display_tables.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import dataframe_image as dfi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "ssrt_ttests = pd.read_csv('result_csvs/discovery/metric-SSRT_test-ttests.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>DCvs.0</th>\n",
       "      <th>DEvs.0</th>\n",
       "      <th>DEvs.DC</th>\n",
       "      <th>predictable_task_switchingvs.0</th>\n",
       "      <th>n_backvs.0</th>\n",
       "      <th>flankervs.0</th>\n",
       "      <th>shape_matchingvs.0</th>\n",
       "      <th>cued_task_switchingvs.0</th>\n",
       "      <th>directed_forgettingvs.0</th>\n",
       "      <th>predictable_task_switching: DCvs.0</th>\n",
       "      <th>...</th>\n",
       "      <th>cued_task_switching: DCvs.0</th>\n",
       "      <th>cued_task_switching: DEvs.0</th>\n",
       "      <th>directed_forgetting: DCvs.0</th>\n",
       "      <th>directed_forgetting: DEvs.0</th>\n",
       "      <th>predictable_task_switching: DEvs.DC</th>\n",
       "      <th>n_back: DEvs.DC</th>\n",
       "      <th>flanker: DEvs.DC</th>\n",
       "      <th>shape_matching: DEvs.DC</th>\n",
       "      <th>cued_task_switching: DEvs.DC</th>\n",
       "      <th>directed_forgetting: DEvs.DC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>31.675158</td>\n",
       "      <td>40.953954</td>\n",
       "      <td>9.278797</td>\n",
       "      <td>6.043011</td>\n",
       "      <td>37.680346</td>\n",
       "      <td>6.889785</td>\n",
       "      <td>28.55914</td>\n",
       "      <td>29.841398</td>\n",
       "      <td>1.088737e+02</td>\n",
       "      <td>2.268817</td>\n",
       "      <td>...</td>\n",
       "      <td>26.478495</td>\n",
       "      <td>33.204301</td>\n",
       "      <td>1.056398e+02</td>\n",
       "      <td>1.121075e+02</td>\n",
       "      <td>7.548387</td>\n",
       "      <td>32.946974</td>\n",
       "      <td>0.112903</td>\n",
       "      <td>1.870968</td>\n",
       "      <td>6.725806</td>\n",
       "      <td>6.467742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t</th>\n",
       "      <td>4.451247</td>\n",
       "      <td>5.055144</td>\n",
       "      <td>2.273687</td>\n",
       "      <td>0.672388</td>\n",
       "      <td>4.136191</td>\n",
       "      <td>1.075575</td>\n",
       "      <td>3.22830</td>\n",
       "      <td>2.917012</td>\n",
       "      <td>7.895319e+00</td>\n",
       "      <td>0.225635</td>\n",
       "      <td>...</td>\n",
       "      <td>2.284787</td>\n",
       "      <td>3.012653</td>\n",
       "      <td>6.934794e+00</td>\n",
       "      <td>7.247014e+00</td>\n",
       "      <td>1.008041</td>\n",
       "      <td>2.654220</td>\n",
       "      <td>0.016025</td>\n",
       "      <td>0.337884</td>\n",
       "      <td>0.697652</td>\n",
       "      <td>0.479291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p</th>\n",
       "      <td>0.000109</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.030307</td>\n",
       "      <td>0.506483</td>\n",
       "      <td>0.000262</td>\n",
       "      <td>0.290692</td>\n",
       "      <td>0.00301</td>\n",
       "      <td>0.006634</td>\n",
       "      <td>8.222590e-09</td>\n",
       "      <td>0.823015</td>\n",
       "      <td>...</td>\n",
       "      <td>0.029568</td>\n",
       "      <td>0.005221</td>\n",
       "      <td>1.058498e-07</td>\n",
       "      <td>4.559520e-08</td>\n",
       "      <td>0.321497</td>\n",
       "      <td>0.012594</td>\n",
       "      <td>0.987321</td>\n",
       "      <td>0.737804</td>\n",
       "      <td>0.490767</td>\n",
       "      <td>0.635207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d</th>\n",
       "      <td>0.799468</td>\n",
       "      <td>0.907931</td>\n",
       "      <td>0.408366</td>\n",
       "      <td>0.120764</td>\n",
       "      <td>0.742882</td>\n",
       "      <td>0.193179</td>\n",
       "      <td>0.57982</td>\n",
       "      <td>0.523911</td>\n",
       "      <td>1.418041e+00</td>\n",
       "      <td>0.040525</td>\n",
       "      <td>...</td>\n",
       "      <td>0.410360</td>\n",
       "      <td>0.541088</td>\n",
       "      <td>1.245526e+00</td>\n",
       "      <td>1.301602e+00</td>\n",
       "      <td>0.181049</td>\n",
       "      <td>0.476712</td>\n",
       "      <td>0.002878</td>\n",
       "      <td>0.060686</td>\n",
       "      <td>0.125302</td>\n",
       "      <td>0.086083</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         DCvs.0     DEvs.0   DEvs.DC  predictable_task_switchingvs.0  \\\n",
       "mean  31.675158  40.953954  9.278797                        6.043011   \n",
       "t      4.451247   5.055144  2.273687                        0.672388   \n",
       "p      0.000109   0.000020  0.030307                        0.506483   \n",
       "d      0.799468   0.907931  0.408366                        0.120764   \n",
       "\n",
       "      n_backvs.0  flankervs.0  shape_matchingvs.0  cued_task_switchingvs.0  \\\n",
       "mean   37.680346     6.889785            28.55914                29.841398   \n",
       "t       4.136191     1.075575             3.22830                 2.917012   \n",
       "p       0.000262     0.290692             0.00301                 0.006634   \n",
       "d       0.742882     0.193179             0.57982                 0.523911   \n",
       "\n",
       "      directed_forgettingvs.0  predictable_task_switching: DCvs.0  ...  \\\n",
       "mean             1.088737e+02                            2.268817  ...   \n",
       "t                7.895319e+00                            0.225635  ...   \n",
       "p                8.222590e-09                            0.823015  ...   \n",
       "d                1.418041e+00                            0.040525  ...   \n",
       "\n",
       "      cued_task_switching: DCvs.0  cued_task_switching: DEvs.0  \\\n",
       "mean                    26.478495                    33.204301   \n",
       "t                        2.284787                     3.012653   \n",
       "p                        0.029568                     0.005221   \n",
       "d                        0.410360                     0.541088   \n",
       "\n",
       "      directed_forgetting: DCvs.0  directed_forgetting: DEvs.0  \\\n",
       "mean                 1.056398e+02                 1.121075e+02   \n",
       "t                    6.934794e+00                 7.247014e+00   \n",
       "p                    1.058498e-07                 4.559520e-08   \n",
       "d                    1.245526e+00                 1.301602e+00   \n",
       "\n",
       "      predictable_task_switching: DEvs.DC  n_back: DEvs.DC  flanker: DEvs.DC  \\\n",
       "mean                             7.548387        32.946974          0.112903   \n",
       "t                                1.008041         2.654220          0.016025   \n",
       "p                                0.321497         0.012594          0.987321   \n",
       "d                                0.181049         0.476712          0.002878   \n",
       "\n",
       "      shape_matching: DEvs.DC  cued_task_switching: DEvs.DC  \\\n",
       "mean                 1.870968                      6.725806   \n",
       "t                    0.337884                      0.697652   \n",
       "p                    0.737804                      0.490767   \n",
       "d                    0.060686                      0.125302   \n",
       "\n",
       "      directed_forgetting: DEvs.DC  \n",
       "mean                      6.467742  \n",
       "t                         0.479291  \n",
       "p                         0.635207  \n",
       "d                         0.086083  \n",
       "\n",
       "[4 rows x 27 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ssrt_ttests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ttests_df = ssrt_ttests.T.reset_index().rename(columns={'index':'descrip'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_task_name(descrip):\n",
    "    name_piece = descrip.split('vs.')[0].split(': ')[0]\n",
    "    if any(p in name_piece for p in ['DC', 'DE']):\n",
    "        return 'All'\n",
    "    else:\n",
    "        return name_piece\n",
    "\n",
    "def get_test_name(descrip):\n",
    "    if 'DCvs.0' in descrip:\n",
    "        return 'Dual Low Demand vs. Simple Stop Single Task'\n",
    "    elif 'DEvs.0' in descrip:\n",
    "        return 'Dual High Demand vs. Simple Stop Single Task'\n",
    "    elif 'DEvs.DC' in descrip:\n",
    "        return 'Dual High Demand vs. Dual Low Demand'\n",
    "    else:\n",
    "        return 'mean(Dual Low Demand, Dual High Demand) vs. Simple Stop Single Task'\n",
    "    \n",
    "test_order = {'mean(Dual Low Demand, Dual High Demand) vs. Simple Stop Single Task': 1,\n",
    "              'Dual Low Demand vs. Simple Stop Single Task': 2,\n",
    "              'Dual High Demand vs. Simple Stop Single Task': 3,\n",
    "              'Dual High Demand vs. Dual Low Demand': 4}\n",
    "task_order = {\n",
    "    'All': 'aa',\n",
    "    'go_no_go': 'ab',\n",
    "    'predictable_task_switching': 'ba',\n",
    "    'cued_task_switching': 'bb',\n",
    "    'flanker': 'ca',\n",
    "    'shape_matching': 'cb',\n",
    "    'n_back': 'da',\n",
    "    'directed_forgetting': 'db'\n",
    "}\n",
    "\n",
    "formal_tasks = {\n",
    "    'All': 'All',\n",
    "    'single_task': 'Simple Stop Single Task',\n",
    "    'go_no_go': 'Go/No-Go',\n",
    "    'predictable_task_switching': 'Predictable Task Switching',\n",
    "    'cued_task_switching': 'Cued Task Switching',\n",
    "    'flanker': 'Flanker',\n",
    "    'shape_matching': 'Shape Matching',\n",
    "    'n_back': 'n-Back',\n",
    "    'directed_forgetting': 'Directed Forgetting' \n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "ttests_df['Dual Task(s)'] = ttests_df['descrip'].map(get_task_name)\n",
    "ttests_df['Test'] = ttests_df['descrip'].map(get_test_name)\n",
    "\n",
    "ttests_df['task_order'] = ttests_df['Dual Task(s)'].map(task_order)\n",
    "ttests_df['test_order'] = ttests_df['Test'].map(test_order)\n",
    "\n",
    "clean_df = ttests_df.sort_values(by=['test_order', 'task_order'])[['Test', 'Dual Task(s)', 'mean', 'd', 'p']].round({'mean': 1, 'd': 2, 'p': 3})\n",
    "clean_df['Dual Task(s)'] = clean_df['Dual Task(s)'].map(formal_tasks)\n",
    "clean_df = clean_df.rename(columns={'mean': 'Mean'})\n",
    "clean_df = clean_df.set_index(['Test', 'Dual Task(s)'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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></th>\n",
       "      <th>Mean</th>\n",
       "      <th>d</th>\n",
       "      <th>p</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Test</th>\n",
       "      <th>Dual Task(s)</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">mean(Dual Low Demand, Dual High Demand) vs. Simple Stop Single Task</th>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>29.8</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>6.9</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>28.6</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>37.7</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>108.9</td>\n",
       "      <td>1.42</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual Low Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>31.7</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>2.3</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>26.5</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>6.8</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>27.6</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>21.2</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>105.6</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>41.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>9.8</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>33.2</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>6.9</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>29.5</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>54.2</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>112.1</td>\n",
       "      <td>1.30</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Dual Low Demand</th>\n",
       "      <th>All</th>\n",
       "      <td>9.3</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>7.5</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>6.7</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>0.1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>1.9</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>32.9</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>6.5</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.635</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                Mean  \\\n",
       "Test                                               Dual Task(s)                        \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching    6.0   \n",
       "                                                   Cued Task Switching          29.8   \n",
       "                                                   Flanker                       6.9   \n",
       "                                                   Shape Matching               28.6   \n",
       "                                                   n-Back                       37.7   \n",
       "                                                   Directed Forgetting         108.9   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                          31.7   \n",
       "                                                   Predictable Task Switching    2.3   \n",
       "                                                   Cued Task Switching          26.5   \n",
       "                                                   Flanker                       6.8   \n",
       "                                                   Shape Matching               27.6   \n",
       "                                                   n-Back                       21.2   \n",
       "                                                   Directed Forgetting         105.6   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                          41.0   \n",
       "                                                   Predictable Task Switching    9.8   \n",
       "                                                   Cued Task Switching          33.2   \n",
       "                                                   Flanker                       6.9   \n",
       "                                                   Shape Matching               29.5   \n",
       "                                                   n-Back                       54.2   \n",
       "                                                   Directed Forgetting         112.1   \n",
       "Dual High Demand vs. Dual Low Demand               All                           9.3   \n",
       "                                                   Predictable Task Switching    7.5   \n",
       "                                                   Cued Task Switching           6.7   \n",
       "                                                   Flanker                       0.1   \n",
       "                                                   Shape Matching                1.9   \n",
       "                                                   n-Back                       32.9   \n",
       "                                                   Directed Forgetting           6.5   \n",
       "\n",
       "                                                                                  d  \\\n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  0.12   \n",
       "                                                   Cued Task Switching         0.52   \n",
       "                                                   Flanker                     0.19   \n",
       "                                                   Shape Matching              0.58   \n",
       "                                                   n-Back                      0.74   \n",
       "                                                   Directed Forgetting         1.42   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         0.80   \n",
       "                                                   Predictable Task Switching  0.04   \n",
       "                                                   Cued Task Switching         0.41   \n",
       "                                                   Flanker                     0.17   \n",
       "                                                   Shape Matching              0.56   \n",
       "                                                   n-Back                      0.43   \n",
       "                                                   Directed Forgetting         1.25   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         0.91   \n",
       "                                                   Predictable Task Switching  0.19   \n",
       "                                                   Cued Task Switching         0.54   \n",
       "                                                   Flanker                     0.17   \n",
       "                                                   Shape Matching              0.55   \n",
       "                                                   n-Back                      0.76   \n",
       "                                                   Directed Forgetting         1.30   \n",
       "Dual High Demand vs. Dual Low Demand               All                         0.41   \n",
       "                                                   Predictable Task Switching  0.18   \n",
       "                                                   Cued Task Switching         0.13   \n",
       "                                                   Flanker                     0.00   \n",
       "                                                   Shape Matching              0.06   \n",
