data_activity_nethealth_analysis.ipynb

{
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Teacher's Pack New Scientist Live 2024 - UCL Institute of Health Informatics\n",
    "\n",
    "This Jupyter notebook is the code used to wrangle the data and create the visualisations for the New Scientist Live 2024 teacher's pack.\n",
    "\n",
    "The data used in this notebook is the Fitbit sleep data from the NetHealth project at the University of Notre Dame, USA. Source: https://sites.nd.edu/nethealth/fitbit-data/ \n",
    "\n",
    "To download the Fitbit Sleep Data (.csv) data, follow instructions on https://sites.nd.edu/nethealth/data-2/ \n",
    "\n",
    "Once downloaded, place the data in the same directory as this notebook, and it is good practice to put the data in a separate data folder.\n",
    "```\n",
    "working_dir\n",
    "├─ data_activity_nethealth_analysis.ipynb\n",
    "└─ data\n",
    "   └─ FitbitSleep(1-30-20).csv\n",
    "```\n",
    "\n",
    "In Python, the `#` hash symbol is used to comment out code. This means that the code is not run and is only there to provide information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load packages\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----\n",
    "## Data Processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load data\n",
    "data_path = './data'\n",
    "\n",
    "daily_sleep = pd.read_csv(data_path + '/FitbitSleep(1-30-20).csv')\n",
    "\n",
    "# Tidy column names\n",
    "daily_sleep.rename(columns={'dataDate': 'datadate', 'Efficiency':'efficiency'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "622"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# There are 622 students in the dataset\n",
    "len(daily_sleep.egoid.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>egoid</th>\n",
       "      <th>datadate</th>\n",
       "      <th>timetobed</th>\n",
       "      <th>timeoutofbed</th>\n",
       "      <th>bedtimedur</th>\n",
       "      <th>minstofallasleep</th>\n",
       "      <th>minsafterwakeup</th>\n",
       "      <th>minsasleep</th>\n",
       "      <th>minsawake</th>\n",
       "      <th>efficiency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>44869</td>\n",
       "      <td>2015-07-28</td>\n",
       "      <td>06:25:00</td>\n",
       "      <td>10:27:00</td>\n",
       "      <td>243</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>232</td>\n",
       "      <td>11</td>\n",
       "      <td>0.954733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>44869</td>\n",
       "      <td>2015-07-29</td>\n",
       "      <td>03:26:30</td>\n",
       "      <td>07:21:30</td>\n",
       "      <td>236</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>216</td>\n",
       "      <td>15</td>\n",
       "      <td>0.935065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>44869</td>\n",
       "      <td>2015-07-29</td>\n",
       "      <td>12:03:30</td>\n",
       "      <td>16:44:30</td>\n",
       "      <td>282</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>267</td>\n",
       "      <td>12</td>\n",
       "      <td>0.956989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>44869</td>\n",
       "      <td>2015-07-30</td>\n",
       "      <td>06:27:30</td>\n",
       "      <td>14:31:30</td>\n",
       "      <td>485</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>451</td>\n",
       "      <td>30</td>\n",
       "      <td>0.937630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>44869</td>\n",
       "      <td>2015-07-31</td>\n",
       "      <td>04:40:30</td>\n",
       "      <td>06:27:30</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>8</td>\n",
       "      <td>0.925926</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   egoid    datadate timetobed timeoutofbed  bedtimedur  minstofallasleep  \\\n",
       "0  44869  2015-07-28  06:25:00     10:27:00         243                 0   \n",
       "1  44869  2015-07-29  03:26:30     07:21:30         236                 1   \n",
       "2  44869  2015-07-29  12:03:30     16:44:30         282                 3   \n",
       "3  44869  2015-07-30  06:27:30     14:31:30         485                 4   \n",
       "4  44869  2015-07-31  04:40:30     06:27:30         108                 0   \n",
       "\n",
       "   minsafterwakeup  minsasleep  minsawake  efficiency  \n",
       "0                0         232         11    0.954733  \n",
       "1                4         216         15    0.935065  \n",
       "2                0         267         12    0.956989  \n",
       "3                0         451         30    0.937630  \n",
       "4                0         100          8    0.925926  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Take a look at the first few rows of the data\n",
    "daily_sleep.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop incomplete data\n",
    "daily_sleep.dropna(inplace=True)\n",
    "\n",
    "# Create new column for day of week\n",
    "daily_sleep['datadate'] = pd.to_datetime(daily_sleep['datadate'])\n",
    "daily_sleep['day_of_week'] = daily_sleep['datadate'].dt.day_name()\n",
    "\n",
    "# Add new column for weekend\n",
    "# Option 1: Weekend if the sleep began on a Saturday or Sunday\n",
    "# daily_sleep['weekend'] = daily_sleep['day_of_week'].apply(lambda x: True if x in ['Saturday', 'Sunday'] else False)\n",
    "\n",
    "# Option 2: Weekend is sleeping on Friday after midday to sleeping on Sunday before midday\n",
    "daily_sleep['weekend'] = daily_sleep.apply(\n",
    "    lambda row: \n",
    "        (row['day_of_week'] in ['Saturday']) or\n",
    "        (row['day_of_week'] == 'Friday' and row['timetobed'] >= '12:00') or\n",
    "        (row['day_of_week'] == 'Sunday' and row['timetobed'] < '12:00'),\n",
    "    axis=1\n",
    ")\n",
    "\n",
    "\n",
    "# Create a new column to extract time of day\n",
    "daily_sleep['timetobed_hour'] = daily_sleep['timetobed'].apply(lambda x: int(x.split(':')[0]))\n",
    "daily_sleep['timetobed_minute'] = daily_sleep['timetobed'].apply(lambda x: int(x.split(':')[1]))\n",
    "daily_sleep['timetobed_second'] = daily_sleep['timetobed'].apply(lambda x: int(x.split(':')[2]))\n",
    "\n",
    "daily_sleep['timeoutofbed_hour'] = daily_sleep['timeoutofbed'].apply(lambda x: int(x.split(':')[0]))\n",
    "daily_sleep['timeoutofbed_minute'] = daily_sleep['timeoutofbed'].apply(lambda x: int(x.split(':')[1]))\n",
    "daily_sleep['timeoutofbed_second'] = daily_sleep['timeoutofbed'].apply(lambda x: int(x.split(':')[2]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>egoid</th>\n",
       "      <th>datadate</th>\n",
       "      <th>timetobed</th>\n",
       "      <th>timeoutofbed</th>\n",
       "      <th>bedtimedur</th>\n",
       "      <th>minstofallasleep</th>\n",
       "      <th>minsafterwakeup</th>\n",
       "      <th>minsasleep</th>\n",
       "      <th>minsawake</th>\n",
       "      <th>efficiency</th>\n",
       "      <th>day_of_week</th>\n",
       "      <th>weekend</th>\n",
       "      <th>timetobed_hour</th>\n",
       "      <th>timetobed_minute</th>\n",
       "      <th>timetobed_second</th>\n",
       "      <th>timeoutofbed_hour</th>\n",
       "      <th>timeoutofbed_minute</th>\n",
       "      <th>timeoutofbed_second</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>44869</td>\n",
       "      <td>2015-07-28</td>\n",
       "      <td>06:25:00</td>\n",
       "      <td>10:27:00</td>\n",
       "      <td>243</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>232</td>\n",
       "      <td>11</td>\n",
       "      <td>0.954733</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>44869</td>\n",
       "      <td>2015-07-29</td>\n",
       "      <td>03:26:30</td>\n",
       "      <td>07:21:30</td>\n",
       "      <td>236</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>216</td>\n",
       "      <td>15</td>\n",
       "      <td>0.935065</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>30</td>\n",
       "      <td>7</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>44869</td>\n",
       "      <td>2015-07-29</td>\n",
       "      <td>12:03:30</td>\n",
       "      <td>16:44:30</td>\n",
       "      <td>282</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>267</td>\n",
       "      <td>12</td>\n",
       "      <td>0.956989</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>False</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>30</td>\n",
       "      <td>16</td>\n",
       "      <td>44</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>44869</td>\n",
       "      <td>2015-07-30</td>\n",
       "      <td>06:27:30</td>\n",
       "      <td>14:31:30</td>\n",
       "      <td>485</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>451</td>\n",
       "      <td>30</td>\n",
       "      <td>0.937630</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>27</td>\n",
       "      <td>30</td>\n",
       "      <td>14</td>\n",
       "      <td>31</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>44869</td>\n",
       "      <td>2015-07-31</td>\n",
       "      <td>04:40:30</td>\n",
       "      <td>06:27:30</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>8</td>\n",
       "      <td>0.925926</td>\n",
       "      <td>Friday</td>\n",
       "      <td>False</td>\n",
       "      <td>4</td>\n",
       "      <td>40</td>\n",
       "      <td>30</td>\n",
       "      <td>6</td>\n",
       "      <td>27</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   egoid   datadate timetobed timeoutofbed  bedtimedur  minstofallasleep  \\\n",
       "0  44869 2015-07-28  06:25:00     10:27:00         243                 0   \n",
       "1  44869 2015-07-29  03:26:30     07:21:30         236                 1   \n",
       "2  44869 2015-07-29  12:03:30     16:44:30         282                 3   \n",
       "3  44869 2015-07-30  06:27:30     14:31:30         485                 4   \n",
       "4  44869 2015-07-31  04:40:30     06:27:30         108                 0   \n",
       "\n",
       "   minsafterwakeup  minsasleep  minsawake  efficiency day_of_week  weekend  \\\n",
       "0                0         232         11    0.954733     Tuesday    False   \n",
       "1                4         216         15    0.935065   Wednesday    False   \n",
       "2                0         267         12    0.956989   Wednesday    False   \n",
       "3                0         451         30    0.937630    Thursday    False   \n",
       "4                0         100          8    0.925926      Friday    False   \n",
       "\n",
