Figures.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "appreciated-place",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pylab as plt\n",
    "from matplotlib.collections import LineCollection\n",
    "from matplotlib.colors import ListedColormap, BoundaryNorm\n",
    "from matplotlib.lines import Line2D\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "from ocddetection.data import SENSORS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "removed-maintenance",
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_meta(path):\n",
    "    df = pd.read_csv(path, index_col=0)\n",
    "    df.index = pd.TimedeltaIndex(df.index).rename('ms')\n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "reserved-kingston",
   "metadata": {},
   "outputs": [],
   "source": [
    "meta = [\n",
    "    [\n",
    "        read_meta(f'/opportunity/augmented/including_original/S{subject}-ADL{run}-META.csv')\n",
    "        for run in range(1, 6)\n",
    "    ]\n",
    "    for subject in range(1, 5)\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "settled-marketing",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7gZme+cPAM0ku6+5xQ5JVwMfAk0mu7MbXdOt/Ba4eyoYkSZL6ZMeQJElq2VXAG0lWs9gl9APwNHATcCDJPha7iZaaA6aAtcC+7rDqCc53Dr0FTABfJAnwM/BwVX2UZDNwLMnvwIfAi8A7wJtJFoBt3WNqkiRJF0WqerufJUmS1I/unKL9VXXXqHORJEnqh4+SSZIkXYAkk8BB4PVR5yJJktQvO4YkSZIkSZIaZceQJEmSJElSoywMSZIkSZIkNcrCkCRJkiRJUqMsDEmSJEmSJDXKwpAkSZIkSVKjzgHT/bVIc7MTAQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.array([[run['ocd'].sum() / len(run) * 100 for run in adl] for adl in meta]).T\n",
    "    \n",
    "grid = sns.catplot(\n",
    "    data=pd.DataFrame(data, columns=range(1, 5)),\n",
    "    height=8,\n",
    "    aspect=2,\n",
    "    kind='violin'\n",
    ")\n",
    "\n",
    "grid.set(\n",
    "    xlabel='Subject',\n",
    "    ylabel='% of OCD behaviour'\n",
    ")\n",
    "\n",
    "plt.savefig('/ocd-detection/docs/pos-neg.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e09f0660",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.mean([[run['ocd'].sum() / len(run) * 100 for run in adl] for adl in meta], axis=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b381169e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(enumerate(data, start=1), columns=['subject', 'pos'])\n",
    "df['neg'] = 100 - df['pos']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "afdee302",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1292.62x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid = sns.catplot(\n",
    "    x='subject',\n",
    "    y='pos',\n",
    "    hue='neg',\n",
    "    data=df,\n",
    "    height=8,\n",
    "    aspect=2,\n",
    "    kind='bar'\n",
    ")\n",
    "\n",
    "grid.set(\n",
    "    title='Fraction of OCD vs non-OCD behaviour',\n",
    "    xlabel='Subject',\n",
    "    ylabel='% of OCD behaviour'\n",
    ")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6e3dada9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "54969\n",
      "33678\n",
      "44479\n",
      "24550\n"
     ]
    }
   ],
   "source": [
    "for subject in meta:\n",
    "    print(len(subject[4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1545a437",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.935465851899704"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(54969 * 0.95 + 33678 * 0.915 + 44479 * 0.933) / (54969 + 33678 + 44479)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "reverse-impact",
   "metadata": {},
   "source": [
    "## Subject 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "differential-shareware",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid = sns.relplot(data=meta[3][0]['activity'], kind='line', height=8, aspect=2)\n",
    "\n",
    "grid.set(\n",
    "    title='Activity',\n",
    "    xlabel='Time',\n",
    "    ylabel=''\n",
    ")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "stunning-jerusalem",
   "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": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}