       "                                                   n-Back                      0.48   \n",
       "                                                   Directed Forgetting         0.09   \n",
       "\n",
       "                                                                                   p  \n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  0.506  \n",
       "                                                   Cued Task Switching         0.007  \n",
       "                                                   Flanker                     0.291  \n",
       "                                                   Shape Matching              0.003  \n",
       "                                                   n-Back                      0.000  \n",
       "                                                   Directed Forgetting         0.000  \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         0.000  \n",
       "                                                   Predictable Task Switching  0.823  \n",
       "                                                   Cued Task Switching         0.030  \n",
       "                                                   Flanker                     0.351  \n",
       "                                                   Shape Matching              0.004  \n",
       "                                                   n-Back                      0.022  \n",
       "                                                   Directed Forgetting         0.000  \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         0.000  \n",
       "                                                   Predictable Task Switching  0.305  \n",
       "                                                   Cued Task Switching         0.005  \n",
       "                                                   Flanker                     0.356  \n",
       "                                                   Shape Matching              0.005  \n",
       "                                                   n-Back                      0.000  \n",
       "                                                   Directed Forgetting         0.000  \n",
       "Dual High Demand vs. Dual Low Demand               All                         0.030  \n",
       "                                                   Predictable Task Switching  0.321  \n",
       "                                                   Cued Task Switching         0.491  \n",
       "                                                   Flanker                     0.987  \n",
       "                                                   Shape Matching              0.738  \n",
       "                                                   n-Back                      0.013  \n",
       "                                                   Directed Forgetting         0.635  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfi.export(clean_df, 'figures/dataset-discovery_metric-SSRT_test_ttests.png')\n",
    "clean_df.to_csv('cleaned_tables/dataset-discovery_metric-SSRT_test_ttests.csv')\n",
    "clean_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_display_ttest_table(dataset='discovery', metric='SSRT', mean_round=1):\n",
    "    ttests_df = pd.read_csv(f'result_csvs/{dataset}/metric-{metric}_test-ttests.csv', index_col=0)\n",
    "    ttests_df = ttests_df.T.reset_index().rename(columns={'index':'descrip'})\n",
    "    \n",
    "    ttests_df['Dual Task(s)'] = ttests_df['descrip'].map(get_task_name)\n",
    "    ttests_df['Test'] = ttests_df['descrip'].map(get_test_name)\n",
    "\n",
    "    ttests_df['task_order'] = ttests_df['Dual Task(s)'].map(task_order)\n",
    "    ttests_df['test_order'] = ttests_df['Test'].map(test_order)\n",
    "\n",
    "    clean_df = ttests_df.sort_values(by=['test_order', 'task_order'])[['Test', 'Dual Task(s)', 'mean', 'd', 'p']].round({'mean': mean_round, 'd': 2, 'p': 3})\n",
    "    clean_df['Dual Task(s)'] = clean_df['Dual Task(s)'].map(formal_tasks)\n",
    "    clean_df = clean_df.rename(columns={'mean': 'Mean'})\n",
    "    clean_df = clean_df.set_index(['Test', 'Dual Task(s)'])\n",
    "    dfi.export(clean_df, f'figures/dataset-{dataset}_metric-{metric}_test_ttests.png')\n",
    "    clean_df.to_csv(f'cleaned_tables/dataset-{dataset}_metric-{metric}_test_ttests.csv')\n",
    "    return clean_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SSRTs after exclusions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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></th>\n",
       "      <th>Mean</th>\n",
       "      <th>d</th>\n",
       "      <th>p</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Test</th>\n",
       "      <th>Dual Task(s)</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">mean(Dual Low Demand, Dual High Demand) vs. Simple Stop Single Task</th>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>2.1</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>23.2</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>2.6</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>21.3</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>36.0</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>37.0</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual Low Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>13.3</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>-2.8</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>16.3</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>18.5</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>16.4</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>28.4</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>27.4</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>7.0</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>30.1</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>2.1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>24.2</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>55.6</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>45.5</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Dual Low Demand</th>\n",
       "      <th>All</th>\n",
       "      <td>14.1</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>9.7</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>13.8</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-0.9</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>5.7</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>39.2</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>17.2</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.309</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                               Mean  \\\n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching   2.1   \n",
       "                                                   Cued Task Switching         23.2   \n",
       "                                                   Flanker                      2.6   \n",
       "                                                   Shape Matching              21.3   \n",
       "                                                   n-Back                      36.0   \n",
       "                                                   Directed Forgetting         37.0   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         13.3   \n",
       "                                                   Predictable Task Switching  -2.8   \n",
       "                                                   Cued Task Switching         16.3   \n",
       "                                                   Flanker                      3.0   \n",
       "                                                   Shape Matching              18.5   \n",
       "                                                   n-Back                      16.4   \n",
       "                                                   Directed Forgetting         28.4   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         27.4   \n",
       "                                                   Predictable Task Switching   7.0   \n",
       "                                                   Cued Task Switching         30.1   \n",
       "                                                   Flanker                      2.1   \n",
       "                                                   Shape Matching              24.2   \n",
       "                                                   n-Back                      55.6   \n",
       "                                                   Directed Forgetting         45.5   \n",
       "Dual High Demand vs. Dual Low Demand               All                         14.1   \n",
       "                                                   Predictable Task Switching   9.7   \n",
       "                                                   Cued Task Switching         13.8   \n",
       "                                                   Flanker                     -0.9   \n",
       "                                                   Shape Matching               5.7   \n",
       "                                                   n-Back                      39.2   \n",
       "                                                   Directed Forgetting         17.2   \n",
       "\n",
       "                                                                                  d  \\\n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  0.04   \n",
       "                                                   Cued Task Switching         0.40   \n",
       "                                                   Flanker                     0.07   \n",
       "                                                   Shape Matching              0.43   \n",
       "                                                   n-Back                      0.70   \n",
       "                                                   Directed Forgetting         0.58   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         0.36   \n",
       "                                                   Predictable Task Switching -0.05   \n",
       "                                                   Cued Task Switching         0.26   \n",
       "                                                   Flanker                     0.07   \n",
       "                                                   Shape Matching              0.38   \n",
       "                                                   n-Back                      0.32   \n",
       "                                                   Directed Forgetting         0.37   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         0.65   \n",
       "                                                   Predictable Task Switching  0.14   \n",
       "                                                   Cued Task Switching         0.46   \n",
       "                                                   Flanker                     0.05   \n",
       "                                                   Shape Matching              0.44   \n",
       "                                                   n-Back                      0.78   \n",
       "                                                   Directed Forgetting         0.60   \n",
       "Dual High Demand vs. Dual Low Demand               All                         0.60   \n",
       "                                                   Predictable Task Switching  0.29   \n",
       "                                                   Cued Task Switching         0.26   \n",
       "                                                   Flanker                    -0.02   \n",
       "                                                   Shape Matching              0.17   \n",
       "                                                   n-Back                      0.57   \n",
       "                                                   Directed Forgetting         0.20   \n",
       "\n",
       "                                                                                   p  \n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  0.833  \n",
       "                                                   Cued Task Switching         0.050  \n",
       "                                                   Flanker                     0.717  \n",
       "                                                   Shape Matching              0.037  \n",
       "                                                   n-Back                      0.002  \n",
       "                                                   Directed Forgetting         0.006  \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         0.075  \n",
       "                                                   Predictable Task Switching  0.807  \n",
       "                                                   Cued Task Switching         0.189  \n",
       "                                                   Flanker                     0.711  \n",
       "                                                   Shape Matching              0.063  \n",
       "                                                   n-Back                      0.116  \n",
       "                                                   Directed Forgetting         0.071  \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         0.003  \n",
       "                                                   Predictable Task Switching  0.476  \n",
       "                                                   Cued Task Switching         0.026  \n",
       "                                                   Flanker                     0.793  \n",
       "                                                   Shape Matching              0.035  \n",
       "                                                   n-Back                      0.001  \n",
       "                                                   Directed Forgetting         0.005  \n",
       "Dual High Demand vs. Dual Low Demand               All                         0.005  \n",
       "                                                   Predictable Task Switching  0.157  \n",
       "                                                   Cued Task Switching         0.199  \n",
       "                                                   Flanker                     0.911  \n",
       "                                                   Shape Matching              0.387  \n",
       "                                                   n-Back                      0.008  \n",
       "                                                   Directed Forgetting         0.309  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "load_display_ttest_table(dataset='discovery', metric='SSRT_wThresh_SSDs')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Mean</th>\n",
       "      <th>d</th>\n",
       "      <th>p</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Test</th>\n",
       "      <th>Dual Task(s)</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">mean(Dual Low Demand, Dual High Demand) vs. Simple Stop Single Task</th>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>-7.5</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>0.551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>21.8</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-0.8</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>11.4</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>32.1</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>61.5</td>\n",
       "      <td>1.03</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual Low Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>15.5</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>-11.8</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>0.417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>21.7</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>4.8</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>9.9</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>15.9</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>52.7</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>-3.2</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>0.795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>21.9</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-6.4</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>0.528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>12.8</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>48.3</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>70.3</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Dual Low Demand</th>\n",
       "      <th>All</th>\n",
       "      <td>8.4</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>8.7</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>0.2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-11.1</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>0.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>32.4</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>17.6</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.404</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                               Mean  \\\n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  -7.5   \n",
       "                                                   Cued Task Switching         21.8   \n",
       "                                                   Flanker                     -0.8   \n",
       "                                                   Shape Matching              11.4   \n",
       "                                                   n-Back                      32.1   \n",
       "                                                   Directed Forgetting         61.5   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         15.5   \n",
       "                                                   Predictable Task Switching -11.8   \n",
       "                                                   Cued Task Switching         21.7   \n",
