{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Descriptive statistics\n",
    "\n",
    "- get overall info about participants\n",
    "- assess normality of response times (RTs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Loading: 15768 lines 219 participants\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import pingouin as pg\n",
    "import os\n",
    "\n",
    "alpha = 0.05\n",
    "\n",
    "dt = pd.read_csv(os.path.join(\"..\", \"data\", \"data.csv\"), index_col=0)\n",
    "agg = pd.read_csv(os.path.join(\"..\", \"data\", \"data_aggregated.csv\"), index_col=0)\n",
    "aggwo = pd.read_csv(os.path.join(\"..\", \"data\", \"data_outliers-replaced_aggregated.csv\"), index_col=0)\n",
    "\n",
    "print(\"Loading:\", len(d), \"lines\", len(d[\"ParticipantID\"].unique()), \"participants\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overall info about participants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Number of participants:\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "   StudyID\n2    122.0\n1     97.0",
      "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>StudyID</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2</th>\n      <td>122.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>97.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "\nFluent vs. non-fluent:\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "                Fluent\nStudyID Fluent        \n1       True      89.0\n        False      8.0\n2       True     106.0\n        False     16.0",
      "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>Fluent</th>\n    </tr>\n    <tr>\n      <th>StudyID</th>\n      <th>Fluent</th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th rowspan=\"2\" valign=\"top\">1</th>\n      <th>True</th>\n      <td>89.0</td>\n    </tr>\n    <tr>\n      <th>False</th>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th rowspan=\"2\" valign=\"top\">2</th>\n      <th>True</th>\n      <td>106.0</td>\n    </tr>\n    <tr>\n      <th>False</th>\n      <td>16.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "\n\nDifferent kinds of designers:\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "                          Training\nStudyID Training                  \n1       Non-designer          44.0\n        Letter designer       25.0\n        Graphic designer      17.0\n        Other designer         6.0\n        Typographer            5.0\n2       Non-designer          59.0\n        Graphic designer      28.0\n        Letter designer       16.0\n        Other designer        12.0\n        Typographer            7.0",
      "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>Training</th>\n    </tr>\n    <tr>\n      <th>StudyID</th>\n      <th>Training</th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th rowspan=\"5\" valign=\"top\">1</th>\n      <th>Non-designer</th>\n      <td>44.0</td>\n    </tr>\n    <tr>\n      <th>Letter designer</th>\n      <td>25.0</td>\n    </tr>\n    <tr>\n      <th>Graphic designer</th>\n      <td>17.0</td>\n    </tr>\n    <tr>\n      <th>Other designer</th>\n      <td>6.0</td>\n    </tr>\n    <tr>\n      <th>Typographer</th>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th rowspan=\"5\" valign=\"top\">2</th>\n      <th>Non-designer</th>\n      <td>59.0</td>\n    </tr>\n    <tr>\n      <th>Graphic designer</th>\n      <td>28.0</td>\n    </tr>\n    <tr>\n      <th>Letter designer</th>\n      <td>16.0</td>\n    </tr>\n    <tr>\n      <th>Other designer</th>\n      <td>12.0</td>\n    </tr>\n    <tr>\n      <th>Typographer</th>\n      <td>7.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "\n\nDifferent kinds of designers and which font was first:\nStudy #1\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "               Designer  Non-designer  total\nsansforgetica      26.0          21.0   47.0\narial              27.0          23.0   50.0\ntotal              53.0          44.0   97.0",
