HealthData.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=kim-health-data.png>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1 style=\"font-size:3rm;color:green;\">Health Data Jupyter Notebook</h1>\n",
    "This notebook contains Kim's Apple Health Data for 2 years (time period of June 1, 2020 - May 31, 2022). My analysis will compare multiple areas and use color charts. The five (5) required features are referenced throughout the notebook. Finally, I've also included a multi-chart summary at the end to immediately visualize all data. Enjoy!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"font-size:3rm;color:green;\">Feature 1 - Read data in from a local csv file - Import Health Data</h3>\n",
    "\n",
    "Use of Pandas to import .csv file/data. Also import Pandas and Numpy for additional data analysis. Import matplotlib for data visualization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Active energy burned(Cal)</th>\n",
       "      <th>Apple Watch stand hours(hr)</th>\n",
       "      <th>Basal energy burned(Cal)</th>\n",
       "      <th>Exercise time(min)</th>\n",
       "      <th>Flights climbed(count)</th>\n",
       "      <th>Heart rate(count/min)</th>\n",
       "      <th>Resting heart rate(count/min)</th>\n",
       "      <th>Stand time(min)</th>\n",
       "      <th>Step count(count)</th>\n",
       "      <th>Walking heart rate average(count/min)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-06</td>\n",
       "      <td>32562.605</td>\n",
       "      <td>519.0</td>\n",
       "      <td>70145.420</td>\n",
       "      <td>1771.0</td>\n",
       "      <td>40.470</td>\n",
       "      <td>83.686</td>\n",
       "      <td>57.467</td>\n",
       "      <td>5448.0</td>\n",
       "      <td>342345.273</td>\n",
       "      <td>108.483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-07</td>\n",
       "      <td>33837.342</td>\n",
       "      <td>506.0</td>\n",
       "      <td>72420.122</td>\n",
       "      <td>2026.0</td>\n",
       "      <td>98.171</td>\n",
       "      <td>85.217</td>\n",
       "      <td>58.065</td>\n",
       "      <td>5168.0</td>\n",
       "      <td>362907.978</td>\n",
       "      <td>108.806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-08</td>\n",
       "      <td>33936.205</td>\n",
       "      <td>480.0</td>\n",
       "      <td>70660.916</td>\n",
       "      <td>2185.0</td>\n",
       "      <td>150.113</td>\n",
       "      <td>85.162</td>\n",
       "      <td>60.188</td>\n",
       "      <td>4939.0</td>\n",
       "      <td>300141.779</td>\n",
       "      <td>102.565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-09</td>\n",
       "      <td>31957.453</td>\n",
       "      <td>477.0</td>\n",
       "      <td>68383.441</td>\n",
       "      <td>1904.0</td>\n",
       "      <td>232.420</td>\n",
       "      <td>88.482</td>\n",
       "      <td>60.733</td>\n",
       "      <td>5772.0</td>\n",
       "      <td>398573.937</td>\n",
       "      <td>114.017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-10</td>\n",
       "      <td>26645.052</td>\n",
       "      <td>470.0</td>\n",
       "      <td>67709.706</td>\n",
       "      <td>1455.0</td>\n",
       "      <td>69.000</td>\n",
       "      <td>76.347</td>\n",
       "      <td>57.677</td>\n",
       "      <td>3969.0</td>\n",
       "      <td>242276.382</td>\n",
       "      <td>97.016</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Date  Active energy burned(Cal)  Apple Watch stand hours(hr)  \\\n",
       "0  2020-06                  32562.605                        519.0   \n",
       "1  2020-07                  33837.342                        506.0   \n",
       "2  2020-08                  33936.205                        480.0   \n",
       "3  2020-09                  31957.453                        477.0   \n",
       "4  2020-10                  26645.052                        470.0   \n",
       "\n",
       "   Basal energy burned(Cal)  Exercise time(min)  Flights climbed(count)  \\\n",
       "0                 70145.420              1771.0                  40.470   \n",
       "1                 72420.122              2026.0                  98.171   \n",
       "2                 70660.916              2185.0                 150.113   \n",
       "3                 68383.441              1904.0                 232.420   \n",
       "4                 67709.706              1455.0                  69.000   \n",
       "\n",
       "   Heart rate(count/min)  Resting heart rate(count/min)  Stand time(min)  \\\n",