       "                                                   Flanker                      4.8   \n",
       "                                                   Shape Matching               9.9   \n",
       "                                                   n-Back                      15.9   \n",
       "                                                   Directed Forgetting         52.7   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         24.0   \n",
       "                                                   Predictable Task Switching  -3.2   \n",
       "                                                   Cued Task Switching         21.9   \n",
       "                                                   Flanker                     -6.4   \n",
       "                                                   Shape Matching              12.8   \n",
       "                                                   n-Back                      48.3   \n",
       "                                                   Directed Forgetting         70.3   \n",
       "Dual High Demand vs. Dual Low Demand               All                          8.4   \n",
       "                                                   Predictable Task Switching   8.7   \n",
       "                                                   Cued Task Switching          0.2   \n",
       "                                                   Flanker                    -11.1   \n",
       "                                                   Shape Matching               3.0   \n",
       "                                                   n-Back                      32.4   \n",
       "                                                   Directed Forgetting         17.6   \n",
       "\n",
       "                                                                                  d  \\\n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching -0.15   \n",
       "                                                   Cued Task Switching         0.33   \n",
       "                                                   Flanker                    -0.02   \n",
       "                                                   Shape Matching              0.21   \n",
       "                                                   n-Back                      0.55   \n",
       "                                                   Directed Forgetting         1.03   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         0.38   \n",
       "                                                   Predictable Task Switching -0.20   \n",
       "                                                   Cued Task Switching         0.32   \n",
       "                                                   Flanker                     0.09   \n",
       "                                                   Shape Matching              0.18   \n",
       "                                                   n-Back                      0.29   \n",
       "                                                   Directed Forgetting         0.81   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         0.49   \n",
       "                                                   Predictable Task Switching -0.06   \n",
       "                                                   Cued Task Switching         0.29   \n",
       "                                                   Flanker                    -0.16   \n",
       "                                                   Shape Matching              0.22   \n",
       "                                                   n-Back                      0.61   \n",
       "                                                   Directed Forgetting         0.88   \n",
       "Dual High Demand vs. Dual Low Demand               All                         0.35   \n",
       "                                                   Predictable Task Switching  0.23   \n",
       "                                                   Cued Task Switching         0.00   \n",
       "                                                   Flanker                    -0.29   \n",
       "                                                   Shape Matching              0.09   \n",
       "                                                   n-Back                      0.46   \n",
       "                                                   Directed Forgetting         0.21   \n",
       "\n",
       "                                                                                   p  \n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  0.551  \n",
       "                                                   Cued Task Switching         0.194  \n",
       "                                                   Flanker                     0.939  \n",
       "                                                   Shape Matching              0.394  \n",
       "                                                   n-Back                      0.039  \n",
       "                                                   Directed Forgetting         0.001  \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         0.141  \n",
       "                                                   Predictable Task Switching  0.417  \n",
       "                                                   Cued Task Switching         0.201  \n",
       "                                                   Flanker                     0.701  \n",
       "                                                   Shape Matching              0.467  \n",
       "                                                   n-Back                      0.249  \n",
       "                                                   Directed Forgetting         0.004  \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         0.059  \n",
       "                                                   Predictable Task Switching  0.795  \n",
       "                                                   Cued Task Switching         0.251  \n",
       "                                                   Flanker                     0.528  \n",
       "                                                   Shape Matching              0.368  \n",
       "                                                   n-Back                      0.024  \n",
       "                                                   Directed Forgetting         0.002  \n",
       "Dual High Demand vs. Dual Low Demand               All                         0.171  \n",
       "                                                   Predictable Task Switching  0.351  \n",
       "                                                   Cued Task Switching         0.989  \n",
       "                                                   Flanker                     0.250  \n",
       "                                                   Shape Matching              0.713  \n",
       "                                                   n-Back                      0.074  \n",
       "                                                   Directed Forgetting         0.404  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "load_display_ttest_table(dataset='discovery', metric='SSRT_wThresh_subs')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SSDs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Mean</th>\n",
       "      <th>d</th>\n",
       "      <th>p</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Test</th>\n",
       "      <th>Dual Task(s)</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">mean(Dual Low Demand, Dual High Demand) vs. Simple Stop Single Task</th>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>41.4</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>54.1</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-42.9</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>0.134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>-7.6</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>10.1</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>-167.9</td>\n",
       "      <td>-1.03</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual Low Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>-23.4</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>0.337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>27.2</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>47.4</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-54.4</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>0.059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>-23.0</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>0.406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>29.1</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>-166.7</td>\n",
       "      <td>-1.01</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>-14.2</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>0.555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>55.6</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>60.8</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-31.3</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>0.275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>7.9</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>-8.9</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>0.744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>-169.0</td>\n",
       "      <td>-1.04</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Dual Low Demand</th>\n",
       "      <th>All</th>\n",
       "      <td>9.2</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>28.4</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>13.4</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>23.1</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>30.9</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>-38.0</td>\n",
       "      <td>-0.46</td>\n",
       "      <td>0.015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>-2.3</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>0.578</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                Mean  \\\n",
       "Test                                               Dual Task(s)                        \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching   41.4   \n",
       "                                                   Cued Task Switching          54.1   \n",
       "                                                   Flanker                     -42.9   \n",
       "                                                   Shape Matching               -7.6   \n",
       "                                                   n-Back                       10.1   \n",
       "                                                   Directed Forgetting        -167.9   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         -23.4   \n",
       "                                                   Predictable Task Switching   27.2   \n",
       "                                                   Cued Task Switching          47.4   \n",
       "                                                   Flanker                     -54.4   \n",
       "                                                   Shape Matching              -23.0   \n",
       "                                                   n-Back                       29.1   \n",
       "                                                   Directed Forgetting        -166.7   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         -14.2   \n",
       "                                                   Predictable Task Switching   55.6   \n",
       "                                                   Cued Task Switching          60.8   \n",
       "                                                   Flanker                     -31.3   \n",
       "                                                   Shape Matching                7.9   \n",
       "                                                   n-Back                       -8.9   \n",
       "                                                   Directed Forgetting        -169.0   \n",
       "Dual High Demand vs. Dual Low Demand               All                           9.2   \n",
       "                                                   Predictable Task Switching   28.4   \n",
       "                                                   Cued Task Switching          13.4   \n",
       "                                                   Flanker                      23.1   \n",
       "                                                   Shape Matching               30.9   \n",
       "                                                   n-Back                      -38.0   \n",
       "                                                   Directed Forgetting          -2.3   \n",
       "\n",
       "                                                                                  d  \\\n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  0.30   \n",
       "                                                   Cued Task Switching         0.35   \n",
       "                                                   Flanker                    -0.28   \n",
       "                                                   Shape Matching             -0.05   \n",
       "                                                   n-Back                      0.07   \n",
       "                                                   Directed Forgetting        -1.03   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                        -0.18   \n",
       "                                                   Predictable Task Switching  0.20   \n",
       "                                                   Cued Task Switching         0.31   \n",
       "                                                   Flanker                    -0.35   \n",
       "                                                   Shape Matching             -0.15   \n",
       "                                                   n-Back                      0.17   \n",
       "                                                   Directed Forgetting        -1.01   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                        -0.11   \n",
       "                                                   Predictable Task Switching  0.40   \n",
       "                                                   Cued Task Switching         0.38   \n",
       "                                                   Flanker                    -0.20   \n",
       "                                                   Shape Matching              0.05   \n",
       "                                                   n-Back                     -0.06   \n",
       "                                                   Directed Forgetting        -1.04   \n",
       "Dual High Demand vs. Dual Low Demand               All                         0.53   \n",
       "                                                   Predictable Task Switching  0.66   \n",
       "                                                   Cued Task Switching         0.42   \n",
       "                                                   Flanker                     0.83   \n",
       "                                                   Shape Matching              0.93   \n",
       "                                                   n-Back                     -0.46   \n",
       "                                                   Directed Forgetting        -0.10   \n",
       "\n",
       "                                                                                   p  \n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  0.106  \n",
       "                                                   Cued Task Switching         0.061  \n",
       "                                                   Flanker                     0.134  \n",
       "                                                   Shape Matching              0.779  \n",
       "                                                   n-Back                      0.718  \n",
       "                                                   Directed Forgetting         0.000  \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         0.337  \n",
       "                                                   Predictable Task Switching  0.285  \n",
       "                                                   Cued Task Switching         0.094  \n",
       "                                                   Flanker                     0.059  \n",
       "                                                   Shape Matching              0.406  \n",
       "                                                   n-Back                      0.344  \n",
       "                                                   Directed Forgetting         0.000  \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         0.555  \n",
       "                                                   Predictable Task Switching  0.036  \n",
       "                                                   Cued Task Switching         0.040  \n",
       "                                                   Flanker                     0.275  \n",
       "                                                   Shape Matching              0.767  \n",
       "                                                   n-Back                      0.744  \n",
       "                                                   Directed Forgetting         0.000  \n",
       "Dual High Demand vs. Dual Low Demand               All                         0.006  \n",
       "                                                   Predictable Task Switching  0.001  \n",
       "                                                   Cued Task Switching         0.025  \n",
       "                                                   Flanker                     0.000  \n",
       "                                                   Shape Matching              0.000  \n",
       "                                                   n-Back                      0.015  \n",
