[6674fe]: / analytics / Glucose.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "77312240-5c77-4b7d-81d6-2a79502fe0e4",
   "metadata": {},
   "source": [
    "# Glucose Analytics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e9a86be6-ae75-45bd-9939-60fe3560ac68",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe9984de-81c5-499a-9d10-c31dc4517516",
   "metadata": {},
   "source": [
    "## Explore glucose data from user P12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e5047745-a028-44d3-bd89-bbd457d53425",
   "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>glucose</th>\n",
       "      <th>recorded_timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>85</td>\n",
       "      <td>2023-12-21 14:28:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>91</td>\n",
       "      <td>2023-12-21 14:29:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>91</td>\n",
       "      <td>2023-12-21 14:30:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>96</td>\n",
       "      <td>2023-12-21 14:31:22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>83</td>\n",
       "      <td>2023-12-21 14:32:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>86</td>\n",
       "      <td>2023-12-21 23:55:10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>85</td>\n",
       "      <td>2023-12-21 23:56:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>85</td>\n",
       "      <td>2023-12-21 23:57:10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>87</td>\n",
       "      <td>2023-12-21 23:58:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>88</td>\n",
       "      <td>2023-12-21 23:59:13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>577 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     glucose   recorded_timestamp\n",
       "0         85  2023-12-21 14:28:21\n",
       "1         91  2023-12-21 14:29:21\n",
       "2         91  2023-12-21 14:30:21\n",
       "3         96  2023-12-21 14:31:22\n",
       "4         83  2023-12-21 14:32:01\n",
       "..       ...                  ...\n",
       "572       86  2023-12-21 23:55:10\n",
       "573       85  2023-12-21 23:56:11\n",
       "574       85  2023-12-21 23:57:10\n",
       "575       87  2023-12-21 23:58:11\n",
       "576       88  2023-12-21 23:59:13\n",
       "\n",
       "[577 rows x 2 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "glucose_df = pd.read_csv('../data/P12/supersapiens/2023-12-21.csv', sep=';')\n",
    "glucose_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d6c5ecc0-e4ba-4f91-8b5f-2809c0817293",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "recorded_timestamp\n",
      "14     81.500000\n",
      "15    100.269841\n",
      "16     73.396825\n",
      "17     67.698413\n",
      "18     72.578947\n",
      "19     80.830508\n",
      "20     88.700000\n",
      "21     82.576271\n",
      "22     83.066667\n",
      "23     79.440678\n",
      "Name: glucose, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Convert timestamp\n",
    "glucose_df['recorded_timestamp'] = pd.to_datetime(glucose_df['recorded_timestamp'])\n",
    "\n",
    "# Group by hour\n",
    "glucose_mean_per_hour = glucose_df.groupby(glucose_df['recorded_timestamp'].dt.hour)['glucose'].mean()\n",
    "print(glucose_mean_per_hour)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7e63dfc0-aea5-44c7-9bc2-6d3ee0d9a435",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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USVJCbLjTT4FcStemIfr+RJaSUjI0tGMjl2RwJ0UlZZq4ZLuyC0sU16y+Jie0cUmOuOahmn93nO5duEWff5+mh5ft1HO3d5HFImXll+hM7vmycjan8OfyUqT03CKdySlffr7UnMsrUukV5kf796Zk/WPYVU4ZfF1dlB0AqMUMw7CN16nJS85/rUt0ff17YzLTRlTSU6v2a9fxTIXU89a8O7tW6WiKo/Rt3UCvjOym3/97m1YkndDag6eVU1CikipM7hrs56WwQF+FBfgoNMBHYYG+CvLz0kfbj+vwqRzd8fpG3da9if46NFb1HXhpfXVRdgCgFtvzU5ZOZhaono+nrm7ZwGU5yi8/33U8U8WlZfJ24Zd3bffV3jS9uf6oJOmZWzsrKsT1p/0S2kfo+Tu6aNLSJGXk/e/qrEBfL4UF/lxcAnzVIPB/JSYswMe2rkGgr+rX87nkaaoJ/VvpyVX7tWRzspZtO67V+0/pr0NjNbxb40pPcOpMlB0AqMXKT2H1a9NQft6eLssRExagYD8vZRWU6EBqtq5qbHVZltrsREa+Hv5gpyRpbN8YJbhgQPml3Ng5Sj1jQnU6u1ChPx+ZcdTfKWs9b825paOGd2usvy3fowNp2Xp42U59sC1Fs4Z1rPHbJfwa1RwAarGanvjzUjw8LOpSfgk6p7IuqqS0TH9YskMZecXq1MSqvwxu5+pIF4gI9tNVja2KCvF3SnmOax6qT//QV38Z3E5+3h7a+EO6hr7wrZ774oAKil13NRhlBwBqqeSzedqfmi1PD4uubRfu6jj/mxSUOylf1PNfHdTWY+cU5OulF+/sWmuvTHI2b08PPdC/pb6c3E8D2jZUUWmZ5n19WIPnfqP1h864JFPdfCcAwA1s/jFdktQrJlQh9Vw/2LN83A53Ur7Qt4dO65W1RyRJc4Z3VLOwABcncr3o0Hp6654eemVkN4UH+erHs3n63ZubNOm9HTqTU7PzdjFmBwBqqVu7N1HvFqHKyq8ds413aRIiSfrhTK4y8opqRQGrDU5lF2jy0iQZhjSyV1P9plOUqyPVGhaLRUM7NlLf1g307OcH9PbGY1qRdEJf7z+lR4fEakSPaIfM/H4ltfrITmlpqaZNm6aYmBj5+/urZcuWeuKJJ2QY/7tczjAMTZ8+XY0aNZK/v78SEhJ06NAhF6YGAMdpUr+e2kcFuzqGpPMza8c0OH/EIolTWZLO32zv4WW7dCanSO0igzTtN+1dHalWCvbz1sybr9KKB/uoQ1SwsgpK9Nflu3XbvxK1PzXL6a9fq8vOU089pVdffVUvvfSS9u3bp6eeekpPP/20XnzxRds2Tz/9tObNm6fXXntNmzZtUkBAgAYNGqSCggIXJgcAc+paPikoZUeStCjxR31z8LR8vTz00l1dXXrFnDvoHB2ijyf00bTftFc9H09tO3ZOv5m3Xk9+tt+p83fV6rLz3Xff6eabb9YNN9yg5s2b69Zbb9XAgQO1efNmSeeP6sydO1ePPfaYbr75ZnXq1Elvv/22Tpw4oRUrVrg2PACYUJefx+3sYNyODqRma85n+yVJj90Qq1bhQS5O5B68PD00tm+MvprSTwPbR6ikzNBr647o+ufXac3Pc8A5Wq0uO1dffbVWr16tgwcPSpJ27typ9evXa8iQIZKko0ePKjU1VQkJCbbnWK1W9erVS4mJiZfcb2FhobKysio8AABX1vXnubmSUjIqDCmoawpLSvXH93aoqKRMA9o21O96N3N1JLcTFeKv1++O0/y74xRl9dPxc/kas3CLHnx3m9KyHHt2plaXnUcffVQjRoxQu3bt5O3tra5du2rSpEkaOXKkJCk19fzNtiIiKt5/IiIiwrbuYubMmSOr1Wp7REdHO++XAAATadcoSL5eHsrML9bRM7mujuMy/1x1QPtTsxUW4KOnb+1cK+4S7K6ubx+hL6f00/hrYuTpYdF/d6fqumfXadF3P15xPq7KqtVl5/3339e7776rxYsXa/v27Vq0aJGeeeYZLVq0qFr7nTp1qjIzM22PlJQUByUGAHPz9vRQx5/vnlxXT2WtP3RGb/w8HcTTt3ZSwyBfFydyfwG+XvrbDe31ycQ+6hwdopzCEs345Hut3H3SIfuv1Zee//nPf7Yd3ZGkjh076tixY5ozZ45Gjx6tyMhISVJaWpoaNfrfLLxpaWnq0qXLJffr6+srX1/+cgJAVXSJDtHWY+eUlJKh4d2buDpOjTqXW6Q/LUuSdP4y8+tia890EGbQIcqqjx64Wos3HdOX+07pNx0bXflJlVCrj+zk5eXJw6NiRE9PT5WVlUmSYmJiFBkZqdWrV9vWZ2VladOmTYqPj6/RrABQV3QtnzYipW5NG2EYhv66fLfSsgrVomGAHruBy8ydwdPDolHxzbVoTA+H3YOnVh/ZufHGG/WPf/xDTZs2VYcOHbRjxw4999xzuvfeeyWdv1nRpEmTNGvWLLVu3VoxMTGaNm2aoqKiNGzYMNeGBwCTKr8ia//JbOUXlcrfp25cbv3BtuP6bE+qvDwseuGOrnXm93YVR46DqtVl58UXX9S0adP04IMP6tSpU4qKitL999+v6dOn27Z55JFHlJubq/vuu08ZGRnq27evVq1aJT8/PxcmBwDzirL6KTzIV6eyC7XnRKZ6NA91dSSnO3Y2V49/8r0kacrANurYhFnf3YnFqMvXDv4sKytLVqtVmZmZCg6uHXcqBYDa7P53turz79P0t6GxGv9/LVwdx6lKSst0+78StT05Qz1jQrVkfG951sAUB7iyyn5/1+oxOwCA2qlLdN0Zt/PSmsPanpyhID8vPX9HF4qOG6LsAADs1rWO3El5e/I5vfj1YUnSrGFXqXGIv4sToSooOwAAu3VsbJWHRTqZWaDUTHPORZhTWKJJ7yWptMzQsC5RurlLY1dHQhVRdgAAdgvw9VLbyPNjJJJMeipr5iffKzk9T41D/DXz5qtcHQfVQNkBAFRJl59nQN9hwhnQP9t9Usu2HZfFIj13e2dZ/b1dHQnVQNkBAFSJWcftpGYW6NGPdkuSHujXUr1ahLk4EaqLsgMAqJKuPx/Z2X08UyWlZa4N4yBlZYYeXrZTmfnF6tjYqkkJbVwdCQ5A2QEAVEnLhoEK8vVSfnGpDqRluzqOQ7y14ajWHz4jf29PzR3RRT5efE2aAe8iAKBKPDws6vzz0Z0kE4zb2XcyS0+vOiBJeuw3sWrZMNDFieAolB0AQJWZZdxOQXGpJr2XpKLSMiXERuiunk1dHQkORNkBAFRZedlx9yM7T63arwNp2WoQ6Kunhnd06CSUcD3KDgCgyjo3CZEkHT6Vo8z8YteGqaJvDp7Wgg0/SpL+eVsnhQX6ujYQHI6yAwCosrBAXzULqydJ2umGR3fSc4v0p2U7JUmj45tpQNtwFyeCM1B2AADV0sVNBykbhqFHP9yl09mFahUeqKlDY10dCU5C2QEAVEv5/XZ2JLvXtBFLt6Toi71p8va06IURXeTn7enqSHASyg4AoFq6NK0v6fyRHcMwXJymco6eydXM/+yVJD08sK06RFldnAjORNkBAFRL+0bB8vf21Lm8Yv390721vvAUl5Zp0ns7lF9cqvgWYRp/TQtXR4KTUXYAANXi4+Whx29qL0lasOFHTft4j8rKam/heXH1Ie08nqlgPy89e3tneXhwmbnZUXYAANV2R4+menp4J1ks0r83Juuvy3fXysKz6YezemnNYUnS7Fs6KirE38WJUBMoOwAAh7i9R7Seu72zPCzSe1tS9OcPdqm0FhWe/+4+qdELNqvMkG7p1li/6RTl6kioIV6uDgAAMI/fdm0iTw8PTV6apA+3H1dJWZmeva2zvDxd929rwzD00teH9eyXByVJ/ds21BM3X+WyPKh5lB0AgEPd1DlK3h4WPbRkhz5OOqGSUkNzR3SRtwsKT0Fxqf7y4S59nHRCknRvnxj97YZYeTJOp06h7AAAHG5Ix0Z61dNDD767TSt3n1RxaZleuqubfLxqrvCcyi7QfW9vU1JKhrw8LPr7zVfprl5M8FkXMWYHAOAU17eP0Ouj4uTj5aEv9qbp9//epoLi0hp57b0nsjTspQ1KSsmQ1d9bb4/tSdGpw6pUdoqLi5WSkqIDBw4oPT3d0ZkAACYxoF243hwdJ18vD329/5Tue8f5heeL71N162vf6URmgVo0DNCKCX10dcsGTn1N1G6VLjvZ2dl69dVX1a9fPwUHB6t58+aKjY1Vw4YN1axZM40fP15btmxxZlYAgBu6pnVDLRjTQ/7envrm4Gndu3CL8opKHP46hmHo1bVHdP+/tymvqFTXtG6g5Q/2UUyDAIe/FtxLpcrOc889p+bNm2vBggVKSEjQihUrlJSUpIMHDyoxMVEzZsxQSUmJBg4cqMGDB+vQoUPOzg0AcCNXt2ygRff2VICPp747clb3LNiinELHFZ7CklI9vGyXnlq1X4YhjerdTAvu6SGrv7fDXgPuy2JU4r7ed955px577DF16NDhstsVFBRo4cKF8vHx0b333uuwkM6WlZUlq9WqzMxMBQcHuzoOAJjWtmPndM9bm5VdWKLuzepr4ZgeCvKrXiE5m1Oo+9/Zpq3HzsnTw6IZN7bX3fHNHRMYtVplv78rVXbMjrIDADVnZ0qGRr25SVkFJeocHaK37+1Z5SMwB1KzNXbRFh0/l68gPy+9fFc3/V+bhg5OjNqqst/fDrsaa//+/WrTpo2jdgcAMKnO0SFaPL63Qup5a2dKhka+sVEZeUV27+fr/Wm65ZUNOn4uX83C6mn5g30oOrgoh5WdwsJCHTlyxFG7AwCY2FWNrVoyvrfCAny056cs3Tl/k87mFFbquYZh6I1vf9DYRVuVW1Sq3i1CteLBPmoVHujk1HBX3GcHAOASsY2C9d59vdUg0Ff7TmbpzvkbdTr78oWnqKRMUz/arVkr98kwpDt7Ruvte3upfoBPDaWGO6LsAABcpnVEkJbe31sRwb46mJajEa8nKi2r4KLbnsst0qg3N+m9LSnysEjTftNes3/bsUbvygz3xN8QAIBLtWwYqKX3xSvK6qcjp3N1x78SdSIjv8I2h0/laNgrG7TpaLoCfb305ugeGts3RhYLc1zhyip9NVb9+vUv+5eqpKREubm5Ki2tmVuBOxJXYwGA66Wk5+nO+Rt1/Fy+okP9tXhcb0WH1tM3B09rwuLtyi4oUZP6/nrrnh5qExHk6rioBSr7/V3piUDnzp3riFwAAFxUdGg9Lb0/XnfN36hjZ/M04vWNuj0uWvO+PqTSMkM9mtfXa7/rrrBAX1dHhZvhPjviyA4A1CapmQW6a/5G/XAm17ZseLcmmn3LVfL18nRhMtQ2NX6fHQAAHCHS6qf37u+tNhGBslikR4e00zO3daLooMoqdRrrSuN1folZ0AEA1RUe5KdPH7pGGXlFCg/2c3UcuLlKlZ1fjtc5e/asZs2apUGDBik+Pl6SlJiYqM8//1zTpk1zSkgAQN3j4+VB0YFD2D1mZ/jw4RowYIAmTpxYYflLL72kr776SitWrHBkvhrBmB0AANyP08bsfP755xo8ePAFywcPHqyvvvrK3t0BAAA4ld1lJywsTB9//PEFyz/++GOFhYU5JBQAAICjVPo+O+VmzpypcePGae3aterVq5ckadOmTVq1apXmz5/v8IAAAADVYXfZueeeexQbG6t58+bpo48+kiTFxsZq/fr1tvIDAABQW1R6gPLXX3+tfv36ydPTfPc5YIAyAADux+EDlMeNG6eGDRvqrrvu0tKlS5WVleWQoAAAAM5U6bLzww8/aO3atWrfvr2effZZRURE6Prrr9eLL76o5ORkZ2YEAACosirPjXXixAl98skn+uSTT7RmzRq1bdtWN910k2666SbFxcU5OqdTcRoLAAD34/S5saKiovT73/9e//3vf3XmzBk99thj+vHHHzV48GDNnj27qrsFAABwKIfPel5aWqr09HQ1bNjQkbt1Ko7sAADgfir7/W33pefz5s276HKLxSI/Pz+1bt1a11xzjb27BQAAcAq7y87zzz+v06dPKy8vT/Xr15cknTt3TvXq1VNgYKBOnTqlFi1aaM2aNYqOjnZ4YAAAAHvYPWZn9uzZ6tGjhw4dOqSzZ8/q7NmzOnjwoHr16qUXXnhBycnJioyM1OTJk52RFwAAwC52j9lp2bKlPvzwQ3Xp0qXC8h07dmj48OH64Ycf9N1332n48OE6efKkI7M6DWN2AABwP067GuvkyZMqKSm5YHlJSYlSU1Mlnb9SKzs7295dAwAAOJzdZWfAgAG6//77tWPHDtuyHTt26IEHHtC1114rSdq9e7diYmIclxIAAKCK7C47b775pkJDQ9W9e3f5+vrK19dXcXFxCg0N1ZtvvilJCgwM1LPPPuvwsAAAAPaq8n129u/fr4MHD0qS2rZtq7Zt2zo0WE1izA4AAO7HaffZKdeuXTu1a9euqk8HAACoEXaXHcMw9MEHH2jNmjU6deqUysrKKqz/6KOPHBYOAACguuweszNp0iSNGjVKR48eVWBgoKxWa4WHo/3000/63e9+p7CwMPn7+6tjx47aunWrbb1hGJo+fboaNWokf39/JSQk6NChQw7PAQAA3JPdR3beeecdffTRRxo6dKgz8lRw7tw59enTRwMGDNBnn32mhg0b6tChQ7Y7N0vS008/rXnz5mnRokWKiYnRtGnTNGjQIO3du1d+fn5OzwgAAGo3u8uO1WpVixYtnJHlAk899ZSio6O1YMEC27JfXtJuGIbmzp2rxx57TDfffLMk6e2331ZERIRWrFihESNG1EhOAABQe9l9Guvxxx/XzJkzlZ+f74w8FXzyySeKi4vTbbfdpvDwcHXt2lXz58+3rT969KhSU1OVkJBgW2a1WtWrVy8lJiZecr+FhYXKysqq8AAAAOZkd9m5/fbbde7cOYWHh6tjx47q1q1bhYcj/fDDD3r11VfVunVrff7553rggQf0hz/8QYsWLZIk2x2bIyIiKjwvIiLCtu5i5syZU2GcEROWAgBgXnafxho9erS2bdum3/3ud4qIiJDFYnFGLklSWVmZ4uLiNHv2bElS165dtWfPHr322msaPXp0lfc7depUTZkyxfZzVlYWhQcAAJOyu+ysXLlSn3/+ufr27euMPBU0atRI7du3r7AsNjZWH374oSQpMjJSkpSWlqZGjRrZtklLS7tgotJfKr/zMwAAMD+7T2NFR0fX2F2G+/TpowMHDlRYdvDgQTVr1kzS+cHKkZGRWr16tW19VlaWNm3apPj4+BrJCAAAaje7y86zzz6rRx55RD/++KMT4lQ0efJkbdy4UbNnz9bhw4e1ePFivf7665owYYIkyWKxaNKkSZo1a5Y++eQT7d69W3fffbeioqI0bNgwp+cDAAC1n91zY9WvX195eXkqKSlRvXr15O3tXWF9enq6QwN++umnmjp1qg4dOqSYmBhNmTJF48ePt603DEMzZszQ66+/royMDPXt21evvPKK2rRpU+nXYG4sAADcT2W/v+0uO+VXQl1KdQYOuwplBwAA9+O0iUDdscwAAIC6q1JjdnJzc+3aqb3bAwAAOEulyk6rVq305JNP6uTJk5fcxjAMffnllxoyZIjmzZvnsIAAAADVUanTWGvXrtVf//pXPf744+rcubPi4uIUFRUlPz8/nTt3Tnv37lViYqK8vLw0depU3X///c7ODQAAUCl2DVBOTk7WsmXL9O233+rYsWPKz89XgwYN1LVrVw0aNEhDhgyRp6enM/M6BQOUAQBwP067GsuMKDsAALifyn5/231TQQAAAHdC2QEAAKZG2QEAAKZG2QEAAKZG2QEAAKZWqfvs7Nq1q9I77NSpU5XDAAAAOFqlyk6XLl1ksVh0qavUy9dZLBaVlpY6NCAAAEB1VKrsHD161Nk5AAAAnKJSZadZs2bOzgEAAOAUVRqg/M4776hPnz6KiorSsWPHJElz587Vxx9/7NBwAAAA1WV32Xn11Vc1ZcoUDR06VBkZGbYxOiEhIZo7d66j8wEAAFSL3WXnxRdf1Pz58/W3v/2twqSfcXFx2r17t0PDAQAAVJfdZefo0aPq2rXrBct9fX2Vm5vrkFAAAACOYnfZiYmJUVJS0gXLV61apdjYWEdkAgAAcJhKXY31S1OmTNGECRNUUFAgwzC0efNmLVmyRHPmzNEbb7zhjIwAAABVZnfZGTdunPz9/fXYY48pLy9Pd911l6KiovTCCy9oxIgRzsgIAABQZRbjUrdFroS8vDzl5OQoPDzckZlqXFZWlqxWqzIzMxUcHOzqOAAAoBIq+/1t95idWbNm2e6oXK9ePbcvOgAAwNzsLjvLli1Tq1atdPXVV+uVV17RmTNnnJELAADAIewuOzt37tSuXbvUv39/PfPMM4qKitINN9ygxYsXKy8vzxkZAQAAqqxaY3YkacOGDVq8eLGWLVumgoICZWVlOSpbjWHMDgAA7sdpY3Z+LSAgQP7+/vLx8VFxcXF1dwcAAOBQVSo7R48e1T/+8Q916NBBcXFx2rFjh2bOnKnU1FRH5wMAAKgWu++z07t3b23ZskWdOnXSmDFjdOedd6px48bOyAYAAFBtdped6667Tm+99Zbat2/vjDwAAAAOVeUBykVFRTp69KhatmwpLy+7O1OtwgBlAADcj9MGKOfn52vs2LGqV6+eOnTooOTkZEnSQw89pCeffLLqiQEAAJzA7rLz6KOPaufOnVq7dq38/PxsyxMSErR06VKHhgMAAKguu88/rVixQkuXLlXv3r1lsVhsyzt06KAjR444NBwAAEB12X1k5/Tp0xedDys3N7dC+QEAAKgN7C47cXFxWrlype3n8oLzxhtvKD4+3nHJAAAAHMDu01izZ8/WkCFDtHfvXpWUlOiFF17Q3r179d1332ndunXOyAgAAFBldh/Z6du3r5KSklRSUqKOHTvqiy++UHh4uBITE9W9e3dnZAQAAKiyak8EagbcZwcAAPdT2e/vSp3Gsmcmc8oCAACoTSpVdkJCQq54pZVhGLJYLCotLXVIMAAAAEeoVNlZs2aNs3MAAAA4RaXKTr9+/ZydAwAAwCnsvhoLAADAnVB2AACAqVF2AACAqVF2AACAqVWp7JSUlOirr77Sv/71L2VnZ0uSTpw4oZycHIeGAwAAqC6758Y6duyYBg8erOTkZBUWFur6669XUFCQnnrqKRUWFuq1115zRk4AAIAqsfvIzh//+EfFxcXp3Llz8vf3ty3/7W9/q9WrVzs0HAAAQHXZfWTn22+/1XfffScfH58Ky5s3b66ffvrJYcEAAAAcwe4jO2VlZRedEuL48eMKCgpySCgAAABHsbvsDBw4UHPnzrX9bLFYlJOToxkzZmjo0KGOzAYAAFBtFsMwDHuecPz4cQ0aNEiGYejQoUOKi4vToUOH1KBBA33zzTcKDw93VlanqewU8QAAoPao7Pe33WVHOn/p+dKlS7Vz507l5OSoW7duGjlyZIUBy+6EsgMAgPtxatkxG8oOAADup7Lf33aP2Vm0aJFWrlxp+/mRRx5RSEiIrr76ah07dqxqaQEAAJzE7rIze/Zs2+mqxMREvfTSS3r66afVoEEDTZ482eEBAQAAqsPu++ykpKSoVatWkqQVK1bo1ltv1X333ac+ffqof//+js4HAABQLXYf2QkMDNTZs2clSV988YWuv/56SZKfn5/y8/Mdmw4AAKCa7D6yc/3112vcuHHq2rWrDh48aLu3zvfff6/mzZs7Oh8AAEC12H1k5+WXX1Z8fLxOnz6tDz/8UGFhYZKkbdu26c4773R4wF968sknZbFYNGnSJNuygoICTZgwQWFhYQoMDNTw4cOVlpbm1BwAAMB9uM2l51u2bNHtt9+u4OBgDRgwwHYX5wceeEArV67UwoULZbVaNXHiRHl4eGjDhg2V3jeXngMA4H4q+/1t92ksScrIyNCbb76pffv2SZI6dOige++9V1artWppryAnJ0cjR47U/PnzNWvWLNvyzMxMvfnmm1q8eLGuvfZaSdKCBQsUGxurjRs3qnfv3k7JAwAA3Ifdp7G2bt2qli1b6vnnn1d6errS09P13HPPqWXLltq+fbszMmrChAm64YYblJCQUGH5tm3bVFxcXGF5u3bt1LRpUyUmJl5yf4WFhcrKyqrwAAAA5mT3kZ3Jkyfrpptu0vz58+Xldf7pJSUlGjdunCZNmqRvvvnGoQHfe+89bd++XVu2bLlgXWpqqnx8fBQSElJheUREhFJTUy+5zzlz5mjmzJkOzQkAAGqnKh3Z+ctf/mIrOpLk5eWlRx55RFu3bnVouJSUFP3xj3/Uu+++Kz8/P4ftd+rUqcrMzLQ9UlJSHLZvAABQu9hddoKDg5WcnHzB8pSUFAUFBTkkVLlt27bp1KlT6tatm7y8vOTl5aV169Zp3rx58vLyUkREhIqKipSRkVHheWlpaYqMjLzkfn19fRUcHFzhAQAAzMnu01h33HGHxo4dq2eeeUZXX321JGnDhg3685//7PBLz6+77jrt3r27wrIxY8aoXbt2+stf/qLo6Gh5e3tr9erVGj58uCTpwIEDSk5OVnx8vEOzAAAA92R32XnmmWdksVh09913q6SkRJLk7e2tBx54QE8++aRDwwUFBemqq66qsCwgIEBhYWG25WPHjtWUKVMUGhqq4OBgPfTQQ4qPj+dKLAAAIKkKZcfHx0cvvPCC5syZoyNHjkiSWrZsqXr16jk8XGU8//zz8vDw0PDhw1VYWKhBgwbplVdecUkWAABQ+9h9U8HMzEyVlpYqNDS0wvL09HR5eXm55fgXbioIAID7qez3t90DlEeMGKH33nvvguXvv/++RowYYe/uAAAAnMrusrNp0yYNGDDgguX9+/fXpk2bHBIKAADAUewuO4WFhbaByb9UXFys/Px8h4QCAABwFLvLTs+ePfX6669fsPy1115T9+7dHRIKAADAUey+GmvWrFlKSEjQzp07dd1110mSVq9erS1btuiLL75weEAAAIDqsPvITp8+fZSYmKjo6Gi9//77+s9//qNWrVpp165duuaaa5yREQAAoMrsvvTcjLj0HAAA91PZ72+7T2NdbF6sX2ratKm9uwQAAHAau8tO8+bNZbFYLrm+tLS0WoEAAAAcye6ys2PHjgo/FxcXa8eOHXruuef0j3/8w2HBAAAAHMHustO5c+cLlsXFxSkqKkr//Oc/dcsttzgkGAAAgCPYfTXWpbRt21Zbtmxx1O4AAAAcwu4jO1lZWRV+NgxDJ0+e1OOPP67WrVs7LBgAAIAj2F12QkJCLhigbBiGoqOjLzpBKAAAgCvZXXbWrFlT4WcPDw81bNhQrVq1kpeX3bsDAABwKrvbSb9+/ZyRAwAAwCkqVXY++eSTSu/wpptuqnIYAAAAR6tU2Rk2bFildmaxWLipIAAAqFUqVXbKysqcnQMAAMApHHafHQAAgNqo0gOU8/PztXr1av3mN7+RJE2dOlWFhYW29Z6ennriiSfk5+fn+JQAAABVVOmys2jRIq1cudJWdl566SV16NBB/v7+kqT9+/crKipKkydPdk5SAACAKqj0aax3331X9913X4Vlixcv1po1a7RmzRr985//1Pvvv+/wgAAAANVR6bJz+PBhdezY0fazn5+fPDz+9/SePXtq7969jk0HAABQTZU+jZWRkVFhjM7p06crrC8rK6uwHgAAoDao9JGdJk2aaM+ePZdcv2vXLjVp0sQhoQAAAByl0mVn6NChmj59ugoKCi5Yl5+fr5kzZ+qGG25waDgAAIDqshiGYVRmw7S0NHXp0kU+Pj6aOHGi2rRpI0k6cOCAXnrpJZWUlGjHjh2KiIhwamBnyMrKktVqVWZmpoKDg10dBwAAVEJlv78rPWYnIiJC3333nR544AE9+uijKu9IFotF119/vV555RW3LDoAAMDc7Jr1PCYmRqtWrVJ6eroOHz4sSWrVqpVCQ0OdEg4AAKC67Co75UJDQ9WzZ09HZwEAAHA45sYCAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmRtkBAACmVqvLzpw5c9SjRw8FBQUpPDxcw4YN04EDBypsU1BQoAkTJigsLEyBgYEaPny40tLSXJQYAADUNrW67Kxbt04TJkzQxo0b9eWXX6q4uFgDBw5Ubm6ubZvJkyfrP//5j5YtW6Z169bpxIkTuuWWW1yYGgAA1CYWwzAMV4eorNOnTys8PFzr1q3T//3f/ykzM1MNGzbU4sWLdeutt0qS9u/fr9jYWCUmJqp3794X3U9hYaEKCwttP2dlZSk6OlqZmZkKDg6ukd8FAABUT1ZWlqxW6xW/v2v1kZ1fy8zMlCSFhoZKkrZt26bi4mIlJCTYtmnXrp2aNm2qxMTES+5nzpw5slqttkd0dLRzgwMAAJdxm7JTVlamSZMmqU+fPrrqqqskSampqfLx8VFISEiFbSMiIpSamnrJfU2dOlWZmZm2R0pKijOjAwAAF/JydYDKmjBhgvbs2aP169dXe1++vr7y9fV1QCoAAFDbucWRnYkTJ+rTTz/VmjVr1KRJE9vyyMhIFRUVKSMjo8L2aWlpioyMrOGUAACgNqrVZccwDE2cOFHLly/X119/rZiYmArru3fvLm9vb61evdq27MCBA0pOTlZ8fHxNxwUAALVQrT6NNWHCBC1evFgff/yxgoKCbONwrFar/P39ZbVaNXbsWE2ZMkWhoaEKDg7WQw89pPj4+EteiQUAAOqWWn3pucViuejyBQsW6J577pF0/qaCf/rTn7RkyRIVFhZq0KBBeuWVV+w6jVXZS9cAAEDtUdnv71pddmoKZQcAAPdjyvvsAAAA2IuyAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATI2yAwAATM00Zefll19W8+bN5efnp169emnz5s2ujgQAAGoBU5SdpUuXasqUKZoxY4a2b9+uzp07a9CgQTp16pSrowEAABczRdl57rnnNH78eI0ZM0bt27fXa6+9pnr16umtt95ydTQAAOBiXq4OUF1FRUXatm2bpk6dalvm4eGhhIQEJSYmXvQ5hYWFKiwstP2cmZkpScrKynJuWAAA4DDl39uGYVx2O7cvO2fOnFFpaakiIiIqLI+IiND+/fsv+pw5c+Zo5syZFyyPjo52SkYAAOA82dnZslqtl1zv9mWnKqZOnaopU6bYfs7IyFCzZs2UnJx82f9YcJ2srCxFR0crJSVFwcHBro6DS+B9cg+8T+6B9+nKDMNQdna2oqKiLrud25edBg0ayNPTU2lpaRWWp6WlKTIy8qLP8fX1la+v7wXLrVYrf6FqueDgYN4jN8D75B54n9wD79PlVeYghdsPUPbx8VH37t21evVq27KysjKtXr1a8fHxLkwGAABqA7c/siNJU6ZM0ejRoxUXF6eePXtq7ty5ys3N1ZgxY1wdDQAAuJgpys4dd9yh06dPa/r06UpNTVWXLl20atWqCwYtX4qvr69mzJhx0VNbqB14j9wD75N74H1yD7xPjmMxrnS9FgAAgBtz+zE7AAAAl0PZAQAApkbZAQAApkbZAQAAplbny87LL7+s5s2by8/PT7169dLmzZtdHQm/8Pjjj8tisVR4tGvXztWx6rxvvvlGN954o6KiomSxWLRixYoK6w3D0PTp09WoUSP5+/srISFBhw4dck3YOuxK79M999xzwedr8ODBrglbR82ZM0c9evRQUFCQwsPDNWzYMB04cKDCNgUFBZowYYLCwsIUGBio4cOHX3AjXVxenS47S5cu1ZQpUzRjxgxt375dnTt31qBBg3Tq1ClXR8MvdOjQQSdPnrQ91q9f7+pIdV5ubq46d+6sl19++aLrn376ac2bN0+vvfaaNm3apICAAA0aNEgFBQU1nLRuu9L7JEmDBw+u8PlasmRJDSbEunXrNGHCBG3cuFFffvmliouLNXDgQOXm5tq2mTx5sv7zn/9o2bJlWrdunU6cOKFbbrnFhandkFGH9ezZ05gwYYLt59LSUiMqKsqYM2eOC1Phl2bMmGF07tzZ1TFwGZKM5cuX234uKyszIiMjjX/+85+2ZRkZGYavr6+xZMkSFySEYVz4PhmGYYwePdq4+eabXZIHF3fq1ClDkrFu3TrDMM5/dry9vY1ly5bZttm3b58hyUhMTHRVTLdTZ4/sFBUVadu2bUpISLAt8/DwUEJCghITE12YDL926NAhRUVFqUWLFho5cqSSk5NdHQmXcfToUaWmplb4bFmtVvXq1YvPVi20du1ahYeHq23btnrggQd09uxZV0eq0zIzMyVJoaGhkqRt27apuLi4wuepXbt2atq0KZ8nO9TZsnPmzBmVlpZecJfliIgIpaamuigVfq1Xr15auHChVq1apVdffVVHjx7VNddco+zsbFdHwyWUf374bNV+gwcP1ttvv63Vq1frqaee0rp16zRkyBCVlpa6OlqdVFZWpkmTJqlPnz666qqrJJ3/PPn4+CgkJKTCtnye7GOK6SJgXkOGDLH9uVOnTurVq5eaNWum999/X2PHjnVhMsD9jRgxwvbnjh07qlOnTmrZsqXWrl2r6667zoXJ6qYJEyZoz549jEt0gjp7ZKdBgwby9PS8YER7WlqaIiMjXZQKVxISEqI2bdro8OHDro6CSyj//PDZcj8tWrRQgwYN+Hy5wMSJE/Xpp59qzZo1atKkiW15ZGSkioqKlJGRUWF7Pk/2qbNlx8fHR927d9fq1atty8rKyrR69WrFx8e7MBkuJycnR0eOHFGjRo1cHQWXEBMTo8jIyAqfraysLG3atInPVi13/PhxnT17ls9XDTIMQxMnTtTy5cv19ddfKyYmpsL67t27y9vbu8Ln6cCBA0pOTubzZIc6fRprypQpGj16tOLi4tSzZ0/NnTtXubm5GjNmjKuj4WcPP/ywbrzxRjVr1kwnTpzQjBkz5OnpqTvvvNPV0eq0nJycCv/6P3r0qJKSkhQaGqqmTZtq0qRJmjVrllq3bq2YmBhNmzZNUVFRGjZsmOtC10GXe59CQ0M1c+ZMDR8+XJGRkTpy5IgeeeQRtWrVSoMGDXJh6rplwoQJWrx4sT7++GMFBQXZxuFYrVb5+/vLarVq7NixmjJlikJDQxUcHKyHHnpI8fHx6t27t4vTuxFXXw7mai+++KLRtGlTw8fHx+jZs6exceNGV0fCL9xxxx1Go0aNDB8fH6Nx48bGHXfcYRw+fNjVseq8NWvWGJIueIwePdowjPOXn0+bNs2IiIgwfH19jeuuu844cOCAa0PXQZd7n/Ly8oyBAwcaDRs2NLy9vY1mzZoZ48ePN1JTU10du0652PsjyViwYIFtm/z8fOPBBx806tevb9SrV8/47W9/a5w8edJ1od2QxTAMo+YrFgAAQM2os2N2AABA3UDZAQAApkbZAQAApkbZAQAApkbZAQAApkbZAQAApkbZAQAApkbZAQAApkbZAeBw99xzj0unhhg1apRmz57tste316pVq9SlSxeVlZW5OgpgSpQdAHaxWCyXfTz++ON64YUXtHDhQpfk27lzp/773//qD3/4g21Z//79NWnSpAu2XbhwoUJCQmou3CUMHjxY3t7eevfdd10dBTClOj0RKAD7nTx50vbnpUuXavr06Tpw4IBtWWBgoAIDA10RTZL04osv6rbbbnNphl8yDEOlpaXy8rr8/27vuecezZs3T6NGjaqhZEDdwZEdAHaJjIy0PaxWqywWS4VlgYGBF5zG6t+/vx566CFNmjRJ9evXV0REhObPn6/c3FyNGTNGQUFBatWqlT777LMKr7Vnzx4NGTJEgYGBioiI0KhRo3TmzJlLZistLdUHH3ygG2+8scq/36uvvqqWLVvKx8dHbdu21TvvvGNb9+OPP8pisSgpKcm2LCMjQxaLRWvXrpUkrV27VhaLRZ999pm6d+8uX19frV+/Xjt37tSAAQMUFBSk4OBgde/eXVu3brXt58Ybb9TWrVt15MiRKmcHcHGUHQA1YtGiRWrQoIE2b96shx56SA888IBuu+02XX311dq+fbsGDhyoUaNGKS8vT9L5EnHttdeqa9eu2rp1q1atWqW0tDTdfvvtl3yNXbt2KTMzU3FxcVXKuHz5cv3xj3/Un/70J+3Zs0f333+/xowZozVr1ti9r0cffVRPPvmk9u3bp06dOmnkyJFq0qSJtmzZom3btunRRx+Vt7e3bfumTZsqIiJC3377bZWyA7gMF8+6DsCNLViwwLBarRcsHz16tHHzzTfbfu7Xr5/Rt29f288lJSVGQECAMWrUKNuykydPGpKMxMREwzAM44knnjAGDhxYYb8pKSmGJOPAgQMXzbN8+XLD09PTKCsrq7C8X79+hre3txEQEFDh4evrWyH/1VdfbYwfP77Cc2+77TZj6NChhmEYxtGjRw1Jxo4dO2zrz507Z0gy1qxZYxiGYaxZs8aQZKxYsaLCfoKCgoyFCxdeNHe5rl27Go8//vhltwFgP47sAKgRnTp1sv3Z09NTYWFh6tixo21ZRESEJOnUqVOSzg80XrNmjW0MUGBgoNq1aydJlzzVk5+fL19fX1kslgvWjRw5UklJSRUef//73ytss2/fPvXp06fCsj59+mjfvn12/76/Pro0ZcoUjRs3TgkJCXryyScv+jv4+/vbjmwBcBwGKAOoEb88ZSOdv6rrl8vKC0r55dc5OTm68cYb9dRTT12wr0aNGl30NRo0aKC8vDwVFRXJx8enwjqr1apWrVpVWBYeHm7X7+Dhcf7fh4Zh2JYVFxdfdNuAgIAKPz/++OO66667tHLlSn322WeaMWOG3nvvPf32t7+1bZOenq6GDRvalQnAlXFkB0Ct1K1bN33//fdq3ry5WrVqVeHx6yJRrkuXLpKkvXv3Vuk1Y2NjtWHDhgrLNmzYoPbt20uSrYj88oq0Xw5WvpI2bdpo8uTJ+uKLL3TLLbdowYIFtnUFBQU6cuSIunbtWqXsAC6NsgOgVpowYYLS09N15513asuWLTpy5Ig+//xzjRkzRqWlpRd9TsOGDdWtWzetX7++Sq/55z//WQsXLtSrr76qQ4cO6bnnntNHH32khx9+WNL500y9e/e2DTxet26dHnvssSvuNz8/XxMnTtTatWt17NgxbdiwQVu2bFFsbKxtm40bN8rX11fx8fFVyg7g0ig7AGqlqKgobdiwQaWlpRo4cKA6duyoSZMmKSQkxHY66WLGjRtX5ZvzDRs2TC+88IKeeeYZdejQQf/617+0YMEC9e/f37bNW2+9pZKSEnXv3l2TJk3SrFmzrrhfT09PnT17VnfffbfatGmj22+/XUOGDNHMmTNt2yxZskQjR45UvXr1qpQdwKVZjF+efAYAN5efn6+2bdtq6dKlbnOU5MyZM2rbtq22bt2qmJgYV8cBTIcjOwBMxd/fX2+//fZlbz5Y2/z444965ZVXKDqAk3BkBwAAmBpHdgAAgKlRdgAAgKlRdgAAgKlRdgAAgKlRdgAAgKlRdgAAgKlRdgAAgKlRdgAAgKlRdgAAgKn9P8nBEksWmTujAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "glucose_mean_per_hour.plot(x ='recorded_timestamp', y='glucose', kind='line'),\n",
    "plt.ylim(ymin=0)\n",
    "plt.xlim(xmin=0)\n",
    "plt.ylabel(\"Glucose level (mg/dL)\")\n",
    "plt.xlabel(\"Time (Hours)\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd718fcd-1300-40ac-a51a-b42e06451e39",
   "metadata": {},
   "source": [
    "## Glucose analytics for P12 for multiple days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fb141dff-f1bb-4c18-8b28-9617e50065c1",
   "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>glucose</th>\n",
       "      <th>recorded_timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>103</td>\n",
       "      <td>2023-12-23 00:00:27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>104</td>\n",
       "      <td>2023-12-23 00:01:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>107</td>\n",
       "      <td>2023-12-23 00:02:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>112</td>\n",
       "      <td>2023-12-23 00:03:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>112</td>\n",
       "      <td>2023-12-23 00:04:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18863</th>\n",
       "      <td>98</td>\n",
       "      <td>2023-12-28 23:55:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18864</th>\n",
       "      <td>98</td>\n",
       "      <td>2023-12-28 23:56:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18865</th>\n",
       "      <td>98</td>\n",
       "      <td>2023-12-28 23:57:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18866</th>\n",
       "      <td>98</td>\n",
       "      <td>2023-12-28 23:58:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18867</th>\n",
       "      <td>98</td>\n",
       "      <td>2023-12-28 23:59:58</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>18868 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       glucose  recorded_timestamp\n",
       "0          103 2023-12-23 00:00:27\n",
       "1          104 2023-12-23 00:01:29\n",
       "2          107 2023-12-23 00:02:29\n",
       "3          112 2023-12-23 00:03:29\n",
       "4          112 2023-12-23 00:04:30\n",
       "...        ...                 ...\n",
       "18863       98 2023-12-28 23:55:57\n",
       "18864       98 2023-12-28 23:56:57\n",
       "18865       98 2023-12-28 23:57:57\n",
       "18866       98 2023-12-28 23:58:58\n",
       "18867       98 2023-12-28 23:59:58\n",
       "\n",
       "[18868 rows x 2 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load data\n",
    "glucose_df = pd.read_csv('../data/P12/supersapiens/merged.csv', sep=';')\n",
    "\n",
    "# Convert timestamp\n",
    "glucose_df['recorded_timestamp'] = pd.to_datetime(glucose_df['recorded_timestamp'])\n",
    "\n",
    "glucose_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "4cd2858e-2456-42ab-908c-2b6b7c2977e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Glucose Level'}>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot values\n",
    "glucose_df['glucose'].plot(title='Glucose Level', color='blue', label='Glucose Level')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "791343df-98aa-4172-990b-1dc8bc476aa5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                          mean  median  min  max\n",
      "recorded_timestamp                              \n",
      "2023-12-21           81.019064    80.0   57  124\n",
      "2023-12-22           95.214912    95.0   54  171\n",
      "2023-12-23          100.565649    99.0   54  158\n",
      "2023-12-24          103.860322   100.0   80  151\n",
      "2023-12-25          104.198041   103.0   59  146\n",
      "2023-12-26          108.802076   107.0   83  171\n",
      "2023-12-27          108.478355   107.5   78  169\n",
      "2023-12-28          105.195748   104.0   83  155\n",
      "2023-12-29          105.966184   106.0   63  133\n",
      "2023-12-30          112.118027   107.0   77  186\n",
      "2023-12-31          107.381974   107.0   72  156\n",
      "2024-01-01          106.787106   104.0   83  156\n",
      "2024-01-02          110.796813   109.0   79  155\n",
      "2024-01-03          113.972067   114.0   74  151\n",
      "2024-01-04          110.583884   110.0   95  127\n"
     ]
    }
   ],
   "source": [
    "# Group by date and calculate mean, median, min, and max\n",
    "grouped_data = glucose_df.groupby(glucose_df['recorded_timestamp'].dt.date)['glucose'].agg(['mean', 'median', 'min', 'max'])\n",
    "\n",
    "# Create a DataFrame from the grouped data\n",
    "result_df = pd.DataFrame(grouped_data)\n",
    "\n",
    "# Print DataFrame\n",
    "print(result_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "f4111237-f073-471a-bf15-672a5a6669d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make the plot more wide\n",
    "plt.rcParams[\"figure.figsize\"] = (8, 4)\n",
    "\n",
    "# Plot mean, median, min, and max values on the same line chart\n",
    "result_df[['mean', 'median', 'min', 'max']].plot(title='Glucose Statistics per Day', marker='o', linestyle='-')\n",
    "\n",
    "# Add labels and legend\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Glucose Level')\n",
    "plt.legend(['Mean', 'Median', 'Min', 'Max'])\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "b8ca2c2b-dd37-4d64-b028-187ea90cddd5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot mean values\n",
    "result_df['mean'].plot(title='Glucose Mean per Day', marker='o', linestyle='-', color='blue', label='Mean')\n",
    "\n",
    "# Plot boxplot for median, min, and max\n",
    "result_df[['median', 'min', 'max']].plot.box(showfliers=False, vert=False, positions=[1, 2, 3], widths=0.6, patch_artist=True)\n",
    "\n",
    "# Add labels and legend\n",
    "plt.yticks([1, 2, 3], ['Median', 'Min', 'Max'])\n",
    "plt.title('Glucose Statistics for all Days')\n",
    "plt.legend()\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "4dd31838-af91-4867-a9f1-01ef2ea131da",
   "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>glucose</th>\n",
       "      <th>recorded_timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>18868.000000</td>\n",
       "      <td>18868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>105.677231</td>\n",
       "      <td>2023-12-28 11:27:07.033654784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>54.000000</td>\n",
       "      <td>2023-12-21 14:28:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>98.000000</td>\n",
       "      <td>2023-12-25 01:01:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>105.000000</td>\n",
       "      <td>2023-12-28 10:38:55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>112.000000</td>\n",