      "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>Designer</th>\n      <th>Non-designer</th>\n      <th>total</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>sansforgetica</th>\n      <td>26.0</td>\n      <td>21.0</td>\n      <td>47.0</td>\n    </tr>\n    <tr>\n      <th>arial</th>\n      <td>27.0</td>\n      <td>23.0</td>\n      <td>50.0</td>\n    </tr>\n    <tr>\n      <th>total</th>\n      <td>53.0</td>\n      <td>44.0</td>\n      <td>97.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Study #2\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "               Designer  Non-designer  total\nsansforgetica      31.0          29.0   60.0\narial              32.0          30.0   62.0\ntotal              63.0          59.0  122.0",
      "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>Designer</th>\n      <th>Non-designer</th>\n      <th>total</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>sansforgetica</th>\n      <td>31.0</td>\n      <td>29.0</td>\n      <td>60.0</td>\n    </tr>\n    <tr>\n      <th>arial</th>\n      <td>32.0</td>\n      <td>30.0</td>\n      <td>62.0</td>\n    </tr>\n    <tr>\n      <th>total</th>\n      <td>63.0</td>\n      <td>59.0</td>\n      <td>122.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "\n\nJoM for categories of training:\n\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "                                JoM\nStudyID Training                   \n1       Graphic designer  56.735294\n        Letter designer   55.160000\n        Non-designer      53.977273\n        Other designer    49.166667\n        Typographer       61.000000\n2       Graphic designer  53.875000\n        Letter designer   59.562500\n        Non-designer      52.237288\n        Other designer    53.083333\n        Typographer       59.000000",
      "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>JoM</th>\n    </tr>\n    <tr>\n      <th>StudyID</th>\n      <th>Training</th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th rowspan=\"5\" valign=\"top\">1</th>\n      <th>Graphic designer</th>\n      <td>56.735294</td>\n    </tr>\n    <tr>\n      <th>Letter designer</th>\n      <td>55.160000</td>\n    </tr>\n    <tr>\n      <th>Non-designer</th>\n      <td>53.977273</td>\n    </tr>\n    <tr>\n      <th>Other designer</th>\n      <td>49.166667</td>\n    </tr>\n    <tr>\n      <th>Typographer</th>\n      <td>61.000000</td>\n    </tr>\n    <tr>\n      <th rowspan=\"5\" valign=\"top\">2</th>\n      <th>Graphic designer</th>\n      <td>53.875000</td>\n    </tr>\n    <tr>\n      <th>Letter designer</th>\n      <td>59.562500</td>\n    </tr>\n    <tr>\n      <th>Non-designer</th>\n      <td>52.237288</td>\n    </tr>\n    <tr>\n      <th>Other designer</th>\n      <td>53.083333</td>\n    </tr>\n    <tr>\n      <th>Typographer</th>\n      <td>59.