       "                                                   Directed Forgetting         0.578  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SSD_table_df = load_display_ttest_table(metric='mean_SSD')\n",
    "SSD_table_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# P(resp | signal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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></th>\n",
       "      <th>Mean</th>\n",
       "      <th>d</th>\n",
       "      <th>p</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Test</th>\n",
       "      <th>Dual Task(s)</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">mean(Dual Low Demand, Dual High Demand) vs. Simple Stop Single Task</th>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>0.003</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>0.007</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-0.005</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>0.440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>0.002</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>-0.016</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>0.025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>0.051</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual Low Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>0.016</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>0.006</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>0.014</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-0.001</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>-0.001</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>0.003</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>0.072</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>-0.002</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>-0.000</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>0.986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>-0.001</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-0.009</td>\n",
       "      <td>-0.23</td>\n",
       "      <td>0.201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>0.004</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>-0.034</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>0.029</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Dual Low Demand</th>\n",
       "      <th>All</th>\n",
       "      <td>-0.017</td>\n",
       "      <td>-0.40</td>\n",
       "      <td>0.033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>-0.006</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>0.234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>-0.015</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>0.347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-0.008</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>0.178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>0.005</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>-0.036</td>\n",
       "      <td>-0.47</td>\n",
       "      <td>0.013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>-0.044</td>\n",
       "      <td>-0.21</td>\n",
       "      <td>0.251</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                Mean  \\\n",
       "Test                                               Dual Task(s)                        \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  0.003   \n",
       "                                                   Cued Task Switching         0.007   \n",
       "                                                   Flanker                    -0.005   \n",
       "                                                   Shape Matching              0.002   \n",
       "                                                   n-Back                     -0.016   \n",
       "                                                   Directed Forgetting         0.051   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         0.016   \n",
       "                                                   Predictable Task Switching  0.006   \n",
       "                                                   Cued Task Switching         0.014   \n",
       "                                                   Flanker                    -0.001   \n",
       "                                                   Shape Matching             -0.001   \n",
       "                                                   n-Back                      0.003   \n",
       "                                                   Directed Forgetting         0.072   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                        -0.002   \n",
       "                                                   Predictable Task Switching -0.000   \n",
       "                                                   Cued Task Switching        -0.001   \n",
       "                                                   Flanker                    -0.009   \n",
       "                                                   Shape Matching              0.004   \n",
       "                                                   n-Back                     -0.034   \n",
       "                                                   Directed Forgetting         0.029   \n",
       "Dual High Demand vs. Dual Low Demand               All                        -0.017   \n",
       "                                                   Predictable Task Switching -0.006   \n",
       "                                                   Cued Task Switching        -0.015   \n",
       "                                                   Flanker                    -0.008   \n",
       "                                                   Shape Matching              0.005   \n",
       "                                                   n-Back                     -0.036   \n",
       "                                                   Directed Forgetting        -0.044   \n",
       "\n",
       "                                                                                  d  \\\n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  0.08   \n",
       "                                                   Cued Task Switching         0.11   \n",
       "                                                   Flanker                    -0.14   \n",
       "                                                   Shape Matching              0.05   \n",
       "                                                   n-Back                     -0.42   \n",
       "                                                   Directed Forgetting         0.48   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         0.39   \n",
       "                                                   Predictable Task Switching  0.16   \n",
       "                                                   Cued Task Switching         0.15   \n",
       "                                                   Flanker                    -0.02   \n",
       "                                                   Shape Matching             -0.03   \n",
       "                                                   n-Back                      0.04   \n",
       "                                                   Directed Forgetting         0.55   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                        -0.05   \n",
       "                                                   Predictable Task Switching -0.00   \n",
       "                                                   Cued Task Switching        -0.02   \n",
       "                                                   Flanker                    -0.23   \n",
       "                                                   Shape Matching              0.13   \n",
       "                                                   n-Back                     -0.75   \n",
       "                                                   Directed Forgetting         0.18   \n",
       "Dual High Demand vs. Dual Low Demand               All                        -0.40   \n",
       "                                                   Predictable Task Switching -0.22   \n",
       "                                                   Cued Task Switching        -0.17   \n",
       "                                                   Flanker                    -0.25   \n",
       "                                                   Shape Matching              0.21   \n",
       "                                                   n-Back                     -0.47   \n",
       "                                                   Directed Forgetting        -0.21   \n",
       "\n",
       "                                                                                   p  \n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  0.657  \n",
       "                                                   Cued Task Switching         0.541  \n",
       "                                                   Flanker                     0.440  \n",
       "                                                   Shape Matching              0.774  \n",
       "                                                   n-Back                      0.025  \n",
       "                                                   Directed Forgetting         0.012  \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         0.036  \n",
       "                                                   Predictable Task Switching  0.374  \n",
       "                                                   Cued Task Switching         0.411  \n",
       "                                                   Flanker                     0.895  \n",
       "                                                   Shape Matching              0.878  \n",
       "                                                   n-Back                      0.814  \n",
       "                                                   Directed Forgetting         0.004  \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         0.798  \n",
       "                                                   Predictable Task Switching  0.986  \n",
       "                                                   Cued Task Switching         0.909  \n",
       "                                                   Flanker                     0.201  \n",
       "                                                   Shape Matching              0.487  \n",
       "                                                   n-Back                      0.000  \n",
       "                                                   Directed Forgetting         0.332  \n",
       "Dual High Demand vs. Dual Low Demand               All                         0.033  \n",
       "                                                   Predictable Task Switching  0.234  \n",
       "                                                   Cued Task Switching         0.347  \n",
       "                                                   Flanker                     0.178  \n",
       "                                                   Shape Matching              0.257  \n",
       "                                                   n-Back                      0.013  \n",
       "                                                   Directed Forgetting         0.251  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pResp_table_df = load_display_ttest_table(metric='p_respond', mean_round=3)\n",
    "pResp_table_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# go RT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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></th>\n",
       "      <th>Mean</th>\n",
       "      <th>d</th>\n",
       "      <th>p</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Test</th>\n",
       "      <th>Dual Task(s)</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">mean(Dual Low Demand, Dual High Demand) vs. Simple Stop Single Task</th>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>67.2</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>97.3</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-25.6</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>0.332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>35.8</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>63.2</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>-49.3</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>0.069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual Low Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>45.7</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>86.0</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-35.8</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>0.182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>21.9</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>55.9</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>-59.6</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>0.029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>43.9</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>88.8</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>108.6</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-15.5</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>0.554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>49.7</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>70.6</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>-39.0</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>0.153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Dual Low Demand</th>\n",
       "      <th>All</th>\n",
       "      <td>24.9</td>\n",
       "      <td>1.18</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>43.1</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>22.6</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>20.4</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>27.8</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>14.7</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>20.5</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                Mean  \\\n",
       "Test                                               Dual Task(s)                        \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching   67.2   \n",
       "                                                   Cued Task Switching          97.3   \n",
       "                                                   Flanker                     -25.6   \n",
       "                                                   Shape Matching               35.8   \n",
       "                                                   n-Back                       63.2   \n",
       "                                                   Directed Forgetting         -49.3   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                          19.0   \n",
       "                                                   Predictable Task Switching   45.7   \n",
       "                                                   Cued Task Switching          86.0   \n",
       "                                                   Flanker                     -35.8   \n",
       "                                                   Shape Matching               21.9   \n",
       "                                                   n-Back                       55.9   \n",
       "                                                   Directed Forgetting         -59.6   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                          43.9   \n",
       "                                                   Predictable Task Switching   88.8   \n",
       "                                                   Cued Task Switching         108.6   \n",
       "                                                   Flanker                     -15.5   \n",
       "                                                   Shape Matching               49.7   \n",
       "                                                   n-Back                       70.6   \n",
       "                                                   Directed Forgetting         -39.0   \n",
       "Dual High Demand vs. Dual Low Demand               All                          24.9   \n",
       "                                                   Predictable Task Switching   43.1   \n",
       "                                                   Cued Task Switching          22.6   \n",
       "                                                   Flanker                      20.4   \n",
       "                                                   Shape Matching               27.8   \n",
       "                                                   n-Back                       14.7   \n",
       "                                                   Directed Forgetting          20.5   \n",
       "\n",
       "                                                                                  d  \\\n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  0.47   \n",
       "                                                   Cued Task Switching         0.67   \n",
       "                                                   Flanker                    -0.17   \n",
       "                                                   Shape Matching              0.25   \n",
       "                                                   n-Back                      0.44   \n",
       "                                                   Directed Forgetting        -0.33   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         0.15   \n",
       "                                                   Predictable Task Switching  0.32   \n",
       "                                                   Cued Task Switching         0.57   \n",
       "                                                   Flanker                    -0.24   \n",
       "                                                   Shape Matching              0.15   \n",
       "                                                   n-Back                      0.37   \n",