       "0                 83.686                         57.467           5448.0   \n",
       "1                 85.217                         58.065           5168.0   \n",
       "2                 85.162                         60.188           4939.0   \n",
       "3                 88.482                         60.733           5772.0   \n",
       "4                 76.347                         57.677           3969.0   \n",
       "\n",
       "   Step count(count)  Walking heart rate average(count/min)  \n",
       "0         342345.273                                108.483  \n",
       "1         362907.978                                108.806  \n",
       "2         300141.779                                102.565  \n",
       "3         398573.937                                114.017  \n",
       "4         242276.382                                 97.016  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "health_data_2year = pd.read_csv(\"Export_ActiveEnergyBurned.csv\")\n",
    "health_data_2year.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Object class\n",
    "type(health_data_2year)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"font-size:3rm;color:green;\">Feature 2 - Manipulate and clean data</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Active energy burned(Cal)</th>\n",
       "      <th>Basal energy burned(Cal)</th>\n",
       "      <th>Exercise time(min)</th>\n",
       "      <th>Heart rate(count/min)</th>\n",
       "      <th>Resting heart rate(count/min)</th>\n",
       "      <th>Step count(count)</th>\n",
       "      <th>Walking heart rate average(count/min)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-06</td>\n",
       "      <td>32562.605</td>\n",
       "      <td>70145.420</td>\n",
       "      <td>1771.0</td>\n",
       "      <td>83.686</td>\n",
       "      <td>57.467</td>\n",
       "      <td>342345.273</td>\n",
       "      <td>108.483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-07</td>\n",
       "      <td>33837.342</td>\n",
       "      <td>72420.122</td>\n",
       "      <td>2026.0</td>\n",
       "      <td>85.217</td>\n",
       "      <td>58.065</td>\n",
       "      <td>362907.978</td>\n",
       "      <td>108.806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-08</td>\n",
       "      <td>33936.205</td>\n",
       "      <td>70660.916</td>\n",
       "      <td>2185.0</td>\n",
       "      <td>85.162</td>\n",
       "      <td>60.188</td>\n",
       "      <td>300141.779</td>\n",
       "      <td>102.565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-09</td>\n",
       "      <td>31957.453</td>\n",
       "      <td>68383.441</td>\n",
       "      <td>1904.0</td>\n",
       "      <td>88.482</td>\n",
       "      <td>60.733</td>\n",
       "      <td>398573.937</td>\n",
       "      <td>114.017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-10</td>\n",
       "      <td>26645.052</td>\n",
       "      <td>67709.706</td>\n",
       "      <td>1455.0</td>\n",
       "      <td>76.347</td>\n",
       "      <td>57.677</td>\n",
       "      <td>242276.382</td>\n",
       "      <td>97.016</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Date  Active energy burned(Cal)  Basal energy burned(Cal)  \\\n",
       "0  2020-06                  32562.605                 70145.420   \n",
       "1  2020-07                  33837.342                 72420.122   \n",
       "2  2020-08                  33936.205                 70660.916   \n",
       "3  2020-09                  31957.453                 68383.441   \n",
       "4  2020-10                  26645.052                 67709.706   \n",
       "\n",
       "   Exercise time(min)  Heart rate(count/min)  Resting heart rate(count/min)  \\\n",
       "0              1771.0                 83.686                         57.467   \n",
       "1              2026.0                 85.217                         58.065   \n",
       "2              2185.0                 85.162                         60.188   \n",
       "3              1904.0                 88.482                         60.733   \n",
       "4              1455.0                 76.347                         57.677   \n",
       "\n",
       "   Step count(count)  Walking heart rate average(count/min)  \n",
       "0         342345.273                                108.483  \n",
       "1         362907.978                                108.806  \n",
       "2         300141.779                                102.565  \n",
       "3         398573.937                                114.017  \n",