       "      <td>2023-12-31 21:58:17.249999872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>186.000000</td>\n",
       "      <td>2024-01-04 13:27:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>14.302875</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            glucose             recorded_timestamp\n",
       "count  18868.000000                          18868\n",
       "mean     105.677231  2023-12-28 11:27:07.033654784\n",
       "min       54.000000            2023-12-21 14:28:21\n",
       "25%       98.000000            2023-12-25 01:01:04\n",
       "50%      105.000000            2023-12-28 10:38:55\n",
       "75%      112.000000  2023-12-31 21:58:17.249999872\n",
       "max      186.000000            2024-01-04 13:27:19\n",
       "std       14.302875                            NaN"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "glucose_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "8313ccca-7eb1-4db8-a9b7-b8db094a0507",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                          mean  median  min  max\n",
      "recorded_timestamp                              \n",
      "0                   104.079156   102.0   70  156\n",
      "1                   106.288181   106.0   75  184\n",
      "2                   107.751530   107.0   61  186\n",
      "3                   103.959135   106.0   54  127\n",
      "4                   103.382036   105.0   54  129\n",
      "5                   102.410072   104.0   70  125\n",
      "6                   103.615108   104.0   54  131\n",
      "7                   103.457383   104.0   79  123\n",
      "8                   105.700121   105.0   82  124\n",
      "9                   108.076829   108.0   88  129\n",
      "10                  108.310049   108.0   91  135\n",
      "11                  109.982895   109.0   92  155\n",
      "12                  114.778677   110.0   79  155\n",
      "13                  107.746499   104.0   54  171\n",
      "14                   99.213499    99.0   62  136\n",
      "15                  107.496799   107.0   59  151\n",
      "16                  104.607092   104.0   60  143\n",
      "17                   99.268983   100.0   60  136\n",
      "18                  103.151665   104.0   60  155\n",
      "19                  111.079046   109.0   61  171\n",
      "20                  108.314839   105.0   71  158\n",
      "21                  107.010038   105.0   69  156\n",
      "22                  102.377749    99.0   61  156\n",
      "23                  104.692819   104.0   57  144\n",
      "             mean      median       min         max\n",
      "count   24.000000   24.000000  24.00000   24.000000\n",
      "mean   105.697925  104.916667  67.62500  147.333333\n",
      "std      3.594014    2.932823  12.10035   18.551144\n",
      "min     99.213499   99.000000  54.00000  123.000000\n",
      "25%    103.438546  104.000000  59.75000  130.500000\n",
      "50%    105.196470  105.000000  61.50000  147.500000\n",
      "75%    107.832855  107.000000  76.00000  156.000000\n",
      "max    114.778677  110.000000  92.00000  186.000000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Group by hour and calculate mean, median, min, and max\n",
    "grouped_data_hour = glucose_df.groupby(glucose_df['recorded_timestamp'].dt.hour)['glucose'].agg(['mean', 'median', 'min', 'max'])\n",
    "\n",
    "# Print DataFrame\n",
    "print(grouped_data_hour)\n",
    "print(grouped_data_hour.describe())\n",
    "\n",
    "# Plot mean, median, min, and max values on the same line chart\n",
    "result_df[['mean', 'median', 'min', 'max']].plot(title='Glucose Statistics per Hour', marker='o', linestyle='-')\n",
    "\n",
    "# Add labels and legend\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Glucose Level')\n",
    "plt.legend(['Mean', 'Median', 'Min', 'Max'])\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7932dc26-54e3-430b-827d-47a1221417b3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}