       "                                                   Directed Forgetting        -0.41   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         0.35   \n",
       "                                                   Predictable Task Switching  0.60   \n",
       "                                                   Cued Task Switching         0.76   \n",
       "                                                   Flanker                    -0.11   \n",
       "                                                   Shape Matching              0.35   \n",
       "                                                   n-Back                      0.50   \n",
       "                                                   Directed Forgetting        -0.26   \n",
       "Dual High Demand vs. Dual Low Demand               All                         1.18   \n",
       "                                                   Predictable Task Switching  0.92   \n",
       "                                                   Cued Task Switching         0.58   \n",
       "                                                   Flanker                     0.99   \n",
       "                                                   Shape Matching              0.98   \n",
       "                                                   n-Back                      0.25   \n",
       "                                                   Directed Forgetting         0.63   \n",
       "\n",
       "                                                                                   p  \n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  0.013  \n",
       "                                                   Cued Task Switching         0.001  \n",
       "                                                   Flanker                     0.332  \n",
       "                                                   Shape Matching              0.164  \n",
       "                                                   n-Back                      0.018  \n",
       "                                                   Directed Forgetting         0.069  \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         0.407  \n",
       "                                                   Predictable Task Switching  0.083  \n",
       "                                                   Cued Task Switching         0.003  \n",
       "                                                   Flanker                     0.182  \n",
       "                                                   Shape Matching              0.393  \n",
       "                                                   n-Back                      0.047  \n",
       "                                                   Directed Forgetting         0.029  \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         0.059  \n",
       "                                                   Predictable Task Switching  0.002  \n",
       "                                                   Cued Task Switching         0.000  \n",
       "                                                   Flanker                     0.554  \n",
       "                                                   Shape Matching              0.058  \n",
       "                                                   n-Back                      0.008  \n",
       "                                                   Directed Forgetting         0.153  \n",
       "Dual High Demand vs. Dual Low Demand               All                         0.000  \n",
       "                                                   Predictable Task Switching  0.000  \n",
       "                                                   Cued Task Switching         0.003  \n",
       "                                                   Flanker                     0.000  \n",
       "                                                   Shape Matching              0.000  \n",
       "                                                   n-Back                      0.163  \n",
       "                                                   Directed Forgetting         0.001  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "goRT_table_df = load_display_ttest_table(metric='mean_go_RT')\n",
    "goRT_table_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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",
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       "    }\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></th>\n",
       "      <th>Mean</th>\n",
       "      <th>d</th>\n",
       "      <th>p</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Test</th>\n",
       "      <th>Dual Task(s)</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">mean(Dual Low Demand, Dual High Demand) vs. Simple Stop Single Task</th>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>31.0</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>22.6</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>0.996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>1.8</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>51.0</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>26.5</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual Low Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>16.6</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>19.6</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>22.6</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>1.8</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>0.987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>39.9</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>15.7</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>27.7</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>42.4</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>22.6</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-1.9</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>3.7</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>62.1</td>\n",
       "      <td>1.06</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>37.4</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Dual Low Demand</th>\n",
       "      <th>All</th>\n",
       "      <td>11.1</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>22.8</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-3.8</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>0.338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>3.8</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>22.1</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>21.7</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                               Mean  \\\n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  31.0   \n",
       "                                                   Cued Task Switching         22.6   \n",
       "                                                   Flanker                     -0.0   \n",
       "                                                   Shape Matching               1.8   \n",
       "                                                   n-Back                      51.0   \n",
       "                                                   Directed Forgetting         26.5   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         16.6   \n",
       "                                                   Predictable Task Switching  19.6   \n",
       "                                                   Cued Task Switching         22.6   \n",
       "                                                   Flanker                      1.8   \n",
       "                                                   Shape Matching              -0.1   \n",
       "                                                   n-Back                      39.9   \n",
       "                                                   Directed Forgetting         15.7   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         27.7   \n",
       "                                                   Predictable Task Switching  42.4   \n",
       "                                                   Cued Task Switching         22.6   \n",
       "                                                   Flanker                     -1.9   \n",
       "                                                   Shape Matching               3.7   \n",
       "                                                   n-Back                      62.1   \n",
       "                                                   Directed Forgetting         37.4   \n",
       "Dual High Demand vs. Dual Low Demand               All                         11.1   \n",
       "                                                   Predictable Task Switching  22.8   \n",
       "                                                   Cued Task Switching         -0.0   \n",
       "                                                   Flanker                     -3.8   \n",
       "                                                   Shape Matching               3.8   \n",
       "                                                   n-Back                      22.1   \n",
       "                                                   Directed Forgetting         21.7   \n",
       "\n",
       "                                                                                  d  \\\n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  0.63   \n",
       "                                                   Cued Task Switching         0.59   \n",
       "                                                   Flanker                    -0.00   \n",
       "                                                   Shape Matching              0.04   \n",
       "                                                   n-Back                      0.88   \n",
       "                                                   Directed Forgetting         0.54   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         0.41   \n",
       "                                                   Predictable Task Switching  0.44   \n",
       "                                                   Cued Task Switching         0.54   \n",
       "                                                   Flanker                     0.04   \n",
       "                                                   Shape Matching             -0.00   \n",
       "                                                   n-Back                      0.59   \n",
       "                                                   Directed Forgetting         0.28   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         0.71   \n",
       "                                                   Predictable Task Switching  0.73   \n",
       "                                                   Cued Task Switching         0.56   \n",
       "                                                   Flanker                    -0.05   \n",
       "                                                   Shape Matching              0.09   \n",
       "                                                   n-Back                      1.06   \n",
       "                                                   Directed Forgetting         0.72   \n",
       "Dual High Demand vs. Dual Low Demand               All                         0.76   \n",
       "                                                   Predictable Task Switching  0.65   \n",
       "                                                   Cued Task Switching        -0.00   \n",
       "                                                   Flanker                    -0.18   \n",
       "                                                   Shape Matching              0.15   \n",
       "                                                   n-Back                      0.42   \n",
       "                                                   Directed Forgetting         0.48   \n",
       "\n",
       "                                                                                   p  \n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  0.002  \n",
       "                                                   Cued Task Switching         0.003  \n",
       "                                                   Flanker                     0.996  \n",
       "                                                   Shape Matching              0.828  \n",
       "                                                   n-Back                      0.000  \n",
       "                                                   Directed Forgetting         0.006  \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         0.032  \n",
       "                                                   Predictable Task Switching  0.024  \n",
       "                                                   Cued Task Switching         0.006  \n",
       "                                                   Flanker                     0.815  \n",
       "                                                   Shape Matching              0.987  \n",
       "                                                   n-Back                      0.003  \n",
       "                                                   Directed Forgetting         0.133  \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         0.001  \n",
       "                                                   Predictable Task Switching  0.000  \n",
       "                                                   Cued Task Switching         0.005  \n",
       "                                                   Flanker                     0.800  \n",
       "                                                   Shape Matching              0.641  \n",
       "                                                   n-Back                      0.000  \n",
       "                                                   Directed Forgetting         0.000  \n",
       "Dual High Demand vs. Dual Low Demand               All                         0.000  \n",
       "                                                   Predictable Task Switching  0.001  \n",
       "                                                   Cued Task Switching         1.000  \n",
       "                                                   Flanker                     0.338  \n",
       "                                                   Shape Matching              0.433  \n",
       "                                                   n-Back                      0.029  \n",
       "                                                   Directed Forgetting         0.014  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "load_display_ttest_table(metric='sd_go_RT')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Go ACC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Mean</th>\n",
       "      <th>d</th>\n",
       "      <th>p</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Test</th>\n",
       "      <th>Dual Task(s)</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">mean(Dual Low Demand, Dual High Demand) vs. Simple Stop Single Task</th>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>-0.091</td>\n",
       "      <td>-2.26</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>-0.083</td>\n",
       "      <td>-1.58</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-0.003</td>\n",
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       "      <th>Shape Matching</th>\n",
       "      <td>-0.019</td>\n",
       "      <td>-0.58</td>\n",
       "      <td>0.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>-0.127</td>\n",
       "      <td>-2.31</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>-0.049</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual Low Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>-0.041</td>\n",
       "      <td>-1.72</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>-0.071</td>\n",
       "      <td>-1.64</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>-0.068</td>\n",
       "      <td>-1.29</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>0.001</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>-0.013</td>\n",
       "      <td>-0.43</td>\n",
       "      <td>0.027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>-0.073</td>\n",
       "      <td>-0.90</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>-0.020</td>\n",
       "      <td>-0.70</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Simple Stop Single Task</th>\n",
       "      <th>All</th>\n",
       "      <td>-0.083</td>\n",
       "      <td>-2.74</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>-0.111</td>\n",
       "      <td>-2.24</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>-0.097</td>\n",
       "      <td>-1.57</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-0.007</td>\n",
       "      <td>-0.40</td>\n",
       "      <td>0.038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>-0.025</td>\n",
       "      <td>-0.57</td>\n",
       "      <td>0.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>-0.182</td>\n",
       "      <td>-2.45</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>-0.079</td>\n",
       "      <td>-1.47</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Dual High Demand vs. Dual Low Demand</th>\n",
       "      <th>All</th>\n",
       "      <td>-0.043</td>\n",
       "      <td>-1.62</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>-0.039</td>\n",
       "      <td>-0.84</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>-0.029</td>\n",
       "      <td>-0.61</td>\n",
       "      <td>0.002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>-0.008</td>\n",
       "      <td>-0.59</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>-0.012</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>0.085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>-0.108</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>-0.058</td>\n",
       "      <td>-0.90</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                Mean  \\\n",