       "4         242276.382                                 97.016  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Clean data file to remove unnecessary columns related to stand time, stand time in hours and flights of stairs climbed.\n",
    "health_data_2year_dataframe = health_data_2year.drop(columns=['Apple Watch stand hours(hr)','Flights climbed(count)','Stand time(min)'])\n",
    "health_data_2year_dataframe.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date                                      object\n",
       "Active energy burned(Cal)                float64\n",
       "Basal energy burned(Cal)                 float64\n",
       "Exercise time(min)                       float64\n",
       "Heart rate(count/min)                    float64\n",
       "Resting heart rate(count/min)            float64\n",
       "Step count(count)                        float64\n",
       "Walking heart rate average(count/min)    float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Data classes in data frame\n",
    "health_data_2year_dataframe.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Active energy burned(Cal)</th>\n",
       "      <th>Apple Watch stand hours(hr)</th>\n",
       "      <th>Basal energy burned(Cal)</th>\n",
       "      <th>Exercise time(min)</th>\n",
       "      <th>Flights climbed(count)</th>\n",
       "      <th>Heart rate(count/min)</th>\n",
       "      <th>Resting heart rate(count/min)</th>\n",
       "      <th>Stand time(min)</th>\n",
       "      <th>Step count(count)</th>\n",
       "      <th>Walking heart rate average(count/min)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-06</td>\n",
       "      <td>32563.0</td>\n",
       "      <td>519.0</td>\n",
       "      <td>70145.0</td>\n",
       "      <td>1771.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>5448.0</td>\n",
       "      <td>342345.0</td>\n",
       "      <td>108.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-07</td>\n",
       "      <td>33837.0</td>\n",
       "      <td>506.0</td>\n",
       "      <td>72420.0</td>\n",
       "      <td>2026.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>5168.0</td>\n",
       "      <td>362908.0</td>\n",
       "      <td>109.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-08</td>\n",
       "      <td>33936.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>70661.0</td>\n",
       "      <td>2185.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>4939.0</td>\n",
       "      <td>300142.0</td>\n",
       "      <td>103.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-09</td>\n",
       "      <td>31957.0</td>\n",
       "      <td>477.0</td>\n",
       "      <td>68383.0</td>\n",
       "      <td>1904.0</td>\n",
       "      <td>232.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5772.0</td>\n",
       "      <td>398574.0</td>\n",
       "      <td>114.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-10</td>\n",
       "      <td>26645.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>67710.0</td>\n",
       "      <td>1455.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>3969.0</td>\n",
       "      <td>242276.0</td>\n",
       "      <td>97.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Date  Active energy burned(Cal)  Apple Watch stand hours(hr)  \\\n",
       "0  2020-06                    32563.0                        519.0   \n",
       "1  2020-07                    33837.0                        506.0   \n",
       "2  2020-08                    33936.0                        480.0   \n",
       "3  2020-09                    31957.0                        477.0   \n",
       "4  2020-10                    26645.0                        470.0   \n",
       "\n",
       "   Basal energy burned(Cal)  Exercise time(min)  Flights climbed(count)  \\\n",
       "0                   70145.0              1771.0                    40.0   \n",
       "1                   72420.0              2026.0                    98.0   \n",
       "2                   70661.0              2185.0                   150.0   \n",
       "3                   68383.0              1904.0                   232.0   \n",
       "4                   67710.0              1455.0                    69.0   \n",
       "\n",
       "   Heart rate(count/min)  Resting heart rate(count/min)  Stand time(min)  \\\n",
       "0                   84.0                           57.0           5448.0   \n",
       "1                   85.0                           58.0           5168.0   \n",
       "2                   85.0                           60.0           4939.0   \n",