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "\n\nJoL for categories of training:\n\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "                                                  JoL\nStudyID Training         JoL                         \n1       Graphic designer very easy to read       13.0\n                         ok                      10.0\n                         easy to read             5.0\n                         difficult to read        4.0\n                         very difficult to read   2.0\n        Letter designer  very easy to read       14.0\n                         difficult to read       13.0\n                         ok                      11.0\n                         easy to read             9.0\n                         very difficult to read   3.0\n        Non-designer     very easy to read       38.0\n                         ok                      22.0\n                         difficult to read       14.0\n                         easy to read            12.0\n                         very difficult to read   2.0\n        Other designer   very easy to read        5.0\n                         ok                       4.0\n                         difficult to read        2.0\n                         very difficult to read   1.0\n        Typographer      very easy to read        4.0\n                         difficult to read        3.0\n                         ok                       2.0\n                         easy to read             1.0\n2       Graphic designer very easy to read       23.0\n                         difficult to read       12.0\n                         ok                      11.0\n                         easy to read            10.0\n        Letter designer  difficult to read       13.0\n                         easy to read             7.0\n                         very easy to read        7.0\n                         ok                       4.0\n                         very difficult to read   1.0\n        Non-designer     very easy to read       51.0\n                         ok                      26.0\n                         difficult to read       18.0\n                         easy to read            17.0\n                         very difficult to read   6.0\n        Other designer   very easy to read        8.0\n                         difficult to read        6.0\n                         easy to read             5.0\n                         ok                       4.0\n                         very difficult to read   1.0\n        Typographer      ok                       6.0\n                         very easy to read        5.0\n                         easy to read             3.0",
      "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></th>\n      <th>JoL</th>\n    </tr>\n    <tr>\n      <th>StudyID</th>\n      <th>Training</th>\n      <th>JoL</th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th rowspan=\"23\" valign=\"top\">1</th>\n      <th rowspan=\"5\" valign=\"top\">Graphic designer</th>\n      <th>very easy to read</th>\n      <td>13.0</td>\n    </tr>\n    <tr>\n      <th>ok</th>\n      <td>10.0</td>\n    </tr>\n    <tr>\n      <th>easy to read</th>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>difficult to read</th>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>very difficult to read</th>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th rowspan=\"5\" valign=\"top\">Letter designer</th>\n      <th>very easy to read</th>\n      <td>14.0</td>\n    </tr>\n    <tr>\n      <th>difficult to read</th>\n      <td>13.0</td>\n    </tr>\n    <tr>\n      <th>ok</th>\n      <td>11.0</td>\n    </tr>\n    <tr>\n      <th>easy to read</th>\n      <td>9.0</td>\n    </tr>\n    <tr>\n      <th>very difficult to read</th>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th