{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Demo Notebook on Reading and Exploring the Studentlife Dataset\n",
    "\n",
    "In this example we download, preprocess and explore the [StudentLife Dataset](https://studentlife.cs.dartmouth.edu/dataset.html)<sup>[1]</sup>.\n",
    "\n",
    "\n",
    "1.: Wang, Rui, Fanglin Chen, Zhenyu Chen, Tianxing Li, Gabriella Harari, Stefanie Tignor, Xia Zhou, Dror Ben-Zeev, and Andrew T. Campbell. \"StudentLife: Assessing Mental Health, Academic Performance and Behavioral Trends of College Students using Smartphones.\" In Proceedings of the ACM Conference on Ubiquitous Computing. 2014."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotly.express as px\n",
    "import plotly.io as pio\n",
    "import warnings\n",
    "from math import nan, inf\n",
    "import pandas as pd\n",
    "import niimpy\n",
    "from niimpy.exploration.eda import countplot\n",
    "from niimpy.preprocessing import survey\n",
    "from niimpy.exploration.eda import categorical\n",
    "from kaggle.api.kaggle_api_extended import KaggleApi\n",
    "import zipfile\n",
    "\n",
    "# Plotly settings. Feel free to adjust to your needs.\n",
    "pio.renderers.default = \"png\"\n",
    "pio.templates.default = \"seaborn\"\n",
    "px.defaults.template = \"ggplot2\"\n",
    "px.defaults.color_continuous_scale = px.colors.sequential.RdBu\n",
    "px.defaults.width = 1200\n",
    "px.defaults.height = 482\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# Login to Kaggle and download the dataset\n",
    "api = KaggleApi()\n",
    "api.authenticate()\n",
    "\n",
    "api.dataset_download_files('dartweichen/student-life', path=\".\")\n",
    "archive = zipfile.ZipFile('student-life.zip', 'r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "survey_file = archive.open(f\"dataset/survey/PHQ-9.csv\")\n",
    "survey_data = pd.read_csv(survey_file)\n",
    "survey_data = survey_data.rename(columns={'uid': 'user'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "PHQ9_MAP = {\n",
    "    'Little interest or pleasure in doing things': \"PHQ9_1\",\n",
    "    'Feeling down, depressed, hopeless.': \"PHQ9_2\",\n",
    "    'Trouble falling or staying asleep, or sleeping too much.': \"PHQ9_3\",\n",
    "    'Feeling tired or having little energy': \"PHQ9_4\",\n",
    "    'Poor appetite or overeating': \"PHQ9_5\",\n",
    "    'Feeling bad about yourself or that you are a failure or have let yourself or your family down': \"PHQ9_6\",\n",
    "    'Trouble concentrating on things, such as reading the newspaper or watching television': \"PHQ9_7\",\n",
    "    'Moving or speaking so slowly that other people could have noticed. Or the opposite being so figety or restless that you have been moving around a lot more than usual': \"PHQ9_8\",\n",
    "    'Thoughts that you would be better off dead, or of hurting yourself': \"PHQ9_9\",\n",
    "}\n",
    "PHQ9_ANSWER_MAP = {\n",
    "    \"Not at all\": 0,\n",
    "    \"Several days\": 1,\n",
    "    \"More than half the days\": 2,\n",
    "    \"Nearly every day\": 3\n",
    "}\n",
    "survey_data = survey_data.rename(PHQ9_MAP, axis = 1)\n",
    "survey_data = survey.convert_survey_to_numerical_answer(\n",
    "    survey_data, id_map={\"PHQ9\": PHQ9_ANSWER_MAP}, use_prefix=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = categorical.questionnaire_grouped_summary(\n",
    "    survey_data, \n",
    "    question='PHQ9_1',\n",
    "    group='type', \n",
    "    title='PHQ9 question: Little interest or pleasure in doing things',\n",
    "    xlabel='score', \n",
    "    ylabel='count',\n",
    "    width=800, \n",
    "    height=400\n",
    ")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "pre_study_survey = survey_data[survey_data[\"type\"] == \"pre\"]\n",
    "scores = survey.sum_survey_scores(pre_study_survey, \"PHQ9\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>user</th>\n",
       "      <th>PHQ9</th>\n",
       "      <th>group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>u00</td>\n",