       "3                   88.0                           61.0           5772.0   \n",
       "4                   76.0                           58.0           3969.0   \n",
       "\n",
       "   Step count(count)  Walking heart rate average(count/min)  \n",
       "0           342345.0                                  108.0  \n",
       "1           362908.0                                  109.0  \n",
       "2           300142.0                                  103.0  \n",
       "3           398574.0                                  114.0  \n",
       "4           242276.0                                   97.0  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Transform data to round all numbers to .0\n",
    "health_data_2year_dataframe = health_data_2year.round()\n",
    "health_data_2year_dataframe.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"font-size:3rm;color:green;\">Feature 3 - Analyze data - Active Energy Burned (calories)</h3>\n",
    "Active Energy Burned is an estimate of the calories you burn over the course of a time period through exercise or other activity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Active energy burned(Cal)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-06</th>\n",
       "      <td>32563.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07</th>\n",
       "      <td>33837.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08</th>\n",
       "      <td>33936.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09</th>\n",
       "      <td>31957.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10</th>\n",
       "      <td>26645.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11</th>\n",
       "      <td>26924.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12</th>\n",
       "      <td>28943.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01</th>\n",
       "      <td>24709.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02</th>\n",
       "      <td>24952.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03</th>\n",
       "      <td>25437.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04</th>\n",
       "      <td>26634.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05</th>\n",
       "      <td>29117.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06</th>\n",
       "      <td>25993.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07</th>\n",
       "      <td>26834.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08</th>\n",
       "      <td>27008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09</th>\n",
       "      <td>25421.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10</th>\n",
       "      <td>26048.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-11</th>\n",
       "      <td>22341.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12</th>\n",
       "      <td>21615.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01</th>\n",
       "      <td>22828.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-02</th>\n",
       "      <td>22181.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03</th>\n",
       "      <td>23781.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04</th>\n",
       "      <td>22326.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-05</th>\n",
       "      <td>25173.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Active energy burned(Cal)\n",
       "Date                              \n",
       "2020-06                    32563.0\n",
       "2020-07                    33837.0\n",
       "2020-08                    33936.0\n",
       "2020-09                    31957.0\n",
       "2020-10                    26645.0\n",
       "2020-11                    26924.0\n",
       "2020-12                    28943.0\n",
       "2021-01                    24709.0\n",
       "2021-02                    24952.0\n",
       "2021-03                    25437.0\n",
       "2021-04                    26634.0\n",
       "2021-05                    29117.0\n",
       "2021-06                    25993.0\n",
       "2021-07                    26834.0\n",
       "2021-08                    27008.0\n",
       "2021-09                    25421.0\n",
       "2021-10                    26048.0\n",
       "2021-11                    22341.0\n",
       "2021-12                    21615.0\n",
       "2022-01                    22828.0\n",
       "2022-02                    22181.0\n",
       "2022-03                    23781.0\n",
       "2022-04                    22326.0\n",
       "2022-05                    25173.0"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Isolate monthly date range and monthly active energy burned data.\n",