rowspan=\"5\" valign=\"top\">Non-designer</th>\n      <th>very easy to read</th>\n      <td>38.0</td>\n    </tr>\n    <tr>\n      <th>ok</th>\n      <td>22.0</td>\n    </tr>\n    <tr>\n      <th>difficult to read</th>\n      <td>14.0</td>\n    </tr>\n    <tr>\n      <th>easy to read</th>\n      <td>12.0</td>\n    </tr>\n    <tr>\n      <th>very difficult to read</th>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th rowspan=\"4\" valign=\"top\">Other designer</th>\n      <th>very easy to read</th>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>ok</th>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>difficult to read</th>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>very difficult to read</th>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th rowspan=\"4\" valign=\"top\">Typographer</th>\n      <th>very easy to read</th>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>difficult to read</th>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>ok</th>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>easy to read</th>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th rowspan=\"22\" valign=\"top\">2</th>\n      <th rowspan=\"4\" valign=\"top\">Graphic designer</th>\n      <th>very easy to read</th>\n      <td>23.0</td>\n    </tr>\n    <tr>\n      <th>difficult to read</th>\n      <td>12.0</td>\n    </tr>\n    <tr>\n      <th>ok</th>\n      <td>11.0</td>\n    </tr>\n    <tr>\n      <th>easy to read</th>\n      <td>10.0</td>\n    </tr>\n    <tr>\n      <th rowspan=\"5\" valign=\"top\">Letter designer</th>\n      <th>difficult to read</th>\n      <td>13.0</td>\n    </tr>\n    <tr>\n      <th>easy to read</th>\n      <td>7.0</td>\n    </tr>\n    <tr>\n      <th>very easy to read</th>\n      <td>7.0</td>\n    </tr>\n    <tr>\n      <th>ok</th>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>very difficult to read</th>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th rowspan=\"5\" valign=\"top\">Non-designer</th>\n      <th>very easy to read</th>\n      <td>51.0</td>\n    </tr>\n    <tr>\n      <th>ok</th>\n      <td>26.0</td>\n    </tr>\n    <tr>\n      <th>difficult to read</th>\n      <td>18.0</td>\n    </tr>\n    <tr>\n      <th>easy to read</th>\n      <td>17.0</td>\n    </tr>\n    <tr>\n      <th>very difficult to read</th>\n      <td>6.0</td>\n    </tr>\n    <tr>\n      <th rowspan=\"5\" valign=\"top\">Other designer</th>\n      <th>very easy to read</th>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>difficult to read</th>\n      <td>6.0</td>\n    </tr>\n    <tr>\n      <th>easy to read</th>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>ok</th>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>very difficult to read</th>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th rowspan=\"3\" valign=\"top\">Typographer</th>\n      <th>ok</th>\n      <td>6.0</td>\n    </tr>\n    <tr>\n      <th>very easy to read</th>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>easy to read</th>\n      <td>3.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ],
   "source": [
    "TPP = 72  # there are 72 trials in a session/participant\n",
    "TPT = 36  # there are 36 trials in a part/test\n",
    "TPL = 20  # there are 20 trials in a lexical test\n",
    "\n",
    "\n",
    "print(\"Number of participants:\")\n",
    "display(pd.DataFrame(d[\"StudyID\"].value_counts() / TPP))\n",
    "\n",
    "print()\n",
    "print(\"Fluent vs. non-fluent:\")\n",
    "display(pd.DataFrame(d.groupby(\"StudyID\")[\"Fluent\"].value_counts() / TPP))\n",
    "\n",
    "print()\n",
