-0.316175</td>\n",
       "      <td>-0.452589</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       score     OSPAN\n",
       "0  -0.078314 -0.452589\n",
       "1   0.963743  0.169721\n",
       "2   1.139307  0.792030\n",
       "3   0.471031  0.792030\n",
       "4   0.907110  1.414339\n",
       "5   0.425724  1.414339\n",
       "6  -1.375223  1.414339\n",
       "7  -0.763581  1.414339\n",
       "8   2.130395  1.414339\n",
       "9   0.051943 -1.697207\n",
       "10  1.207267  0.792030\n",
       "11  0.703229  0.169721\n",
       "12 -1.244966 -0.452589\n",
       "13 -1.182669  0.169721\n",
       "14 -0.910828  1.414339\n",
       "15 -0.197245  0.169721\n",
       "16  0.363427  0.792030\n",
       "17  0.165210  0.792030\n",
       "18  1.037367 -1.697207\n",
       "19  0.125566  1.414339\n",
       "20  1.360178  0.792030\n",
       "21 -0.384136 -0.452589\n",
       "22  0.850476 -1.697207\n",
       "23 -2.304014 -0.452589\n",
       "24 -0.520056 -1.697207\n",
       "25 -1.137362 -1.697207\n",
       "26 -0.469086  0.169721\n",
       "27  0.068933  0.169721\n",
       "28 -0.236888 -0.452589\n",
       "29  1.280891  0.169721\n",
       "..       ...       ...\n",
       "69  1.858553  1.414339\n",
       "70 -1.154352 -1.697207\n",
       "71  2.294632  0.792030\n",
       "72 -0.389799  0.792030\n",
       "73 -1.080729 -1.697207\n",
       "74  0.165210 -0.452589\n",
       "75 -1.261956 -1.697207\n",
       "76  0.000972  0.169721\n",
       "77 -0.752254  1.414339\n",
       "78  0.442714  0.792030\n",
       "79 -0.350156 -0.452589\n",
       "80 -1.160016 -0.452589\n",
       "81  1.320535 -0.452589\n",
       "82 -0.978788  0.169721\n",
       "83  2.005801  0.792030\n",
       "84 -1.250629 -1.697207\n",
       "85 -1.188332  0.169721\n",
       "86  2.028454 -0.452589\n",
       "87 -0.412453  0.792030\n",
       "88 -0.367146  0.169721\n",
       "89  0.119903 -1.697207\n",
       "90 -0.531383  0.169721\n",
       "91  0.776852  0.792030\n",
       "92  0.357764  0.792030\n",
       "93 -0.299185  0.792030\n",
       "94  0.505011  0.169721\n",
       "95  0.346437  1.414339\n",
       "96  1.014713 -0.452589\n",
       "97  1.105327 -1.697207\n",
       "98 -0.316175 -0.452589\n",
       "\n",
       "[99 rows x 2 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zwm_df = wm_df.apply(zscore)\n",
    "zwm_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.graphics.gofplots import qqplot_2samples\n",
    "import statsmodels.api as sm\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "x = sm.ProbPlot(zwm_df[\"score\"])\n",
    "y = sm.ProbPlot(zwm_df[\"OSPAN\"])\n",
    "qqplot_2samples(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     2.0\n",
       "1     3.0\n",
       "2     4.0\n",
       "3     4.0\n",
       "4     5.0\n",
       "5     5.0\n",
       "6     5.0\n",
       "7     5.0\n",
       "8     5.0\n",
       "9     0.0\n",
       "10    4.0\n",
       "11    3.0\n",
       "12    2.0\n",
       "13    3.0\n",
       "14    5.0\n",
       "15    3.0\n",
       "16    4.0\n",
       "17    4.0\n",
       "18    0.0\n",
       "19    5.0\n",
       "20    4.0\n",
       "21    2.0\n",
       "22    0.0\n",
       "23    2.0\n",
       "24    0.0\n",
       "25    0.0\n",
       "26    3.0\n",
       "27    3.0\n",
       "28    2.0\n",
       "29    3.0\n",
       "     ... \n",
       "70    0.0\n",
       "71    4.0\n",
       "72    4.0\n",
       "73    0.0\n",
       "74    2.0\n",
       "75    0.0\n",
       "76    3.0\n",
       "77    5.0\n",
       "78    4.0\n",
       "79    2.0\n",
       "80    2.0\n",
       "81    2.0\n",
       "82    3.0\n",
       "83    4.0\n",
       "84    0.0\n",
       "85    3.0\n",
       "86    2.0\n",
       "87    4.0\n",
       "88    3.0\n",
       "89    0.0\n",
       "90    3.0\n",
       "91    4.0\n",
       "92    4.0\n",
       "93    4.0\n",
       "94    3.0\n",
       "95    5.0\n",
       "96    2.0\n",
       "97    0.0\n",
       "98    2.0\n",
       "99    NaN\n",
       "Name: OSPAN, Length: 100, dtype: float64"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "wm_df[\"OSPAN\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     0.489216\n",
       "1     0.669608\n",
       "2     0.700000\n",
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       "4     0.659804\n",
       "5     0.576471\n",
       "6     0.264706\n",
       "7     0.370588\n",
       "8     0.871569\n",
       "9     0.511765\n",
       "10    0.711765\n",
       "11    0.624510\n",
       "12    0.287255\n",
       "13    0.298039\n",
       "14    0.345098\n",
       "15    0.468627\n",
       "16    0.565686\n",
       "17    0.531373\n",
       "18    0.682353\n",
       "19    0.524510\n",
       "20    0.738235\n",
       "21    0.436275\n",
       "22    0.650000\n",
       "23    0.103922\n",
       "24    0.412745\n",
       "25    0.305882\n",
       "26    0.421569\n",
       "27    0.514706\n",
       "28    0.461765\n",
       "29    0.724510\n",
       "        ...   \n",
       "70    0.302941\n",
       "71    0.900000\n",
       "72    0.435294\n",
       "73    0.315686\n",
       "74    0.531373\n",
       "75    0.284314\n",
       "76    0.502941\n",
       "77    0.372549\n",
       "78    0.579412\n",
       "79    0.442157\n",
       "80    0.301961\n",
       "81    0.731373\n",
       "82    0.333333\n",
       "83    0.850000\n",
       "84    0.286275\n",
       "85    0.400980\n",
       "86    0.297059\n",
       "87    0.853922\n",
       "88    0.431373\n",
       "89    0.439216\n",
       "90    0.523529\n",
       "91    0.410784\n",
       "92    0.637255\n",
       "93    0.564706\n",
       "94    0.450980\n",
       "95    0.590196\n",
       "96    0.562745\n",
       "97    0.678431\n",
       "98    0.694118\n",
       "99    0.448039\n",
       "Name: score, Length: 100, dtype: float64"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wm_df[\"score\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "wm_df[\"score\"] = wm_df[\"score\"].astype(float)\n",
    "wm_df[\"OSPAN\"] = wm_df[\"OSPAN\"].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "int"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(scored_df.score.iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Tr7_test4.png</th>\n",
       "      <td>18</td>\n",
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       "      <td>22</td>\n",
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       "      <td>23</td>\n",
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       "      <th>Tr15_test2.png</th>\n",
       "      <td>23</td>\n",
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       "\n",
       "[66 rows x 1 columns]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "check_df = scored_df.groupby([\"trial_img\"]).sum()\n",
    "check_df = check_df.sort_values(axis =0, by = \"score\")\n",
    "check_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "scored_df[\"score\"] = scored_df[\"score\"].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
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     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
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   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
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       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>114645</td>\n",
       "      <td>114691.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>MU.osexp</td>\n",
       "      <td>C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU</td>\n",
       "      <td>Tr2_test3.png</td>\n",
       "      <td>space</td>\n",
       "      <td>145107.0</td>\n",
       "      <td>C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...</td>\n",
       "      <td>test</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>141933</td>\n",
       "      <td>145108.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   experiment_file                             experiment_path          image  \\\n",
       "8         MU.osexp  C:\\Users\\Public\\Experiments\\SM01\\05-WMC\\MU  Tr1_test1.png   \n",
       "9         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU  Tr1_test2.png   \n",
       "10        MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU  Tr1_test3.png   \n",
       "9         MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU  Tr1_test2.png   \n",
       "10        MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU  Tr1_test3.png   \n",
       "21        MU.osexp   C:\\Users\\Public\\Experiments\\IDs\\05-WMC\\MU  Tr2_test3.png   \n",
       "\n",
       "      key  key_time                                            logfile phase  \\\n",
       "8   space  115653.0  C:/Users/Public/Experiments/SM01/05-WMC/MU/MU_...  test   \n",
       "9   space   90006.0  C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...  test   \n",
       "10  space   91902.0  C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...  test   \n",
       "9   space  113539.0  C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...  test   \n",
       "10  space  114691.0  C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...  test   \n",
       "21  space  145107.0  C:/Users/Public/Experiments/IDs/05-WMC/MU/MUsb...  test   \n",
       "\n",
       "    playtime  setSize  subject_nr  timestamp  waittime  \n",
       "8          0        3          33     111356  115654.0  \n",
       "9          0        3          87      87604   90007.0  \n",
       "10         0        3          87      91087   91902.0  \n",
       "9          0        3          66     107646  113540.0  \n",
       "10         0        3          66     114645  114691.0  \n",
       "21         0        3          66     141933  145108.0  "
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_df.loc[test_df[\"key\"] == \"space\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/zoeloh/Desktop/WMD'"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/zoeloh/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th># Py-span-task</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th># Written by Titus von der Malsburg &lt;malsburg@posteo.de&gt;</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th># https://github.com</th>\n",
       "      <td>malsburg/py-span-task</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th># Settings:</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th># subject id = OSPANsbj001</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th># allow_sloppy_spelling = False</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th># heed_order = True</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th># time_out_factor = 2.5</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>phase\\tset.id\\tnum.items\\tcorrectly.recalled\\tcorrectly.verified\\tmean.rt\\tmax.rt\\tpresented.items\\trecalled.items</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>practice\\t1\\t2\\t2\\t1\\t4212\\t4618\\tk z\\tk z</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>practice\\t2\\t3\\t3\\t3\\t3702\\t4585\\tp r w\\tp r w</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>practice\\t3\\t3\\t3\\t3\\t2734\\t3836\\tl c m\\tl c m</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>practice\\t4\\t2\\t2\\t2\\t3026\\t3432\\tf t\\tf t</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>test\\t1\\t2\\t2\\t2\\t3010\\t3463\\th x\\th x</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>test\\t2\\t5\\t4\\t5\\t2314\\t2745\\td q n b v\\td q n d b</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>test\\t3\\t2\\t2\\t2\\t3571\\t4335\\tj s\\tj s</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>test\\t4\\t3\\t3\\t3\\t3119\\t4398\\tg q r\\tg q r</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>test\\t5\\t5\\t3\\t5\\t3731\\t4523\\tx g d k b\\tx d d k</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>test\\t6\\t4\\t4\\t3\\t2885\\t3743\\tp j n s\\tp j n s</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>test\\t7\\t2\\t2\\t2\\t3182\\t3837\\tl f\\tl f</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>test\\t8\\t5\\t3\\t4\\t3712\\t4867\\tz w c v m\\tc w v m</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>test\\t9\\t3\\t1\\t1\\t4253\\t5335\\th t t\\tt</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>test\\t10\\t4\\t3\\t3\\t2932\\t5333\\tj k q d\\tk q d</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>test\\t11\\t4\\t4\\t4\\t2675\\t3213\\tn w x s\\tn w x s</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>test\\t12\\t3\\t3\\t3\\t2765\\t3119\\tm r p\\tm r p</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th># Partial credit unit score (PCU): 0.840</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                           # Py-span-task\n",
       "# Written by Titus von der Malsburg <malsburg@p...                       \n",
       "# https://github.com                                malsburg/py-span-task\n",
       "# Settings:                                                          None\n",
       "# subject id = OSPANsbj001                                           None\n",
       "# allow_sloppy_spelling = False                                      None\n",
       "# heed_order = True                                                  None\n",
       "# time_out_factor = 2.5                                              None\n",
       "phase\\tset.id\\tnum.items\\tcorrectly.recalled\\tc...                   None\n",
       "practice\\t1\\t2\\t2\\t1\\t4212\\t4618\\tk z\\tk z                           None\n",
       "practice\\t2\\t3\\t3\\t3\\t3702\\t4585\\tp r w\\tp r w                       None\n",
       "practice\\t3\\t3\\t3\\t3\\t2734\\t3836\\tl c m\\tl c m                       None\n",
       "practice\\t4\\t2\\t2\\t2\\t3026\\t3432\\tf t\\tf t                           None\n",
       "test\\t1\\t2\\t2\\t2\\t3010\\t3463\\th x\\th x                               None\n",
       "test\\t2\\t5\\t4\\t5\\t2314\\t2745\\td q n b v\\td q n d b                   None\n",
       "test\\t3\\t2\\t2\\t2\\t3571\\t4335\\tj s\\tj s                               None\n",
       "test\\t4\\t3\\t3\\t3\\t3119\\t4398\\tg q r\\tg q r                           None\n",
       "test\\t5\\t5\\t3\\t5\\t3731\\t4523\\tx g d k b\\tx d d k                     None\n",
       "test\\t6\\t4\\t4\\t3\\t2885\\t3743\\tp j n s\\tp j n s                       None\n",
       "test\\t7\\t2\\t2\\t2\\t3182\\t3837\\tl f\\tl f                               None\n",
       "test\\t8\\t5\\t3\\t4\\t3712\\t4867\\tz w c v m\\tc w v m                     None\n",
       "test\\t9\\t3\\t1\\t1\\t4253\\t5335\\th t t\\tt                               None\n",
       "test\\t10\\t4\\t3\\t3\\t2932\\t5333\\tj k q d\\tk q d                        None\n",
       "test\\t11\\t4\\t4\\t4\\t2675\\t3213\\tn w x s\\tn w x s                      None\n",
       "test\\t12\\t3\\t3\\t3\\t2765\\t3119\\tm r p\\tm r p                          None\n",
       "# Partial credit unit score (PCU): 0.840                             None"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ospan_test = pd.read_csv(\"OSPANsbj001.tsv\", sep = \"/t\", encoding = \"utf-8\")\n",
    "ospan_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "#making empty dataframe\n",
    "partial_ospan_df= pd.DataFrame(columns = [\"subject\",\"partial_score\"])\n",
    "import csv\n",
    "os.chdir(\"/Users/zoeloh/Desktop/WMD/OSPAN_results\")\n",
    "extension = 'tsv'\n",
    "all_filenames = [i for i in glob.glob('*.{}'.format(extension))]\n",
    "for file in all_filenames:\n",
    "    subject = file[-7:-4]\n",
    "    with open(file) as tsvfile:\n",
    "        reader = csv.reader(tsvfile, delimiter='\\t')\n",
    "        for row in reader:\n",
    "            if \"Partial\" in row[0]:\n",
    "                score = row[0][-5:]\n",
    "                partial_ospan_df = partial_ospan_df.append(pd.DataFrame({'subject':[subject],\"partial_score\": [score]}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>subject</th>\n",
       "      <th>partial_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>001</td>\n",
       "      <td>0.840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>002</td>\n",
       "      <td>0.963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>003</td>\n",
       "      <td>0.908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>004</td>\n",
       "      <td>0.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>005</td>\n",
       "      <td>0.972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>006</td>\n",
       "      <td>0.972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>007</td>\n",
       "      <td>0.972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>008</td>\n",
       "      <td>0.958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>009</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>010</td>\n",
       "      <td>0.768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>011</td>\n",
       "      <td>0.733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>012</td>\n",
       "      <td>0.896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>013</td>\n",
       "      <td>0.876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>014</td>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>015</td>\n",
       "      <td>0.972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>016</td>\n",
       "      <td>0.833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>017</td>\n",
       "      <td>0.967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>018</td>\n",
       "      <td>0.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>019</td>\n",
       "      <td>0.801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>020</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>021</td>\n",
       "      <td>0.864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>022</td>\n",
       "      <td>0.658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>023</td>\n",
       "      <td>0.682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>024</td>\n",
       "      <td>0.783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>025</td>\n",
       "      <td>0.860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>026</td>\n",