       "Test                                               Dual Task(s)                        \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching -0.091   \n",
       "                                                   Cued Task Switching        -0.083   \n",
       "                                                   Flanker                    -0.003   \n",
       "                                                   Shape Matching             -0.019   \n",
       "                                                   n-Back                     -0.127   \n",
       "                                                   Directed Forgetting        -0.049   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                        -0.041   \n",
       "                                                   Predictable Task Switching -0.071   \n",
       "                                                   Cued Task Switching        -0.068   \n",
       "                                                   Flanker                     0.001   \n",
       "                                                   Shape Matching             -0.013   \n",
       "                                                   n-Back                     -0.073   \n",
       "                                                   Directed Forgetting        -0.020   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                        -0.083   \n",
       "                                                   Predictable Task Switching -0.111   \n",
       "                                                   Cued Task Switching        -0.097   \n",
       "                                                   Flanker                    -0.007   \n",
       "                                                   Shape Matching             -0.025   \n",
       "                                                   n-Back                     -0.182   \n",
       "                                                   Directed Forgetting        -0.079   \n",
       "Dual High Demand vs. Dual Low Demand               All                        -0.043   \n",
       "                                                   Predictable Task Switching -0.039   \n",
       "                                                   Cued Task Switching        -0.029   \n",
       "                                                   Flanker                    -0.008   \n",
       "                                                   Shape Matching             -0.012   \n",
       "                                                   n-Back                     -0.108   \n",
       "                                                   Directed Forgetting        -0.058   \n",
       "\n",
       "                                                                                  d  \\\n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching -2.26   \n",
       "                                                   Cued Task Switching        -1.58   \n",
       "                                                   Flanker                    -0.18   \n",
       "                                                   Shape Matching             -0.58   \n",
       "                                                   n-Back                     -2.31   \n",
       "                                                   Directed Forgetting        -1.74   \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                        -1.72   \n",
       "                                                   Predictable Task Switching -1.64   \n",
       "                                                   Cued Task Switching        -1.29   \n",
       "                                                   Flanker                     0.07   \n",
       "                                                   Shape Matching             -0.43   \n",
       "                                                   n-Back                     -0.90   \n",
       "                                                   Directed Forgetting        -0.70   \n",
       "Dual High Demand vs. Simple Stop Single Task       All                        -2.74   \n",
       "                                                   Predictable Task Switching -2.24   \n",
       "                                                   Cued Task Switching        -1.57   \n",
       "                                                   Flanker                    -0.40   \n",
       "                                                   Shape Matching             -0.57   \n",
       "                                                   n-Back                     -2.45   \n",
       "                                                   Directed Forgetting        -1.47   \n",
       "Dual High Demand vs. Dual Low Demand               All                        -1.62   \n",
       "                                                   Predictable Task Switching -0.84   \n",
       "                                                   Cued Task Switching        -0.61   \n",
       "                                                   Flanker                    -0.59   \n",
       "                                                   Shape Matching             -0.33   \n",
       "                                                   n-Back                     -1.00   \n",
       "                                                   Directed Forgetting        -0.90   \n",
       "\n",
       "                                                                                   p  \n",
       "Test                                               Dual Task(s)                       \n",
       "mean(Dual Low Demand, Dual High Demand) vs. Sim... Predictable Task Switching  0.000  \n",
       "                                                   Cued Task Switching         0.000  \n",
       "                                                   Flanker                     0.336  \n",
       "                                                   Shape Matching              0.004  \n",
       "                                                   n-Back                      0.000  \n",
       "                                                   Directed Forgetting         0.000  \n",
       "Dual Low Demand vs. Simple Stop Single Task        All                         0.000  \n",
       "                                                   Predictable Task Switching  0.000  \n",
       "                                                   Cued Task Switching         0.000  \n",
       "                                                   Flanker                     0.698  \n",
       "                                                   Shape Matching              0.027  \n",
       "                                                   n-Back                      0.000  \n",
       "                                                   Directed Forgetting         0.001  \n",
       "Dual High Demand vs. Simple Stop Single Task       All                         0.000  \n",
       "                                                   Predictable Task Switching  0.000  \n",
       "                                                   Cued Task Switching         0.000  \n",
       "                                                   Flanker                     0.038  \n",
       "                                                   Shape Matching              0.004  \n",
       "                                                   n-Back                      0.000  \n",
       "                                                   Directed Forgetting         0.000  \n",
       "Dual High Demand vs. Dual Low Demand               All                         0.000  \n",
       "                                                   Predictable Task Switching  0.000  \n",
       "                                                   Cued Task Switching         0.002  \n",
       "                                                   Flanker                     0.003  \n",
       "                                                   Shape Matching              0.085  \n",
       "                                                   n-Back                      0.000  \n",
       "                                                   Directed Forgetting         0.000  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "load_display_ttest_table(metric='go_acc', mean_round=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simple Task Contrasts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset='discovery'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_contrast(con_str):\n",
    "    pieces = con_str.lower().rstrip('_').split('-')\n",
    "    pieces = [' '.join(piece.split('_')) for piece in pieces]\n",
    "    return ' - '.join(pieces)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "simple_effects = pd.read_csv(f'result_csvs/{dataset}/simple_task_effects.csv', index_col=0)\n",
    "simple_effects['Task'] = simple_effects['Task'].map(formal_tasks)\n",
    "simple_effects = simple_effects.rename(columns={'p-value': 'p'})\n",
    "simple_effects = simple_effects.query('Contrast!=\"pos-con_\"').copy()\n",
    "simple_effects['Contrast'] = simple_effects['Contrast'].apply(clean_contrast)\n",
    "\n",
    "simple_effects['Metric'] = simple_effects['Metric'].apply(clean_contrast)\n",
    "simple_effects = simple_effects[['Task', 'Contrast', 'Metric', 'Mean', 'd', 'p']].set_index('Task')#.set_index(['Task', 'Contrast', 'Metric'])\n"
   ]
  },
  {
   "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",
       "    }\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>Contrast</th>\n",
       "      <th>Metric</th>\n",
       "      <th>Mean</th>\n",
       "      <th>d</th>\n",
       "      <th>p</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Task</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>incongruent - congruent</td>\n",
       "      <td>rt</td>\n",
       "      <td>21.746218</td>\n",
       "      <td>0.980381</td>\n",
       "      <td>3.159213e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>incongruent - congruent</td>\n",
       "      <td>choice accuracy</td>\n",
       "      <td>-0.017040</td>\n",
       "      <td>-0.402250</td>\n",
       "      <td>2.744468e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>cue switch task stay - cue stay task stay</td>\n",
       "      <td>rt</td>\n",
       "      <td>21.827203</td>\n",
       "      <td>0.492942</td>\n",
       "      <td>7.940926e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>cue switch task stay - cue stay task stay</td>\n",
       "      <td>choice accuracy</td>\n",
       "      <td>-0.006374</td>\n",
       "      <td>-0.097797</td>\n",
       "      <td>5.781674e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>cue switch task switch - cue stay task stay</td>\n",
       "      <td>rt</td>\n",
       "      <td>23.062539</td>\n",
       "      <td>0.604019</td>\n",
       "      <td>1.510955e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>cue switch task switch - cue stay task stay</td>\n",
       "      <td>choice accuracy</td>\n",
       "      <td>-0.028130</td>\n",
       "      <td>-0.612333</td>\n",
       "      <td>1.327968e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>task switch - cue switch</td>\n",
       "      <td>rt</td>\n",
       "      <td>1.235336</td>\n",
       "      <td>0.039504</td>\n",
       "      <td>8.219209e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>task switch - cue switch</td>\n",
       "      <td>choice accuracy</td>\n",
       "      <td>-0.021756</td>\n",
       "      <td>-0.380782</td>\n",
       "      <td>3.613194e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>switch - stay</td>\n",
       "      <td>rt</td>\n",
       "      <td>41.466352</td>\n",
       "      <td>0.917060</td>\n",
       "      <td>9.108319e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>switch - stay</td>\n",
       "      <td>choice accuracy</td>\n",
       "      <td>-0.043421</td>\n",
       "      <td>-0.847731</td>\n",
       "      <td>2.899897e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>neg - con</td>\n",
       "      <td>rt</td>\n",
       "      <td>22.543106</td>\n",
       "      <td>0.651274</td>\n",
       "      <td>7.201413e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>neg - con</td>\n",
       "      <td>choice accuracy</td>\n",
       "      <td>-0.054291</td>\n",
       "      <td>-0.814224</td>\n",
       "      <td>5.063396e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>distractor - control</td>\n",
       "      <td>rt</td>\n",
       "      <td>28.564724</td>\n",
       "      <td>0.940133</td>\n",
       "      <td>6.191896e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>distractor - control</td>\n",
       "      <td>choice accuracy</td>\n",
       "      <td>-0.013166</td>\n",
       "      <td>-0.349163</td>\n",
       "      <td>5.339555e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>2 - 1</td>\n",
       "      <td>rt</td>\n",
       "      <td>13.476054</td>\n",
       "      <td>0.224192</td>\n",
       "      <td>2.070225e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>2 - 1</td>\n",
       "      <td>choice accuracy</td>\n",
       "      <td>-0.102096</td>\n",
       "      <td>-0.943454</td>\n",
       "      <td>5.857302e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>3 - 1</td>\n",
       "      <td>rt</td>\n",
       "      <td>17.107858</td>\n",
       "      <td>0.277546</td>\n",
       "      <td>1.206817e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>3 - 1</td>\n",
       "      <td>choice accuracy</td>\n",
       "      <td>-0.183635</td>\n",
       "      <td>-1.497350</td>\n",
       "      <td>7.887677e-10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                               Contrast  \\\n",
       "Task                                                                      \n",
       "Flanker                                         incongruent - congruent   \n",
       "Flanker                                         incongruent - congruent   \n",
       "Cued Task Switching           cue switch task stay - cue stay task stay   \n",
       "Cued Task Switching           cue switch task stay - cue stay task stay   \n",
       "Cued Task Switching         cue switch task switch - cue stay task stay   \n",
       "Cued Task Switching         cue switch task switch - cue stay task stay   \n",
       "Cued Task Switching                            task switch - cue switch   \n",
       "Cued Task Switching                            task switch - cue switch   \n",
       "Predictable Task Switching                                switch - stay   \n",
       "Predictable Task Switching                                switch - stay   \n",
       "Directed Forgetting                                           neg - con   \n",
       "Directed Forgetting                                           neg - con   \n",
       "Shape Matching                                     distractor - control   \n",
       "Shape Matching                                     distractor - control   \n",
       "n-Back                                                            2 - 1   \n",
       "n-Back                                                            2 - 1   \n",
       "n-Back                                                            3 - 1   \n",
       "n-Back                                                            3 - 1   \n",
       "\n",
       "                                     Metric       Mean         d             p  \n",
       "Task                                                                            \n",
       "Flanker                                  rt  21.746218  0.980381  3.159213e-06  \n",
       "Flanker                     choice accuracy  -0.017040 -0.402250  2.744468e-02  \n",
       "Cued Task Switching                      rt  21.827203  0.492942  7.940926e-03  \n",
       "Cued Task Switching         choice accuracy  -0.006374 -0.097797  5.781674e-01  \n",
       "Cued Task Switching                      rt  23.062539  0.604019  1.510955e-03  \n",
       "Cued Task Switching         choice accuracy  -0.028130 -0.612333  1.327968e-03  \n",
       "Cued Task Switching                      rt   1.235336  0.039504  8.219209e-01  \n",
       "Cued Task Switching         choice accuracy  -0.021756 -0.380782  3.613194e-02  \n",
       "Predictable Task Switching               rt  41.466352  0.917060  9.108319e-06  \n",
       "Predictable Task Switching  choice accuracy  -0.043421 -0.847731  2.899897e-05  \n",
       "Directed Forgetting                      rt  22.543106  0.651274  7.201413e-04  \n",
       "Directed Forgetting         choice accuracy  -0.054291 -0.814224  5.063396e-05  \n",
       "Shape Matching                           rt  28.564724  0.940133  6.191896e-06  \n",
       "Shape Matching              choice accuracy  -0.013166 -0.349163  5.339555e-02  \n",
       "n-Back                                   rt  13.476054  0.224192  2.070225e-01  \n",
       "n-Back                      choice accuracy  -0.102096 -0.943454  5.857302e-06  \n",
       "n-Back                                   rt  17.107858  0.277546  1.206817e-01  \n",
       "n-Back                      choice accuracy  -0.183635 -1.497350  7.887677e-10  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simple_effects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Contrast</th>\n",
       "      <th>Mean</th>\n",
       "      <th>d</th>\n",
       "      <th>p</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Task</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>incongruent - congruent</td>\n",
       "      <td>21.7</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>cue switch task stay - cue stay task stay</td>\n",
       "      <td>21.8</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>cue switch task switch - cue stay task stay</td>\n",