    "print()\n",
    "print(\"Different kinds of designers:\")\n",
    "\n",
    "display(pd.DataFrame(d.groupby(\"StudyID\")[\"Training\"].value_counts() / TPP))\n",
    "\n",
    "print()\n",
    "print()\n",
    "print(\"Different kinds of designers and which font was first:\")\n",
    "for sid in [1, 2]:\n",
    "    print(\"Study #%s\" % sid)\n",
    "    dtt = pd.DataFrame(columns=[\"Designer\", \"Non-designer\", \"total\"], index=[\"sansforgetica\", \"arial\", \"total\"])\n",
    "    dtt[\"Designer\"] = dt[(dt[\"StudyID\"] == sid) & (dt[\"TestID\"] == 1) & (dt[\"Type\"] == \"lexical\") & (dt[\"Training\"] != \"Non-designer\")][\"Font\"].value_counts()\n",
    "    dtt[\"Non-designer\"] = dt[(dt[\"StudyID\"] == sid) & (dt[\"TestID\"] == 1) & (dt[\"Type\"] == \"lexical\") & (dt[\"Training\"] == \"Non-designer\")][\"Font\"].value_counts()\n",
    "    dtt /=  TPL\n",
    "    dtt[\"total\"] = dtt.T.sum()\n",
    "    dtt.loc[\"total\"] = dtt.sum()\n",
    "    display(dtt)\n",
    "\n",
    "print()\n",
    "print()\n",
    "print(\"JoM for categories of training:\")\n",
    "print()\n",
    "display(pd.DataFrame(d.groupby([\"StudyID\", \"Training\"])[\"JoM\"].mean()))\n",
    "print()\n",
    "print()\n",
    "print(\"JoL for categories of training:\")\n",
    "print()\n",
    "display(pd.DataFrame(d.groupby([\"StudyID\", \"Training\"])[\"JoL\"].value_counts() / TPT))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Assess normality of RTs\n",
    "\n",
    "The distributions of RTs are not normal, but close enough."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Normality test for RTnorms in lexical task\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "              W          pval  normal\nRTnorm  0.95118  1.909781e-16   False",
      "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>W</th>\n      <th>pval</th>\n      <th>normal</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>RTnorm</th>\n      <td>0.95118</td>\n      <td>1.909781e-16</td>\n      <td>False</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Normality test for RTnorms in lexical task (outliers replaced)\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "               W          pval  normal\nRTnorm  0.949008  7.829168e-17   False",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# assess normality of RTs\n",
    "\n",
    "fig, axes = plt.subplots(2, 4, figsize=(20, 10))\n",
    "plt.subplots_adjust(wspace=0, hspace=0.2)\n",
    "for i, ttype in enumerate([\"lexical\", \"recognition\"]):\n",
    "    rts = agg[agg[\"Type\"] == ttype][\"RT\"]\n",
    "    rts.plot.hist(bins=50, ax=axes[i][0], sharey=True, title=\"%s\" % ttype)\n",
    "    rts = agg[agg[\"Type\"] == ttype][\"RTnorm\"]\n",
    "    rts.plot.hist(bins=50, ax=axes[i][1], sharey=True, title=\"%s (normalized)\" % ttype)\n",
    "    \n",
    "    rts = aggwo[aggwo[\"Type\"] == ttype][\"RT\"]\n",
    "    rts.plot.hist(bins=50, ax=axes[i][2], sharey=True, title=\"%s (outliers replaced)\" % ttype)\n",
    "    rts = aggwo[aggwo[\"Type\"] == ttype][\"RTnorm\"]\n",
    "    rts.plot.hist(bins=50, ax=axes[i][3], sharey=True, title=\"%s (outliers replaced, normalized)\" % ttype)\n",
    "    \n",
    "# test for normality\n",
    "# null hypothesis: RTs come from a normal distribution\n",
    "for ttype in [\"lexical\", \"recognition\"]:\n",
    "    for col in [\"RTnorm\"]:\n",
    "        print(\"Normality test for %ss in %s task\" % (col, ttype))\n",
    "        display(pg.normality(agg[col]))\n",