       "      <td>0.876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>027</td>\n",
       "      <td>0.888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>028</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>029</td>\n",
       "      <td>0.918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>030</td>\n",
       "      <td>0.929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>070</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>071</td>\n",
       "      <td>0.647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>072</td>\n",
       "      <td>0.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>073</td>\n",
       "      <td>0.933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>074</td>\n",
       "      <td>0.718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>075</td>\n",
       "      <td>0.869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>076</td>\n",
       "      <td>0.843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>077</td>\n",
       "      <td>0.963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>078</td>\n",
       "      <td>0.910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>079</td>\n",
       "      <td>0.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>080</td>\n",
       "      <td>0.831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>081</td>\n",
       "      <td>0.685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>082</td>\n",
       "      <td>0.918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>083</td>\n",
       "      <td>0.942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>084</td>\n",
       "      <td>0.928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>085</td>\n",
       "      <td>0.839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>087</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>088</td>\n",
       "      <td>0.839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>089</td>\n",
       "      <td>0.956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>090</td>\n",
       "      <td>0.883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>091</td>\n",
       "      <td>0.604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>092</td>\n",
       "      <td>0.921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>093</td>\n",
       "      <td>0.881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>094</td>\n",
       "      <td>0.956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>095</td>\n",
       "      <td>0.922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>096</td>\n",
       "      <td>0.946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>097</td>\n",
       "      <td>0.854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>098</td>\n",
       "      <td>0.826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>099</td>\n",
       "      <td>0.810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>100</td>\n",
       "      <td>0.860</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   subject  partial_score\n",
       "0      001          0.840\n",
       "1      002          0.963\n",
       "2      003          0.908\n",
       "3      004          0.983\n",
       "4      005          0.972\n",
       "5      006          0.972\n",
       "6      007          0.972\n",
       "7      008          0.958\n",
       "8      009          1.000\n",
       "9      010          0.768\n",
       "10     011          0.733\n",
       "11     012          0.896\n",
       "12     013          0.876\n",
       "13     014          0.850\n",
       "14     015          0.972\n",
       "15     016          0.833\n",
       "16     017          0.967\n",
       "17     018          0.983\n",
       "18     019          0.801\n",
       "19     020          1.000\n",
       "20     021          0.864\n",
       "21     022          0.658\n",
       "22     023          0.682\n",
       "23     024          0.783\n",
       "24     025          0.860\n",
       "25     026          0.876\n",
       "26     027          0.888\n",
       "27     028          0.900\n",
       "28     029          0.918\n",
       "29     030          0.929\n",
       "..     ...            ...\n",
       "69     070          1.000\n",
       "70     071          0.647\n",
       "71     072          0.983\n",
       "72     073          0.933\n",
       "73     074          0.718\n",
       "74     075          0.869\n",
       "75     076          0.843\n",
       "76     077          0.963\n",
       "77     078          0.910\n",
       "78     079          0.983\n",
       "79     080          0.831\n",
       "80     081          0.685\n",
       "81     082          0.918\n",
       "82     083          0.942\n",
       "83     084          0.928\n",
       "84     085          0.839\n",
       "85     087          0.900\n",
       "86     088          0.839\n",
       "87     089          0.956\n",
       "88     090          0.883\n",
       "89     091          0.604\n",
       "90     092          0.921\n",
       "91     093          0.881\n",
       "92     094          0.956\n",
       "93     095          0.922\n",
       "94     096          0.946\n",
       "95     097          0.854\n",
       "96     098          0.826\n",
       "97     099          0.810\n",
       "98     100          0.860\n",
       "\n",
       "[99 rows x 2 columns]"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "partial_ospan_df = partial_ospan_df.sort_values(axis =0, by = \"subject\")\n",
    "partial_ospan_df[\"partial_score\"] = partial_ospan_df[\"partial_score\"].astype(float)\n",
    "partial_ospan_df = partial_ospan_df.reset_index(drop = True)\n",
    "partial_ospan_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>subject</th>\n",
       "      <th>partial_score</th>\n",
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       "      <td>0.908</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>004</td>\n",
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       "      <th>4</th>\n",
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       "      <th>7</th>\n",
       "      <td>008</td>\n",
       "      <td>0.958</td>\n",
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       "      <th>8</th>\n",
       "      <td>009</td>\n",
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       "      <th>9</th>\n",
       "      <td>010</td>\n",
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       "      <th>10</th>\n",
       "      <td>011</td>\n",
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       "      <th>11</th>\n",
       "      <td>012</td>\n",
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       "      <td>013</td>\n",
       "      <td>0.876</td>\n",
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       "      <th>13</th>\n",
       "      <td>014</td>\n",
       "      <td>0.850</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>015</td>\n",
       "      <td>0.972</td>\n",
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       "      <th>15</th>\n",
       "      <td>016</td>\n",
       "      <td>0.833</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>017</td>\n",
       "      <td>0.967</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>018</td>\n",
       "      <td>0.983</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>019</td>\n",
       "      <td>0.801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>020</td>\n",
       "      <td>1.000</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>021</td>\n",
       "      <td>0.864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>022</td>\n",
       "      <td>0.658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>023</td>\n",
       "      <td>0.682</td>\n",
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       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>024</td>\n",
       "      <td>0.783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>025</td>\n",
       "      <td>0.860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>026</td>\n",
       "      <td>0.876</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>027</td>\n",
       "      <td>0.888</td>\n",
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       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>028</td>\n",
       "      <td>0.900</td>\n",
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       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>029</td>\n",
       "      <td>0.918</td>\n",
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       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>030</td>\n",
       "      <td>0.929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>069</td>\n",
       "      <td>0.818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>070</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>071</td>\n",
       "      <td>0.647</td>\n",
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       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>072</td>\n",
       "      <td>0.983</td>\n",
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       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>073</td>\n",
       "      <td>0.933</td>\n",
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       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>074</td>\n",
       "      <td>0.718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>075</td>\n",
       "      <td>0.869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>076</td>\n",
       "      <td>0.843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>077</td>\n",
       "      <td>0.963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>078</td>\n",
       "      <td>0.910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>079</td>\n",
       "      <td>0.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>081</td>\n",
       "      <td>0.685</td>\n",
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       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>082</td>\n",
       "      <td>0.918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>083</td>\n",
       "      <td>0.942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>084</td>\n",
       "      <td>0.928</td>\n",
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       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>085</td>\n",
       "      <td>0.839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>087</td>\n",
       "      <td>0.900</td>\n",
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       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>088</td>\n",
       "      <td>0.839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>089</td>\n",
       "      <td>0.956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>090</td>\n",
       "      <td>0.883</td>\n",
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       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>091</td>\n",
       "      <td>0.604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>092</td>\n",
       "      <td>0.921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>093</td>\n",
       "      <td>0.881</td>\n",
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       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>094</td>\n",
       "      <td>0.956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>095</td>\n",
       "      <td>0.922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>096</td>\n",
       "      <td>0.946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>097</td>\n",
       "      <td>0.854</td>\n",
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       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>098</td>\n",
       "      <td>0.826</td>\n",
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       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>099</td>\n",
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       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>100</td>\n",
       "      <td>0.860</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>98 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   subject  partial_score\n",
       "0      001          0.840\n",
       "1      002          0.963\n",
       "2      003          0.908\n",
       "3      004          0.983\n",
       "4      005          0.972\n",
       "5      006          0.972\n",
       "6      007          0.972\n",
       "7      008          0.958\n",
       "8      009          1.000\n",
       "9      010          0.768\n",
       "10     011          0.733\n",
       "11     012          0.896\n",
       "12     013          0.876\n",
       "13     014          0.850\n",
       "14     015          0.972\n",
       "15     016          0.833\n",
       "16     017          0.967\n",
       "17     018          0.983\n",
       "18     019          0.801\n",
       "19     020          1.000\n",
       "20     021          0.864\n",
       "21     022          0.658\n",
       "22     023          0.682\n",
       "23     024          0.783\n",
       "24     025          0.860\n",
       "25     026          0.876\n",
       "26     027          0.888\n",
       "27     028          0.900\n",
       "28     029          0.918\n",
       "29     030          0.929\n",
       "..     ...            ...\n",
       "68     069          0.818\n",
       "69     070          1.000\n",
       "70     071          0.647\n",
       "71     072          0.983\n",
       "72     073          0.933\n",
       "73     074          0.718\n",
       "74     075          0.869\n",
       "75     076          0.843\n",
       "76     077          0.963\n",
       "77     078          0.910\n",
       "78     079          0.983\n",
       "79     081          0.685\n",
       "80     082          0.918\n",
       "81     083          0.942\n",
       "82     084          0.928\n",
       "83     085          0.839\n",
       "84     087          0.900\n",
       "85     088          0.839\n",
       "86     089          0.956\n",
       "87     090          0.883\n",
       "88     091          0.604\n",
       "89     092          0.921\n",
       "90     093          0.881\n",
       "91     094          0.956\n",
       "92     095          0.922\n",
       "93     096          0.946\n",
       "94     097          0.854\n",
       "95     098          0.826\n",
       "96     099          0.810\n",
       "97     100          0.860\n",
       "\n",
       "[98 rows x 2 columns]"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "partial_ospan_drop = partial_ospan_df.drop(partial_ospan_df[partial_ospan_df[\"subject\"] == \"080\"].index).reset_index(drop = True)\n",
    "partial_ospan_drop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0.958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0.647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0.910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0.942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0.839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>0.839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>0.883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>0.921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0.881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0.956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>0.922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>0.946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0.860</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    partial_score\n",
       "0           0.840\n",
       "1           0.963\n",
       "2           0.908\n",
       "3           0.983\n",
       "4           0.972\n",
       "5           0.972\n",
       "6           0.972\n",
       "7           0.958\n",
       "8           1.000\n",
       "9           0.768\n",
       "10          0.733\n",
       "11          0.896\n",
       "12          0.876\n",
       "13          0.850\n",
       "14          0.972\n",
       "15          0.833\n",
       "16          0.967\n",
       "17          0.983\n",
       "18          0.801\n",
       "19          1.000\n",
       "20          0.864\n",
       "21          0.658\n",
       "22          0.682\n",
       "23          0.783\n",
       "24          0.860\n",
       "25          0.876\n",
       "26          0.888\n",
       "27          0.900\n",
       "28          0.918\n",
       "29          0.929\n",
       "..            ...\n",
       "69          1.000\n",
       "70          0.647\n",
       "71          0.983\n",
       "72          0.933\n",
       "73          0.718\n",
       "74          0.869\n",
       "75          0.843\n",
       "76          0.963\n",
       "77          0.910\n",
       "78          0.983\n",
       "79          0.831\n",
       "80          0.685\n",
       "81          0.918\n",
       "82          0.942\n",
       "83          0.928\n",
       "84          0.839\n",
       "85          0.900\n",
       "86          0.839\n",
       "87          0.956\n",
       "88          0.883\n",
       "89          0.604\n",
       "90          0.921\n",
       "91          0.881\n",
       "92          0.956\n",
       "93          0.922\n",
       "94          0.946\n",
       "95          0.854\n",
       "96          0.826\n",
       "97          0.810\n",
       "98          0.860\n",
       "\n",
       "[99 rows x 1 columns]"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_ospan = partial_ospan_df[[\"partial_score\"]]\n",
    "raw_ospan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_ospan_drop = partial_ospan_drop[[\"partial_score\"]]\n",
    "raw_mu_drop = mu_sec_drop_df[[\"score\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MU_Partial</th>\n",
       "      <th>OSPAN_Partial</th>\n",
       "      <th>Avg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.489216</td>\n",
       "      <td>0.840</td>\n",
       "      <td>0.664608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.669608</td>\n",
       "      <td>0.963</td>\n",
       "      <td>0.816304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.908</td>\n",
       "      <td>0.804000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.584314</td>\n",