       "      <td>23.1</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>task switch - cue switch</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>switch - stay</td>\n",
       "      <td>41.5</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>neg - con</td>\n",
       "      <td>22.5</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>distractor - control</td>\n",
       "      <td>28.6</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>2 - 1</td>\n",
       "      <td>13.5</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>3 - 1</td>\n",
       "      <td>17.1</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                               Contrast  Mean  \\\n",
       "Task                                                                            \n",
       "Flanker                                         incongruent - congruent  21.7   \n",
       "Cued Task Switching           cue switch task stay - cue stay task stay  21.8   \n",
       "Cued Task Switching         cue switch task switch - cue stay task stay  23.1   \n",
       "Cued Task Switching                            task switch - cue switch   1.2   \n",
       "Predictable Task Switching                                switch - stay  41.5   \n",
       "Directed Forgetting                                           neg - con  22.5   \n",
       "Shape Matching                                     distractor - control  28.6   \n",
       "n-Back                                                            2 - 1  13.5   \n",
       "n-Back                                                            3 - 1  17.1   \n",
       "\n",
       "                               d      p  \n",
       "Task                                     \n",
       "Flanker                     0.98  0.000  \n",
       "Cued Task Switching         0.49  0.008  \n",
       "Cued Task Switching         0.60  0.002  \n",
       "Cued Task Switching         0.04  0.822  \n",
       "Predictable Task Switching  0.92  0.000  \n",
       "Directed Forgetting         0.65  0.001  \n",
       "Shape Matching              0.94  0.000  \n",
       "n-Back                      0.22  0.207  \n",
       "n-Back                      0.28  0.121  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simple_rt_df = simple_effects.query('Metric == \"rt\"').round({'Mean': 1, 'd': 2, 'p': 3})\n",
    "del simple_rt_df['Metric']\n",
    "dfi.export(simple_rt_df, f'figures/dataset-{dataset}_metric-simpleContrastsRT_test_ttests.png')\n",
    "simple_rt_df.to_csv(f'cleaned_tables/dataset-{dataset}_metric-simpleContrastsRT_test_ttests.csv')\n",
    "simple_rt_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>Contrast</th>\n",
       "      <th>Mean</th>\n",
       "      <th>d</th>\n",
       "      <th>p</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Task</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>incongruent - congruent</td>\n",
       "      <td>-0.017</td>\n",
       "      <td>-0.40</td>\n",
       "      <td>0.027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>cue switch task stay - cue stay task stay</td>\n",
       "      <td>-0.006</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>0.578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>cue switch task switch - cue stay task stay</td>\n",
       "      <td>-0.028</td>\n",
       "      <td>-0.61</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>task switch - cue switch</td>\n",
       "      <td>-0.022</td>\n",
       "      <td>-0.38</td>\n",
       "      <td>0.036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>switch - stay</td>\n",
       "      <td>-0.043</td>\n",
       "      <td>-0.85</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>neg - con</td>\n",
       "      <td>-0.054</td>\n",
       "      <td>-0.81</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>distractor - control</td>\n",
       "      <td>-0.013</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>0.053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>2 - 1</td>\n",
       "      <td>-0.102</td>\n",
       "      <td>-0.94</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>3 - 1</td>\n",
       "      <td>-0.184</td>\n",
       "      <td>-1.50</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                               Contrast  \\\n",
       "Task                                                                      \n",
       "Flanker                                         incongruent - congruent   \n",
       "Cued Task Switching           cue switch task stay - cue stay task stay   \n",
       "Cued Task Switching         cue switch task switch - cue stay task stay   \n",
       "Cued Task Switching                            task switch - cue switch   \n",
       "Predictable Task Switching                                switch - stay   \n",
       "Directed Forgetting                                           neg - con   \n",
       "Shape Matching                                     distractor - control   \n",
       "n-Back                                                            2 - 1   \n",
       "n-Back                                                            3 - 1   \n",
       "\n",
       "                             Mean     d      p  \n",
       "Task                                            \n",
       "Flanker                    -0.017 -0.40  0.027  \n",
       "Cued Task Switching        -0.006 -0.10  0.578  \n",
       "Cued Task Switching        -0.028 -0.61  0.001  \n",
       "Cued Task Switching        -0.022 -0.38  0.036  \n",
       "Predictable Task Switching -0.043 -0.85  0.000  \n",
       "Directed Forgetting        -0.054 -0.81  0.000  \n",
       "Shape Matching             -0.013 -0.35  0.053  \n",
       "n-Back                     -0.102 -0.94  0.000  \n",
       "n-Back                     -0.184 -1.50  0.000  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simple_acc_df = simple_effects.query('Metric == \"choice accuracy\"').round({'Mean': 3, 'd': 2, 'p': 3})\n",
    "del simple_acc_df['Metric']\n",
    "dfi.export(simple_acc_df, f'figures/dataset-{dataset}_metric-simpleContrastsACC_test_ttests.png')\n",
    "simple_acc_df.to_csv(f'cleaned_tables/dataset-{dataset}_metric-simpleContrastsACC_test_ttests.csv')\n",
    "simple_acc_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Summary Means"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "dual_dict = {\n",
    "    'stop_signal_with_cued_task_switching': {\n",
    "        'dual_col': 'cue_task_switch',\n",
    "        'DC': 'cue_stay_task_stay',\n",
    "        'DE': 'cue_switch_task_switch',\n",
    "        'OTHER': ['cue_switch_task_stay']\n",
    "    },\n",
    "    'stop_signal_with_directed_forgetting': {\n",
    "        'dual_col': 'directed_forgetting_condition',\n",
    "        'DC': 'con',\n",
    "        'DE': 'neg',\n",
    "        'OTHER': ['pos']\n",
    "    },\n",
    "    'stop_signal_with_flanker': {\n",
    "        'dual_col': 'flanker_condition',\n",
    "        'DC': 'congruent',\n",
    "        'DE': 'incongruent'\n",
    "    },\n",
    "    'stop_signal_with_go_no_go': {\n",
    "        'dual_col': 'go_nogo_condition',\n",
    "        'DC': 'go',\n",
    "        'DE': 'nogo'\n",
    "    },\n",
    "    'stop_signal_with_n_back': {\n",
    "        'dual_col': 'delay_condition',\n",
    "        'DC': 1.,\n",
    "        'DE': 2.,\n",
    "        'OTHER': [3.]\n",
    "    },\n",
    "    'stop_signal_with_predictable_task_switching': {\n",
    "        'dual_col': 'predictable_condition',\n",
    "        'DC': 'stay',\n",
    "        'DE': 'switch'\n",
    "    },\n",
    "    'stop_signal_with_shape_matching': {\n",
    "        'dual_col': 'shape_matching_condition',\n",
    "        'DC': 'control',\n",
    "        'DE': 'distractor',\n",
    "        'OTHER': ['DSD', 'SSS']\n",
    "    },\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_task(descrip):\n",
    "    if descrip=='SE':\n",
    "        return 'single_task'\n",
    "    else:\n",
    "        return '_'.join(descrip.split('_')[:-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_cond(descrip):\n",
    "    if descrip=='SE':\n",
    "        return ''\n",
    "    else:\n",
    "        task = get_task(descrip)\n",
    "        cond_type = descrip.split('_')[-1]\n",
    "        return dual_dict[f'stop_signal_with_{task}'][cond_type]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "summary_means = pd.read_csv('result_csvs/discovery/summary_means.csv', index_col=0)\n",
    "summary_means = summary_means.dropna().reset_index().rename(columns={'index': 'descrip'})\n",
    "summary_means.insert(0, 'Task', summary_means['descrip'].apply(get_task).map(formal_tasks))\n",
    "summary_means.insert(1, 'Condition', summary_means['descrip'].apply(get_cond))\n",
    "del summary_means['descrip']\n",
    "summary_means = summary_means.loc[:, [c for c in summary_means.columns if all(c!=ignore for ignore in ['omission_count', 'PSS_fail', 'PSS_success'])]].set_index('Task')\n",
    "summary_means = summary_means.round({'SSRT': 1, 'mean_SSD': 1, 'p_respond': 2, 'mean_go_RT': 1, 'sd_go_RT': 1, 'mean_stopfail_RT': 1, 'sd_stopfail_RT': 1, 'omission_rate': 3, 'go_acc': 2, 'PSS_all': 2})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>Condition</th>\n",
       "      <th>SSRT</th>\n",
       "      <th>mean_SSD</th>\n",
       "      <th>p_respond</th>\n",
       "      <th>mean_go_RT</th>\n",
       "      <th>sd_go_RT</th>\n",
       "      <th>mean_stopfail_RT</th>\n",
       "      <th>sd_stopfail_RT</th>\n",
       "      <th>omission_rate</th>\n",
       "      <th>go_acc</th>\n",
       "      <th>stopfail_acc</th>\n",
       "      <th>PSS_all</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Task</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Simple Stop Single Task</th>\n",
       "      <td></td>\n",
       "      <td>234.2</td>\n",
       "      <td>416.7</td>\n",
       "      <td>0.49</td>\n",
       "      <td>659.1</td>\n",
       "      <td>115.3</td>\n",
       "      <td>588.0</td>\n",
       "      <td>87.3</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.994</td>\n",
       "      <td>0.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>cue_stay_task_stay</td>\n",
       "      <td>263.7</td>\n",
       "      <td>467.6</td>\n",
       "      <td>0.51</td>\n",
       "      <td>747.7</td>\n",
       "      <td>140.3</td>\n",
       "      <td>668.5</td>\n",
       "      <td>107.6</td>\n",
       "      <td>0.024</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.956</td>\n",
       "      <td>1.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>cue_switch_task_switch</td>\n",
       "      <td>269.5</td>\n",
       "      <td>481.2</td>\n",
       "      <td>0.49</td>\n",
       "      <td>771.0</td>\n",
       "      <td>140.9</td>\n",
       "      <td>695.6</td>\n",
       "      <td>108.8</td>\n",
       "      <td>0.022</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.927</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>[cue_switch_task_stay]</td>\n",
       "      <td>263.2</td>\n",
       "      <td>472.0</td>\n",
       "      <td>0.45</td>\n",
       "      <td>771.7</td>\n",
       "      <td>144.2</td>\n",
       "      <td>686.7</td>\n",
       "      <td>94.5</td>\n",
       "      <td>0.017</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.956</td>\n",
       "      <td>28.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>con</td>\n",
       "      <td>336.5</td>\n",
       "      <td>263.9</td>\n",
       "      <td>0.56</td>\n",
       "      <td>606.0</td>\n",
       "      <td>133.1</td>\n",
       "      <td>562.5</td>\n",
       "      <td>109.7</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.967</td>\n",
       "      <td>-2.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>neg</td>\n",
       "      <td>340.0</td>\n",
       "      <td>260.8</td>\n",
       "      <td>0.51</td>\n",
       "      <td>625.1</td>\n",
       "      <td>155.1</td>\n",
       "      <td>566.1</td>\n",
       "      <td>113.9</td>\n",
       "      <td>0.009</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.919</td>\n",
       "      <td>4.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>[pos]</td>\n",
       "      <td>305.8</td>\n",
       "      <td>265.6</td>\n",
       "      <td>0.56</td>\n",
       "      <td>563.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>526.3</td>\n",
       "      <td>135.7</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.846</td>\n",
       "      <td>-3.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>congruent</td>\n",
       "      <td>237.8</td>\n",
       "      <td>363.7</td>\n",
       "      <td>0.49</td>\n",
       "      <td>626.2</td>\n",
       "      <td>119.8</td>\n",
       "      <td>562.1</td>\n",
       "      <td>85.8</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.991</td>\n",
       "      <td>6.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flanker</th>\n",
       "      <td>incongruent</td>\n",
       "      <td>238.5</td>\n",
       "      <td>388.0</td>\n",
       "      <td>0.48</td>\n",
       "      <td>647.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>592.6</td>\n",
       "      <td>91.8</td>\n",
       "      <td>0.007</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.975</td>\n",
       "      <td>4.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>1.0</td>\n",
       "      <td>256.8</td>\n",
       "      <td>444.6</td>\n",
       "      <td>0.49</td>\n",
       "      <td>715.8</td>\n",
       "      <td>156.2</td>\n",
       "      <td>641.6</td>\n",
       "      <td>113.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.915</td>\n",
       "      <td>16.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>2.0</td>\n",
       "      <td>295.3</td>\n",
       "      <td>404.6</td>\n",
       "      <td>0.46</td>\n",
       "      <td>734.4</td>\n",
       "      <td>179.6</td>\n",
       "      <td>641.2</td>\n",
       "      <td>156.7</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.868</td>\n",
       "      <td>-5.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>[3.0]</td>\n",
       "      <td>277.4</td>\n",
       "      <td>427.7</td>\n",
       "      <td>0.46</td>\n",
       "      <td>740.1</td>\n",
       "      <td>177.5</td>\n",
       "      <td>630.1</td>\n",
       "      <td>147.2</td>\n",
       "      <td>0.019</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.733</td>\n",
       "      <td>6.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>stay</td>\n",
       "      <td>238.6</td>\n",
       "      <td>457.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>704.7</td>\n",
       "      <td>141.0</td>\n",
       "      <td>628.2</td>\n",
       "      <td>98.2</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.934</td>\n",
       "      <td>-0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Predictable Task Switching</th>\n",
       "      <td>switch</td>\n",
       "      <td>248.5</td>\n",
       "      <td>483.6</td>\n",
       "      <td>0.49</td>\n",
       "      <td>757.9</td>\n",
       "      <td>161.7</td>\n",
       "      <td>655.4</td>\n",
       "      <td>124.6</td>\n",
       "      <td>0.008</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.913</td>\n",
       "      <td>21.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>control</td>\n",
       "      <td>268.3</td>\n",
       "      <td>390.8</td>\n",
       "      <td>0.49</td>\n",
       "      <td>682.3</td>\n",
       "      <td>117.4</td>\n",
       "      <td>632.1</td>\n",
       "      <td>100.6</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.977</td>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>distractor</td>\n",
       "      <td>269.4</td>\n",
       "      <td>419.9</td>\n",
       "      <td>0.49</td>\n",
       "      <td>709.4</td>\n",
       "      <td>123.3</td>\n",
       "      <td>655.8</td>\n",
       "      <td>103.7</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.967</td>\n",
       "      <td>7.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>[DSD, SSS]</td>\n",
       "      <td>264.7</td>\n",
       "      <td>412.9</td>\n",
       "      <td>0.49</td>\n",
       "      <td>696.8</td>\n",
       "      <td>119.6</td>\n",
       "      <td>642.1</td>\n",
       "      <td>102.6</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.984</td>\n",
       "      <td>13.76</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Condition   SSRT  mean_SSD  \\\n",
       "Task                                                                  \n",
       "Simple Stop Single Task                             234.2     416.7   \n",
       "Cued Task Switching             cue_stay_task_stay  263.7     467.6   \n",
       "Cued Task Switching         cue_switch_task_switch  269.5     481.2   \n",
       "Cued Task Switching         [cue_switch_task_stay]  263.2     472.0   \n",
       "Directed Forgetting                            con  336.5     263.9   \n",
       "Directed Forgetting                            neg  340.0     260.8   \n",
       "Directed Forgetting                          [pos]  305.8     265.6   \n",
       "Flanker                                  congruent  237.8     363.7   \n",
       "Flanker                                incongruent  238.5     388.0   \n",
       "n-Back                                         1.0  256.8     444.6   \n",
       "n-Back                                         2.0  295.3     404.6   \n",
       "n-Back                                       [3.0]  277.4     427.7   \n",
       "Predictable Task Switching                    stay  238.6     457.0   \n",
       "Predictable Task Switching                  switch  248.5     483.6   \n",
       "Shape Matching                             control  268.3     390.8   \n",
       "Shape Matching                          distractor  269.4     419.9   \n",