    "        print(\"Normality test for %ss in %s task (outliers replaced)\" % (col, ttype))\n",
    "        display(pg.normality(aggwo[col]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Q-Q plot for lexical task\nQ-Q plot for recognition task\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
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MaNr0ukNXrl7lh18WcOSPv3hh5mTy7tvtBNFPPoGBAxMcnmjc82VJ8i5gvKte0g+YoqqzfJgfY7xiyJD4AyRca9m+riSZJQtMm+bMMB7L8ZNnGDdlNvn/WMFLs34kXWio0+Fy6lSoGeekNuYW+bJ1ezNwe8u2GZMCBQc7owYvXUr43H9btqdNc/pCPvvsTeds2Po3U2bMp9WiWTRc9puzs21bGDcOclpH8cRiI26M8YJBg6B7d88CJLhatocPd+oUV1/f6SMqKooZ85bxy9gfePL7UU6A9PeHDz6An3+2AJnIkkXDjTGpWdOmsGiR5+dnygQ/134HXvovTJoE997777GQ0EuM/2kO6ZYs4aVffyAw5DwULAiTJ0PDhomfeZNwkBSRksARVb0qIo2AysAEVT2ftFkzJuW71QBZtChMbvYtVce/7tQrtm//77G9B48yYcosGsz7laZL5iKqTgLBwZAvX+Jn3gCelSSnATVFpBQwGvgFmAS0SsqMGZPSBQd7FiBFnAkt/m2oCe0C3UvBffcBTveeZX9uYMmMufT89QdK7NrmXPT66/Dqq86rtkkyngTJaFWNFJH2wAhVHSEiG5I6Y8akdG7HXscyYAB0eyQaBj0J9eo5lZeuAHnlajg/zlxIyJz5DP15IpnPnXVWP5w0CZo1S8LcmxieNNxEiMgjQE8gpouOLaFmTALcjr3G6dUzcSKM+jwSevVyip4lSvx7/MTps3w6ZjK5Rn/NkxO+cAJk/frOcMTbCZAXLjgJmlviSZDsDdQF3lbV/SJSHPg+abNlTMo2aJAzijA+TZpAaCh06xwOjz7qjKJZvNgpSQKbtu/mq8+/46EvP+bBBb/iFxUFzz/vLBNbqJDnGQkPh1mzrmXm/fedhI3nVDXBD5ARKOvJuUn5qVGjhhqT3A0cqOpEpbg/TZrEOnnLFtUSJVQ3b1ZV1cioKP1l/nId3v85PZ87r3NBjhyqP/98a5nYsEF18GDV3LlVAwNVd+1KtOdLjYC1Gk/cSXDdbRF5EBgOpFfV4iJSFXhDVdsmcfy+ia27bVICf//418fOnduZTJwzZ5zX3+LFneE36dIRevES46fOocBPU2j/2y/4R0ZAjRpOK3fx4gknHBXlJD53LrRqBXXrOuMfu3SJd75J47jTdbdfB2oDSwFUdaOIlHB3gTFpVXBw/AES4OxZnMrK5s2hfHlnRE26dOw/fIwfvp9Oq8njqLplnXPyoEHw8ceQIYP7RNescaZBW7kStm+Hxo1hxw64++5Ee660zKOGG1UNuWGfmz8DY9KuAQPcH29cYLvT+JI/P3z3HarK8tUb+en9EfT/7G0nQGbO7LRef/GF+wC5YIEzPrt2bWdCynfecfZnyGABMhF5UpLcJiKPAv4iUhoYDPyRtNkyJuUJDoaLF+M/Xsz/MLMvNIAHGsGkSVz182fK9Hn4T5zIM3N+IiA8HCpUgJ9+ij/InT8PGzbA/fc7M/00bOgkXLZsUjySAY/qJDMBw4AHAAHmA2+q6pWkz971rE7SJGd58rhbOkaZ+D10C/gROnfm5PkLTJw4g3rjx3DPhj+dU3r0gFGjnJLkjc6edV69P/8cCheGrVvjXRnR3Lo7qpNU1TCcIOlh11hj0p5Bg+IPkAMZRb0M6+jW7RuQh9m8Yw+/fRtMt0ljuOv4UWe1w5EjoU+fuOd+nDbNOZYrF3z6qdPZ3AKk18QbJEVkJm4W5vJF67YxyVF847OFaN7nRZ7mU9b2GE2UKnMW/c6Z0d/y1MwfyXDlMpQq5bxeV6ly/cWXLsHSpc78keXLOzMC9erlrK1tvMpdSXK413JhTAoUHOwsGxMVdfOxDFxhAj1owTxGPTiXPp/UY8y4KZT/ehQP/rXCOalTJ/j2W8iW7dqFUVEwfrwzJjt9eqfXeblyzsf4RLxBUlWXJWXCIlIEmADkxymxjlbVz5IyTWMSS3AwPPZY/KNqArlCNi7QgJX8Oiov37w7ko7jRxF05KBTGhw+HJ566vrX6y1bnFfpvXvhxRediXYDA73zQCZe7l63p6hqFxHZQhyv3apa+Q7TjgSeU9X1IpIVWCciC1R1+x3e15gkN2BA3AGyBHspxw5m04aWzKVuo80seul/DJgxkYxhl5zZdKdMgTp1rl104oTTJShvXmjQwFlLu0AB7z2Mccvd6/YQ1882SZGwqh4Hjru+h4rIDqAQYEHSJGuDBsXd1ac2q5nJg6yiLvMDHqBp64U8e+YTmgUvdE5o1QomTHCG3YBT7/jWW06r9Z9/QrVqTt9Ik7zEN14x5gO878m+O/kAxYBDQLY4jvUH1gJrg4KCEmWcpjG3a+LEuMdjd2GyhhGo39BHc+c8qU88NkJ3Fy2pChrt56f6zjuqUVHOTaKjVadOVS1cWLVQIdUff3T2GZ/BzdhtTwLY+jj2bU7oOk8/QBZgHdAhoXNtggvja7lz3xwgC3BML5JJX+B9LV56j37yyBANyZLNdbCA6tKl198kNFQ1KEj1xRed78bn3AVJd3WSA4FBQAkR2RzrUFbg98QoxYpIOpyZz4NVdXpi3NOYpNK06fV9IQO5TC7OcoxClOZvit+/n5EMpsXkufipOqNiJk1y6hfDw+HDD52uPm3awM6dkDGj7x7GeMxdneQkYC7wLvBSrP2hqnr2ThMWEQG+BXao6sd3ej9jklKFCs7cETEKcJxfeIgz5KZDpuk0a72Qlza8R7k9O50TXn3VWV7B399Z7bBfPzh2DEaPdo5bgEwx4u22r6ohqnpAVR8BjgAROK3cWUQkKBHSrg88BjQWkY2uj62bY5KdGwNkVTbwF7WJxo+h+d/n/9q8yafznnYCZO7czlRlb77pBMj33nMm0q1SxSk9duzouwcxt8WT1RKfxJku7QTXZv9RnFUTb5uqrsQZC25MsnVjgCzDLlbSgJ9px8dVn+Z/eV+n7U+/EhAdBffc43TvKVLkWreee+5xZgZv2dJ3D2HuiCezAD2NMyt5vEP3jUmNmjaNHSAVP6L5mzI85jeB6ObCdwf6UWWBU12/qPIzNFn2nmtNhm7OOMX9+6FRI19l3yQST0bJHwZunE/SmFQt9nKw6bnKeHryCc+QLecF7m6/i2/+7E+VHZsJIRuvV5pGk00fO53AK1Z0pjL75Rerd0wlPClJ7gOWishs4GrMTmtsMalZr17OzwIcZzodKMpBBhQexagKg+jy8xTSRUWynmr8/OhU3gguCbt3Q4cO8Mwz8MYbNpwwFfEkSB5yfdK