       "      <td>0.983</td>\n",
       "      <td>0.783657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.659804</td>\n",
       "      <td>0.972</td>\n",
       "      <td>0.815902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.576471</td>\n",
       "      <td>0.972</td>\n",
       "      <td>0.774235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.264706</td>\n",
       "      <td>0.972</td>\n",
       "      <td>0.618353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.370588</td>\n",
       "      <td>0.958</td>\n",
       "      <td>0.664294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.871569</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.935784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.511765</td>\n",
       "      <td>0.768</td>\n",
       "      <td>0.639882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.711765</td>\n",
       "      <td>0.733</td>\n",
       "      <td>0.722382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.624510</td>\n",
       "      <td>0.896</td>\n",
       "      <td>0.760255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.287255</td>\n",
       "      <td>0.876</td>\n",
       "      <td>0.581627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.298039</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.574020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.345098</td>\n",
       "      <td>0.972</td>\n",
       "      <td>0.658549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.468627</td>\n",
       "      <td>0.833</td>\n",
       "      <td>0.650814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.565686</td>\n",
       "      <td>0.967</td>\n",
       "      <td>0.766343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.531373</td>\n",
       "      <td>0.983</td>\n",
       "      <td>0.757186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.682353</td>\n",
       "      <td>0.801</td>\n",
       "      <td>0.741676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.524510</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.762255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.738235</td>\n",
       "      <td>0.864</td>\n",
       "      <td>0.801118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.436275</td>\n",
       "      <td>0.658</td>\n",
       "      <td>0.547137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.650000</td>\n",
       "      <td>0.682</td>\n",
       "      <td>0.666000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.103922</td>\n",
       "      <td>0.783</td>\n",
       "      <td>0.443461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.412745</td>\n",
       "      <td>0.860</td>\n",
       "      <td>0.636373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.305882</td>\n",
       "      <td>0.876</td>\n",
       "      <td>0.590941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.421569</td>\n",
       "      <td>0.888</td>\n",
       "      <td>0.654784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.514706</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.707353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.461765</td>\n",
       "      <td>0.918</td>\n",
       "      <td>0.689882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.724510</td>\n",
       "      <td>0.929</td>\n",
       "      <td>0.826755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.627451</td>\n",
       "      <td>0.818</td>\n",
       "      <td>0.722725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.824510</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.912255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0.302941</td>\n",
       "      <td>0.647</td>\n",
       "      <td>0.474971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.983</td>\n",
       "      <td>0.941500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.435294</td>\n",
       "      <td>0.933</td>\n",
       "      <td>0.684147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.315686</td>\n",
       "      <td>0.718</td>\n",
       "      <td>0.516843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.531373</td>\n",
       "      <td>0.869</td>\n",
       "      <td>0.700186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.284314</td>\n",
       "      <td>0.843</td>\n",
       "      <td>0.563657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.502941</td>\n",
       "      <td>0.963</td>\n",
       "      <td>0.732971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0.372549</td>\n",
       "      <td>0.910</td>\n",
       "      <td>0.641275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.579412</td>\n",
       "      <td>0.983</td>\n",
       "      <td>0.781206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.301961</td>\n",
       "      <td>0.685</td>\n",
       "      <td>0.493480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.731373</td>\n",
       "      <td>0.918</td>\n",
       "      <td>0.824686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.942</td>\n",
       "      <td>0.637667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0.850000</td>\n",
       "      <td>0.928</td>\n",
       "      <td>0.889000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.286275</td>\n",
       "      <td>0.839</td>\n",
       "      <td>0.562637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0.297059</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.598529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>0.853922</td>\n",
       "      <td>0.839</td>\n",
       "      <td>0.846461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>0.431373</td>\n",
       "      <td>0.956</td>\n",
       "      <td>0.693686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.439216</td>\n",
       "      <td>0.883</td>\n",
       "      <td>0.661108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>0.523529</td>\n",
       "      <td>0.604</td>\n",
       "      <td>0.563765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.410784</td>\n",
       "      <td>0.921</td>\n",
       "      <td>0.665892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>0.637255</td>\n",
       "      <td>0.881</td>\n",
       "      <td>0.759127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0.564706</td>\n",
       "      <td>0.956</td>\n",
       "      <td>0.760353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0.450980</td>\n",
       "      <td>0.922</td>\n",
       "      <td>0.686490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>0.590196</td>\n",
       "      <td>0.946</td>\n",
       "      <td>0.768098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>0.562745</td>\n",
       "      <td>0.854</td>\n",
       "      <td>0.708373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.678431</td>\n",
       "      <td>0.826</td>\n",
       "      <td>0.752216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.694118</td>\n",
       "      <td>0.810</td>\n",
       "      <td>0.752059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.448039</td>\n",
       "      <td>0.860</td>\n",
       "      <td>0.654020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>98 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    MU_Partial  OSPAN_Partial       Avg\n",
       "0     0.489216          0.840  0.664608\n",
       "1     0.669608          0.963  0.816304\n",
       "2     0.700000          0.908  0.804000\n",
       "3     0.584314          0.983  0.783657\n",
       "4     0.659804          0.972  0.815902\n",
       "5     0.576471          0.972  0.774235\n",
       "6     0.264706          0.972  0.618353\n",
       "7     0.370588          0.958  0.664294\n",
       "8     0.871569          1.000  0.935784\n",
       "9     0.511765          0.768  0.639882\n",
       "10    0.711765          0.733  0.722382\n",
       "11    0.624510          0.896  0.760255\n",
       "12    0.287255          0.876  0.581627\n",
       "13    0.298039          0.850  0.574020\n",
       "14    0.345098          0.972  0.658549\n",
       "15    0.468627          0.833  0.650814\n",
       "16    0.565686          0.967  0.766343\n",
       "17    0.531373          0.983  0.757186\n",
       "18    0.682353          0.801  0.741676\n",
       "19    0.524510          1.000  0.762255\n",
       "20    0.738235          0.864  0.801118\n",
       "21    0.436275          0.658  0.547137\n",
       "22    0.650000          0.682  0.666000\n",
       "23    0.103922          0.783  0.443461\n",
       "24    0.412745          0.860  0.636373\n",
       "25    0.305882          0.876  0.590941\n",
       "26    0.421569          0.888  0.654784\n",
       "27    0.514706          0.900  0.707353\n",
       "28    0.461765          0.918  0.689882\n",
       "29    0.724510          0.929  0.826755\n",
       "..         ...            ...       ...\n",
       "68    0.627451          0.818  0.722725\n",
       "69    0.824510          1.000  0.912255\n",
       "70    0.302941          0.647  0.474971\n",
       "71    0.900000          0.983  0.941500\n",
       "72    0.435294          0.933  0.684147\n",
       "73    0.315686          0.718  0.516843\n",
       "74    0.531373          0.869  0.700186\n",
       "75    0.284314          0.843  0.563657\n",
       "76    0.502941          0.963  0.732971\n",
       "77    0.372549          0.910  0.641275\n",
       "78    0.579412          0.983  0.781206\n",
       "79    0.301961          0.685  0.493480\n",
       "80    0.731373          0.918  0.824686\n",
       "81    0.333333          0.942  0.637667\n",
       "82    0.850000          0.928  0.889000\n",
       "83    0.286275          0.839  0.562637\n",
       "84    0.297059          0.900  0.598529\n",
       "85    0.853922          0.839  0.846461\n",
       "86    0.431373          0.956  0.693686\n",
       "87    0.439216          0.883  0.661108\n",
       "88    0.523529          0.604  0.563765\n",
       "89    0.410784          0.921  0.665892\n",
       "90    0.637255          0.881  0.759127\n",
       "91    0.564706          0.956  0.760353\n",
       "92    0.450980          0.922  0.686490\n",
       "93    0.590196          0.946  0.768098\n",
       "94    0.562745          0.854  0.708373\n",
       "95    0.678431          0.826  0.752216\n",
       "96    0.694118          0.810  0.752059\n",
       "97    0.448039          0.860  0.654020\n",
       "\n",
       "[98 rows x 3 columns]"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_wm_df = pd.concat([raw_mu_drop, raw_ospan_drop], axis= 1)\n",
    "raw_wm_df = raw_wm_df.rename(columns = {\"score\": \"MU_Partial\", \"partial_score\" :\"OSPAN_Partial\"})\n",
    "raw_wm_df[\"Avg\"] = (raw_wm_df[\"MU_Partial\"] + raw_wm_df[\"OSPAN_Partial\"])/2\n",
    "raw_wm_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_wm_df.to_csv(\"MU_OSPAN_Partial.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "drop_avg_df = raw_wm_df[[\"Avg\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MU_Partial</th>\n",
       "      <th>OSPAN_Partial</th>\n",
       "      <th>Avg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.489216</td>\n",
       "      <td>0.840</td>\n",
       "      <td>0.664608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.669608</td>\n",
       "      <td>0.963</td>\n",
       "      <td>0.816304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.908</td>\n",
       "      <td>0.804000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.584314</td>\n",
       "      <td>0.983</td>\n",
       "      <td>0.783657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.659804</td>\n",
       "      <td>0.972</td>\n",
       "      <td>0.815902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.576471</td>\n",
       "      <td>0.972</td>\n",
       "      <td>0.774235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.264706</td>\n",
       "      <td>0.972</td>\n",
       "      <td>0.618353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.370588</td>\n",
       "      <td>0.958</td>\n",
       "      <td>0.664294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.871569</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.935784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.511765</td>\n",
       "      <td>0.768</td>\n",
       "      <td>0.639882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.711765</td>\n",
       "      <td>0.733</td>\n",
       "      <td>0.722382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.624510</td>\n",
       "      <td>0.896</td>\n",
       "      <td>0.760255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.287255</td>\n",
       "      <td>0.876</td>\n",
       "      <td>0.581627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.298039</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.574020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.345098</td>\n",
       "      <td>0.972</td>\n",
       "      <td>0.658549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.468627</td>\n",
       "      <td>0.833</td>\n",
       "      <td>0.650814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.565686</td>\n",
       "      <td>0.967</td>\n",
       "      <td>0.766343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.531373</td>\n",
       "      <td>0.983</td>\n",
       "      <td>0.757186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.682353</td>\n",
       "      <td>0.801</td>\n",
       "      <td>0.741676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.524510</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.762255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.738235</td>\n",
       "      <td>0.864</td>\n",
       "      <td>0.801118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.436275</td>\n",
       "      <td>0.658</td>\n",
       "      <td>0.547137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.650000</td>\n",
       "      <td>0.682</td>\n",
       "      <td>0.666000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.103922</td>\n",
       "      <td>0.783</td>\n",
       "      <td>0.443461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.412745</td>\n",
       "      <td>0.860</td>\n",
       "      <td>0.636373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.305882</td>\n",
       "      <td>0.876</td>\n",
       "      <td>0.590941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.421569</td>\n",
       "      <td>0.888</td>\n",
       "      <td>0.654784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.514706</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.707353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.461765</td>\n",
       "      <td>0.918</td>\n",
       "      <td>0.689882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.724510</td>\n",
       "      <td>0.929</td>\n",
       "      <td>0.826755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.824510</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.912255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0.302941</td>\n",
       "      <td>0.647</td>\n",
       "      <td>0.474971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.983</td>\n",
       "      <td>0.941500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.435294</td>\n",
       "      <td>0.933</td>\n",
       "      <td>0.684147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.315686</td>\n",
       "      <td>0.718</td>\n",
       "      <td>0.516843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.531373</td>\n",
       "      <td>0.869</td>\n",
       "      <td>0.700186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.284314</td>\n",
       "      <td>0.843</td>\n",
       "      <td>0.563657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.502941</td>\n",
       "      <td>0.963</td>\n",
       "      <td>0.732971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0.372549</td>\n",
       "      <td>0.910</td>\n",
       "      <td>0.641275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.579412</td>\n",
       "      <td>0.983</td>\n",
       "      <td>0.781206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.442157</td>\n",
       "      <td>0.831</td>\n",
       "      <td>0.636578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.301961</td>\n",
       "      <td>0.685</td>\n",
       "      <td>0.493480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.731373</td>\n",
       "      <td>0.918</td>\n",
       "      <td>0.824686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.942</td>\n",
       "      <td>0.637667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.850000</td>\n",
       "      <td>0.928</td>\n",
       "      <td>0.889000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0.286275</td>\n",
       "      <td>0.839</td>\n",
       "      <td>0.562637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>0.297059</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.598529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>0.853922</td>\n",
       "      <td>0.839</td>\n",
       "      <td>0.846461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.431373</td>\n",
       "      <td>0.956</td>\n",
       "      <td>0.693686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>0.439216</td>\n",
       "      <td>0.883</td>\n",
       "      <td>0.661108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.523529</td>\n",
       "      <td>0.604</td>\n",
       "      <td>0.563765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>0.410784</td>\n",
       "      <td>0.921</td>\n",
       "      <td>0.665892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0.637255</td>\n",
       "      <td>0.881</td>\n",
       "      <td>0.759127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0.564706</td>\n",
       "      <td>0.956</td>\n",
       "      <td>0.760353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>0.450980</td>\n",
       "      <td>0.922</td>\n",
       "      <td>0.686490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>0.590196</td>\n",
       "      <td>0.946</td>\n",
       "      <td>0.768098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.562745</td>\n",
       "      <td>0.854</td>\n",