    "round(pd.pivot_table(health_data_2year, index=[\"Date\"], values=[\"Active energy burned(Cal)\"], aggfunc=np.sum))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26020.5\n"
     ]
    }
   ],
   "source": [
    "#Calculate the median of Active energy burned(calories). Save information as a variable 'median_active_eng_burned'.\n",
    "median_active_eng_burned = health_data_2year_dataframe['Active energy burned(Cal)'].median()\n",
    "print(median_active_eng_burned)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "21615.0\n"
     ]
    }
   ],
   "source": [
    "#Find the minimum of Active energy burned(calories). Save information as a variable 'min_active_eng_burned'.\n",
    "min_active_eng_burned = health_data_2year_dataframe['Active energy burned(Cal)'].min()\n",
    "print(min_active_eng_burned)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "33936.0\n"
     ]
    }
   ],
   "source": [
    "#Find the maximum of Active energy burned(calories). Save informaiton as a variable 'max_active_eng_burned'.\n",
    "max_active_eng_burned = health_data_2year_dataframe['Active energy burned(Cal)'].max()\n",
    "print(max_active_eng_burned)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"font-size:3rm;color:green;\">Feature 4 - Visualize data (line chart) - Active Energy Burned (calories)</h3>\n",
    "\n",
    "Use of <b>Matplotlib</b> to create Plot graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot the 2-year period (in months) of Active Energy Burned (calories) with custom chart formatting.\n",
    "plt.figure(figsize = (12, 6), facecolor = \"yellow\")\n",
    "plt.plot(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Active energy burned(Cal)'], marker = 's', color = \"green\")\n",
    "plt.xlabel(\"Date\", fontsize = 20, labelpad=10)\n",
    "plt.ylabel(\"Calories\", fontsize = 20, labelpad=10)\n",
    "plt.grid(color = \"lightgrey\", linestyle = \"--\", linewidth = 1)\n",
    "plt.xticks(rotation=\"vertical\")\n",
    "plt.tick_params(axis = \"both\", labelsize = \"large\")\n",
    "plt.title(\"Active Energy Burned\", fontsize=30, loc = \"left\", fontstyle = \"oblique\", color = \"darkgreen\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"font-size: 2rm;color:green;\">Feature 5 - Interpretation of Active Energy Burned data:</h3>\n",
    "During the 2-year period of June 2021 - June 2022, the min calories burned were 21,615. The median calories burned were 26,020 and the max calories burned were 33,936. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"font-size:3rm;color:orange;\">Feature 3 - Analyze Data - Basal Energy Burned (calories)</h3>\n",
    "Basal Energy Burned is an estimate of the calories you burn over the course of a time period through resting energy. Resting energy is the energy that the body burns to maintain its normal, resting state. The body uses this energy to perform basic functions like breathing, circulating blood, and managing the growth and maintenance of cells. (Reference: developer.apple.com/documentation/healthkit/...)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>Basal energy burned(Cal)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-06</th>\n",
       "      <td>70145.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07</th>\n",
       "      <td>72420.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08</th>\n",
       "      <td>70661.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09</th>\n",
       "      <td>68383.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10</th>\n",
       "      <td>67710.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11</th>\n",
       "      <td>66333.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12</th>\n",
       "      <td>70655.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01</th>\n",
       "      <td>68886.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02</th>\n",
       "      <td>62237.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03</th>\n",
       "      <td>66727.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04</th>\n",
       "      <td>66307.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05</th>\n",
       "      <td>69432.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06</th>\n",
       "      <td>66405.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07</th>\n",
       "      <td>68365.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08</th>\n",
       "      <td>68084.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09</th>\n",
       "      <td>65702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10</th>\n",