       "      <td>2</td>\n",
       "      <td>minimal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>u01</td>\n",
       "      <td>5</td>\n",
       "      <td>mild</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>u02</td>\n",
       "      <td>13</td>\n",
       "      <td>moderate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>u03</td>\n",
       "      <td>2</td>\n",
       "      <td>minimal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>u04</td>\n",
       "      <td>6</td>\n",
       "      <td>mild</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  user  PHQ9     group\n",
       "0  u00     2   minimal\n",
       "1  u01     5      mild\n",
       "2  u02    13  moderate\n",
       "3  u03     2   minimal\n",
       "4  u04     6      mild"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def PHQ9_sum_to_group(sum):\n",
    "    if sum < 5:\n",
    "        return \"minimal\"\n",
    "    elif sum < 10:\n",
    "        return \"mild\"\n",
    "    elif sum < 15:\n",
    "        return \"moderate\"\n",
    "    elif sum < 20:\n",
    "        return \"moderately severe\"\n",
    "    else:\n",
    "        return \"severe\"\n",
    "    \n",
    "scores[\"group\"] = scores[\"PHQ9\"].apply(PHQ9_sum_to_group)\n",
    "scores.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "activity_data = []\n",
    "for user_number in range(60):\n",
    "    user = f\"u{user_number:02}\"\n",
    "    try:\n",
    "        csvfile = archive.open(f\"dataset/sensing/activity/activity_{user}.csv\")\n",
    "        user_activity = pd.read_csv(csvfile)\n",
    "        user_activity[\"user\"] = user\n",
    "        activity_data.append(user_activity)\n",
    "    except:\n",
    "        pass\n",
    "activity_data = pd.concat(activity_data)\n",
    "\n",
    "# Reduce activity data to whether the user was active or not. Values 1 and 2 represent activity.\n",
    "activity_data = activity_data[activity_data[\" activity inference\"] != 3]\n",
    "activity_data[\"activity\"] = activity_data[\" activity inference\"].isin([1,2]).astype(int)\n",
    "\n",
    "# Set the timestamp as the index\n",
    "activity_data.set_index('timestamp',inplace=True)\n",
    "activity_data.index = pd.to_datetime(activity_data.index, unit='s')\n",
    "\n",
    "# Aggregate the data hourly\n",
    "activity_data = niimpy.util.aggregate(activity_data, \"1H\")\n",
    "activity_data = activity_data.reset_index(\"user\")\n",
    "activity_data = activity_data.replace([inf, -inf], nan).dropna(axis=0)\n",
    "activity_data[\"activity\"] = (activity_data[\"activity\"]*5+0.5).round(0).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "activity_data = activity_data.reset_index().merge(\n",
    "    scores[[\"user\", \"group\"]],\n",
    "    how=\"inner\",\n",
    "    on=\"user\",\n",
    ").set_index(\"timestamp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = countplot.countplot(activity_data,\n",
    "                          fig_title='Activity data count for each user', \n",
    "                          plot_type='count', \n",
    "                          points='outliers',\n",
    "                          aggregation='user', \n",
    "                          user=None,\n",
    "                          column='activity',\n",
    "                          binning=False)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = countplot.countplot(activity_data, \n",
    "                          fig_title='Group level activity score distributions', \n",
    "                          plot_type='value', \n",
    "                          points='outliers',\n",
    "                          aggregation='group', \n",
    "                          user=None,\n",
    "                          column='activity',\n",
    "                          binning=False)\n",
    "\n",
    "fig.show()"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
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 },
 "nbformat": 4,
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}