       "      <td>0.708373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.678431</td>\n",
       "      <td>0.826</td>\n",
       "      <td>0.752216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.694118</td>\n",
       "      <td>0.810</td>\n",
       "      <td>0.752059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0.448039</td>\n",
       "      <td>0.860</td>\n",
       "      <td>0.654020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    MU_Partial  OSPAN_Partial       Avg\n",
       "0     0.489216          0.840  0.664608\n",
       "1     0.669608          0.963  0.816304\n",
       "2     0.700000          0.908  0.804000\n",
       "3     0.584314          0.983  0.783657\n",
       "4     0.659804          0.972  0.815902\n",
       "5     0.576471          0.972  0.774235\n",
       "6     0.264706          0.972  0.618353\n",
       "7     0.370588          0.958  0.664294\n",
       "8     0.871569          1.000  0.935784\n",
       "9     0.511765          0.768  0.639882\n",
       "10    0.711765          0.733  0.722382\n",
       "11    0.624510          0.896  0.760255\n",
       "12    0.287255          0.876  0.581627\n",
       "13    0.298039          0.850  0.574020\n",
       "14    0.345098          0.972  0.658549\n",
       "15    0.468627          0.833  0.650814\n",
       "16    0.565686          0.967  0.766343\n",
       "17    0.531373          0.983  0.757186\n",
       "18    0.682353          0.801  0.741676\n",
       "19    0.524510          1.000  0.762255\n",
       "20    0.738235          0.864  0.801118\n",
       "21    0.436275          0.658  0.547137\n",
       "22    0.650000          0.682  0.666000\n",
       "23    0.103922          0.783  0.443461\n",
       "24    0.412745          0.860  0.636373\n",
       "25    0.305882          0.876  0.590941\n",
       "26    0.421569          0.888  0.654784\n",
       "27    0.514706          0.900  0.707353\n",
       "28    0.461765          0.918  0.689882\n",
       "29    0.724510          0.929  0.826755\n",
       "..         ...            ...       ...\n",
       "69    0.824510          1.000  0.912255\n",
       "70    0.302941          0.647  0.474971\n",
       "71    0.900000          0.983  0.941500\n",
       "72    0.435294          0.933  0.684147\n",
       "73    0.315686          0.718  0.516843\n",
       "74    0.531373          0.869  0.700186\n",
       "75    0.284314          0.843  0.563657\n",
       "76    0.502941          0.963  0.732971\n",
       "77    0.372549          0.910  0.641275\n",
       "78    0.579412          0.983  0.781206\n",
       "79    0.442157          0.831  0.636578\n",
       "80    0.301961          0.685  0.493480\n",
       "81    0.731373          0.918  0.824686\n",
       "82    0.333333          0.942  0.637667\n",
       "83    0.850000          0.928  0.889000\n",
       "84    0.286275          0.839  0.562637\n",
       "85    0.297059          0.900  0.598529\n",
       "86    0.853922          0.839  0.846461\n",
       "87    0.431373          0.956  0.693686\n",
       "88    0.439216          0.883  0.661108\n",
       "89    0.523529          0.604  0.563765\n",
       "90    0.410784          0.921  0.665892\n",
       "91    0.637255          0.881  0.759127\n",
       "92    0.564706          0.956  0.760353\n",
       "93    0.450980          0.922  0.686490\n",
       "94    0.590196          0.946  0.768098\n",
       "95    0.562745          0.854  0.708373\n",
       "96    0.678431          0.826  0.752216\n",
       "97    0.694118          0.810  0.752059\n",
       "98    0.448039          0.860  0.654020\n",
       "\n",
       "[99 rows x 3 columns]"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#old version before the dropping subject 80\n",
    "raw_wm_df = pd.concat([mu_df, raw_ospan], axis= 1)\n",
    "raw_wm_df = raw_wm_df.rename(columns = {\"score\": \"MU_Partial\", \"partial_score\" :\"OSPAN_Partial\"})\n",
    "raw_wm_df[\"Avg\"] = (raw_wm_df[\"MU_Partial\"] + raw_wm_df[\"OSPAN_Partial\"])/2\n",
    "raw_wm_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "avg_df = raw_wm_df[[\"Avg\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MU_log</th>\n",
       "      <th>OSPAN_log</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.714952</td>\n",
       "      <td>-0.174353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.401063</td>\n",
       "      <td>-0.037702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.356675</td>\n",
       "      <td>-0.096511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.537317</td>\n",
       "      <td>-0.017146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.415813</td>\n",
       "      <td>-0.028399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.550831</td>\n",
       "      <td>-0.028399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-1.329136</td>\n",
       "      <td>-0.028399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.992664</td>\n",
       "      <td>-0.042908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.137461</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-0.669890</td>\n",
       "      <td>-0.263966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-0.340008</td>\n",
       "      <td>-0.310610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-0.470788</td>\n",
       "      <td>-0.109815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-1.247385</td>\n",
       "      <td>-0.132389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-1.210530</td>\n",
       "      <td>-0.162519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-1.063927</td>\n",
       "      <td>-0.028399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-0.757947</td>\n",
       "      <td>-0.182722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.569716</td>\n",
       "      <td>-0.033557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-0.632292</td>\n",
       "      <td>-0.017146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-0.382208</td>\n",
       "      <td>-0.221894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-0.645291</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-0.303493</td>\n",
       "      <td>-0.146183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-0.829484</td>\n",
       "      <td>-0.418550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-0.430783</td>\n",
       "      <td>-0.382726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-2.264119</td>\n",
       "      <td>-0.244623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-0.884925</td>\n",
       "      <td>-0.150823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-1.184555</td>\n",
       "      <td>-0.132389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-0.863773</td>\n",
       "      <td>-0.118784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-0.664160</td>\n",
       "      <td>-0.105361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-0.772700</td>\n",
       "      <td>-0.085558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-0.322260</td>\n",
       "      <td>-0.073647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>-0.466090</td>\n",
       "      <td>-0.200893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>-0.192966</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>-1.194217</td>\n",
       "      <td>-0.435409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>-0.105361</td>\n",
       "      <td>-0.017146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>-0.831733</td>\n",
       "      <td>-0.069350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>-1.153006</td>\n",
       "      <td>-0.331286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>-0.632292</td>\n",
       "      <td>-0.140412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>-1.257677</td>\n",
       "      <td>-0.170788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>-0.687282</td>\n",
       "      <td>-0.037702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>-0.987387</td>\n",
       "      <td>-0.094311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>-0.545742</td>\n",
       "      <td>-0.017146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>-1.197458</td>\n",
       "      <td>-0.378336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>-0.312832</td>\n",
       "      <td>-0.085558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>-1.098612</td>\n",
       "      <td>-0.059750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>-0.162519</td>\n",
       "      <td>-0.074724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>-1.250804</td>\n",
       "      <td>-0.175545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>-1.213825</td>\n",
       "      <td>-0.105361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>-0.157916</td>\n",
       "      <td>-0.175545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>-0.840783</td>\n",
       "      <td>-0.044997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>-0.822765</td>\n",
       "      <td>-0.124430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>-0.647162</td>\n",
       "      <td>-0.504181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>-0.889687</td>\n",
       "      <td>-0.082295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>-0.450586</td>\n",
       "      <td>-0.126698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>-0.571450</td>\n",
       "      <td>-0.044997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>-0.796331</td>\n",
       "      <td>-0.081210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>-0.527300</td>\n",
       "      <td>-0.055513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>-0.574929</td>\n",
       "      <td>-0.157824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>-0.387972</td>\n",
       "      <td>-0.191161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>-0.365114</td>\n",
       "      <td>-0.210721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>-0.802875</td>\n",
       "      <td>-0.150823</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>98 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      MU_log  OSPAN_log\n",
       "0  -0.714952  -0.174353\n",
       "1  -0.401063  -0.037702\n",
       "2  -0.356675  -0.096511\n",
       "3  -0.537317  -0.017146\n",
       "4  -0.415813  -0.028399\n",
       "5  -0.550831  -0.028399\n",
       "6  -1.329136  -0.028399\n",
       "7  -0.992664  -0.042908\n",
       "8  -0.137461   0.000000\n",
       "9  -0.669890  -0.263966\n",
       "10 -0.340008  -0.310610\n",
       "11 -0.470788  -0.109815\n",
       "12 -1.247385  -0.132389\n",
       "13 -1.210530  -0.162519\n",
       "14 -1.063927  -0.028399\n",
       "15 -0.757947  -0.182722\n",
       "16 -0.569716  -0.033557\n",
       "17 -0.632292  -0.017146\n",
       "18 -0.382208  -0.221894\n",
       "19 -0.645291   0.000000\n",
       "20 -0.303493  -0.146183\n",
       "21 -0.829484  -0.418550\n",
       "22 -0.430783  -0.382726\n",
       "23 -2.264119  -0.244623\n",
       "24 -0.884925  -0.150823\n",
       "25 -1.184555  -0.132389\n",
       "26 -0.863773  -0.118784\n",
       "27 -0.664160  -0.105361\n",
       "28 -0.772700  -0.085558\n",
       "29 -0.322260  -0.073647\n",
       "..       ...        ...\n",
       "68 -0.466090  -0.200893\n",
       "69 -0.192966   0.000000\n",
       "70 -1.194217  -0.435409\n",
       "71 -0.105361  -0.017146\n",
       "72 -0.831733  -0.069350\n",
       "73 -1.153006  -0.331286\n",
       "74 -0.632292  -0.140412\n",
       "75 -1.257677  -0.170788\n",
       "76 -0.687282  -0.037702\n",
       "77 -0.987387  -0.094311\n",
       "78 -0.545742  -0.017146\n",
       "79 -1.197458  -0.378336\n",
       "80 -0.312832  -0.085558\n",
       "81 -1.098612  -0.059750\n",
       "82 -0.162519  -0.074724\n",
       "83 -1.250804  -0.175545\n",
       "84 -1.213825  -0.105361\n",
       "85 -0.157916  -0.175545\n",
       "86 -0.840783  -0.044997\n",
       "87 -0.822765  -0.124430\n",
       "88 -0.647162  -0.504181\n",
       "89 -0.889687  -0.082295\n",
       "90 -0.450586  -0.126698\n",
       "91 -0.571450  -0.044997\n",
       "92 -0.796331  -0.081210\n",
       "93 -0.527300  -0.055513\n",
       "94 -0.574929  -0.157824\n",
       "95 -0.387972  -0.191161\n",
       "96 -0.365114  -0.210721\n",
       "97 -0.802875  -0.150823\n",
       "\n",
       "[98 rows x 2 columns]"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "log_df = pd.DataFrame()\n",
    "log_df[\"MU_log\"] = np.log(raw_wm_df[\"MU_Partial\"])\n",
    "log_df[\"OSPAN_log\"] = np.log(raw_wm_df[\"OSPAN_Partial\"])\n",
    "log_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MU_log</th>\n",
       "      <th>OSPAN_log</th>\n",
       "      <th>Avg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.714952</td>\n",
       "      <td>-0.174353</td>\n",
       "      <td>0.664608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.401063</td>\n",
       "      <td>-0.037702</td>\n",
       "      <td>0.816304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.356675</td>\n",
       "      <td>-0.096511</td>\n",
       "      <td>0.804000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.537317</td>\n",
       "      <td>-0.017146</td>\n",
       "      <td>0.783657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.415813</td>\n",
       "      <td>-0.028399</td>\n",
       "      <td>0.815902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.550831</td>\n",
       "      <td>-0.028399</td>\n",
       "      <td>0.774235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-1.329136</td>\n",
       "      <td>-0.028399</td>\n",
       "      <td>0.618353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.992664</td>\n",
       "      <td>-0.042908</td>\n",
       "      <td>0.664294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.137461</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.935784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-0.669890</td>\n",
       "      <td>-0.263966</td>\n",
       "      <td>0.639882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-0.340008</td>\n",
       "      <td>-0.310610</td>\n",
       "      <td>0.722382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-0.470788</td>\n",
       "      <td>-0.109815</td>\n",
       "      <td>0.760255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-1.247385</td>\n",
       "      <td>-0.132389</td>\n",
       "      <td>0.581627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-1.210530</td>\n",
       "      <td>-0.162519</td>\n",
       "      <td>0.574020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-1.063927</td>\n",
       "      <td>-0.028399</td>\n",
       "      <td>0.658549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-0.757947</td>\n",
       "      <td>-0.182722</td>\n",
       "      <td>0.650814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.569716</td>\n",
       "      <td>-0.033557</td>\n",
       "      <td>0.766343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-0.632292</td>\n",
       "      <td>-0.017146</td>\n",
       "      <td>0.757186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-0.382208</td>\n",
       "      <td>-0.221894</td>\n",
       "      <td>0.741676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-0.645291</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.762255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-0.303493</td>\n",
       "      <td>-0.146183</td>\n",
       "      <td>0.801118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-0.829484</td>\n",
       "      <td>-0.418550</td>\n",
       "      <td>0.547137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-0.430783</td>\n",
       "      <td>-0.382726</td>\n",
       "      <td>0.666000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-2.264119</td>\n",
       "      <td>-0.244623</td>\n",
       "      <td>0.443461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-0.884925</td>\n",
       "      <td>-0.150823</td>\n",
       "      <td>0.636373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-1.184555</td>\n",
       "      <td>-0.132389</td>\n",
       "      <td>0.590941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-0.863773</td>\n",
       "      <td>-0.118784</td>\n",
       "      <td>0.654784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-0.664160</td>\n",
       "      <td>-0.105361</td>\n",
       "      <td>0.707353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-0.772700</td>\n",
       "      <td>-0.085558</td>\n",
       "      <td>0.689882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-0.322260</td>\n",
       "      <td>-0.073647</td>\n",
       "      <td>0.826755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>-0.466090</td>\n",
       "      <td>-0.200893</td>\n",
       "      <td>0.722725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>-0.192966</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.912255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>-1.194217</td>\n",
       "      <td>-0.435409</td>\n",
       "      <td>0.474971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>-0.105361</td>\n",
       "      <td>-0.017146</td>\n",
       "      <td>0.941500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>-0.831733</td>\n",
       "      <td>-0.069350</td>\n",
       "      <td>0.684147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>-1.153006</td>\n",
       "      <td>-0.331286</td>\n",
       "      <td>0.516843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>-0.632292</td>\n",
       "      <td>-0.140412</td>\n",
       "      <td>0.700186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>-1.257677</td>\n",
       "      <td>-0.170788</td>\n",
       "      <td>0.563657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>-0.687282</td>\n",
       "      <td>-0.037702</td>\n",
       "      <td>0.732971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>-0.987387</td>\n",
       "      <td>-0.094311</td>\n",
       "      <td>0.641275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>-0.545742</td>\n",
       "      <td>-0.017146</td>\n",
       "      <td>0.781206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>-1.197458</td>\n",
       "      <td>-0.378336</td>\n",