7Psakak2bQmQkVGQL82jBYYowpNYn/Pfq29Sc78xn+jX92fb4Z3zecRkcDYTSpZ0x10GJ0aZpkhNP5pP8nzcyYkxyEPs1+xgFmRTwKMea3cWINUMocPoEl8jEf/iavH0f4nMGQ8tvnG49/fpZgEylPGndzgsMBSoA/75DqGrjJMyXMT4xoG8En/ACS2nEH3fVI3vlEAYv/JwMEeFspxyd+IlW1f5h+MJKzsS3S5bAfff5OtsmCXnScBMM7ASKA/8DDgBrkjBPxvhE/bKn+eVqc7ozkbwlTzC9QAf6zx9DhohwJtKN2vyFlC/P8NZLnMkqNm+2AJkGeFInmVtVvxWRIerMMblMRCxImlSlf51NTPy7HSFk4+26L/Pa/rcovPcIV8jAYD7nL2rxIS8wcMsXIG/EvcyCSZU8WlLW9fO4iLQWkWpAriTMkzFeVaEC7PwrhL/S1WZ543t5Z/2rFP7nCHspQX1Wkp0Q/qIOdUqchsuXLUCmMZ6UJN8SkezAc8AIIBvwTJLmyhhviIrig5zvciG0J1dLFCR3rjN0XTwFgOm05zmG8x19qcE6+ss3jNvzmAXINMiT1u1Zrq8hwP1Jmx1jvCQkhKP3Pcp/Qldy7m4/+l8cQ/G1B4gggBd5n094mgCi2EE5+vAdb31f3AbRplGerLs9lriXb+iTVJmKj627bRLFzp3Qrh27/lZ+q9WU3lvGk+XyJQ5TmL58Qw++ZxNVGM4LgLNY4bZtPs6zSVJ3tO42MCvW90CgPXAsMTJmjC9s+r+fOLm/CBFVA3jiry/xQ5lHc0YxkDH05wqBfOZavSR9eguQaZ0nr9vTYm+LyA/AyiTLkTFJISoKxo4lz/O9qFCwPmMKjKfMhj1E4cervMFJ8jKDDozhcZ7jI8LIjAh8952vM258zZOS5I1KA/kSOyPGJJnTp+HRRzm3YA3PV97NoH1fke3iBU6Sl16MZS6tKcke2jODmbQFnKkgx493JvQxaZsnI25CceokxfXzH+DFxEhcRL7DWY3xpKpWTIx7GnOd9eu52LwDB85mZn+l+gzd8iF+qizjXqbSiQn0pCEr2Ek59lIKgIIF4ehRH+fbJBuevG5nTcL0xwEjgQlJmIZJw473GMr6sAoEBR3kwS2zAfiIZ8jHST7hWV7hHXZR9rprLECa2DwpSVZ3d1xV199u4qq6XESK3e71xsQpPByWLSO6aVNe9+vIuwGvkOvAec5JDh7TCbzBa2QnhPr8zhpqX3fpwIE+yrNJtjypkxwFVAc247xyV8ZZB/sKzut3kk50ISL9cdbeJshmWTEJOXoUOnVCDx1ibN7mfLFtAgHRUfxFTQbpKNZRiwtkZyNVCSXbdZcOHAijRvko3ybZ8qSf5HTgNVXd4tquCLyuqp0SJQNOSXKWJ3WS1k/SuLVsGXTpwn4pzPmMUVQ7sAmAMfQhiMPk4Qw1WcuNvcKtDtK46yfpydjtsjEBEkBVtwLlEitzxiSKS5egUyeW+NUgc/ghqh3YRKhk4U2G8SCzyctpHuEHbgyQ5ctbgDTueRIkN4vINyLSyPUZg/PqbYzvXbwIO3cSGRjIjIqdqX96IfnOnWaLX0V66HiG8Q7BdKMuq9hNmesubdLEOoqbhHlSJ9kbGAiuIQiwHPgyMRJ3dUxvBOQRkSM4r/XfJsa9TRqweze0b09k1qxsjshA+3XLAJhCJwZGf8lZclODdWyk2k2XWv2j8ZQnXYCuAJ+4PolKVR9J7HuaNGLmTOjenctlynJu9wGqn/mHyxLIeO1BNybRi/F8zHMWIM0du50RN8b41tataLt2nGpwL9lW/UHBiHB2+5Vge3RF+vIdr/IWn8Qzm58FSHOrLEialOPkSQgM5EpQEMfq1KfE8qUATPHrzD/RBXiQmTRgJX9RJ87LLUCa22FB0qQMv/8OXbpwqWkzQpYup8Sh/YQTwOc8xQvRH5GVUF7jf5wnZ5yXJ9DTzZh4xRskRWQmccwjGUNV2yZJjoyJTRU+/RSGDuVC7ToE/PgjBa9e4bBfIbZEV+IpvuBLnmAfJd3ewpjb5a4kOdz1swNQAJjo2n4EOJGUmTLmX199hb7yCieq1qDAH78DsMy/AQWj/qEsf1OPPyxAmiQVb5B0rYyIiHx0Q0/0mSJiw15M0jpyBAoV4kLd+lzOdxcF1q4mSvx4Rd+id9R4NlCNxxnDBbLHewsLkCYxeNKZPLOIlIjZEJHiQOaky5JJ8yZOhLJlOfPiy/g1aED+Q/s56Z+HQfoFH/AyjVhKV350GyBtogqTWDwJks8AS0VkqYgsA5YATydprkzadOUKDBiA9urFmYqVyfnh+2S5FMragOpcispCX74DlBMUwN2qXE2aWCu2STyedCafJyKlgbtdu3aq6tWkzZZJk3r3Rhcv5nSxEuT960+igTnSgiaRi5lOB/7D1yS0ZOHEiTabuElcCZYkRSQT8ALwpKpuAoJEpE2S58ykHSdPAnD+3kZcunyFvHt3cy4gB//ha+7VFTzJSB5l0k1Tm8VWvrxTB2kB0iQ2T/pJjgXWAXVd20eBqVy/iqIxty4qCl5/HT7/nOPdepDvq1H4azTb0pWjZ8R41lGL6XTkLLnd3sYaaExS8qROsqSqfgBEAKhqGLZMu7lTp05Bixbo559zIHNB7vpyJP4azTL/eykdsYemLAJIMEBOnOj2sDF3zJOSZLiIZMTVsVxESgJWJ2lu39WrcM89RPn7cy4ygGLHdxLqn5ltURWoFbWGAXzFWHoneBurfzTe4ElJ8jVgHlBERIKBRcDQJM2VSZ1U4fx5SJ+ekPsaEb13H3nCzrI1YwVGRj1FNkKpxRrG0gd3LysTJ1r9o/EetyVJEfEDcuKMurkH5y93iKqe9kLeTGoSGgr9+qGHD7NwT1aanfoNgMXp76fN5ZlcJZC3eJWwBLrgWv2j8Ta3QVJVo0VkqKpOAWZ7KU8mtdm8GTp3RsPCOHEmnGaXT3LZPwNboitRN3wVd7OLDVR3GyBz5IBz57yXZWNiePK6vVBEnheRIiKSK+aTGImLSAsR2SUie0TkpcS4p0lmNm+GOnXYdSIz4cdPUODySQ4HFuJEVH5yaAh1WM0G3K5azMCBFiCN73jScNPV9fOJWPsUKBHHuR4TEX/gC6AZcARYIyK/qur2O7mvSSYuXYL06aFkSVb6VadByB8A/JSlI3kunuYk+ejHNwn2fbQ1aIyveTLipngSpV0b2KOq+wBEZDLwEGBBMqXbtg06d2bCiQeoFz6LBmF7CfcLYExAP568OIqshBJKVtw1zljdo0kuPBpxIyKvisho13bpRBpxUwg4HGv7iGvfjen3F5G1IrL21KlTiZCsSVITJhBWqTZrd2Wi04WvKXVxL/8E5uNQdBDNwxeQgauu0mPcATJjRguQJnnxpE5yLBAO1HNtHwXeSrIc3UBVR6tqTVWtmTdvXm8la27HZ58R0bMvm9NVomb0OjJFXmFTxkpkuXKJnZSjNn9xlcB4Lx84EMLCvJhfYzzgyxE3R4EisbYLu/aZlMbVqlLj6XocDAzinvDVRPr582aWYRS6fIy3eJW2/Mo54m7v8/NzSo82c49JjjwJkkk14mYNUFpEiotIeuBh4NdEuK/xpkmTCM1TjOf8P2RpusaUurKP04G56Oc3mv9efItS7OF9XkLj+VMrX94Zwm1McuWzETeqGgk8CcwHdgBTVNXaMlMK19yPkd16sNGvEh9FDyVrxEV2ZLmbgCtRNIpcDkAIOeK9haq1Xpvkz5PW7QUisp4kGHGjqnOAOYlxL+Nd28s8RM7DmzmbvgwNw38nGlgTWIuaF9fxDq/wOq/He6117TEpSbwlSRGpHvMBigLHgWM480m67/1rUq0Kd51FBEYefpAM6a5QIXwH5zLm4PXA1yl5ZR+tmc1/eZNo/G+6Nqbl2gKkSUnclSQ/cv0MBGoCm3BKkpWBtVybX9KkAVXLXaXPzheYxwzGB/Tg5aj38I+IZne2UrS+OJPd0XczgsG27rVJdeItSarq/ap6P04JsrqrG04NoBrWCp1mZMoExWU/o3c2pCuTOZ0uD69GvoO/RrMmcw1KXNhH7Whn8UwLkCY18qThpqyqbonZUNWtQLmky5JJDnLmBBHIfPkU66iBP5FIgFItYiMXM2RmU0AlylzaTRemEEz3OO8xcKAFSJPyeTJ2e4uIfAPEzAHdDdicdFkyvhQcDN27QzrCycZlTpOHn6QDfXQsAZHR7MpThj/O1aNa1AZqsI69lLrpHn5+1q3HpB6eBMlewEBgiGt7OfBlUmXI+EaFCrDdNWq+BHuZzMPsogzZ0oXSNmImAIvz3E/L03PwJxpFuELGm+4zcKB1CjepS0KT7voDc111k594J0vG2yTW+Kku/MgYHmc75bkvYBlFIo5yOV0GNgVUof7p3ynKIXZT5qZ7WOnRpFZu6yRVNQqIFpHsXsqP8aJCha4PkF2ZTDDdWMz9VGM9RSKPcjhnIQ5HBVHg8gnq8/tNATJHDqfe0QKkSa08ed2+iFMvuQC4FLNTVQcnWa5MksqUCS5fvrYdxEEOEcQCmrLIrzHtop3RobODWlLw0HFOkJ9uBF+3cqHNFG7SCk+C5HTXx6RwOXM663Bdo/RiHF/wBC/wAYMDPqds5G6uBqTjq3wDePrQZxTkGP9Q4N/O4U2awMKFvsi9Mb4hmkAfDREJhH+bMPeo6pUkz1U8atasqWvXrvVV8ilWoUJw7Nj1+7IQyigG0ZUf+ZGudJSfyKRX+CdHPo5dKkSuiLOU4W8iSA9YcDSpm4isU9WacR2LtyQpIgHAO0Af4CDOaJsiIjIWGKaqEUmRWZO4JJ5J7cbRi2psYBateIyJoLDhrioUOH6CaPxoxFIiSE+6dBAe7t08G5OcuGu4+RDIBRRX1RqqWh0oCeQAhnshb+Y2xTTI3BwglXKu1TE+5yku+WWiA78Q4R/A5yWfpMzx3czkQRqwkoiCxVC1AGmMuzrJNkAZjfU+rqoXRGQgsJNr/SZNMnFzneM12TnPt/TlfpbwBCP52m8A2aJDOZU9Ny9k+ZDxe3vzJYPYSTkbJWNMLO5KkqpxVFi6ugXZP6NkJGYIYXwBsjar2UA1yrONWbTiB7qRLTqULYUqcD40J62POrPVFWpiAdKYG7kLkttFpMeNO0WkO05J0iQD7oIjOCXIBTRjDbW4QFZ6EEyUnx8LijSh2NGD7IouS+ezo1G1hhlj4uIuSD4BPCEiS0XkI9dnGTAYZ5jibRORziKyTUSiRSTOFiWTsPgaZQDu4hil2E0IORjCpzSRRdRhLeey5WB4oWdpfHgJS2q/RJuoX52iqDEmTvHWSarqUaCOiDQGKrh2z1HVRYmQ7lagA/B1ItwrzYmZhCI+bZjJWHozizYcpgjDeBs/VXYULkvXyMk0bF0Z/75daVvT/v9kTEI8Wb5hMbA4MRNV1R0A4q4oZOIUV5/HGIFc5gOGMohRfMEgKrOZXownWoT5pZtRac92Ng9fAs9UxZlH2RiTEE/mk/QpEekvImtFZO2pU6d8nR2fqVDBeb2OL0ACdOInOjKN5xhOF5lKI5YTmjkLa+7rygMHllGwexMYMMB7mTYmFfBkWOJtEZGFQIE4Dg1T1V88vY+qjgZGgzPiJpGyl6KkTw8R8XbdVx5mMjNoTzCPUpI9fMTz+Gs0+4qVIlObVtT5ahR88gk88YT7ikxjzE2SLEiqatOkunda4i5A5uIM39CPlswlhGwM4kvaMBuA1U1aUjx4PPmIhq6doUEDL+bamNQj2b9up1VNmzqFvvgCZCOWsIkqlGY3vRjLVwykDbO5FJiJdd17U3vnZvLt3gX581uANOYOJFlJ0h0RaQ+MAPICs0Vko6o290VekptBg+BLD+Z9H8Jn/MxD7KMEE+hJeiI4WDAIbd2a6mPHIP36Qa1aSZ9hY1I5n5QkVXWGqhZW1Qyqmt8C5LWSo7sAWYrdPMFIAHrzHfk4xcc8T3oi+LNBY3I80JRi479FvvrKuVGGDF7KvTGpl09KkuZ67sZcO5T+jOZjnmUlDfiDukzmEcqwmyvpM7Ck7yDqf/Am2Vb/CQP/A7VreynnxqR+FiR9KDgYHnvM/bKreTjFd/ShKQsZygeEkZHfaUBGrnA0f0FOPNaLFgvnIJfDnEkfjTGJyhpufMSTABnDnyjqs5LqrOdbHicjV1hToy5060b1T95HGjVy1lMwxiQ6K0n6QELDCrMQysc8yzQ6Mp8WPMvHTKUzldhKeLp0/NalJ00iQsn4xecwbpz7mxlj7oiVJL2saVP3Me0eVrGRqjRhESFkpyuTWSu1qMRWTuTOx5x3P6Xpt1+QsWoVWLHCAqQxScyCpBdVqACL3EwP8gwfs5IGLKURtVlN73QTmcwjZNGLbKhYjWOvv8FDf28iMF0AvPyydfExxgvsddsLEur7GMhlrpCRLVSiEz9xPF9VTge1grVrifQPYG7bLtSuX4v8zw+BRx6ByEhnKI4xJslZSTKJBAdDlizu+z4GEMEw3mIXZclGCAtphl+AP6vCq8PatZzJkYtpL73OA4Vyk//F5+H99+G77yxAGuNFVpJMAp6MmqnAVsbTk+Ls5ylGEEZGPmAoL0R+COdhS9mKHHzzXTq1bIR/x44wb55ToWmM8SoLkoksOBi++sr9OQU5ylpqMp/mtGEWfkSzVJpQX1cS5efHvAfaUnxAP9qEXXCKo/Pneyfzxpib2Ot2IhsyJP6+j+XZRn7+4RiFaMgK2vEzVfy2sjdrNerrSkKyZmf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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# Q-Q plots\n",
    "\n",
    "for ttype in [\"lexical\", \"recognition\"]:\n",
    "    for col in [\"RTnorm\"]:\n",
    "        print(\"Q-Q plot for %s task\" % ttype)\n",
    "        pg.qqplot(aggwo[\"RTnorm\"], dist=\"norm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}