       "Shape Matching                          [DSD, SSS]  264.7     412.9   \n",
       "\n",
       "                            p_respond  mean_go_RT  sd_go_RT  mean_stopfail_RT  \\\n",
       "Task                                                                            \n",
       "Simple Stop Single Task          0.49       659.1     115.3             588.0   \n",
       "Cued Task Switching              0.51       747.7     140.3             668.5   \n",
       "Cued Task Switching              0.49       771.0     140.9             695.6   \n",
       "Cued Task Switching              0.45       771.7     144.2             686.7   \n",
       "Directed Forgetting              0.56       606.0     133.1             562.5   \n",
       "Directed Forgetting              0.51       625.1     155.1             566.1   \n",
       "Directed Forgetting              0.56       563.0     145.0             526.3   \n",
       "Flanker                          0.49       626.2     119.8             562.1   \n",
       "Flanker                          0.48       647.0     117.0             592.6   \n",
       "n-Back                           0.49       715.8     156.2             641.6   \n",
       "n-Back                           0.46       734.4     179.6             641.2   \n",
       "n-Back                           0.46       740.1     177.5             630.1   \n",
       "Predictable Task Switching       0.50       704.7     141.0             628.2   \n",
       "Predictable Task Switching       0.49       757.9     161.7             655.4   \n",
       "Shape Matching                   0.49       682.3     117.4             632.1   \n",
       "Shape Matching                   0.49       709.4     123.3             655.8   \n",
       "Shape Matching                   0.49       696.8     119.6             642.1   \n",
       "\n",
       "                            sd_stopfail_RT  omission_rate  go_acc  \\\n",
       "Task                                                                \n",
       "Simple Stop Single Task               87.3          0.003    0.99   \n",
       "Cued Task Switching                  107.6          0.024    0.92   \n",
       "Cued Task Switching                  108.8          0.022    0.90   \n",
       "Cued Task Switching                   94.5          0.017    0.92   \n",
       "Directed Forgetting                  109.7          0.010    0.97   \n",
       "Directed Forgetting                  113.9          0.009    0.91   \n",
       "Directed Forgetting                  135.7          0.005    0.90   \n",
       "Flanker                               85.8          0.006    0.99   \n",
       "Flanker                               91.8          0.007    0.98   \n",
       "n-Back                               113.0          0.010    0.91   \n",
       "n-Back                               156.7          0.006    0.80   \n",
       "n-Back                               147.2          0.019    0.72   \n",
       "Predictable Task Switching            98.2          0.010    0.92   \n",
       "Predictable Task Switching           124.6          0.008    0.88   \n",
       "Shape Matching                       100.6          0.002    0.97   \n",
       "Shape Matching                       103.7          0.004    0.96   \n",
       "Shape Matching                       102.6          0.006    0.98   \n",
       "\n",
       "                            stopfail_acc  PSS_all  \n",
       "Task                                               \n",
       "Simple Stop Single Task            0.994     0.56  \n",
       "Cued Task Switching                0.956     1.34  \n",
       "Cued Task Switching                0.927     2.49  \n",
       "Cued Task Switching                0.956    28.72  \n",
       "Directed Forgetting                0.967    -2.76  \n",
       "Directed Forgetting                0.919     4.76  \n",
       "Directed Forgetting                0.846    -3.12  \n",
       "Flanker                            0.991     6.55  \n",
       "Flanker                            0.975     4.29  \n",
       "n-Back                             0.915    16.77  \n",
       "n-Back                             0.868    -5.69  \n",
       "n-Back                             0.733     6.07  \n",
       "Predictable Task Switching         0.934    -0.76  \n",
       "Predictable Task Switching         0.913    21.72  \n",
       "Shape Matching                     0.977     0.25  \n",
       "Shape Matching                     0.967     7.64  \n",
       "Shape Matching                     0.984    13.76  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfi.export(summary_means, f'figures/dataset-{dataset}_metric-summmaryMeans.png')\n",
    "summary_means.to_csv(f'cleaned_tables/dataset-{dataset}_metric-summmaryMeans.csv')\n",
    "summary_means"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Validation Tables with Exclusions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "planned_tests_df = pd.read_csv('result_csvs/dataset-validation_metric-SSRT_wThresh_subs_tests-validationContrasts.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "planned_tests_df = planned_tests_df.reset_index().rename(columns={'index': 'descrip'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_planned_contrasts(descrip):\n",
    "    if 'DE > DC' in descrip:\n",
    "        return 'Dual High Demand > Dual Low Demand'\n",
    "    else:\n",
    "        return 'mean(Dual Low Demand, Dual High Demand) > Simple Stop Single Task'\n",
    "    \n",
    "test_order = {'mean(Dual Low Demand, Dual High Demand) > Simple Stop Single Task': 1,\n",
    "              'Dual High Demand > Dual Low Demand': 2}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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></th>\n",
       "      <th>Mean</th>\n",
       "      <th>d</th>\n",
       "      <th>p</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Test</th>\n",
       "      <th>Dual Task(s)</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">mean(Dual Low Demand, Dual High Demand) &gt; Simple Stop Single Task</th>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>4.5</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>28.9</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>27.6</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>86.2</td>\n",
       "      <td>1.79</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dual High Demand &gt; Dual Low Demand</th>\n",
       "      <th>n-Back</th>\n",
       "      <td>29.9</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.144</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                        Mean  \\\n",
       "Test                                               Dual Task(s)                \n",
       "mean(Dual Low Demand, Dual High Demand) > Simpl... Cued Task Switching   4.5   \n",
       "                                                   Shape Matching       28.9   \n",
       "                                                   n-Back               27.6   \n",
       "                                                   Directed Forgetting  86.2   \n",
       "Dual High Demand > Dual Low Demand                 n-Back               29.9   \n",
       "\n",
       "                                                                           d  \\\n",
       "Test                                               Dual Task(s)                \n",
       "mean(Dual Low Demand, Dual High Demand) > Simpl... Cued Task Switching  0.09   \n",
       "                                                   Shape Matching       1.35   \n",
       "                                                   n-Back               0.50   \n",
       "                                                   Directed Forgetting  1.79   \n",
       "Dual High Demand > Dual Low Demand                 n-Back               0.36   \n",
       "\n",
       "                                                                            p  \n",
       "Test                                               Dual Task(s)                \n",
       "mean(Dual Low Demand, Dual High Demand) > Simpl... Cued Task Switching  0.297  \n",
       "                                                   Shape Matching       0.000  \n",
       "                                                   n-Back               0.001  \n",
       "                                                   Directed Forgetting  0.000  \n",
       "Dual High Demand > Dual Low Demand                 n-Back               0.144  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "planned_tests_df['Dual Task(s)'] = planned_tests_df['descrip'].map(get_task_name)\n",
    "planned_tests_df['Test'] = planned_tests_df['descrip'].map(get_planned_contrasts)\n",
    "\n",
    "planned_tests_df['task_order'] = planned_tests_df['Dual Task(s)'].map(task_order)\n",
    "planned_tests_df['test_order'] = planned_tests_df['Test'].map(test_order)\n",
    "planned_tests_df['Dual Task(s)'] = planned_tests_df['Dual Task(s)'].map(formal_tasks)\n",
    "\n",
    "planned_tests_df = planned_tests_df.rename(columns={'mean': 'Mean'})\n",
    "clean_df = planned_tests_df.sort_values(by=['test_order', 'task_order'])[['Test', 'Dual Task(s)', 'Mean', 'd', 'p']].round({'Mean': 1, 'd': 2, 'p': 3})\n",
    "clean_df = clean_df.set_index(['Test', 'Dual Task(s)'])\n",
    "dfi.export(clean_df, f'figures/dataset-validation_metric-SSRT_wThresh_subs_test_validationContrasts.png')\n",
    "clean_df.to_csv(f'cleaned_tables/dataset-validation_metric-SSRT_wThresh_subs_test_validationContrasts.csv')\n",
    "clean_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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",
       "        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></th>\n",
       "      <th>Mean</th>\n",
       "      <th>d</th>\n",
       "      <th>p</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Test</th>\n",
       "      <th>Dual Task(s)</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">mean(Dual Low Demand, Dual High Demand) &gt; Simple Stop Single Task</th>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>15.7</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>34.9</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>25.5</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>37.1</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dual High Demand &gt; Dual Low Demand</th>\n",
       "      <th>n-Back</th>\n",
       "      <td>5.1</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                        Mean  \\\n",
       "Test                                               Dual Task(s)                \n",
       "mean(Dual Low Demand, Dual High Demand) > Simpl... Cued Task Switching  15.7   \n",
       "                                                   Shape Matching       34.9   \n",
       "                                                   n-Back               25.5   \n",
       "                                                   Directed Forgetting  37.1   \n",
       "Dual High Demand > Dual Low Demand                 n-Back                5.1   \n",
       "\n",
       "                                                                           d  \\\n",
       "Test                                               Dual Task(s)                \n",
       "mean(Dual Low Demand, Dual High Demand) > Simpl... Cued Task Switching  0.28   \n",
       "                                                   Shape Matching       0.91   \n",
       "                                                   n-Back               0.41   \n",
       "                                                   Directed Forgetting  0.62   \n",
       "Dual High Demand > Dual Low Demand                 n-Back               0.05   \n",
       "\n",
       "                                                                            p  \n",
       "Test                                               Dual Task(s)                \n",
       "mean(Dual Low Demand, Dual High Demand) > Simpl... Cued Task Switching  0.056  \n",
       "                                                   Shape Matching       0.000  \n",
       "                                                   n-Back               0.005  \n",
       "                                                   Directed Forgetting  0.000  \n",
       "Dual High Demand > Dual Low Demand                 n-Back               0.400  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "planned_tests_df = pd.read_csv('result_csvs/dataset-validation_metric-SSRT_wThresh_SSDs_tests-validationContrasts.csv', index_col=0)\n",
    "planned_tests_df = planned_tests_df.reset_index().rename(columns={'index': 'descrip'})\n",
    "planned_tests_df['Dual Task(s)'] = planned_tests_df['descrip'].map(get_task_name)\n",
    "planned_tests_df['Test'] = planned_tests_df['descrip'].map(get_planned_contrasts)\n",
    "\n",
    "planned_tests_df['task_order'] = planned_tests_df['Dual Task(s)'].map(task_order)\n",
    "planned_tests_df['test_order'] = planned_tests_df['Test'].map(test_order)\n",
    "planned_tests_df['Dual Task(s)'] = planned_tests_df['Dual Task(s)'].map(formal_tasks)\n",
    "\n",
    "planned_tests_df = planned_tests_df.rename(columns={'mean': 'Mean'})\n",
    "clean_df = planned_tests_df.sort_values(by=['test_order', 'task_order'])[['Test', 'Dual Task(s)', 'Mean', 'd', 'p']].round({'Mean': 1, 'd': 2, 'p': 3})\n",
    "clean_df = clean_df.set_index(['Test', 'Dual Task(s)'])\n",
    "dfi.export(clean_df, f'figures/dataset-validation_metric-SSRT_wThresh_SSDs_test_validationContrasts.png')\n",
    "clean_df.to_csv(f'cleaned_tables/dataset-validation_metric-SSRT_wThresh_SSDs_test_validationContrasts.csv')\n",
    "clean_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\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></th>\n",
       "      <th>Mean</th>\n",
       "      <th>d</th>\n",
       "      <th>p</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Test</th>\n",
       "      <th>Dual Task(s)</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">mean(Dual Low Demand, Dual High Demand) &gt; Simple Stop Single Task</th>\n",
       "      <th>Cued Task Switching</th>\n",
       "      <td>16.8</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shape Matching</th>\n",
       "      <td>22.3</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n-Back</th>\n",
       "      <td>30.2</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Directed Forgetting</th>\n",
       "      <td>70.6</td>\n",
       "      <td>1.29</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dual High Demand &gt; Dual Low Demand</th>\n",
       "      <th>n-Back</th>\n",
       "      <td>33.3</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                        Mean  \\\n",
       "Test                                               Dual Task(s)                \n",
       "mean(Dual Low Demand, Dual High Demand) > Simpl... Cued Task Switching  16.8   \n",
       "                                                   Shape Matching       22.3   \n",
       "                                                   n-Back               30.2   \n",
       "                                                   Directed Forgetting  70.6   \n",
       "Dual High Demand > Dual Low Demand                 n-Back               33.3   \n",
       "\n",
       "                                                                           d  \\\n",
       "Test                                               Dual Task(s)                \n",
       "mean(Dual Low Demand, Dual High Demand) > Simpl... Cued Task Switching  0.28   \n",
       "                                                   Shape Matching       0.47   \n",
       "                                                   n-Back               0.54   \n",
       "                                                   Directed Forgetting  1.29   \n",
       "Dual High Demand > Dual Low Demand                 n-Back               0.45   \n",
       "\n",
       "                                                                            p  \n",
       "Test                                               Dual Task(s)                \n",
       "mean(Dual Low Demand, Dual High Demand) > Simpl... Cued Task Switching  0.007  \n",
       "                                                   Shape Matching       0.001  \n",
       "                                                   n-Back               0.000  \n",
       "                                                   Directed Forgetting  0.000  \n",
       "Dual High Demand > Dual Low Demand                 n-Back               0.012  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "planned_tests_df = pd.read_csv('result_csvs/dataset-all_metric-SSRT_wThresh_subs_tests-validationContrasts.csv', index_col=0)\n",
    "planned_tests_df = planned_tests_df.reset_index().rename(columns={'index': 'descrip'})\n",
    "planned_tests_df['Dual Task(s)'] = planned_tests_df['descrip'].map(get_task_name)\n",
    "planned_tests_df['Test'] = planned_tests_df['descrip'].map(get_planned_contrasts)\n",
    "\n",
    "planned_tests_df['task_order'] = planned_tests_df['Dual Task(s)'].map(task_order)\n",
    "planned_tests_df['test_order'] = planned_tests_df['Test'].map(test_order)\n",
    "planned_tests_df['Dual Task(s)'] = planned_tests_df['Dual Task(s)'].map(formal_tasks)\n",
    "\n",
    "planned_tests_df = planned_tests_df.rename(columns={'mean': 'Mean'})\n",
    "clean_df = planned_tests_df.sort_values(by=['test_order', 'task_order'])[['Test', 'Dual Task(s)', 'Mean', 'd', 'p']].round({'Mean': 1, 'd': 2, 'p': 3})\n",
    "clean_df = clean_df.set_index(['Test', 'Dual Task(s)'])\n",
    "dfi.export(clean_df, f'figures/dataset-all_metric-SSRT_wThresh_subss_test_validationContrasts.png')\n",
    "clean_df.to_csv(f'cleaned_tables/dataset-all_metric-SSRT_wThresh_subs_test_validationContrasts.csv')\n",
    "clean_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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