       "      <td>0.493480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>-0.312832</td>\n",
       "      <td>-0.085558</td>\n",
       "      <td>0.824686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>-1.098612</td>\n",
       "      <td>-0.059750</td>\n",
       "      <td>0.637667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>-0.162519</td>\n",
       "      <td>-0.074724</td>\n",
       "      <td>0.889000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>-1.250804</td>\n",
       "      <td>-0.175545</td>\n",
       "      <td>0.562637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>-1.213825</td>\n",
       "      <td>-0.105361</td>\n",
       "      <td>0.598529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>-0.157916</td>\n",
       "      <td>-0.175545</td>\n",
       "      <td>0.846461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>-0.840783</td>\n",
       "      <td>-0.044997</td>\n",
       "      <td>0.693686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>-0.822765</td>\n",
       "      <td>-0.124430</td>\n",
       "      <td>0.661108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>-0.647162</td>\n",
       "      <td>-0.504181</td>\n",
       "      <td>0.563765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>-0.889687</td>\n",
       "      <td>-0.082295</td>\n",
       "      <td>0.665892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>-0.450586</td>\n",
       "      <td>-0.126698</td>\n",
       "      <td>0.759127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>-0.571450</td>\n",
       "      <td>-0.044997</td>\n",
       "      <td>0.760353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>-0.796331</td>\n",
       "      <td>-0.081210</td>\n",
       "      <td>0.686490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>-0.527300</td>\n",
       "      <td>-0.055513</td>\n",
       "      <td>0.768098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>-0.574929</td>\n",
       "      <td>-0.157824</td>\n",
       "      <td>0.708373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>-0.387972</td>\n",
       "      <td>-0.191161</td>\n",
       "      <td>0.752216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>-0.365114</td>\n",
       "      <td>-0.210721</td>\n",
       "      <td>0.752059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>-0.802875</td>\n",
       "      <td>-0.150823</td>\n",
       "      <td>0.654020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>98 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      MU_log  OSPAN_log       Avg\n",
       "0  -0.714952  -0.174353  0.664608\n",
       "1  -0.401063  -0.037702  0.816304\n",
       "2  -0.356675  -0.096511  0.804000\n",
       "3  -0.537317  -0.017146  0.783657\n",
       "4  -0.415813  -0.028399  0.815902\n",
       "5  -0.550831  -0.028399  0.774235\n",
       "6  -1.329136  -0.028399  0.618353\n",
       "7  -0.992664  -0.042908  0.664294\n",
       "8  -0.137461   0.000000  0.935784\n",
       "9  -0.669890  -0.263966  0.639882\n",
       "10 -0.340008  -0.310610  0.722382\n",
       "11 -0.470788  -0.109815  0.760255\n",
       "12 -1.247385  -0.132389  0.581627\n",
       "13 -1.210530  -0.162519  0.574020\n",
       "14 -1.063927  -0.028399  0.658549\n",
       "15 -0.757947  -0.182722  0.650814\n",
       "16 -0.569716  -0.033557  0.766343\n",
       "17 -0.632292  -0.017146  0.757186\n",
       "18 -0.382208  -0.221894  0.741676\n",
       "19 -0.645291   0.000000  0.762255\n",
       "20 -0.303493  -0.146183  0.801118\n",
       "21 -0.829484  -0.418550  0.547137\n",
       "22 -0.430783  -0.382726  0.666000\n",
       "23 -2.264119  -0.244623  0.443461\n",
       "24 -0.884925  -0.150823  0.636373\n",
       "25 -1.184555  -0.132389  0.590941\n",
       "26 -0.863773  -0.118784  0.654784\n",
       "27 -0.664160  -0.105361  0.707353\n",
       "28 -0.772700  -0.085558  0.689882\n",
       "29 -0.322260  -0.073647  0.826755\n",
       "..       ...        ...       ...\n",
       "68 -0.466090  -0.200893  0.722725\n",
       "69 -0.192966   0.000000  0.912255\n",
       "70 -1.194217  -0.435409  0.474971\n",
       "71 -0.105361  -0.017146  0.941500\n",
       "72 -0.831733  -0.069350  0.684147\n",
       "73 -1.153006  -0.331286  0.516843\n",
       "74 -0.632292  -0.140412  0.700186\n",
       "75 -1.257677  -0.170788  0.563657\n",
       "76 -0.687282  -0.037702  0.732971\n",
       "77 -0.987387  -0.094311  0.641275\n",
       "78 -0.545742  -0.017146  0.781206\n",
       "79 -1.197458  -0.378336  0.493480\n",
       "80 -0.312832  -0.085558  0.824686\n",
       "81 -1.098612  -0.059750  0.637667\n",
       "82 -0.162519  -0.074724  0.889000\n",
       "83 -1.250804  -0.175545  0.562637\n",
       "84 -1.213825  -0.105361  0.598529\n",
       "85 -0.157916  -0.175545  0.846461\n",
       "86 -0.840783  -0.044997  0.693686\n",
       "87 -0.822765  -0.124430  0.661108\n",
       "88 -0.647162  -0.504181  0.563765\n",
       "89 -0.889687  -0.082295  0.665892\n",
       "90 -0.450586  -0.126698  0.759127\n",
       "91 -0.571450  -0.044997  0.760353\n",
       "92 -0.796331  -0.081210  0.686490\n",
       "93 -0.527300  -0.055513  0.768098\n",
       "94 -0.574929  -0.157824  0.708373\n",
       "95 -0.387972  -0.191161  0.752216\n",
       "96 -0.365114  -0.210721  0.752059\n",
       "97 -0.802875  -0.150823  0.654020\n",
       "\n",
       "[98 rows x 3 columns]"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_df = pd.concat([log_df, drop_avg_df], axis =1)\n",
    "model_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_df.to_csv(\"MU_OSPAN_Log.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MU_Partial</th>\n",
       "      <th>OSPAN_Partial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.078314</td>\n",
       "      <td>-0.320119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.963743</td>\n",
       "      <td>0.926473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.139307</td>\n",
       "      <td>0.369053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.471031</td>\n",
       "      <td>1.129170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.907110</td>\n",
       "      <td>1.017687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.425724</td>\n",
       "      <td>1.017687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-1.375223</td>\n",
       "      <td>1.017687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.763581</td>\n",
       "      <td>0.875798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2.130395</td>\n",
       "      <td>1.301464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.051943</td>\n",
       "      <td>-1.049832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1.207267</td>\n",
       "      <td>-1.404553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.703229</td>\n",
       "      <td>0.247435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-1.244966</td>\n",
       "      <td>0.044737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-1.182669</td>\n",
       "      <td>-0.218770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-0.910828</td>\n",
       "      <td>1.017687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-0.197245</td>\n",
       "      <td>-0.391064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.363427</td>\n",
       "      <td>0.967012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.165210</td>\n",
       "      <td>1.129170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1.037367</td>\n",
       "      <td>-0.715380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.125566</td>\n",
       "      <td>1.301464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1.360178</td>\n",
       "      <td>-0.076882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-0.384136</td>\n",
       "      <td>-2.164670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.850476</td>\n",
       "      <td>-1.921432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-2.304014</td>\n",
       "      <td>-0.897808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-0.520056</td>\n",
       "      <td>-0.117421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-1.137362</td>\n",
       "      <td>0.044737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-0.469086</td>\n",
       "      <td>0.166356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.068933</td>\n",
       "      <td>0.287974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-0.236888</td>\n",
       "      <td>0.470402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1.280891</td>\n",
       "      <td>0.581886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1.858553</td>\n",
       "      <td>1.301464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>-1.154352</td>\n",
       "      <td>-2.276154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2.294632</td>\n",
       "      <td>1.129170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>-0.389799</td>\n",
       "      <td>0.622426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>-1.080729</td>\n",
       "      <td>-1.556576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.165210</td>\n",
       "      <td>-0.026207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>-1.261956</td>\n",
       "      <td>-0.289715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.000972</td>\n",
       "      <td>0.926473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>-0.752254</td>\n",
       "      <td>0.389323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.442714</td>\n",
       "      <td>1.129170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>-0.350156</td>\n",
       "      <td>-0.411333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>-1.160016</td>\n",
       "      <td>-1.891028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>1.320535</td>\n",
       "      <td>0.470402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>-0.978788</td>\n",
       "      <td>0.713640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2.005801</td>\n",
       "      <td>0.571751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>-1.250629</td>\n",
       "      <td>-0.330254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>-1.188332</td>\n",
       "      <td>0.287974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2.028454</td>\n",
       "      <td>-0.330254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>-0.412453</td>\n",
       "      <td>0.855528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>-0.367146</td>\n",
       "      <td>0.115681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.119903</td>\n",
       "      <td>-2.711954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>-0.531383</td>\n",
       "      <td>0.500807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0.776852</td>\n",
       "      <td>0.095411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0.357764</td>\n",
       "      <td>0.855528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>-0.299185</td>\n",
       "      <td>0.510942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>0.505011</td>\n",
       "      <td>0.754179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.346437</td>\n",
       "      <td>-0.178231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>1.014713</td>\n",
       "      <td>-0.462008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>1.105327</td>\n",
       "      <td>-0.624166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>-0.316175</td>\n",
       "      <td>-0.117421</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    MU_Partial  OSPAN_Partial\n",
       "0    -0.078314      -0.320119\n",
       "1     0.963743       0.926473\n",
       "2     1.139307       0.369053\n",
       "3     0.471031       1.129170\n",
       "4     0.907110       1.017687\n",
       "5     0.425724       1.017687\n",
       "6    -1.375223       1.017687\n",
       "7    -0.763581       0.875798\n",
       "8     2.130395       1.301464\n",
       "9     0.051943      -1.049832\n",
       "10    1.207267      -1.404553\n",
       "11    0.703229       0.247435\n",
       "12   -1.244966       0.044737\n",
       "13   -1.182669      -0.218770\n",
       "14   -0.910828       1.017687\n",
       "15   -0.197245      -0.391064\n",
       "16    0.363427       0.967012\n",
       "17    0.165210       1.129170\n",
       "18    1.037367      -0.715380\n",
       "19    0.125566       1.301464\n",
       "20    1.360178      -0.076882\n",
       "21   -0.384136      -2.164670\n",
       "22    0.850476      -1.921432\n",
       "23   -2.304014      -0.897808\n",
       "24   -0.520056      -0.117421\n",
       "25   -1.137362       0.044737\n",
       "26   -0.469086       0.166356\n",
       "27    0.068933       0.287974\n",
       "28   -0.236888       0.470402\n",
       "29    1.280891       0.581886\n",
       "..         ...            ...\n",
       "69    1.858553       1.301464\n",
       "70   -1.154352      -2.276154\n",
       "71    2.294632       1.129170\n",
       "72   -0.389799       0.622426\n",
       "73   -1.080729      -1.556576\n",
       "74    0.165210      -0.026207\n",
       "75   -1.261956      -0.289715\n",
       "76    0.000972       0.926473\n",
       "77   -0.752254       0.389323\n",
       "78    0.442714       1.129170\n",
       "79   -0.350156      -0.411333\n",
       "80   -1.160016      -1.891028\n",
       "81    1.320535       0.470402\n",
       "82   -0.978788       0.713640\n",
       "83    2.005801       0.571751\n",
       "84   -1.250629      -0.330254\n",
       "85   -1.188332       0.287974\n",
       "86    2.028454      -0.330254\n",
       "87   -0.412453       0.855528\n",
       "88   -0.367146       0.115681\n",
       "89    0.119903      -2.711954\n",
       "90   -0.531383       0.500807\n",
       "91    0.776852       0.095411\n",
       "92    0.357764       0.855528\n",
       "93   -0.299185       0.510942\n",
       "94    0.505011       0.754179\n",
       "95    0.346437      -0.178231\n",
       "96    1.014713      -0.462008\n",
       "97    1.105327      -0.624166\n",
       "98   -0.316175      -0.117421\n",
       "\n",
       "[99 rows x 2 columns]"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zscore_wm_df = raw_wm_df.apply(zscore)\n",
    "zscore_wm_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "a = sm.ProbPlot(raw_wm_df[\"MU_Partial\"])\n",
    "b = sm.ProbPlot(raw_wm_df[\"OSPAN_Partial\"])\n",
    "qqplot_2samples(a,b)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "c = sm.ProbPlot(zscore_wm_df[\"MU_Partial\"])\n",
    "d = sm.ProbPlot(zscore_wm_df[\"OSPAN_Partial\"])\n",
    "qqplot_2samples(c,d)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VtALYSdIdFfsFREQc2NbIzKzryoPa5fGJjRvTc7NKRdWzwsuD3uWChp6j0d8a1qqStAuprPnR1cciosES8t3lWlVmrTE2Vr9n0cwAlsEbaEVqVTUcHI+IX0bEi4GHSWtwbAes6eWkYWb5BqzzmOjgtZd0HWxN76qS9Ergp8Cngc8AP5H0inYHZjbV5Plln6fNwoWbxyDKA9bz508seUxk8NpLuk4BEdHwAdwMPL9i+3nAzc3e183HIYccEmb9ZMmSiOHhiPSrPj2Gh9P+om2kLduUH6OjrYmr/CifZ+bM9JDSOSrjsf4BLI+cv2Obrsch6Y6oGgivta+XeIzD+k29sYTKkuKTaQPpbqhNm4rHVl6lb+VKmDYtDZCPjnpwe9AUGePIkzguIFXIvSTbNRfYKiLeXv9d3eXEYf1maKj2YHLlL/vJtAGva2GNtWxwPHMacDfwLuB04B5gwcTDM7NqeSbITaaN5DkT1jpNE0dEPBkRH4uI4yLi2Ij4eEQ82YngzPpZkTub8kyQm2gbCRYs8GUla6G8gyH99PDguHVbnoHsWu8ZHW08yNyqNmbVaOXgeD/yGId1U6kE8+ZtnmVdyeMM1qtaPcZR+cFDkrafWFhmg69coqNW0gBXg7XBkGcC4BckbS/pmaSB8fslva/9oZn1n1rrTlRyNVgbBHl6HPtFxOPAG4GlwAhwUlujMutTjXoUrgZrgyJP4pguaTopcVwREU+R5nWYTUmN7paq16OYNs1Lo9rgyJM4zgdWAM8Evi9pFHi8nUGZ9arqtbOr60DVu2X2ooucNGxw5JnH8T8RsXtEHJXdtbUSeHUHYjPrmupexcKF6fnEE58+hrFuXRrbgJQcxsfT3VNSenZPwwZNnpIjOwP/DuwWEa+XtB8wJyI+14kAJ8K349pkVC9elMdE60CZ9YpW3477edJiTrtl2z8B3j2x0Mx6X7M7o2rx3VI2leRJHLMi4jJgE0BEbADq3KVu1v+KzrXw3VI21eRJHH+QNJPsTipJLwF+39aozLqoSO/BYxg2FeVJHGcAVwLPlXQDcDHwD22NyqyLat0ZVW14GJYsSeVDnDRsqtmqWYOIuCVbPvb5gID7s7kcZgOpnAgWLUqXrUZG4KijYOnSzdtexMimsrqJQ9JxdQ49TxIRcXmbYjLrurlznRjM6mnU43hDg2MBTDhxSHoT8EHghcChEVHz3llJK4AnSIPxG/LeKmZmZu1TN3FEe5eGvQs4jjQrvZlXR8SjbYzFzMwKaHSp6sSIWCLpjFrHI+JjEz1pRNybnWOiH2FmZl3S6FLVM7Pn7Woc61SRwwCulhTA+REx3qHzmplZHY0uVZUvI10bETdUHpN0WLMPlnQtsEuNQ4si4oqc8R0WEWskPQe4RtJ9EfH9OuebD8wHGPE0XjOztml6Oy7wSeAvcuzbQkQcMdGgKj5jTfb8a0lfBQ4FaiaOrDcyDqlW1WTPbWZmtTUa45gDvBTYqWqcY3tgWrsDy1YcHIqIJ7LXrwM+1O7zmplZY41mjm8NzCAll+0qHo8Dx0/mpJKOlbQamAN8U9JV2f7dJC3Nmu0MXC/pduDHwDcj4tuTOa+ZmU1enrLqo9kaHH3DZdXNzIopUlY9zxjHNpLGgbHK9hHxmomFZ2Zm/SxP4vgycB7wWVxO3cxsysuTODZExLltj8TMzPpCnrLqX5e0UNKuknYsP9oemZmZ9aQ8PY552fP7KvYFsHfrwzEzs17XtMcREXvVeDhpWN8rlWBsDIaG0nOp1O2IzPpDnh4Hkg4A9gO2Le+LiIvbFZRZu5VKMH8+rFuXtleuTNvgdTjMmmna45D0AVKJkU8Crwb+Ezi6zXGZtdWiRZuTRtm6dWm/mTWWZ3D8eOBw4JfZGh0vBrZpa1RmbbZqVbH9ZrZZnsTxx4jYBGyQtD3wazwwbn2uXgFlF1Y2ay5P4lgu6dnA/wI3A7eQakeZ9a3Fi2F4eMt9w8Npv5k11nRwPCIWZi/Pk/RtYPuIuKO9YZm1V3kAfNGidHlqZCQlDQ+MmzWXp8jhK2rtr7egUi9wkUMzs2KKFDnMc6nqfRWP9wNfBz444ejMqng+hVl/yXOp6g2V25L2JN2SazZpnk9h1n/y9DiqrQYOaHUgNjV5PoVZ/2na45D0SVJtKkiJ5iDg9nYGZVOH51OY9Z88JUcqR5k3AF+MiBvaFI9NMSMj6fJUrf1m1pvyXKr6MnBr9viKk4a1kudTmPWfuolD0nRJnwAeAi4ELgIelHRmdvzgzoRog2zuXBgfh9FRkNLz+LgHxs16WaNLVf8NDANjEfEEQFZy5L8knQscCezV/hBt0M2d60Rh1k8aJY6jgH2jYoZgRDwu6TTgUeD17Q7OzMx6T6Mxjk1RY1p5RGwEHomIG9sXlpmZ9apGieMeSSdX75R0InBv+0IyM7Ne1uhS1d8Dl0s6hVQVN4C/BJ4BHNuB2MzMrAfVTRwR8QvgryS9BtgfEPCtiFjWqeDMzKz35KlVdR1wXQdiMTOzPjCRWlVmZjaFOXGYmVkhThxmZlaIE4eZmRXixGFmZoU4cZiZWSFOHGZmVogTh5mZFeLEYWZmhXQlcUg6W9J9ku6Q9FVJz67T7khJ90t6oLyAlJmZdVe3ehzXAAdExIHAT4CzqhtImgZ8mrTux37AWyXt19EozczsabqSOCLi6ojYkG3eCOxRo9mhwAMR8WBErAcuBY7pVIxmZlZbL4xxnAJ8q8b+3UnrnZetzvaZmVkXNa2OO1GSrgV2qXFoUURckbVZBGwASrU+osa+p61IWHG++cB8gJGRkcLxmplZPm1LHBFxRKPjkuYBfwscXmuJWlIPY8+K7T2ANQ3ONw6MA8yePbtugjEzs8np1l1VRwL/BBwdEevqNLsJ2FfSXpK2Bk4AruxUjGZmVlu3xjg+BWwHXCPpNknnAUjaTdJSgGzw/J3AVaQ1zi+LiLu7FK+ZmWXadqmqkYjYp87+NcBRFdtLgaWdisvMzJrrhbuqzMysjzhxmJlZIU4cZmZWiBOHmZkV4sRhZmaFOHGYmVkhThxmZlaIE4eZmRXixGFmZoU4cZiZWSFOHGZmVogTh5mZFeLEYWZmhThxmJlZIU4cZmZWiBOHmZkVMiUSR6kEY2MwNJSeS6VuR2Rm1r+6sgJgJ5VKMH8+rMtWNl+5Mm0DzJ3bvbjMzPrVwPc4Fi3anDTK1q1L+83MrLiBTxyrVhXbb2ZmjQ184hgZKbbfzMwaG/jEsXgxDA9vuW94OO03M7PiBj5xzJ0L4+MwOgpSeh4f98C4mdlEDfxdVZCShBOFmVlrDHyPw8zMWsuJw8zMCnHiMDOzQpw4zMysECcOMzMrRBHR7RhaTtIjwMo2n2YW8Gibz9Eq/RQr9Fe8jrU9+ilW6K9468U6GhE75fmAgUwcnSBpeUTM7nYcefRTrNBf8TrW9uinWKG/4m1FrL5UZWZmhThxmJlZIU4cEzfe7QAK6KdYob/idazt0U+xQn/FO+lYPcZhZmaFuMdhZmaFOHHkJGlHSddI+mn2vEONNq+WdFvF40+S3