{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "415bb288",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import glob\n",
    "import os\n",
    "\n",
    "DARK_RED    = '#ca3531'\n",
    "DARK_GREEN  = '#5aa258'\n",
    "DARK_BLUE   = '#477ca8'\n",
    "LIGHT_RED   = '#f2b2b2'\n",
    "LIGHT_GREEN = '#add3a7'\n",
    "LIGHT_BLUE  = '#aecbdc'\n",
    "\n",
    "color_mapping = {\n",
    "    ('hand+face', 'animated'): DARK_RED,\n",
    "    ('hand+face', 'static'): LIGHT_RED,\n",
    "\n",
    "    ('hand', 'animated'): DARK_GREEN,\n",
    "    ('hand', 'static'): LIGHT_GREEN,\n",
    "\n",
    "    ('face', 'animated'): DARK_BLUE,\n",
    "    ('face', 'static'): LIGHT_BLUE,\n",
    "}\n",
    "\n",
    "label_mapping = {\n",
    "    ('hand+face', 'animated'): 'dynamic - Hands and Face',\n",
    "    ('hand+face', 'static'): 'static - Hands and Face',\n",
    "\n",
    "    ('hand', 'animated'): 'dynamic - Hands',\n",
    "    ('hand', 'static'): 'static - Hands',\n",
    "\n",
    "    ('face', 'animated'): 'dynamic - Face',\n",
    "    ('face', 'static'): 'static - Face',\n",
    "}\n",
    "\n",
    "\n",
    "files = glob.glob('facetracking-data/*.csv')\n",
    "\n",
    "aggregated_datas = []\n",
    "for f in files:\n",
    "    filename = os.path.basename(f)\n",
    "\n",
    "    condition_df = pd.read_csv(f, sep=';')\n",
    "    condition_df['word'].str.strip() # if we have accidental whitespace before or after a word\n",
    "\n",
    "    # insert participant and condition data, which we parse from the filename\n",
    "    participant, body_parts, static_or_animated = filename.removesuffix('.csv').split('-')\n",
    "    condition_df.insert(0, 'participant',        participant)\n",
    "    condition_df.insert(1, 'visible-body-parts', body_parts)\n",
    "    condition_df.insert(2, 'static-or-animated', static_or_animated)\n",
    "\n",
    "    # remove words which the participants didn't get to because of time-out\n",
    "    condition_df = condition_df[condition_df['time left'] != 30]\n",
    "\n",
    "    correct_df = condition_df[condition_df['correct']]\n",
    "    aggregated_data = [participant, body_parts, static_or_animated, correct_df['time left'].mean(), correct_df['correct'].sum()]\n",
    "    aggregated_datas.append(aggregated_data)\n",
    "\n",
    "pd.set_option('display.max_rows', None)\n",
    "# print(df.head())\n",
    "\n",
    "aggregate_df = pd.DataFrame(data=aggregated_datas, columns=[\"participant\", \"visible-body-parts\", \"static-or-animated\", \"time-left\", \"count-correct\"])\n",
    "aggregate_df = aggregate_df.sort_values(['participant', 'visible-body-parts', 'static-or-animated'])\n",
    "aggregate_df['time-taken'] = 30 - aggregate_df['time-left']\n",
    "# print(aggregate_df)\n",
    "\n",
    "meanlineprops = dict(linestyle='--', color='#555')\n",
    "\n",
    "##### Average Time Per Correct Word #####\n",
    "i = 0\n",
    "for condition, data in aggregate_df.groupby(['visible-body-parts', 'static-or-animated']):\n",
    "    bplot = plt.boxplot(data['time-taken'].dropna(), positions=[i + i // 2], patch_artist=True, widths=0.9, label=label_mapping[condition], showmeans=True, meanline=True, meanprops=meanlineprops)\n",
    "    bplot['boxes'][0].set_facecolor(color_mapping[condition])\n",
    "    bplot['medians'][0].set_color('black')\n",
    "    # print(data['time-taken'])\n",
    "    i += 1\n",
    "\n",
    "plt.xlim((-1, 8))\n",
    "plt.ylim((0, 31))\n",
    "plt.grid(True, linestyle='dotted', axis='y')\n",
    "plt.title('Average Time per Correct Word')\n",
    "plt.ylabel('Time in Seconds')\n",
    "plt.legend(loc='upper left', bbox_to_anchor=(1, 1))\n",
    "plt.tick_params(bottom=False)\n",
    "plt.gca().set_xticklabels([])\n",
    "plt.savefig('plots/plot-time-per-word.svg', bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "##### Average Correct Words #####\n",
    "i = 0\n",
    "for condition, data in aggregate_df.groupby(['visible-body-parts', 'static-or-animated']):\n",
    "    bplot = plt.boxplot(data['count-correct'], positions=[i + i // 2], patch_artist=True, widths=0.9, label=label_mapping[condition], showmeans=True, meanline=True, meanprops=meanlineprops)\n",
    "    bplot['boxes'][0].set_facecolor(color_mapping[condition])\n",
    "    bplot['medians'][0].set_color('black')\n",
    "    i += 1\n",
    "\n",
    "plt.xlim((-1, 8))\n",
    "plt.grid(True, linestyle='dotted', axis='y')\n",
    "plt.title('Average Correct Words')\n",
    "plt.ylabel('Number of Correct Words')\n",
    "plt.legend(loc='upper left', bbox_to_anchor=(1, 1))\n",
    "plt.tick_params(bottom=False)\n",
    "plt.gca().set_xticklabels([])\n",
    "plt.savefig('plots/plot-correct-words.svg', bbox_inches='tight')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
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