       "   timetobed_hour  timetobed_minute  timetobed_second  timeoutofbed_hour  \\\n",
       "0               6                25                 0                 10   \n",
       "1               3                26                30                  7   \n",
       "2              12                 3                30                 16   \n",
       "3               6                27                30                 14   \n",
       "4               4                40                30                  6   \n",
       "\n",
       "   timeoutofbed_minute  timeoutofbed_second  \n",
       "0                   27                    0  \n",
       "1                   21                   30  \n",
       "2                   44                   30  \n",
       "3                   31                   30  \n",
       "4                   27                   30  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Take a look at the first few rows of the data after new columns have been added\n",
    "daily_sleep.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---------\n",
    "## Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HjC+//NKoXbu23ex+15p5MSsryxgxYoRxzz33GJ6enkbdunWN5cuX55tV8dLskVOnTrV7/tX2fb3X8XLLly83GjRoYHh6ehre3t5GixYtjB9++OGG+inIN998Y/Tp08eoUaOGYbVaDVdXVyMoKMjo0qWLsWnTJru2Vx7nJXPnzjUaNGhgeHt7G15eXsZ9991n9OrVy9i+fbtdu/Xr1xvt2rUzfH19DTc3N+Oee+4x2rVrZ1fnpdkfExISjA4dOhilSpUySpcubTz++OPGyZMnr3s8l55/afHw8DCCgoKMyMhI4+233zYyMjLyPScvL8+YMmWKce+99xqenp5G/fr1jTVr1lx19shbeW8YhmGsXr3aqFOnjuHh4WFIsv17uHL2yEv+/e9/Gw888IDh7u5uWK1W49FHHzX27t1r16Z3796Gt7f3VV8PAChOFsNwwDRQAIC70qFDh1StWjWNHTtWL730UnGXA138cu3x48fr1KlT3LMFAHcILo8EANyQnTt36uOPP1ajRo3k4+Oj/fv3a8qUKfLx8VHfvn2LuzwAAO5YhDYAwA3x9vbW9u3bNWfOHKWlpclqtapp06Z6/fXXrzplPQAAuHVcHgkAAAAAJsaU/wAAAABgYoQ2AAAAADAxQhsAAAAAmBgTkThQXl6eTpw4odKlS8tisRR3OQAAAACKiWEYOnv2rIKDg1WixK2NlRHaHOjEiRMKCQkp7jIAAAAAmMSxY8dUoUKFW9oHoc2BSpcuLeniL8bHx6eYqwEAAABQXDIyMhQSEmLLCLeC0OZAly6J9PHxIbQBAAAAcMhtU0xEAgAAAAAmRmgDAAAAABMjtAEAAACAiRVraJs4caL+8pe/qHTp0vL391enTp20f/9+uzaGYWjcuHEKDg6Wl5eXmjZtqr1799q1ycrK0uDBg+Xn5ydvb2917NhRx48ft2uTmpqq6OhoWa1WWa1WRUdHKy0tza7N0aNH1aFDB3l7e8vPz09DhgxRdnZ2kRw7AAAAANyIYg1t69ev18CBA7V582bFx8frwoULioyMVGZmpq3NlClTNH36dM2YMUPbtm1TYGCgWrVqpbNnz9raDB06VMuWLVNsbKw2bNigc+fOqX379srNzbW16dmzpxITExUXF6e4uDglJiYqOjratj03N1ft2rVTZmamNmzYoNjYWH322WcaPny4c14MAAAAACiAxTAMo7iLuOTUqVPy9/fX+vXr9cgjj8gwDAUHB2vo0KEaOXKkpIujagEBAZo8ebKeeeYZpaenq3z58lqwYIG6d+8u6f+/L+2rr75SVFSU9u3bpxo1amjz5s1q0KCBJGnz5s2KiIjQf//7X4WFhenrr79W+/btdezYMQUHB0uSYmNjFRMTo5SUlBuaDTIjI0NWq1Xp6enMHgkAAADcxRyZDUx1T1t6erokydfXV5J06NAhJScnKzIy0tbGw8NDTZo00caNGyVJCQkJysnJsWsTHBys8PBwW5tNmzbJarXaApskNWzYUFar1a5NeHi4LbBJUlRUlLKyspSQkFBgvVlZWcrIyLBbAAAAAMCRTBPaDMPQsGHD9PDDDys8PFySlJycLEkKCAiwaxsQEGDblpycLHd3d5UtW/aabfz9/fP16e/vb9fmyn7Kli0rd3d3W5srTZw40XaPnNVqVUhIyM0eNgAAAABck2lC26BBg7Rr1y59/PHH+bZd+YV0hmFc90vqrmxTUPvCtLnc6NGjlZ6ebluOHTt2zZoAAAAA4GaZIrQNHjxYK1as0Nq1a1WhQgXb+sDAQEnKN9KVkpJiGxULDAxUdna2UlNTr9nm5MmT+fo9deqUXZsr+0lNTVVOTk6+EbhLPDw85OPjY7cAAAAAgCMVa2gzDEODBg3S0qVLtWbNGlWuXNlue+XKlRUYGKj4+HjbuuzsbK1fv16NGjWSJNWrV09ubm52bZKSkrRnzx5bm4iICKWnp2vr1q22Nlu2bFF6erpdmz179igpKcnWZtWqVfLw8FC9evUcf/AAAAAAcAOKdfbIAQMGaPHixfr8888VFhZmW2+1WuXl5SVJmjx5siZOnKh58+apSpUqmjBhgtatW6f9+/erdOnSkqS///3v+vLLLzV//nz5+vpqxIgROn36tBISEuTi4iJJatOmjU6cOKFZs2ZJkvr376/Q0FB98cUXki5O+f/ggw8qICBAU6dO1ZkzZxQTE6NOnTrpnXfeuaHjYfZIAAAAAJJjs0Gxhrar3Ss2b948xcTESLo4Gjd+/HjNmjVLqampatCggd59913bZCWS9Oeff+qFF17Q4sWLdf78ebVo0UIzZ860mxjkzJkzGjJkiFasWCFJ6tixo2bMmKEyZcrY2hw9elQDBgzQmjVr5OXlpZ49e+qNN96Qh4fHDR0PoQ0AAACAdAeFtjsNoQ0AAACAdAd/TxsAAAAAwB6hDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJuRZ3AQBwsyqNWnnN7YcntXNSJQAAAEWPkTYAAAAAMDFCGwAAAACYGJdHArjjcPkkAAC4kzDSBgAAAAAmRmgDAAAAABMjtAEAAACAiXFPG4C7Dve8AQCA2wkjbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACbmWtwFAIDZVBq18prbD09q56RKAAAACG0ATOh6oQkAAOBuwuWRAAAAAGBihDYAAAAAMDFCGwAAAACYGKENAAAAAEyM0AYAAAAAJkZoAwAAAAATI7QBAAAAgIkR2gAAAADAxAhtAAAAAGBixRravvvuO3Xo0EHBwcGyWCxavny53XaLxVLgMnXqVFubpk2b5tveo0cPu/2kpqYqOjpaVqtVVqtV0dHRSktLs2tz9OhRdejQQd7e3vLz89OQIUOUnZ1dVIcOAAAAADekWENbZmamateurRkzZhS4PSkpyW6ZO3euLBaLunbtateuX79+du1mzZplt71nz55KTExUXFyc4uLilJiYqOjoaNv23NxctWvXTpmZmdqwYYNiY2P12Wefafjw4Y4/aAAAAAC4Ca7F2XmbNm3Upk2bq24PDAy0e/z555+rWbNmuvfee+3WlyxZMl/bS/bt26e4uDht3rxZDRo0kCTNnj1bERER2r9/v8LCwrRq1Sr99NNPOnbsmIKDgyVJ06ZNU0xMjF5//XX5+PjcymECAAAAQKHdNve0nTx5UitXrlTfvn3zbVu0aJH8/PxUs2ZNjRgxQmfPnrVt27Rpk6xWqy2wSVLDhg1ltVq1ceNGW5vw8HBbYJOkqKgoZWVlKSEh4ao1ZWVlKSMjw24BAAAAAEcq1pG2m/Hhhx+qdOnS6tKli936J554QpUrV1ZgYKD27Nmj0aNHa+fOnYqPj5ckJScny9/fP9/+/P39lZycbGsTEBBgt71s2bJyd3e3tSnIxIkTNX78+Fs9NAAAAAC4qtsmtM2dO1dPPPGEPD097db369fP9nN4eLiqVKmi+vXra8eOHapbt66kixOaXMkwDLv1N9LmSqNHj9awYcNsjzMyMhQSEnLjBwUAAAAA13FbXB75/fffa//+/Xr66aev27Zu3bpyc3PTwYMHJV28L+7kyZP52p06dco2uhYYGJhvRC01NVU5OTn5RuAu5+HhIR8fH7sFAAAAABzptghtc+bMUb169VS7du3rtt27d69ycnIUFBQkSYqIiFB6erq2bt1qa7Nlyxalp6erUaNGtjZ79uxRUlKSrc2qVavk4eGhevXqOfhoAAAAAODGFevlkefOndPPP/9se3zo0CElJibK19dXFStWlHTxksNPP/1U06ZNy/f8X375RYsWLVLbtm3l5+enn376ScOHD1edOnXUuHFjSVL16tXVunVr9evXz/ZVAP3791f79u0VFhYmSYqMjFSNGjUUHR2tqVOn6syZMxoxYoT69evH6BkAAACAYlWsI23bt29XnTp1VKdOHUnSsGHDVKdOHf3zn/+0tYmNjZVhGHr88cfzPd/d3V3ffvutoqKiFBYWpiFDhigyMlKrV6+Wi4uLrd2iRYtUq1YtRUZGKjIyUg888IAWLFhg2+7i4qKVK1fK09NTjRs3Vrdu3dSpUye98cYbRXj0AAAAAHB9FsMwjOIu4k6RkZEhq9Wq9PR0RuiAW1Bp1MriLuGaDk9qV9wlAAAAk3NkNrgt7mkDAAAAgLsVoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAibkWdwEA7i6VRq0s7hIAAABuK4y0AQAAAICJEdoAAAAAwMS4PBIAbtL1LvE8PKmdkyoBAAB3A0baAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATKxYQ9t3332nDh06KDg4WBaLRcuXL7fbHhMTI4vFYrc0bNjQrk1WVpYGDx4sPz8/eXt7q2PHjjp+/Lhdm9TUVEVHR8tqtcpqtSo6OlppaWl2bY4ePaoOHTrI29tbfn5+GjJkiLKzs4visIE7WqVRK6+5AAAA4OYUa2jLzMxU7dq1NWPGjKu2ad26tZKSkmzLV199Zbd96NChWrZsmWJjY7VhwwadO3dO7du3V25urq1Nz549lZiYqLi4OMXFxSkxMVHR0dG27bm5uWrXrp0yMzO1YcMGxcbG6rPPPtPw4cMdf9AAAAAAcBNci7PzNm3aqE2bNtds4+HhocDAwAK3paena86cOVqwYIFatmwpSVq4cKFCQkK0evVqRUVFad++fYqLi9PmzZvVoEEDSdLs2bMVERGh/fv3KywsTKtWrdJPP/2kY8eOKTg4WJI0bdo0xcTE6PXXX5ePj48DjxoAAAAAbpzp72lbt26d/P39VbVqVfXr108pKSm2bQkJCcrJyVFkZKRtXXBwsMLDw7Vx40ZJ0qZNm2S1Wm2BTZIaNmwoq9Vq1yY8PNwW2CQpKipKWVlZSkhIuGptWVlZysjIsFsAAAAAwJFMHdratGmjRYsWac2aNZo2bZq2bdum5s2bKysrS5KUnJwsd3d3lS1b1u55AQEBSk5OtrXx9/fPt29/f3+7NgEBAXbby5YtK3d3d1ubgkycONF2n5zValVISMgtHS8AAAAAXKlYL4+8nu7du9t+Dg8PV/369RUaGqqVK1eqS5cuV32eYRiyWCy2x5f/fCttrjR69GgNGzbM9jgjI4PgBgAAAMChTD3SdqWgoCCFhobq4MGDkqTAwEBlZ2crNTXVrl1KSopt5CwwMFAnT57Mt69Tp07ZtblyRC01NVU5OTn5RuAu5+HhIR8fH7sFAAAAABzptgptp0+f1rFjxxQUFCRJqlevntzc3BQfH29rk5SUpD179qhRo0aSpIiICKWnp2vr1q22Nlu2bFF6erpdmz179igpKcnWZtWqVfLw8FC9evWccWgAAAAAUKBivTzy3Llz+vnnn22PDx06pMTERPn6+srX11fjxo1T165dFRQUpMOHD+ull16Sn5+fOnfuLEmyWq3q27evhg8frnLlysnX11cjRoxQrVq1bLNJVq9eXa1bt1a/fv00a9YsSVL//v3Vvn17hYWFSZIiIyNVo0YNRUdHa+rUqTpz5oxGjBihfv36MXoGAAAAoFgVa2jbvn27mjVrZnt86f6w3r1767333tPu3bv10UcfKS0tTUFBQWrWrJmWLFmi0qVL257z5ptvytXVVd26ddP58+fVokULzZ8/Xy4uLrY2ixYt0pAhQ2yzTHbs2NHuu+FcXFy0cuVKDRgwQI0bN5aXl5d69uypN954o6hfAgAAAAC4JothGEZxF3GnyMjIkNVqVXp6OiN0uGtVGrWyuEsodocntSvuEgAAQDFzZDa4re5pAwAAAIC7DaENAAAAAEyM0AYAAAAAJkZoAwAAAAATI7QBAAAAgIkV65T/AHAnut4MmswuCQAAbgYjbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAx1+IuAMDtpdKolcVdAgAAwF2FkTYAAAAAMDFCGwAAAACYGKENAAAAAEyM0AYAAAAAJkZoAwAAAAATI7QBAAAAgIkR2gAAAADAxAhtAAAAAGBihDYAAAAAMDFCGwAAAACYGKENAAAAAEyM0AYAAAAAJlasoe27775Thw4dFBwcLIvFouXLl9u25eTkaOTIkapVq5a8vb0VHBysXr166cSJE3b7aNq0qSwWi93So0cPuzapqamKjo6W1WqV1WpVdHS00tLS7NocPXpUHTp0kLe3t/z8/DRkyBBlZ2cX1aEDAAAAwA0p1tCWmZmp2rVra8aMGfm2/fHHH9qxY4fGjBmjHTt2aOnSpTpw4IA6duyYr22/fv2UlJRkW2bNmmW3vWfPnkpMTFRcXJzi4uKUmJio6Oho2/bc3Fy1a9dOmZmZ2rBhg2JjY/XZZ59p+PDhjj9oAAAAALgJrsXZeZs2bdSmTZsCt1mtVsXHx9ute+edd/TQQw/p6NGjqlixom19yZIlFRgYWOB+9u3bp7i4OG3evFkNGjSQJM2ePVsRERHav3+/wsLCtGrVKv300086duyYgoODJUnTpk1TTEyMXn/9dfn4+DjicAEAAADgpt1W97Slp6fLYrGoTJkydusXLVokPz8/1axZUyNGjNDZs2dt2zZt2iSr1WoLbJLUsGFDWa1Wbdy40dYmPDzcFtgkKSoqSllZWUpISLhqPVlZWcrIyLBbAAAAAMCRinWk7Wb8+eefGjVqlHr27Gk38vXEE0+ocuXKCgwM1J49ezR69Gjt3LnTNkqXnJwsf3//fPvz9/dXcnKyrU1AQIDd9rJly8rd3d3WpiATJ07U+PHjHXF4AAAAAFCg2yK05eTkqEePHsrLy9PMmTPttvXr18/2c3h4uKpUqaL69etrx44dqlu3riTJYrHk26dhGHbrb6TNlUaPHq1hw4bZHmdkZCgkJOTGDwwAAAAArsP0l0fm5OSoW7duOnTokOLj4697f1ndunXl5uamgwcPSpICAwN18uTJfO1OnTplG10LDAzMN6KWmpqqnJycfCNwl/Pw8JCPj4/dAgAAAACOZOqRtkuB7eDBg1q7dq3KlSt33efs3btXOTk5CgoKkiRFREQoPT1dW7du1UMPPSRJ2rJli9LT09WoUSNbm9dff11JSUm2561atUoeHh6qV69eER0dgLtVpVErr7n98KR2TqoEAADcDoo1tJ07d04///yz7fGhQ4eUmJgoX19fBQcH67HHHtOOHTv05ZdfKjc31zYa5uvrK3d3d/3yyy9atGiR2rZtKz8/P/30008aPny46tSpo8aNG0uSqlevrtatW6tfv362rwLo37+/2rdvr7CwMElSZGSkatSooejoaE2dOlVnzpzRiBEj1K9fP0bPAAAAABSrYr08cvv27apTp47q1KkjSRo2bJjq1Kmjf/7znzp+/LhWrFih48eP68EHH1RQUJBtuTTro7u7u7799ltFRUUpLCxMQ4YMUWRkpFavXi0XFxdbP4sWLVKtWrUUGRmpyMhIPfDAA1qwYIFtu4uLi1auXClPT081btxY3bp1U6dOnfTGG2849wUBAAAAgCtYDMMwiruIO0VGRoasVqvS09MZocMd63qX9uHWcXkkAAC3P0dmA9NPRAIAAAAAdzNCGwAAAACYGKENAAAAAEyM0AYAAAAAJkZoAwAAAAATI7QBAAAAgIkR2gAAAADAxAhtAAAAAGBihDYAAAAAMDFCGwAAAACYGKENAAAAAEyM0AYAAAAAJlao0Hbo0CFH1wEAAAAAKEChQtv999+vZs2aaeHChfrzzz8dXRMAAAAA4H8KFdp27typOnXqaPjw4QoMDNQzzzyjrVu3Oro2AAAAALjrFSq0hYeHa/r06frtt980b948JScn6+GHH1bNmjU1ffp0nTp1ytF1AgAAAMBd6ZYmInF1dVXnzp31ySefaPLkyfrll180YsQIVahQQb169VJSUpKj6gQAAACAu9Ithbbt27drwIABCgoK0vTp0zVixAj98ssvWrNmjX777Tc9+uijjqoTAAAAAO5KroV50vTp0zVv3jzt379fbdu21UcffaS2bduqRImLGbBy5cqaNWuWqlWr5tBiAQAAAOBuU6jQ9t5776lPnz566qmnFBgYWGCbihUras6cObdUHAAAAADc7QoV2g4ePHjdNu7u7urdu3dhdg8AAAAA+J9C3dM2b948ffrpp/nWf/rpp/rwww9vuSgAAAAAwEWFCm2TJk2Sn59fvvX+/v6aMGHCLRcFAAAAALioUJdHHjlyRJUrV863PjQ0VEePHr3logAUn0qjVhZ3CQAAALhMoUba/P39tWvXrnzrd+7cqXLlyt1yUQAAAACAiwoV2nr06KEhQ4Zo7dq1ys3NVW5urtasWaPnnntOPXr0cHSNAAAAAHDXKtTlka+99pqOHDmiFi1ayNX14i7y8vLUq1cv7mkDAAAAAAcqVGhzd3fXkiVL9Oqrr2rnzp3y8vJSrVq1FBoa6uj6AAAAAOCuVqjQdknVqlVVtWpVR9UCAAAAALhCoUJbbm6u5s+fr2+//VYpKSnKy8uz275mzRqHFAcAAAAAd7tChbbnnntO8+fPV7t27RQeHi6LxeLougAAAAAAKmRoi42N1SeffKK2bds6uh4AAAAAwGUKNeW/u7u77r//fkfXAgAAAAC4QqFC2/Dhw/X222/LMAxH1wMAAAAAuEyhLo/csGGD1q5dq6+//lo1a9aUm5ub3falS5c6pDgAAAAAuNsVKrSVKVNGnTt3dnQtAAAAAIArFCq0zZs3z9F1AAAAAAAKUKh72iTpwoULWr16tWbNmqWzZ89Kkk6cOKFz5845rDgAAAAAuNsVaqTtyJEjat26tY4ePaqsrCy1atVKpUuX1pQpU/Tnn3/q/fffd3SdAAAAAHBXKtRI23PPPaf69esrNTVVXl5etvWdO3fWt99+67DiAAAAAOBuV+jZI3/44Qe5u7vbrQ8NDdVvv/3mkMIAAAAAAIUcacvLy1Nubm6+9cePH1fp0qVvuSgAAAAAwEWFCm2tWrXSW2+9ZXtssVh07tw5jR07Vm3btnVUbQAAAABw1yvU5ZFvvvmmmjVrpho1aujPP/9Uz549dfDgQfn5+enjjz92dI0AAAAAcNcqVGgLDg5WYmKiPv74Y+3YsUN5eXnq27evnnjiCbuJSQAAAAAAt6ZQoU2SvLy81KdPH/Xp08eR9QAAAAAALlOo0PbRRx9dc3uvXr1uaD/fffedpk6dqoSEBCUlJWnZsmXq1KmTbbthGBo/frw++OADpaamqkGDBnr33XdVs2ZNW5usrCyNGDFCH3/8sc6fP68WLVpo5syZqlChgq1NamqqhgwZohUrVkiSOnbsqHfeeUdlypSxtTl69KgGDhyoNWvWyMvLSz179tQbb7yRb4ZMAChqlUatvOb2w5PaOakSAABgBoUKbc8995zd45ycHP3xxx9yd3dXyZIlbzi0ZWZmqnbt2nrqqafUtWvXfNunTJmi6dOna/78+apatapee+01tWrVSvv377fNUjl06FB98cUXio2NVbly5TR8+HC1b99eCQkJcnFxkST17NlTx48fV1xcnCSpf//+io6O1hdffCFJys3NVbt27VS+fHlt2LBBp0+fVu/evWUYht55553CvEQAAAAA4BAWwzAMR+zo4MGD+vvf/64XXnhBUVFRN1+IxWI30mYYhoKDgzV06FCNHDlS0sVRtYCAAE2ePFnPPPOM0tPTVb58eS1YsEDdu3eXJJ04cUIhISH66quvFBUVpX379qlGjRravHmzGjRoIEnavHmzIiIi9N///ldhYWH6+uuv1b59ex07dkzBwcGSpNjYWMXExCglJUU+Pj43dAwZGRmyWq1KT0+/4ecAZnO9UR4UP0baAAAwP0dmg0JN+V+QKlWqaNKkSflG4Qrr0KFDSk5OVmRkpG2dh4eHmjRpoo0bN0qSEhISlJOTY9cmODhY4eHhtjabNm2S1Wq1BTZJatiwoaxWq12b8PBwW2CTpKioKGVlZSkhIeGqNWZlZSkjI8NuAQAAAABHclhokyQXFxedOHHCIftKTk6WJAUEBNitDwgIsG1LTk6Wu7u7ypYte802/v7++fbv7+9v1+bKfsqWLSt3d3dbm4JMnDhRVqvVtoSEhNzkUQIAAADAtRXqnrZLE3pcYhiGkpKSNGPGDDVu3NghhV1isVjy9XXluitd2aag9oVpc6XRo0dr2LBhtscZGRkENwAAAAAOVajQdvkMj9LFwFO+fHk1b95c06ZNc0RdCgwMlHRxFCwoKMi2PiUlxTYqFhgYqOzsbKWmptqNtqWkpKhRo0a2NidPnsy3/1OnTtntZ8uWLXbbU1NTlZOTk28E7nIeHh7y8PAo5BECAAAAwPUV6vLIvLw8uyU3N1fJyclavHixXcC6FZUrV1ZgYKDi4+Nt67Kzs7V+/XpbIKtXr57c3Nzs2iQlJWnPnj22NhEREUpPT9fWrVttbbZs2aL09HS7Nnv27FFSUpKtzapVq+Th4aF69eo55HgAAAAAoDAK/eXajnDu3Dn9/PPPtseHDh1SYmKifH19VbFiRQ0dOlQTJkxQlSpVVKVKFU2YMEElS5ZUz549JUlWq1V9+/bV8OHDVa5cOfn6+mrEiBGqVauWWrZsKUmqXr26WrdurX79+mnWrFmSLk753759e4WFhUmSIiMjVaNGDUVHR2vq1Kk6c+aMRowYoX79+jELJAAAAIBiVajQdvl9XNczffr0q27bvn27mjVrlm+/vXv31vz58/Xiiy/q/PnzGjBggO3LtVetWmX7jjZJevPNN+Xq6qpu3brZvlx7/vz5tu9ok6RFixZpyJAhtlkmO3bsqBkzZti2u7i4aOXKlRowYIAaN25s9+XaAAAAAFCcCvU9bc2aNdOOHTt04cIF22jVgQMH5OLiorp16/7/zi0WrVmzxnHVmhzf04Y7Ad/TZn58TxsAAObnyGxQqJG2Dh06qHTp0vrwww9tE4Ckpqbqqaee0l//+lcNHz78looCAAAAAFxUqIlIpk2bpokTJ9rN2Fi2bFm99tprDps9EgAAAABQyNCWkZFR4DT6KSkpOnv27C0XBQAAAAC4qFChrXPnznrqqaf0n//8R8ePH9fx48f1n//8R3379lWXLl0cXSMAAAAA3LUKdU/b+++/rxEjRujJJ59UTk7OxR25uqpv376aOnWqQwsE4FhMNAIAAHB7KVRoK1mypGbOnKmpU6fql19+kWEYuv/+++Xt7e3o+gAAAADgrlaoyyMvSUpKUlJSkqpWrSpvb28V4tsDAAAAAADXUKjQdvr0abVo0UJVq1ZV27ZtlZSUJEl6+umnme4fAAAAAByoUKHt+eefl5ubm44ePaqSJUva1nfv3l1xcXEOKw4AAAAA7naFuqdt1apV+uabb1ShQgW79VWqVNGRI0ccUhgAAAAAoJAjbZmZmXYjbJf8/vvv8vDwuOWiAAAAAAAXFSq0PfLII/roo49sjy0Wi/Ly8jR16lQ1a9bMYcUBAAAAwN2uUJdHTp06VU2bNtX27duVnZ2tF198UXv37tWZM2f0ww8/OLpGAAAAALhrFWqkrUaNGtq1a5ceeughtWrVSpmZmerSpYt+/PFH3XfffY6uEQAAAADuWjc90paTk6PIyEjNmjVL48ePL4qaAAAAAAD/c9MjbW5ubtqzZ48sFktR1AMAAAAAuEyhLo/s1auX5syZ4+haAAAAAABXKNREJNnZ2fr3v/+t+Ph41a9fX97e3nbbp0+f7pDiAAAAAOBud1Oh7ddff1WlSpW0Z88e1a1bV5J04MABuzZcNgkAAAAAjnNToa1KlSpKSkrS2rVrJUndu3fXv/71LwUEBBRJcQAAAABwt7upe9oMw7B7/PXXXyszM9OhBQEAAAAA/l+hJiK55MoQBwAAAABwrJsKbRaLJd89a9zDBgAAAABF56buaTMMQzExMfLw8JAk/fnnn3r22WfzzR65dOlSx1UIAAAAAHexmwptvXv3tnv85JNPOrQYAAAAAIC9mwpt8+bNK6o6AAAAAAAFuKWJSAAAAAAARYvQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDEbmr2SABA8as0auU1tx+e1M5JlQAAAGdgpA0AAAAATIyRtjsMf4EHAAAA7iyMtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAibkWdwEAHKvSqJXFXQIAAAAciJE2AAAAADAx04e2SpUqyWKx5FsGDhwoSYqJicm3rWHDhnb7yMrK0uDBg+Xn5ydvb2917NhRx48ft2uTmpqq6OhoWa1WWa1WRUdHKy0tzVmHCQAAAAAFMn1o27Ztm5KSkmxLfHy8JOlvf/ubrU3r1q3t2nz11Vd2+xg6dKiWLVum2NhYbdiwQefOnVP79u2Vm5tra9OzZ08lJiYqLi5OcXFxSkxMVHR0tHMOEgAAAACuwvT3tJUvX97u8aRJk3TfffepSZMmtnUeHh4KDAws8Pnp6emaM2eOFixYoJYtW0qSFi5cqJCQEK1evVpRUVHat2+f4uLitHnzZjVo0ECSNHv2bEVERGj//v0KCwsroqMDAAAAgGsz/Ujb5bKzs7Vw4UL16dNHFovFtn7dunXy9/dX1apV1a9fP6WkpNi2JSQkKCcnR5GRkbZ1wcHBCg8P18aNGyVJmzZtktVqtQU2SWrYsKGsVqutTUGysrKUkZFhtwAAAACAI91WoW358uVKS0tTTEyMbV2bNm20aNEirVmzRtOmTdO2bdvUvHlzZWVlSZKSk5Pl7u6usmXL2u0rICBAycnJtjb+/v75+vP397e1KcjEiRNt98BZrVaFhIQ44CgBAAAA4P+Z/vLIy82ZM0dt2rRRcHCwbV337t1tP4eHh6t+/foKDQ3VypUr1aVLl6vuyzAMu9G6y3++WpsrjR49WsOGDbM9zsjIILgBAAAAcKjbJrQdOXJEq1ev1tKlS6/ZLigoSKGhoTp48KAkKTAwUNnZ2UpNTbUbbUtJSVGjRo1sbU6ePJlvX6dOnVJAQMBV+/Lw8JCHh0dhDgcAAAAAbshtc3nkvHnz5O/vr3bt2l2z3enTp3Xs2DEFBQVJkurVqyc3NzfbrJOSlJSUpD179thCW0REhNLT07V161Zbmy1btig9Pd3WBgAAAACKw20x0paXl6d58+apd+/ecnX9/5LPnTuncePGqWvXrgoKCtLhw4f10ksvyc/PT507d5YkWa1W9e3bV8OHD1e5cuXk6+urESNGqFatWrbZJKtXr67WrVurX79+mjVrliSpf//+at++PTNHAgAAAChWt0VoW716tY4ePao+ffrYrXdxcdHu3bv10UcfKS0tTUFBQWrWrJmWLFmi0qVL29q9+eabcnV1Vbdu3XT+/Hm1aNFC8+fPl4uLi63NokWLNGTIENsskx07dtSMGTOcc4AAAAAAcBUWwzCM4i7iTpGRkSGr1ar09HT5+PgUSw2VRq285vbDk659eSluf9d7D+DOx79zAACKnyOzwW1zTxsAAAAA3I0IbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAE3Mt7gIA3JxKo1YWdwkAAABwIkbaAAAAAMDECG0AAAAAYGJcHnmXud6ldYcntXNSJQCKCv/OAQC4szDSBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAibkWdwEA7FUatbK4SwAAAICJMNIGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMSYiAR2rjcJxuFJ7ZxUCQAAAACJkTYAAAAAMDVCGwAAAACYmKlD27hx42SxWOyWwMBA23bDMDRu3DgFBwfLy8tLTZs21d69e+32kZWVpcGDB8vPz0/e3t7q2LGjjh8/btcmNTVV0dHRslqtslqtio6OVlpamjMOEQAAAACuydShTZJq1qyppKQk27J7927btilTpmj69OmaMWOGtm3bpsDAQLVq1Upnz561tRk6dKiWLVum2NhYbdiwQefOnVP79u2Vm5tra9OzZ08lJiYqLi5OcXFxSkxMVHR0tFOPEwAAAAAKYvqJSFxdXe1G1y4xDENvvfWWXn75ZXXp0kWS9OGHHyogIECLFy/WM888o/T0dM2ZM0cLFixQy5YtJUkLFy5USEiIVq9eraioKO3bt09xcXHavHmzGjRoIEmaPXu2IiIitH//foWFhTnvYAEAAADgCqYfaTt48KCCg4NVuXJl9ejRQ7/++qsk6dChQ0pOTlZkZKStrYeHh5o0aaKNGzdKkhISEpSTk2PXJjg4WOHh4bY2mzZtktVqtQU2SWrYsKGsVqutzdVkZWUpIyPDbgEAAAAARzL1SFuDBg300UcfqWrVqjp58qRee+01NWrUSHv37lVycrIkKSAgwO45AQEBOnLkiCQpOTlZ7u7uKlu2bL42l56fnJwsf3//fH37+/vb2lzNxIkTNX78+EIfHwAUB77aAwCA24upR9ratGmjrl27qlatWmrZsqVWrrz4QePDDz+0tbFYLHbPMQwj37orXdmmoPY3sp/Ro0crPT3dthw7duy6xwQAAAAAN8PUoe1K3t7eqlWrlg4ePGi7z+3K0bCUlBTb6FtgYKCys7OVmpp6zTYnT57M19epU6fyjeJdycPDQz4+PnYLAAAAADiSqS+PvFJWVpb27dunv/71r6pcubICAwMVHx+vOnXqSJKys7O1fv16TZ48WZJUr149ubm5KT4+Xt26dZMkJSUlac+ePZoyZYokKSIiQunp6dq6daseeughSdKWLVuUnp6uRo0aFcNR4k53vUvTAAAAgMuZOrSNGDFCHTp0UMWKFZWSkqLXXntNGRkZ6t27tywWi4YOHaoJEyaoSpUqqlKliiZMmKCSJUuqZ8+ekiSr1aq+fftq+PDhKleunHx9fTVixAjb5ZaSVL16dbVu3Vr9+vXTrFmzJEn9+/dX+/btmTkSAAAAQLEzdWg7fvy4Hn/8cf3+++8qX768GjZsqM2bNys0NFSS9OKLL+r8+fMaMGCAUlNT1aBBA61atUqlS5e27ePNN9+Uq6urunXrpvPnz6tFixaaP3++XFxcbG0WLVqkIUOG2GaZ7Nixo2bMmOHcgwUAAACAAlgMwzCKu4g7RUZGhqxWq9LT04vt/raivvSOWeVuHZdHwuz4dw4AwK1zZDa4rSYiAQAAAIC7DaENAAAAAEyM0AYAAAAAJkZoAwAAAAATI7QBAAAAgImZesp/mM/1Zj5k1jkAAADAsRhpAwAAAAATI7QBAAAAgIkR2gAAAADAxAhtAAAAAGBihDYAAAAAMDFCGwAAAACYGFP+Aw52va9FAAAAAG4GI20AAAAAYGKMtMGh+PJtAAAAwLEYaQMAAAAAEyO0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxZo8EANhhFlgAAMyF0AbcJL48GwAAAM7E5ZEAAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIyJSOBUzEoHAAAA3BxG2gAAAADAxAhtAAAAAGBiXB4JXIHvYQMAAICZMNIGAAAAACbGSBtMhYlKAAAAAHuENtxxCH4AAAC4kxDacFvhfjMAAADcbQhttxlCy63jNQQAAMDthIlIAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYE5EAAG7KjUzmw1drAADgOIy0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxQhsAAAAAmJipQ9vEiRP1l7/8RaVLl5a/v786deqk/fv327WJiYmRxWKxWxo2bGjXJisrS4MHD5afn5+8vb3VsWNHHT9+3K5NamqqoqOjZbVaZbVaFR0drbS0tKI+RAAAAAC4JlOHtvXr12vgwIHavHmz4uPjdeHCBUVGRiozM9OuXevWrZWUlGRbvvrqK7vtQ4cO1bJlyxQbG6sNGzbo3Llzat++vXJzc21tevbsqcTERMXFxSkuLk6JiYmKjo52ynECAAAAwNWY+nva4uLi7B7PmzdP/v7+SkhI0COPPGJb7+HhocDAwAL3kZ6erjlz5mjBggVq2bKlJGnhwoUKCQnR6tWrFRUVpX379ikuLk6bN29WgwYNJEmzZ89WRESE9u/fr7CwsCI6QgAAAAC4NlOPtF0pPT1dkuTr62u3ft26dfL391fVqlXVr18/paSk2LYlJCQoJydHkZGRtnXBwcEKDw/Xxo0bJUmbNm2S1Wq1BTZJatiwoaxWq61NQbKyspSRkWG3AAAAAIAj3TahzTAMDRs2TA8//LDCw8Nt69u0aaNFixZpzZo1mjZtmrZt26bmzZsrKytLkpScnCx3d3eVLVvWbn8BAQFKTk62tfH398/Xp7+/v61NQSZOnGi7B85qtSokJMQRhwoAAAAANqa+PPJygwYN0q5du7Rhwwa79d27d7f9HB4ervr16ys0NFQrV65Uly5drro/wzBksVhsjy//+WptrjR69GgNGzbM9jgjI4PgBgAAAMChbouRtsGDB2vFihVau3atKlSocM22QUFBCg0N1cGDByVJgYGBys7OVmpqql27lJQUBQQE2NqcPHky375OnTpla1MQDw8P+fj42C0AAAAA4EimDm2GYWjQoEFaunSp1qxZo8qVK1/3OadPn9axY8cUFBQkSapXr57c3NwUHx9va5OUlKQ9e/aoUaNGkqSIiAilp6dr69attjZbtmxRenq6rQ0AAAAAFAdTXx45cOBALV68WJ9//rlKly5tu7/MarXKy8tL586d07hx49S1a1cFBQXp8OHDeumll+Tn56fOnTvb2vbt21fDhw9XuXLl5OvrqxEjRqhWrVq22SSrV6+u1q1bq1+/fpo1a5YkqX///mrfvj0zRwIAAAAoVhbDMIziLuJqrnY/2bx58xQTE6Pz58+rU6dO+vHHH5WWlqagoCA1a9ZMr776qt29ZX/++adeeOEFLV68WOfPn1eLFi00c+ZMuzZnzpzRkCFDtGLFCklSx44dNWPGDJUpU+aG683IyJDValV6enqRXSpZadTKItkvADjT4UntirsEAACKlCOzgalD2+2G0AYAN4bQBgC40zkyG5j6njYAAAAAuNsR2gAAAADAxAhtAAAAAGBihDYAAAAAMDFCGwAAAACYGKENAAAAAEyM0AYAAAAAJkZoAwAAAAATI7QBAAAAgIkR2gAAAADAxAhtAAAAAGBihDYAAAAAMDHX4i4AAHD3qTRq5TW3H57UzkmVAABgfoy0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMRci7sAAACuVGnUymtuPzypnZMqAQCg+DHSBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDEmIgEAHDbYaISAMDdhJE2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJMeU/AOCOw1cCAADuJIy0AQAAAICJEdoAAAAAwMQIbQAAAABgYtzTBgC463DPGwDgdsJIGwAAAACYGKENAAAAAEyMyyNN5nqX7AAAih6XTwIAzITQ5mSEMgC4/RHqAADORGgrAuFjv1EJj5LFXQYAAACAOwChDQAAB2MkDgDgSExEcoWZM2eqcuXK8vT0VL169fT9998Xd0kAAAAA7mKMtF1myZIlGjp0qGbOnKnGjRtr1qxZatOmjX766SdVrFixuMsDANwhbvX+ZkbqAODuYjEMwyjuIsyiQYMGqlu3rt577z3buurVq6tTp06aOHHidZ+fkZEhq9WqkKGfcE8bAMDUCH4AULQuZYP09HT5+Pjc0r4Yafuf7OxsJSQkaNSoUXbrIyMjtXHjxgKfk5WVpaysLNvj9PR0SVJe1h9FVygAAA5Q8flPi7uEu9qe8VHFXQKAIpaRkSFJcsQYGaHtf37//Xfl5uYqICDAbn1AQICSk5MLfM7EiRM1fvz4fOt/ey+mKEoEAAB3COtbxV0BAGc5ffq0rFbrLe2D0HYFi8Vi99gwjHzrLhk9erSGDRtme5yWlqbQ0FAdPXr0ln8xhZGRkaGQkBAdO3bslodgb8f+zVAD/fMeuNv7N0MN9M974G7v3ww10D/vgbu9f+niVXgVK1aUr6/vLe+L0PY/fn5+cnFxyTeqlpKSkm/07RIPDw95eHjkW2+1WovtzSFJPj4+d3X/ZqiB/nkP3O39m6EG+uc9cLf3b4Ya6J/3wN3evySVKHHrE/Yz5f//uLu7q169eoqPj7dbHx8fr0aNGhVTVQAAAADudoy0XWbYsGGKjo5W/fr1FRERoQ8++EBHjx7Vs88+W9ylAQAAALhLEdou0717d50+fVqvvPKKkpKSFB4erq+++kqhoaE39HwPDw+NHTu2wEsmneFu798MNdA/74G7vX8z1ED/vAfu9v7NUAP98x642/t3dA18TxsAAAAAmBj3tAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUKbg8ycOVOVK1eWp6en6tWrp++//95pfX/33Xfq0KGDgoODZbFYtHz5cqf1LUkTJ07UX/7yF5UuXVr+/v7q1KmT9u/f77T+33vvPT3wwAO2L0+MiIjQ119/7bT+rzRx4kRZLBYNHTrUaX2OGzdOFovFbgkMDHRa/5L022+/6cknn1S5cuVUsmRJPfjgg0pISHBK35UqVcp3/BaLRQMHDnRK/5J04cIF/eMf/1DlypXl5eWle++9V6+88ory8vKcVsPZs2c1dOhQhYaGysvLS40aNdK2bduKpK/rnXcMw9C4ceMUHBwsLy8vNW3aVHv37nVqDUuXLlVUVJT8/PxksViUmJjotP5zcnI0cuRI1apVS97e3goODlavXr104sQJp/QvXTwvVKtWTd7e3ipbtqxatmypLVu2OK3/yz3zzDOyWCx66623HNb/jdQQExOT77zQsGFDp/UvSfv27VPHjh1ltVpVunRpNWzYUEePHnVK/wWdFy0Wi6ZOneqQ/m+khnPnzmnQoEGqUKGCvLy8VL16db333ntO6//kyZOKiYlRcHCwSpYsqdatW+vgwYMO6/9GPgMV5fnwRvovynPh9fov6nPhjRx/UZ8Lb/ZzcGHPh4Q2B1iyZImGDh2ql19+WT/++KP++te/qk2bNg47KV9PZmamateurRkzZjilvyutX79eAwcO1ObNmxUfH68LFy4oMjJSmZmZTum/QoUKmjRpkrZv367t27erefPmevTRRx3+AfFGbNu2TR988IEeeOABp/dds2ZNJSUl2Zbdu3c7re/U1FQ1btxYbm5u+vrrr/XTTz9p2rRpKlOmjFP637Ztm92xx8fHS5L+9re/OaV/SZo8ebLef/99zZgxQ/v27dOUKVM0depUvfPOO06r4emnn1Z8fLwWLFig3bt3KzIyUi1bttRvv/3m8L6ud96ZMmWKpk+frhkzZmjbtm0KDAxUq1atdPbsWafVkJmZqcaNG2vSpEkO6/NG+//jjz+0Y8cOjRkzRjt27NDSpUt14MABdezY0Sn9S1LVqlU1Y8YM7d69Wxs2bFClSpUUGRmpU6dOOaX/S5YvX64tW7YoODjYIf3ebA2tW7e2Oz989dVXTuv/l19+0cMPP6xq1app3bp12rlzp8aMGSNPT0+n9H/5cSclJWnu3LmyWCzq2rWrQ/q/kRqef/55xcXFaeHChdq3b5+ef/55DR48WJ9//nmR928Yhjp16qRff/1Vn3/+uX788UeFhoaqZcuWDvuMciOfgYryfHgj/RflufB6/Rf1ufBGjr+oz4U38zn4ls6HBm7ZQw89ZDz77LN266pVq2aMGjXK6bVIMpYtW+b0fi+XkpJiSDLWr19fbDWULVvW+Pe//+3UPs+ePWtUqVLFiI+PN5o0aWI899xzTut77NixRu3atZ3W35VGjhxpPPzww8XW/5Wee+4547777jPy8vKc1me7du2MPn362K3r0qWL8eSTTzql/z/++MNwcXExvvzyS7v1tWvXNl5++eUi7fvK805eXp4RGBhoTJo0ybbuzz//NKxWq/H+++87pYbLHTp0yJBk/Pjjj0XS9/X6v2Tr1q2GJOPIkSPF0n96erohyVi9erXT+j9+/Lhxzz33GHv27DFCQ0ONN9980+F9X6uG3r17G48++miR9Xm9/rt37+60c8CNvAceffRRo3nz5k6toWbNmsYrr7xit65u3brGP/7xjyLvf//+/YYkY8+ePbZ1Fy5cMHx9fY3Zs2c7vH/DyP8ZyNnnw2t9BnPGufBGPgMW5bnwRvovynPhtWq41fMhI223KDs7WwkJCYqMjLRbHxkZqY0bNxZTVcUrPT1dkuTr6+v0vnNzcxUbG6vMzExFREQ4te+BAweqXbt2atmypVP7veTgwYMKDg5W5cqV1aNHD/36669O63vFihWqX7++/va3v8nf31916tTR7Nmzndb/5bKzs7Vw4UL16dNHFovFaf0+/PDD+vbbb3XgwAFJ0s6dO7Vhwwa1bdvWKf1fuHBBubm5+f6C7+XlpQ0bNjilhksOHTqk5ORku/Oih4eHmjRpcteeF6WL50aLxeK0EejLZWdn64MPPpDValXt2rWd0mdeXp6io6P1wgsvqGbNmk7psyDr1q2Tv7+/qlatqn79+iklJcUp/ebl5WnlypWqWrWqoqKi5O/vrwYNGjj9FoZLTp48qZUrV6pv375O7ffhhx/WihUr9Ntvv8kwDK1du1YHDhxQVFRUkfedlZUlSXbnRRcXF7m7uxfZefHKz0DOPh8W52ewG+2/KM+F1+vfGefCgmpwxPmQ0HaLfv/9d+Xm5iogIMBufUBAgJKTk4upquJjGIaGDRumhx9+WOHh4U7rd/fu3SpVqpQ8PDz07LPPatmyZapRo4bT+o+NjdWOHTs0ceJEp/V5uQYNGuijjz7SN998o9mzZys5OVmNGjXS6dOnndL/r7/+qvfee09VqlTRN998o2effVZDhgzRRx995JT+L7d8+XKlpaUpJibGqf2OHDlSjz/+uKpVqyY3NzfVqVNHQ4cO1eOPP+6U/kuXLq2IiAi9+uqrOnHihHJzc7Vw4UJt2bJFSUlJTqnhkkvnPs6L/+/PP//UqFGj1LNnT/n4+Dit3y+//FKlSpWSp6en3nzzTcXHx8vPz88pfU+ePFmurq4aMmSIU/orSJs2bbRo0SKtWbNG06ZN07Zt29S8eXPbh/milJKSonPnzmnSpElq3bq1Vq1apc6dO6tLly5av359kfd/pQ8//FClS5dWly5dnNrvv/71L9WoUUMVKlSQu7u7WrdurZkzZ+rhhx8u8r6rVaum0NBQjR49WqmpqcrOztakSZOUnJxcJOfFgj4DOfN8WFyfwW6m/6I8F16rf2edC69WgyPOh66OKBDK9xd9wzCc+ld+sxg0aJB27drl9L/sh4WFKTExUWlpafrss8/Uu3dvrV+/3inB7dixY3ruuee0atUqh92ncLPatGlj+7lWrVqKiIjQfffdpw8//FDDhg0r8v7z8vJUv359TZgwQZJUp04d7d27V++995569epV5P1fbs6cOWrTpk2R3D9zLUuWLNHChQu1ePFi1axZU4mJiRo6dKiCg4PVu3dvp9SwYMEC9enTR/fcc49cXFxUt25d9ezZUzt27HBK/1fivHhRTk6OevTooby8PM2cOdOpfTdr1kyJiYn6/fffNXv2bHXr1k1btmyRv79/kfabkJCgt99+Wzt27CjW33n37t1tP4eHh6t+/foKDQ3VypUrizy8XJqE6NFHH9Xzzz8vSXrwwQe1ceNGvf/++2rSpEmR9n+luXPn6oknnnD6/1P/+te/tHnzZq1YsUKhoaH67rvvNGDAAAUFBRX5lSlubm767LPP1LdvX/n6+srFxUUtW7a0+z/Tka71GcgZ58Pi+gx2o/0X9bnwWv0761xYUA2OOh8y0naL/Pz85OLiku+vJSkpKfn+qnKnGzx4sFasWKG1a9eqQoUKTu3b3d1d999/v+rXr6+JEyeqdu3aevvtt53Sd0JCglJSUlSvXj25urrK1dVV69ev17/+9S+5uroqNzfXKXVcztvbW7Vq1XLoDFnXEhQUlC8gV69e3WmT8Vxy5MgRrV69Wk8//bRT+5WkF154QaNGjVKPHj1Uq1YtRUdH6/nnn3fq6Ot9992n9evX69y5czp27Ji2bt2qnJwcVa5c2Wk1SLLNXMp58eKHlG7duunQoUOKj4936iibdPFccP/996thw4aaM2eOXF1dNWfOnCLv9/vvv1dKSooqVqxoOy8eOXJEw4cPV6VKlYq8/6sJCgpSaGioU86Nfn5+cnV1NcW58fvvv9f+/fudfm48f/68XnrpJU2fPl0dOnTQAw88oEGDBql79+564403nFJDvXr1bH/UTUpKUlxcnE6fPu3w8+LVPgM563xYnJ/BbqT/oj4XXq9/Z5wLr1aDo86HhLZb5O7urnr16tlmq7skPj5ejRo1KqaqnMswDA0aNEhLly7VmjVrnP4B8Wo1OePyF0lq0aKFdu/ercTERNtSv359PfHEE0pMTJSLi4tT6rhcVlaW9u3bp6CgIKf017hx43zT2x44cEChoaFO6f+SefPmyd/fX+3atXNqv9LFGbJKlLA/pbq4uDh1yv9LvL29FRQUpNTUVH3zzTd69NFHndp/5cqVFRgYaHdezM7O1vr16++a86L0/x9SDh48qNWrV6tcuXLFXZLTzo3R0dHatWuX3XkxODhYL7zwgr755psi7/9qTp8+rWPHjjnl3Oju7q6//OUvpjg3zpkzR/Xq1XPa/YyX5OTkKCcnxxTnRqvVqvLly+vgwYPavn27w86L1/sMVNTnw+L+DHYj/RflubCwx+/Ic+H1anDU+ZDLIx1g2LBhio6OVv369RUREaEPPvhAR48e1bPPPuuU/s+dO6eff/7Z9vjQoUNKTEyUr6+vKlasWOT9Dxw4UIsXL9bnn3+u0qVL2/6aZLVa5eXlVeT9v/TSS2rTpo1CQkJ09uxZxcbGat26dYqLiyvyvqWL9xJdee20t7e3ypUr57RrykeMGKEOHTqoYsWKSklJ0WuvvaaMjAynXZb3/PPPq1GjRpowYYK6deumrVu36oMPPtAHH3zglP6li5cizZs3T71795arq/NPbR06dNDrr7+uihUrqmbNmvrxxx81ffp09enTx2k1fPPNNzIMQ2FhYfr555/1wgsvKCwsTE899ZTD+7reeWfo0KGaMGGCqlSpoipVqmjChAkqWbKkevbs6bQazpw5o6NHj9q+D+jSh+fAwECHfI/htfoPDg7WY489ph07dujLL79Ubm6u7dzo6+srd3f3Iu2/XLlyev3119WxY0cFBQXp9OnTmjlzpo4fP+6wr8K43ut/5QczNzc3BQYGKiwszCH9X68GX19fjRs3Tl27dlVQUJAOHz6sl156SX5+furcuXOR91+xYkW98MIL6t69ux555BE1a9ZMcXFx+uKLL7Ru3Tqn9C9JGRkZ+vTTTzVt2jSH9HmzNTRp0kQvvPCCvLy8FBoaqvXr1+ujjz7S9OnTndL/p59+qvLly6tixYravXu3nnvuOXXq1CnfBHKFdb3PQJe+t7Wozoc38hmsKM+F1+v/woULRXouvF7/mZmZRX4uvF4N5cqVc8z5sJCzWeIK7777rhEaGmq4u7sbdevWdep092vXrjUk5Vt69+7tlP4L6luSMW/ePKf036dPH9trX758eaNFixbGqlWrnNL31Th7yv/u3bsbQUFBhpubmxEcHGx06dLF2Lt3r9P6NwzD+OKLL4zw8HDDw8PDqFatmvHBBx84tf9vvvnGkGTs37/fqf1ekpGRYTz33HNGxYoVDU9PT+Pee+81Xn75ZSMrK8tpNSxZssS49957DXd3dyMwMNAYOHCgkZaWViR9Xe+8k5eXZ4wdO9YIDAw0PDw8jEceecTYvXu3U2uYN29egdvHjh1b5P1fmlq7oGXt2rVF3v/58+eNzp07G8HBwYa7u7sRFBRkdOzY0di6datD+r5e/wUpiin/r1XDH3/8YURGRhrly5c33NzcjIoVKxq9e/c2jh496pT+L5kzZ45x//33G56enkbt2rWN5cuXO7X/WbNmGV5eXsV2LkhKSjJiYmKM4OBgw9PT0wgLCzOmTZvmsK9kuV7/b7/9tlGhQgXbe+Af//iHQ8/LN/IZqCjPhzfSf1GeC6/Xf1GfC6/XvzPOhYX5HFyY86Hlf50BAAAAAEyIe9oAAAAAwMQIbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAADChdevWyWKxKC0trbhLAQAUM0IbAMD0YmJi1KlTp3zrb4dgs3jxYrm4uOjZZ58t7lIAALcpQhsAANeRk5NT6OfOnTtXL774omJjY/XHH384sCoAwN2C0AYAuKN89tlnqlmzpjw8PFSpUiVNmzbNbrvFYtHy5cvt1pUpU0bz58+XJB0+fFgWi0WffPKJmjZtKk9PTy1cuFBHjhxRhw4dVLZsWXl7e6tmzZr66quvrlnL4cOHtXHjRo0aNUrVqlXTf/7zH7vtN7vPjRs36pFHHpGXl5dCQkI0ZMgQZWZm2rZnZ2frxRdf1D333CNvb281aNBA69ats22fP3++ypQpo+XLl6tq1ary9PRUq1atdOzYsWseBwCgeBHaAAB3jISEBHXr1k09evTQ7t27NW7cOI0ZM8YWyG7GyJEjNWTIEO3bt09RUVEaOHCgsrKy9N1332n37t2aPHmySpUqdc19zJ07V+3atZPVatWTTz6pOXPm2G2/mX3u3r1bUVFR6tKli3bt2qUlS5Zow4YNGjRokK3NU089pR9++EGxsbHatWuX/va3v6l169Y6ePCgrc0ff/yh119/XR9++KF++OEHZWRkqEePHjf9+gAAnMgAAMDkevfubbi4uBje3t52i6enpyHJSE1NNQzDMHr27Gm0atXK7rkvvPCCUaNGDdtjScayZcvs2litVmPevHmGYRjGoUOHDEnGW2+9ZdemVq1axrhx42645tzcXCMkJMRYvny5YRiGcerUKcPNzc04ePDgDe1z7dq1dscWHR1t9O/f367N999/b5QoUcI4f/688fPPPxsWi8X47bff7Nq0aNHCGD16tGEYhjFv3jxDkrF582bb9n379hmSjC1bttzwsQEAnIuRNgDAbaFZs2ZKTEy0W/7973/btdm3b58aN25st65x48Y6ePCgcnNzb6q/+vXr2z0eMmSIXnvtNTVu3Fhjx47Vrl27rvn8VatWKTMzU23atJEk+fn5KTIyUnPnzi3UPhMSEjR//nyVKlXKtkRFRSkvL0+HDh3Sjh07ZBiGqlatatdm/fr1+uWXX2z7cXV1tTu2atWqqUyZMtq3b99NvT4AAOdxLe4CAAC4Ed7e3rr//vvt1h0/ftzusWEYslgs+dZdzmKx5FtX0EQj3t7edo+ffvppRUVFaeXKlVq1apUmTpyoadOmafDgwQXWO3fuXJ05c0YlS5a0rcvLy9OPP/6oV199VS4uLje1z7y8PD3zzDMaMmRIvm0VK1bUrl275OLiooSEBLm4uNhtv/KSyytfo6utAwCYAyNtAIA7Ro0aNbRhwwa7dRs3blTVqlVtQaZ8+fJKSkqybT948OANz+oYEhKiZ599VkuXLtXw4cM1e/bsAtudPn1an3/+uWJjY/ONDp47d05ff/31Te+zbt262rt3r+6///58i7u7u+rUqaPc3FylpKTk2x4YGGjbz4ULF7R9+3bb4/379ystLU3VqlW7odcAAOB8jLQBAO4Yw4cP11/+8he9+uqr6t69uzZt2qQZM2Zo5syZtjbNmzfXjBkz1LBhQ+Xl5WnkyJFyc3O77r6HDh2qNm3aqGrVqkpNTdWaNWtUvXr1AtsuWLBA5cqV09/+9jeVKGH/99H27dtrzpw5at++/U3tc+TIkWrYsKEGDhyofv36ydvbW/v27VN8fLzeeecdVa1aVU888YR69eqladOmqU6dOvr999+1Zs0a1apVS23btpUkubm5afDgwfrXv/4lNzc3DRo0SA0bNtRDDz10oy8zAMDJGGkDANwx6tatq08++USxsbEKDw/XP//5T73yyiuKiYmxtZk2bZpCQkL0yCOPqGfPnhoxYoTdJYxXk5ubq4EDB6p69epq3bq1wsLC7MLg5ebOnavOnTvnC2yS1LVrV3355Zc6efLkTe3zgQce0Pr163Xw4EH99a9/VZ06dTRmzBgFBQXZ2sybN0+9evXS8OHDFRYWpo4dO2rLli0KCQmxtSlZsqRGjhypnj17KiIiQl5eXoqNjb3u8QMAio/FuPLCfgAAcEeaP3++hg4dqrS0tOIuBQBwExhpAwAAAAATI7QBAAAAgIlxeSQAAAAAmBgjbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMT+D0WvkZP+MsZ/AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make plot of sleep duration of all users\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(daily_sleep['minsasleep']/60, bins=24*4, range=(0, 24))\n",
    "plt.xlabel('Hours Asleep')\n",
    "plt.ylabel('Frequency')\n",
    "plt.xlim([0, 24])\n",
    "\n",
    "# add ticks for every hours\n",
    "plt.xticks(np.arange(0, 25, 1))\n",
    "\n",
    "plt.title('Histogram of Sleep Duration')\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# This plot generally shows a normal distribution centered around 7 hours of sleep.\n",
    "# But more specifically, the distribution is called a bimodal distribution, with two peaks at 1 hour \n",
    "# and 7 hours of sleep. 1 hour of sleep is likely naps or returned to bed after waking up."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the distribution of bedtime on weekdays and weekends\n",
    "\n",
    "# Calculate the percentage of each bedtime hour for weekdays and weekends\n",
    "plot_df_hist_timetobed_weekend = daily_sleep.groupby(['timetobed_hour', 'weekend']).size().reset_index(name='count')\n",
    "\n",
    "# Scale the count by total hours per weekend and weekday\n",
    "plot_df_hist_timetobed_weekend['perc'] = plot_df_hist_timetobed_weekend['count'] / plot_df_hist_timetobed_weekend.groupby('weekend')['count'].transform('sum')\n",
    "\n",
    "\n",
    "# Create a figure and axes with polar projection\n",
    "fig, ax = plt.subplots(figsize=(8, 8), subplot_kw={'projection': 'polar'})\n",
    "\n",
    "# Prepare the data for 24 hour bins\n",
    "hours = np.arange(24)\n",
    "weekday_perc = plot_df_hist_timetobed_weekend[plot_df_hist_timetobed_weekend['weekend'] == False]['perc'].values\n",
    "weekend_perc = plot_df_hist_timetobed_weekend[plot_df_hist_timetobed_weekend['weekend'] == True]['perc'].values\n",
    "\n",
    "# Plot the data\n",
    "ax.plot(np.radians(hours/24*360), weekday_perc, color='blue', alpha=0.5)\n",
    "ax.plot(np.radians(hours/24*360), weekend_perc, color='red', alpha=0.5)\n",
    "\n",
    "# complete the circle\n",
    "ax.plot(np.radians([23/24*360, 0]), [weekday_perc[-1], weekday_perc[0]], color='blue', alpha=0.5)\n",
    "ax.plot(np.radians([23/24*360, 0]), [weekend_perc[-1], weekend_perc[0]], color='red', alpha=0.5)\n",
    "\n",
    "# Set the plot title and axis labels\n",
    "ax.set_title('Distribution of Bedtime of Weekends vs Weekdays (24 hours)')\n",
    "ax.set_xticks(np.radians(hours/24*360))\n",
    "ax.set_xticklabels([f\"{h:02d}\" for h in hours])\n",
    "ax.set_theta_zero_location('N')\n",
    "ax.set_theta_direction(-1)\n",
    "ax.set_xlabel('Time to Bed (hour)')\n",
    "ax.legend(['Weekday', 'Weekend'])\n",
    "\n",
    "# Show the plot\n",
    "plt.show()\n",
    "\n",
    "# There is a clear difference in the distribution of time to bed between weekday and weekend. \n",
    "# On the weekend, people tend to go to bed later than on weekdays, around midnight on weekdays and \n",
    "# around 1am to 2am on weekends. There is also greater variability in the time to bed on weekends \n",
    "# compared to weekdays."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Box plot of sleep duration on weekend vs weekday\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.boxplot([daily_sleep[daily_sleep['weekend'] == False]['minsasleep'], \n",
    "             daily_sleep[daily_sleep['weekend'] == True]['minsasleep']])\n",
    "plt.ylabel('Minutes asleep')\n",
    "plt.title('Box Plot of Sleep Duration on Weekends vs Weekdays')\n",
    "plt.xticks([1, 2], ['Weekday', 'Weekend'])\n",
    "plt.xlabel('')\n",
    "plt.show()\n",
    "\n",
    "# Looking at the median line of the box plot, both the weekend and weekday are between the IQR \n",
    "# of the other box plot, suggesting there is no significant difference in sleep duration between \n",
    "# weekend and weekday."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Can you think of additional analysis using this data? Perhaps explore how does sleep duration (`minsasleep`) and time in bed (`bedtimedur`) differ, these data are not easy to record manually. You can begin with making a scatter plot of these two variables, what do you see?"
   ]
  },
  {
   "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": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}