tiLsWbtRiRdLeleSfdIGutspH+OI2+8Gyu+2ys7HWcWQ65Ys7bbS/qFpE91MsaK8+f5Nzsq6ebsO71b0oIejvUgST/K4rxD0lu6EWsWS95/s9+W9DtJ3+hCjEdKul/SA5LOrHF8G0lfyo7/vyL//ztx5HcmsCwi9gWWZdtbiIjvRMRBEXEQ8BpgHXB1Z8MEcsSauRg4OyJeCBwK/LpD8VXLG+8fy99vRBzdufC2kDdWgH8DvteRqGrLE+vDwEuzf7N/BZwpabcOxliWJ9Z1wMkRsT9wJPAJSc/uYIyV8v47OBs4qWNRZSRNAz4NvB7YD3irpP2qmp0K/DYi9gE+Dnw09wkiwo8cD+B+YNfs9a7A/U3azwdKvRpr9o/p+m5/r0W+W2BtH8V6CHAp8DbgU70ca0X7mcAqYLdejzVrdzuwb69/t8CrgG90OL45wFUV22cBZ1W1uQqYk73eijQpUHk+3z2O/HaOiIcBsufnNGl/AvDFtkdVW55Ynwf8TtLlkm6VdHb2V0o35P1ut5W0XNKN3bgEmGkaq6Qh4L+B93U4tmq5vldJe0q6A3gI+GhErOlgjGWF/v+SdCiwNfCzDsRWS9HfB522O+m/Z9nqbF/NNhGxAfg96Y+HpqbEQk55SboW2KXGoUUFP2dX4EWkjN4WLYh1K+DlwMGkvzK/RPrr+HOtiK9ai77bkYhYI2lv4DpJd0ZEy39xtCDWhcDSiHhIUusCq6EV32tEPAQcmF2i+pqkr0TEr1oVY1mL//+6BJgXEZtaEVud87Qk3i6p9Q+v+hbaPG1qcuKoEBFH1Dsm6VeSdo2Ih7N/uI3GA94MfDUinmp5kJkWxLoauDUiHsze8zXgJbQpcbTiuy3/JRwRD0r6LinptTxxtCDWOcDLJS0EZgBbS1obEY3GQ7oVa+VnrZF0N+kPiq+0ONSWxCppe+CbwD9HxI2tjrFSK7/bLlgN7FmxvQdQ3ZMst1ktaSvgWcBjeT7cl6ryuxKYl72eB1zRoO1b6d5lKsgX603ADpLKRc1eA9zTgdhqaRqvpB0kbZO9ngUcRnfibRprRMyNiJGIGAPeC1zcjqSRQ57vdQ9Jz8he70D6Xu/vWISb5Yl1a+CrpO/zyx2MrZYivw+64SZgX0l7Zd/bCaSYK1X+DMcD10U24NFUpweV+vVBuva3DPhp9rxjtn828NmKdmPAL4ChPoj1tcAdwJ3A54GtezVe4KVZnLdnz6f2aqxV7d9G9wbH83yv5X8Dt2fP83s41hOBp4DbKh4H9Wq82fYPgEeAP5L+wv/rDsZ4FPATUq98UbbvQ8DR2ettgS8DDwA/BvbO+9meOW5mZoX4UpWZmRXixGFmZoU4cZiZWSFOHGZmVogTh5mZFeLEYV2TzSG4Iqsw+qCkT5XnarT4PK+S9NKK7QWSTs5ef17S8a0+Z8W5vphVcn1P1f4zlCoS3yFpmaTRgp/7qloVVyUNSypJulPSXZKulzRjsj9Hk1jWtvPzrfd45rh1hVItjsuBcyPimKxO1jjwn8DpLT7dq4C1wA8BIuK8Fn9+TZJ2IVWerZUUbgVmR8Q6SaeRfu5WlAk/HfhVRLwoi+H5pLkPZi3jHod1y2uAP0XEhQARsRF4D3CypBmS3qaKdSwkfUPSq7LX52bFDu+W9K8VbVZI+ldJt2R/cb8gW2NgAfAepTUnXi7pg5LeWx2QpEMkfU9pfYqrslISSHpXRe/g0hrv21bShdk5b5X06uzQ1cBzyuetfE+kEvzrss0bSSUhyj2J70r6iqT7st6DsmNHZvuuB46r873uSpqAWj7P/RHxZPb+r2U/292S5lfEv1bSR7Nj10o6NIvhQUlHZ23elvUOv620xsMHap1c0vsk3ZR9V/9aq431PycO65b9gZsrd0TE48AKYJ8m710UEbOBA4FXSjqw4tijEfEXwLnAeyNiBXAe8PFI63j8oNYHSpoOfBI4PiIOAS4AFmeHzwQOjogDSUmo2t9n8b+IVG7mIknbAkcDP2t03sypwLcqtg8G3k0qfb83cFj2ef8LvIFUS6pW8T2yuP9JacGjD0vat+LYKdnPNht4l6RyJdRnAt/Njj0BfJg0o/xY0kzjskOBucBBwJskza48saTXAftm7Q4CDpH0igY/t/UpJw7rFlG7EmeecrJvlnQL6XLP/qRfsGWXZ883k8q/5PV84ADgGkm3Af9M1gsgleIoSToR2FDjvS8jVWslIu4DVpLK1jeVfeZs0oI/ZT+OiNWRKr/elv0cLwB+HhE/jVTuYUmtz4uI20jJ5mxgR+AmSS/MDr9L0u2kHs6epF/yAOuBb2ev7wS+F6lA551s+R1eExG/iYg/kr7nl1Wd/nXZ41bglizmfbGB4zEO65a7gb+r3KFU+XRnUpG9A9jyD5ttszZ7kQoH/mVE/FbS58vHMk9mzxsp9u9bwN0RMafGsb8BXkHqQbxf0v6R1i+ofG9hko4gleh+ZflyUqbydeXPkas+UESsJf1iv1zSJuAoSTsDR5AW7lmnVF24/L09FZtrD20qnz8iNilVTf3zR1efqvpHAv4jIs7PE6f1L/c4rFuWAcMVdzdNIy08R6aZAAABpklEQVR+9KnsL9oVwEGShiTtSbr8AbA98Afg99kvw9fnONcTwHZN2twP7CRpThbPdEn7Ky3KtGdEfAf4R+DZpFLplb5PuoSDpOcBIzSpMCvpYOB8UsG5PCW57wP2kvTcbPutdT73MGXrXytVRd2P1AN6FmmZ0HWSXkAqoV/Ua5XW2n4G8EbghqrjVwGnlO/ikrS7pF5b4MhawD0O64qICEnHAp+W9H5gJ+BLEVEeV7gB+DnpcsldpEsfRMTtkm4l9Vge5Om/vGr5OvAVSccA/1AnnvVKt+X+j6Rnkf7f+ASpuuiSbJ9IYyW/q3r7Z4DzJN1JupT1toh4Uo0XcTqblIC+nLVbFQ3WUY+IP2UD2t+U9ChwPalXVu25wLnZgPoQae2K/0taLW+B0kp/95MuVxV1PemS3D7AFyJieVWMV2eXxX6U/UxrSRVte22tCpskV8e1nqA0z+KLwHERcXOz9tZZkt5Gun34nd2OxbrPPQ7rCRHxQ6DQJDgz6w73OMzMrBAPjpuZWSFOHGZmVogTh5mZFeLEYWZmhThxmJlZIU4cZmZWyP8Hz/9WP6cA0jgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "e = sm.ProbPlot(log_df[\"MU_log\"])\n",
    "f = sm.ProbPlot(log_df[\"OSPAN_log\"])\n",
    "qqplot_2samples(e,f)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MU_log</th>\n",
       "      <th>OSPAN_log</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MU_log</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.357693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OSPAN_log</th>\n",
       "      <td>0.357693</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             MU_log  OSPAN_log\n",
       "MU_log     1.000000   0.357693\n",
       "OSPAN_log  0.357693   1.000000"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log_df.corr(method = \"pearson\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MU_Partial</th>\n",
       "      <th>OSPAN_Partial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MU_Partial</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.332798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OSPAN_Partial</th>\n",
       "      <td>0.332798</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               MU_Partial  OSPAN_Partial\n",
       "MU_Partial       1.000000       0.332798\n",
       "OSPAN_Partial    0.332798       1.000000"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zscore_wm_df.corr(method = \"pearson\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MU_Partial</th>\n",
       "      <th>OSPAN_Partial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MU_Partial</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.332798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OSPAN_Partial</th>\n",
       "      <td>0.332798</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               MU_Partial  OSPAN_Partial\n",
       "MU_Partial       1.000000       0.332798\n",
       "OSPAN_Partial    0.332798       1.000000"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_wm_df.corr(method = \"pearson\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "ospan_int = wm_df[[\"OSPAN\"]]\n",
    "ospan_part = raw_wm_df[[\"OSPAN_Partial\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OSPAN</th>\n",
       "      <th>OSPAN_Partial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>0.840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>0.963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>0.908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>0.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0.972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>0.972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5</td>\n",
       "      <td>0.972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5</td>\n",
       "      <td>0.958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>0.768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4</td>\n",
       "      <td>0.733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3</td>\n",
       "      <td>0.896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2</td>\n",
       "      <td>0.876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3</td>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5</td>\n",
       "      <td>0.972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>3</td>\n",
       "      <td>0.833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4</td>\n",
       "      <td>0.967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4</td>\n",
       "      <td>0.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>0.801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>4</td>\n",
       "      <td>0.864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2</td>\n",
       "      <td>0.658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0.682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2</td>\n",
       "      <td>0.783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>0.860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0.876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>3</td>\n",
       "      <td>0.888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2</td>\n",
       "      <td>0.918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3</td>\n",
       "      <td>0.929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>5</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0</td>\n",
       "      <td>0.647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>4</td>\n",
       "      <td>0.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>4</td>\n",
       "      <td>0.933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0</td>\n",
       "      <td>0.718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2</td>\n",
       "      <td>0.869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0</td>\n",
       "      <td>0.843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>3</td>\n",
       "      <td>0.963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>5</td>\n",
       "      <td>0.910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>4</td>\n",
       "      <td>0.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2</td>\n",
       "      <td>0.685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2</td>\n",
       "      <td>0.918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2</td>\n",
       "      <td>0.942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>3</td>\n",
       "      <td>0.928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>4</td>\n",
       "      <td>0.839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>3</td>\n",
       "      <td>0.839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2</td>\n",
       "      <td>0.956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>4</td>\n",
       "      <td>0.883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>3</td>\n",
       "      <td>0.604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0</td>\n",
       "      <td>0.921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>3</td>\n",
       "      <td>0.881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>4</td>\n",
       "      <td>0.956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>4</td>\n",
       "      <td>0.922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>4</td>\n",
       "      <td>0.946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>3</td>\n",
       "      <td>0.854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>5</td>\n",
       "      <td>0.826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2</td>\n",
       "      <td>0.810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0</td>\n",
       "      <td>0.860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    OSPAN  OSPAN_Partial\n",
       "0       2          0.840\n",
       "1       3          0.963\n",
       "2       4          0.908\n",
       "3       4          0.983\n",
       "4       5          0.972\n",
       "5       5          0.972\n",
       "6       5          0.972\n",
       "7       5          0.958\n",
       "8       5          1.000\n",
       "9       0          0.768\n",
       "10      4          0.733\n",
       "11      3          0.896\n",
       "12      2          0.876\n",
       "13      3          0.850\n",
       "14      5          0.972\n",
       "15      3          0.833\n",
       "16      4          0.967\n",
       "17      4          0.983\n",
       "18      0          0.801\n",
       "19      5          1.000\n",
       "20      4          0.864\n",
       "21      2          0.658\n",
       "22      0          0.682\n",
       "23      2          0.783\n",
       "24      0          0.860\n",
       "25      0          0.876\n",
       "26      3          0.888\n",
       "27      3          0.900\n",
       "28      2          0.918\n",
       "29      3          0.929\n",
       "..    ...            ...\n",
       "69      5          1.000\n",
       "70      0          0.647\n",
       "71      4          0.983\n",
       "72      4          0.933\n",
       "73      0          0.718\n",
       "74      2          0.869\n",
       "75      0          0.843\n",
       "76      3          0.963\n",
       "77      5          0.910\n",
       "78      4          0.983\n",
       "79      2          0.685\n",
       "80      2          0.918\n",
       "81      2          0.942\n",
       "82      3          0.928\n",
       "83      4          0.839\n",
       "84      0          0.900\n",
       "85      3          0.839\n",
       "86      2          0.956\n",
       "87      4          0.883\n",
       "88      3          0.604\n",
       "89      0          0.921\n",
       "90      3          0.881\n",
       "91      4          0.956\n",
       "92      4          0.922\n",
       "93      4          0.946\n",
       "94      3          0.854\n",
       "95      5          0.826\n",
       "96      2          0.810\n",
       "97      0          0.860\n",
       "98      2            NaN\n",
       "\n",
       "[99 rows x 2 columns]"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ospan_check_df = pd.concat([ospan_int, ospan_part], axis = 1)\n",
    "ospan_check_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "a = sm.ProbPlot(ospan_check_df[\"OSPAN\"])\n",
    "b = sm.ProbPlot(ospan_check_df[\"OSPAN_Partial\"])\n",
    "qqplot_2samples(a,b)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SBJ_NO</th>\n",
       "      <th>RAPM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>71</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>72</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>73</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>74</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>75</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>76</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>77</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>78</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>79</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>80</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>81</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>82</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>83</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>84</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>85</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>87</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>88</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>89</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>90</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>91</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>92</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>93</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>94</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>95</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>96</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>97</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>98</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>99</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>100</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    SBJ_NO  RAPM\n",
       "0        1     9\n",
       "1        2     4\n",
       "2        3     8\n",
       "3        4     5\n",
       "4        5    10\n",
       "5        6     2\n",
       "6        7     3\n",
       "7        8     8\n",
       "8        9     8\n",
       "9       10     7\n",
       "10      11     2\n",
       "11      12     7\n",
       "12      13     8\n",
       "13      14     1\n",
       "14      15     3\n",
       "15      16     4\n",
       "16      17     7\n",
       "17      18     8\n",
       "18      19     6\n",
       "19      20     2\n",
       "20      21     6\n",
       "21      22     1\n",
       "22      23     8\n",
       "23      24     4\n",
       "24      25     7\n",
       "25      26     6\n",
       "26      27     4\n",
       "27      28     5\n",
       "28      29    10\n",
       "29      30     6\n",
       "..     ...   ...\n",
       "69      70     0\n",
       "70      71     4\n",
       "71      72    11\n",
       "72      73     5\n",
       "73      74     7\n",
       "74      75     9\n",
       "75      76     6\n",
       "76      77     3\n",
       "77      78     7\n",
       "78      79     8\n",
       "79      80     5\n",
       "80      81     5\n",
       "81      82     6\n",
       "82      83     3\n",
       "83      84    11\n",
       "84      85     2\n",
       "85      87     7\n",
       "86      88     2\n",
       "87      89     6\n",
       "88      90     2\n",
       "89      91     6\n",
       "90      92     9\n",
       "91      93     3\n",
       "92      94     2\n",
       "93      95     6\n",
       "94      96     7\n",
       "95      97     6\n",
       "96      98     7\n",
       "97      99    10\n",
       "98     100     4\n",
       "\n",
       "[99 rows x 2 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rapm_df = pd.read_csv(\"SM01_RAPM_OSPAN.csv\", usecols = [\"SBJ_NO\", \"RAPM\"])\n",
    "rapm_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>6</td>\n",
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       "      <td>1</td>\n",
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       "      <td>8</td>\n",
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       "      <td>11</td>\n",
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       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>85</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>87</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>88</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>89</td>\n",
       "      <td>6</td>\n",
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       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>90</td>\n",
       "      <td>2</td>\n",
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       "      <td>94</td>\n",
       "      <td>2</td>\n",
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       "      <th>92</th>\n",
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       "      <td>6</td>\n",
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       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>96</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>97</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>98</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>99</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>100</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>98 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    SBJ_NO  RAPM\n",
       "0        1     9\n",
       "1        2     4\n",
       "2        3     8\n",
       "3        4     5\n",
       "4        5    10\n",
       "5        6     2\n",
       "6        7     3\n",
       "7        8     8\n",
       "8        9     8\n",
       "9       10     7\n",
       "10      11     2\n",
       "11      12     7\n",
       "12      13     8\n",
       "13      14     1\n",
       "14      15     3\n",
       "15      16     4\n",
       "16      17     7\n",
       "17      18     8\n",
       "18      19     6\n",
       "19      20     2\n",
       "20      21     6\n",
       "21      22     1\n",
       "22      23     8\n",
       "23      24     4\n",
       "24      25     7\n",
       "25      26     6\n",
       "26      27     4\n",
       "27      28     5\n",
       "28      29    10\n",
       "29      30     6\n",
       "..     ...   ...\n",
       "68      69     3\n",
       "69      70     0\n",
       "70      71     4\n",
       "71      72    11\n",
       "72      73     5\n",
       "73      74     7\n",
       "74      75     9\n",
       "75      76     6\n",
       "76      77     3\n",
       "77      78     7\n",
       "78      79     8\n",
       "79      81     5\n",
       "80      82     6\n",
       "81      83     3\n",
       "82      84    11\n",
       "83      85     2\n",
       "84      87     7\n",
       "85      88     2\n",
       "86      89     6\n",
       "87      90     2\n",
       "88      91     6\n",
       "89      92     9\n",
       "90      93     3\n",
       "91      94     2\n",
       "92      95     6\n",
       "93      96     7\n",
       "94      97     6\n",
       "95      98     7\n",
       "96      99    10\n",
       "97     100     4\n",
       "\n",
       "[98 rows x 2 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dropping subject 80\n",
    "rapm_df  = rapm_df.drop(rapm_df[rapm_df[\"SBJ_NO\"] == 80].index).reset_index(drop = True)\n",
    "rapm_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "rapm = rapm_df[[\"RAPM\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>RAPM</th>\n",
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       "      <th>9</th>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.166667</td>\n",
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       "      <th>11</th>\n",
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       "      <th>12</th>\n",
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       "      <th>13</th>\n",
       "      <td>0.083333</td>\n",
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       "      <th>14</th>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
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       "      <th>20</th>\n",
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       "      <th>21</th>\n",
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       "    <tr>\n",
       "      <th>23</th>\n",
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       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.500000</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.416667</td>\n",
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       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.833333</td>\n",
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       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0.333333</td>\n",
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       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.916667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.416667</td>\n",
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       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.583333</td>\n",
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       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.750000</td>\n",
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       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.500000</td>\n",
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       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.250000</td>\n",
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       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0.583333</td>\n",
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       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.666667</td>\n",
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       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.416667</td>\n",
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       "    <tr>\n",
       "      <th>80</th>\n",
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       "      <th>81</th>\n",
       "      <td>0.250000</td>\n",
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       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0.916667</td>\n",
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       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.166667</td>\n",
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       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0.583333</td>\n",
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       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>0.166667</td>\n",
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       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>0.500000</td>\n",
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       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.166667</td>\n",
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       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>0.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>98 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        RAPM\n",
       "0   0.750000\n",
       "1   0.333333\n",
       "2   0.666667\n",
       "3   0.416667\n",
       "4   0.833333\n",
       "5   0.166667\n",
       "6   0.250000\n",
       "7   0.666667\n",
       "8   0.666667\n",
       "9   0.583333\n",
       "10  0.166667\n",
       "11  0.583333\n",
       "12  0.666667\n",
       "13  0.083333\n",
       "14  0.250000\n",
       "15  0.333333\n",
       "16  0.583333\n",
       "17  0.666667\n",
       "18  0.500000\n",
       "19  0.166667\n",
       "20  0.500000\n",
       "21  0.083333\n",
       "22  0.666667\n",
       "23  0.333333\n",
       "24  0.583333\n",
       "25  0.500000\n",
       "26  0.333333\n",
       "27  0.416667\n",
       "28  0.833333\n",
       "29  0.500000\n",
       "..       ...\n",
       "68  0.250000\n",
       "69  0.000000\n",
       "70  0.333333\n",
       "71  0.916667\n",
       "72  0.416667\n",
       "73  0.583333\n",
       "74  0.750000\n",
       "75  0.500000\n",
       "76  0.250000\n",
       "77  0.583333\n",
       "78  0.666667\n",
       "79  0.416667\n",
       "80  0.500000\n",
       "81  0.250000\n",
       "82  0.916667\n",
       "83  0.166667\n",
       "84  0.583333\n",
       "85  0.166667\n",
       "86  0.500000\n",
       "87  0.166667\n",
       "88  0.500000\n",
       "89  0.750000\n",
       "90  0.250000\n",
       "91  0.166667\n",
       "92  0.500000\n",
       "93  0.583333\n",
       "94  0.500000\n",
       "95  0.583333\n",
       "96  0.833333\n",
       "97  0.333333\n",
       "\n",
       "[98 rows x 1 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rapm_part_df = rapm/12\n",
    "rapm_part_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>0.669608</td>\n",
       "      <td>0.963</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.908</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.584314</td>\n",
       "      <td>0.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.659804</td>\n",
       "      <td>0.972</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.576471</td>\n",
       "      <td>0.972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.264706</td>\n",
       "      <td>0.972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.370588</td>\n",
       "      <td>0.958</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.871569</td>\n",
       "      <td>1.000</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.511765</td>\n",
       "      <td>0.768</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.711765</td>\n",
       "      <td>0.733</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.624510</td>\n",
       "      <td>0.896</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.287255</td>\n",
       "      <td>0.876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.298039</td>\n",
       "      <td>0.850</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.345098</td>\n",
       "      <td>0.972</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.468627</td>\n",
       "      <td>0.833</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.565686</td>\n",
       "      <td>0.967</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.531373</td>\n",
       "      <td>0.983</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.682353</td>\n",
       "      <td>0.801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.524510</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.738235</td>\n",
       "      <td>0.864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.436275</td>\n",
       "      <td>0.658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.650000</td>\n",
       "      <td>0.682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.103922</td>\n",
       "      <td>0.783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.412745</td>\n",
       "      <td>0.860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.305882</td>\n",
       "      <td>0.876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.421569</td>\n",
       "      <td>0.888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.514706</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.461765</td>\n",
       "      <td>0.918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.724510</td>\n",
       "      <td>0.929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.627451</td>\n",
       "      <td>0.818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.824510</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0.302941</td>\n",
       "      <td>0.647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.435294</td>\n",
       "      <td>0.933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.315686</td>\n",
       "      <td>0.718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.531373</td>\n",
       "      <td>0.869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.284314</td>\n",
       "      <td>0.843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.502941</td>\n",
       "      <td>0.963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0.372549</td>\n",
       "      <td>0.910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.579412</td>\n",
       "      <td>0.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.301961</td>\n",
       "      <td>0.685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.731373</td>\n",
       "      <td>0.918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0.850000</td>\n",
       "      <td>0.928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.286275</td>\n",
       "      <td>0.839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0.297059</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>0.853922</td>\n",
       "      <td>0.839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>0.431373</td>\n",
       "      <td>0.956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.439216</td>\n",
       "      <td>0.883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>0.523529</td>\n",
       "      <td>0.604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.410784</td>\n",
       "      <td>0.921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>0.637255</td>\n",
       "      <td>0.881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0.564706</td>\n",
       "      <td>0.956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0.450980</td>\n",
       "      <td>0.922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>0.590196</td>\n",
       "      <td>0.946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>0.562745</td>\n",
       "      <td>0.854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.678431</td>\n",
       "      <td>0.826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.694118</td>\n",
       "      <td>0.810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.448039</td>\n",
       "      <td>0.860</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>98 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    MU_Partial  OSPAN_Partial\n",
       "0     0.489216          0.840\n",
       "1     0.669608          0.963\n",
       "2     0.700000          0.908\n",
       "3     0.584314          0.983\n",
       "4     0.659804          0.972\n",
       "5     0.576471          0.972\n",
       "6     0.264706          0.972\n",
       "7     0.370588          0.958\n",
       "8     0.871569          1.000\n",
       "9     0.511765          0.768\n",
       "10    0.711765          0.733\n",
       "11    0.624510          0.896\n",
       "12    0.287255          0.876\n",
       "13    0.298039          0.850\n",
       "14    0.345098          0.972\n",
       "15    0.468627          0.833\n",
       "16    0.565686          0.967\n",
       "17    0.531373          0.983\n",
       "18    0.682353          0.801\n",
       "19    0.524510          1.000\n",
       "20    0.738235          0.864\n",
       "21    0.436275          0.658\n",
       "22    0.650000          0.682\n",
       "23    0.103922          0.783\n",
       "24    0.412745          0.860\n",
       "25    0.305882          0.876\n",
       "26    0.421569          0.888\n",
       "27    0.514706          0.900\n",
       "28    0.461765          0.918\n",
       "29    0.724510          0.929\n",
       "..         ...            ...\n",
       "68    0.627451          0.818\n",
       "69    0.824510          1.000\n",
       "70    0.302941          0.647\n",
       "71    0.900000          0.983\n",
       "72    0.435294          0.933\n",
       "73    0.315686          0.718\n",
       "74    0.531373          0.869\n",
       "75    0.284314          0.843\n",
       "76    0.502941          0.963\n",
       "77    0.372549          0.910\n",
       "78    0.579412          0.983\n",
       "79    0.301961          0.685\n",
       "80    0.731373          0.918\n",
       "81    0.333333          0.942\n",
       "82    0.850000          0.928\n",
       "83    0.286275          0.839\n",
       "84    0.297059          0.900\n",
       "85    0.853922          0.839\n",
       "86    0.431373          0.956\n",
       "87    0.439216          0.883\n",
       "88    0.523529          0.604\n",
       "89    0.410784          0.921\n",
       "90    0.637255          0.881\n",
       "91    0.564706          0.956\n",
       "92    0.450980          0.922\n",
       "93    0.590196          0.946\n",
       "94    0.562745          0.854\n",
       "95    0.678431          0.826\n",
       "96    0.694118          0.810\n",
       "97    0.448039          0.860\n",
       "\n",
       "[98 rows x 2 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "part_df = pd.read_csv(\"MU_OSPAN_Partial.csv\", index_col = 0)\n",
    "part_df = part_df[[\"MU_Partial\", \"OSPAN_Partial\"]]\n",
    "part_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MU_Partial</th>\n",
       "      <th>OSPAN_Partial</th>\n",
       "      <th>RAPM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.489216</td>\n",
       "      <td>0.840</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.669608</td>\n",
       "      <td>0.963</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.908</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.584314</td>\n",
       "      <td>0.983</td>\n",
       "      <td>0.416667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.659804</td>\n",
       "      <td>0.972</td>\n",
       "      <td>0.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.576471</td>\n",
       "      <td>0.972</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.264706</td>\n",
       "      <td>0.972</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.370588</td>\n",
       "      <td>0.958</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.871569</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.511765</td>\n",
       "      <td>0.768</td>\n",
       "      <td>0.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.711765</td>\n",
       "      <td>0.733</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.624510</td>\n",
       "      <td>0.896</td>\n",
       "      <td>0.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.287255</td>\n",
       "      <td>0.876</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.298039</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.083333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.345098</td>\n",
       "      <td>0.972</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.468627</td>\n",
       "      <td>0.833</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.565686</td>\n",
       "      <td>0.967</td>\n",
       "      <td>0.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.531373</td>\n",
       "      <td>0.983</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.682353</td>\n",
       "      <td>0.801</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.524510</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.738235</td>\n",
       "      <td>0.864</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.436275</td>\n",
       "      <td>0.658</td>\n",
       "      <td>0.083333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.650000</td>\n",
       "      <td>0.682</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.103922</td>\n",
       "      <td>0.783</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.412745</td>\n",
       "      <td>0.860</td>\n",
       "      <td>0.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.305882</td>\n",
       "      <td>0.876</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.421569</td>\n",
       "      <td>0.888</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.514706</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.416667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.461765</td>\n",
       "      <td>0.918</td>\n",
       "      <td>0.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.724510</td>\n",
       "      <td>0.929</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.627451</td>\n",
       "      <td>0.818</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.824510</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0.302941</td>\n",
       "      <td>0.647</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.983</td>\n",
       "      <td>0.916667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.435294</td>\n",
       "      <td>0.933</td>\n",
       "      <td>0.416667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.315686</td>\n",
       "      <td>0.718</td>\n",
       "      <td>0.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.531373</td>\n",
       "      <td>0.869</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.284314</td>\n",
       "      <td>0.843</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.502941</td>\n",
       "      <td>0.963</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0.372549</td>\n",
       "      <td>0.910</td>\n",
       "      <td>0.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.579412</td>\n",
       "      <td>0.983</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.301961</td>\n",
       "      <td>0.685</td>\n",
       "      <td>0.416667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.731373</td>\n",
       "      <td>0.918</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.942</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0.850000</td>\n",
       "      <td>0.928</td>\n",
       "      <td>0.916667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.286275</td>\n",
       "      <td>0.839</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0.297059</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>0.853922</td>\n",
       "      <td>0.839</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>0.431373</td>\n",
       "      <td>0.956</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.439216</td>\n",
       "      <td>0.883</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>0.523529</td>\n",
       "      <td>0.604</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.410784</td>\n",
       "      <td>0.921</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>0.637255</td>\n",
       "      <td>0.881</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0.564706</td>\n",
       "      <td>0.956</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0.450980</td>\n",
       "      <td>0.922</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>0.590196</td>\n",
       "      <td>0.946</td>\n",
       "      <td>0.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>0.562745</td>\n",
       "      <td>0.854</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.678431</td>\n",
       "      <td>0.826</td>\n",
       "      <td>0.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.694118</td>\n",
       "      <td>0.810</td>\n",
       "      <td>0.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.448039</td>\n",
       "      <td>0.860</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>98 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    MU_Partial  OSPAN_Partial      RAPM\n",
       "0     0.489216          0.840  0.750000\n",
       "1     0.669608          0.963  0.333333\n",
       "2     0.700000          0.908  0.666667\n",
       "3     0.584314          0.983  0.416667\n",
       "4     0.659804          0.972  0.833333\n",
       "5     0.576471          0.972  0.166667\n",
       "6     0.264706          0.972  0.250000\n",
       "7     0.370588          0.958  0.666667\n",
       "8     0.871569          1.000  0.666667\n",
       "9     0.511765          0.768  0.583333\n",
       "10    0.711765          0.733  0.166667\n",
       "11    0.624510          0.896  0.583333\n",
       "12    0.287255          0.876  0.666667\n",
       "13    0.298039          0.850  0.083333\n",
       "14    0.345098          0.972  0.250000\n",
       "15    0.468627          0.833  0.333333\n",
       "16    0.565686          0.967  0.583333\n",
       "17    0.531373          0.983  0.666667\n",
       "18    0.682353          0.801  0.500000\n",
       "19    0.524510          1.000  0.166667\n",
       "20    0.738235          0.864  0.500000\n",
       "21    0.436275          0.658  0.083333\n",
       "22    0.650000          0.682  0.666667\n",
       "23    0.103922          0.783  0.333333\n",
       "24    0.412745          0.860  0.583333\n",
       "25    0.305882          0.876  0.500000\n",
       "26    0.421569          0.888  0.333333\n",
       "27    0.514706          0.900  0.416667\n",
       "28    0.461765          0.918  0.833333\n",
       "29    0.724510          0.929  0.500000\n",
       "..         ...            ...       ...\n",
       "68    0.627451          0.818  0.250000\n",
       "69    0.824510          1.000  0.000000\n",
       "70    0.302941          0.647  0.333333\n",
       "71    0.900000          0.983  0.916667\n",
       "72    0.435294          0.933  0.416667\n",
       "73    0.315686          0.718  0.583333\n",
       "74    0.531373          0.869  0.750000\n",
       "75    0.284314          0.843  0.500000\n",
       "76    0.502941          0.963  0.250000\n",
       "77    0.372549          0.910  0.583333\n",
       "78    0.579412          0.983  0.666667\n",
       "79    0.301961          0.685  0.416667\n",
       "80    0.731373          0.918  0.500000\n",
       "81    0.333333          0.942  0.250000\n",
       "82    0.850000          0.928  0.916667\n",
       "83    0.286275          0.839  0.166667\n",
       "84    0.297059          0.900  0.583333\n",
       "85    0.853922          0.839  0.166667\n",
       "86    0.431373          0.956  0.500000\n",
       "87    0.439216          0.883  0.166667\n",
       "88    0.523529          0.604  0.500000\n",
       "89    0.410784          0.921  0.750000\n",
       "90    0.637255          0.881  0.250000\n",
       "91    0.564706          0.956  0.166667\n",
       "92    0.450980          0.922  0.500000\n",
       "93    0.590196          0.946  0.583333\n",
       "94    0.562745          0.854  0.500000\n",
       "95    0.678431          0.826  0.583333\n",
       "96    0.694118          0.810  0.833333\n",
       "97    0.448039          0.860  0.333333\n",
       "\n",
       "[98 rows x 3 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_part_df = pd.concat([part_df, rapm_part_df], axis =1)\n",
    "total_part_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_part_df.to_csv(\"ID_Raw_Part.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import zscore"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MU_Partial</th>\n",
       "      <th>OSPAN_Partial</th>\n",
       "      <th>RAPM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.081524</td>\n",
       "      <td>-0.322953</td>\n",
       "      <td>1.342009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.955907</td>\n",
       "      <td>0.918399</td>\n",
       "      <td>-0.620930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.130691</td>\n",
       "      <td>0.363323</td>\n",
       "      <td>0.949421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.465382</td>\n",
       "      <td>1.120244</td>\n",
       "      <td>-0.228342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.899524</td>\n",
       "      <td>1.009229</td>\n",
       "      <td>1.734597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.420277</td>\n",
       "      <td>1.009229</td>\n",
       "      <td>-1.406105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-1.372674</td>\n",
       "      <td>1.009229</td>\n",
       "      <td>-1.013517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.763747</td>\n",
       "      <td>0.867937</td>\n",
       "      <td>0.949421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2.117378</td>\n",
       "      <td>1.291813</td>\n",
       "      <td>0.949421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.048155</td>\n",
       "      <td>-1.049598</td>\n",
       "      <td>0.556834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1.198350</td>\n",
       "      <td>-1.402829</td>\n",
       "      <td>-1.406105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.696549</td>\n",
       "      <td>0.242215</td>\n",
       "      <td>0.556834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-1.242995</td>\n",
       "      <td>0.040369</td>\n",
       "      <td>0.949421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-1.180975</td>\n",
       "      <td>-0.222030</td>\n",
       "      <td>-1.798693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-0.910341</td>\n",
       "      <td>1.009229</td>\n",
       "      <td>-1.013517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-0.199926</td>\n",
       "      <td>-0.393599</td>\n",
       "      <td>-0.620930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.358256</td>\n",
       "      <td>0.958768</td>\n",
       "      <td>0.556834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.160919</td>\n",
       "      <td>1.120244</td>\n",
       "      <td>0.949421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1.029203</td>\n",
       "      <td>-0.716553</td>\n",
       "      <td>0.164246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.121452</td>\n",
       "      <td>1.291813</td>\n",
       "      <td>-1.406105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1.350581</td>\n",
       "      <td>-0.080738</td>\n",
       "      <td>0.164246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-0.385987</td>\n",
       "      <td>-2.159751</td>\n",
       "      <td>-1.798693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.843142</td>\n",
       "      <td>-1.917536</td>\n",
       "      <td>0.949421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-2.297340</td>\n",
       "      <td>-0.898214</td>\n",
       "      <td>-0.620930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-0.521304</td>\n",
       "      <td>-0.121108</td>\n",
       "      <td>0.556834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-1.135869</td>\n",
       "      <td>0.040369</td>\n",
       "      <td>0.164246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-0.470560</td>\n",
       "      <td>0.161477</td>\n",
       "      <td>-0.620930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.065070</td>\n",
       "      <td>0.282584</td>\n",
       "      <td>-0.228342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-0.239394</td>\n",
       "      <td>0.464245</td>\n",
       "      <td>1.734597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1.271646</td>\n",
       "      <td>0.575261</td>\n",
       "      <td>0.164246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.713464</td>\n",
       "      <td>-0.544984</td>\n",
       "      <td>-1.013517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1.846744</td>\n",
       "      <td>1.291813</td>\n",
       "      <td>-2.191281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>-1.152784</td>\n",
       "      <td>-2.270766</td>\n",
       "      <td>-0.620930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2.280886</td>\n",
       "      <td>1.120244</td>\n",
       "      <td>2.127185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>-0.391625</td>\n",
       "      <td>0.615630</td>\n",
       "      <td>-0.228342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>-1.079487</td>\n",
       "      <td>-1.554213</td>\n",
       "      <td>0.556834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.160919</td>\n",
       "      <td>-0.030277</td>\n",
       "      <td>1.342009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>-1.259910</td>\n",
       "      <td>-0.292676</td>\n",
       "      <td>0.164246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>-0.002589</td>\n",
       "      <td>0.918399</td>\n",
       "      <td>-1.013517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>-0.752471</td>\n",
       "      <td>0.383507</td>\n",
       "      <td>0.556834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.437191</td>\n",
       "      <td>1.120244</td>\n",
       "      <td>0.949421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>-1.158422</td>\n",
       "      <td>-1.887259</td>\n",
       "      <td>-0.228342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>1.311114</td>\n",
       "      <td>0.464245</td>\n",
       "      <td>0.164246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>-0.977999</td>\n",
       "      <td>0.706460</td>\n",
       "      <td>-1.013517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>1.993337</td>\n",
       "      <td>0.565168</td>\n",
       "      <td>2.127185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>-1.248633</td>\n",
       "      <td>-0.333046</td>\n",
       "      <td>-1.406105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>-1.186613</td>\n",
       "      <td>0.282584</td>\n",
       "      <td>0.556834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2.015890</td>\n",
       "      <td>-0.333046</td>\n",
       "      <td>-1.406105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>-0.414178</td>\n",
       "      <td>0.847753</td>\n",
       "      <td>0.164246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>-0.369073</td>\n",
       "      <td>0.111015</td>\n",
       "      <td>-1.406105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>0.115813</td>\n",
       "      <td>-2.704734</td>\n",
       "      <td>0.164246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>-0.532581</td>\n",
       "      <td>0.494522</td>\n",
       "      <td>1.342009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>0.769846</td>\n",
       "      <td>0.090831</td>\n",
       "      <td>-1.013517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0.352618</td>\n",
       "      <td>0.847753</td>\n",
       "      <td>-1.406105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>-0.301414</td>\n",
       "      <td>0.504615</td>\n",
       "      <td>0.164246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>0.499212</td>\n",
       "      <td>0.746830</td>\n",
       "      <td>0.556834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>0.341342</td>\n",
       "      <td>-0.181661</td>\n",
       "      <td>0.164246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>1.006650</td>\n",
       "      <td>-0.464245</td>\n",
       "      <td>0.556834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>1.096862</td>\n",
       "      <td>-0.625722</td>\n",
       "      <td>1.734597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>-0.318329</td>\n",
       "      <td>-0.121108</td>\n",
       "      <td>-0.620930</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>98 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    MU_Partial  OSPAN_Partial      RAPM\n",
       "0    -0.081524      -0.322953  1.342009\n",
       "1     0.955907       0.918399 -0.620930\n",
       "2     1.130691       0.363323  0.949421\n",
       "3     0.465382       1.120244 -0.228342\n",
       "4     0.899524       1.009229  1.734597\n",
       "5     0.420277       1.009229 -1.406105\n",
       "6    -1.372674       1.009229 -1.013517\n",
       "7    -0.763747       0.867937  0.949421\n",
       "8     2.117378       1.291813  0.949421\n",
       "9     0.048155      -1.049598  0.556834\n",
       "10    1.198350      -1.402829 -1.406105\n",
       "11    0.696549       0.242215  0.556834\n",
       "12   -1.242995       0.040369  0.949421\n",
       "13   -1.180975      -0.222030 -1.798693\n",
       "14   -0.910341       1.009229 -1.013517\n",
       "15   -0.199926      -0.393599 -0.620930\n",
       "16    0.358256       0.958768  0.556834\n",
       "17    0.160919       1.120244  0.949421\n",
       "18    1.029203      -0.716553  0.164246\n",
       "19    0.121452       1.291813 -1.406105\n",
       "20    1.350581      -0.080738  0.164246\n",
       "21   -0.385987      -2.159751 -1.798693\n",
       "22    0.843142      -1.917536  0.949421\n",
       "23   -2.297340      -0.898214 -0.620930\n",
       "24   -0.521304      -0.121108  0.556834\n",
       "25   -1.135869       0.040369  0.164246\n",
       "26   -0.470560       0.161477 -0.620930\n",
       "27    0.065070       0.282584 -0.228342\n",
       "28   -0.239394       0.464245  1.734597\n",
       "29    1.271646       0.575261  0.164246\n",
       "..         ...            ...       ...\n",
       "68    0.713464      -0.544984 -1.013517\n",
       "69    1.846744       1.291813 -2.191281\n",
       "70   -1.152784      -2.270766 -0.620930\n",
       "71    2.280886       1.120244  2.127185\n",
       "72   -0.391625       0.615630 -0.228342\n",
       "73   -1.079487      -1.554213  0.556834\n",
       "74    0.160919      -0.030277  1.342009\n",
       "75   -1.259910      -0.292676  0.164246\n",
       "76   -0.002589       0.918399 -1.013517\n",
       "77   -0.752471       0.383507  0.556834\n",
       "78    0.437191       1.120244  0.949421\n",
       "79   -1.158422      -1.887259 -0.228342\n",
       "80    1.311114       0.464245  0.164246\n",
       "81   -0.977999       0.706460 -1.013517\n",
       "82    1.993337       0.565168  2.127185\n",
       "83   -1.248633      -0.333046 -1.406105\n",
       "84   -1.186613       0.282584  0.556834\n",
       "85    2.015890      -0.333046 -1.406105\n",
       "86   -0.414178       0.847753  0.164246\n",
       "87   -0.369073       0.111015 -1.406105\n",
       "88    0.115813      -2.704734  0.164246\n",
       "89   -0.532581       0.494522  1.342009\n",
       "90    0.769846       0.090831 -1.013517\n",
       "91    0.352618       0.847753 -1.406105\n",
       "92   -0.301414       0.504615  0.164246\n",
       "93    0.499212       0.746830  0.556834\n",
       "94    0.341342      -0.181661  0.164246\n",
       "95    1.006650      -0.464245  0.556834\n",
       "96    1.096862      -0.625722  1.734597\n",
       "97   -0.318329      -0.121108 -0.620930\n",
       "\n",
       "[98 rows x 3 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z_total_part_df = total_part_df.apply(zscore)\n",
    "z_total_part_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "z_total_part_df.to_csv(\"ID_Zscore_Part.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'# Partial credit unit score (PCU): 0.840'"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "row[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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