       "      <td>69681.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-11</th>\n",
       "      <td>65959.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12</th>\n",
       "      <td>67786.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01</th>\n",
       "      <td>68165.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-02</th>\n",
       "      <td>62475.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03</th>\n",
       "      <td>68583.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04</th>\n",
       "      <td>66658.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-05</th>\n",
       "      <td>71127.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Basal energy burned(Cal)\n",
       "Date                             \n",
       "2020-06                   70145.0\n",
       "2020-07                   72420.0\n",
       "2020-08                   70661.0\n",
       "2020-09                   68383.0\n",
       "2020-10                   67710.0\n",
       "2020-11                   66333.0\n",
       "2020-12                   70655.0\n",
       "2021-01                   68886.0\n",
       "2021-02                   62237.0\n",
       "2021-03                   66727.0\n",
       "2021-04                   66307.0\n",
       "2021-05                   69432.0\n",
       "2021-06                   66405.0\n",
       "2021-07                   68365.0\n",
       "2021-08                   68084.0\n",
       "2021-09                   65702.0\n",
       "2021-10                   69681.0\n",
       "2021-11                   65959.0\n",
       "2021-12                   67786.0\n",
       "2022-01                   68165.0\n",
       "2022-02                   62475.0\n",
       "2022-03                   68583.0\n",
       "2022-04                   66658.0\n",
       "2022-05                   71127.0"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Isolate monthly date range and monthly basal energy burned data.\n",
    "round(pd.pivot_table(health_data_2year, index=[\"Date\"], values=[\"Basal energy burned(Cal)\"], aggfunc=np.sum))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"font-size:3rm;color:orange;\">Feature 4 - Visualize data (line chart) - Basal Energy Burned (calories)</h3>\n",
    "\n",
    "Use of <b>Matplotlib</b> to create Plot graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot the 2-year period (in months) of Basal Energy Burned (calories) with custom chart formatting.\n",
    "plt.figure(figsize = (12, 6), facecolor = \"orange\")\n",
    "plt.plot(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Basal energy burned(Cal)'], marker = 's', color = \"orange\")\n",
    "plt.xlabel(\"Date\", fontsize = 20, labelpad=10)\n",
    "plt.ylabel(\"Calories\", fontsize = 20, labelpad=10)\n",
    "plt.grid(color = \"lightgrey\", linestyle = \"--\", linewidth = 1)\n",
    "plt.xticks(rotation=\"vertical\")\n",
    "plt.tick_params(axis = \"both\", labelsize = \"large\")\n",
    "plt.title(\"Basal Energy Burned\", fontsize=30, loc = \"left\", fontstyle = \"oblique\", color = \"darkgreen\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"font-size:3rm;color:red;\">Feature 4 - Visualize data (multiple chart formats) - Energy Burned [Both Active and Basal Energy Burned in (calories)]</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qzKrMDmON4+m5Z58jNDS0Und5FPW3r1evXpknL8XJz883zZXfqFGjSh9OJgiCIAi3InLF3oIUFUQODg41vqJYdHXXwcGhzLnky/IaDIZSJxRFXXQA3NwrHlxZGfHxN/p1V6WPc3F3RV0/AK5du8bRo8qUh40blz29YxFF3XEyMjJIvpxMWloav/3+m+m9vXtX3H+8KhQfvFqVLj1F2wXAybl00Vl8UHVln1e8i0pZM+IUH39R2bYqovgdoEoH7lZwB8iSx1PRZ7k4Vz5rUURERJVPjARBEAThVkUKewuRfDnZNEtLw4YNqz3FYhFFhVijRo0qvZpZVNg39GlYajCrk+ONIjMtLa1GbTLnqi9Qok990fST5bF582bTmILKThpuns9++Yrlpq4jDz7wYI2nQczPzzcNIHZzc6vS3YbY2BsDRG9+zgBgupsAVDhINC8vj61bt5p+LuuKffGuMlUtcouOkYruhty8rrOzM36+JWfOseTxVLSfit/ZKYvCwkLWrV9n+lkGzgqCIAhC2UhhbyGKX+Gt7Ap7ZVy5csV0NbOyIiY7O9s0t3dZ6zb0vdFNY/++/TVqV/EBm1Uprup73yiIT506Ve56586fY/2G9aafKytWg1rc6I+9ZcsW9u7dCyiDSKvS37wyis83X97DoYqTnp5e4sFanTqVnsEoJ/vGwODsnOxyP+vn5T+XmBKyrKv7xa++V2U/mHuFv6iwbxzQuNRJkiWPJ29vZZab7OzsEuMlbmbdunUl7njIVJeCIAiCUDZS2FsIi/avP1/1K+PFZ28pq8gLax9mKs42b9nMvv37Kvy85MvJ/Pzzz+Tm5pbbrtq1a1fpKnbxAbO/r/u9RDeOIk6fPs1nn31mulpfXo7i+Pr6UqeOMrtKTEwMAC4uLowaNarSNlWFEvuynIdDFZF8OZnPPvvMNPtPWFhYmfO61/G4MRvM33//XWp5bm4uS5ctLXG13svLy5SzvPZVpchNTEw0bd/K1k9NTTU95Kys/dC6VWtqudcCIOJghGnqy/JIT09n9ZrVJF9OLv1ZxY6PFStWlDkod+Omjaxes9r0s8FgqPGJsyAIgiDoFRmBZiGKz6KSlZ1V6dzeRQQGBpaYvx3M7A99vvz+0KAMWu3fvz9//PEHhYWFfPXVV2zbto32oe3x8vKisLCQq9eucvHiRU6fPs25c+fw8fHhvvvuK/E5hYWFxCfEl+spiw4dOuDj40NSUhJXrlzh/Q/ep0+fPvj6+nLt2jWOHTtGZGSkaZaTCxcuKN0/KnhwUhHNmzcv0Rd98F2DTVeAa0rRVJOgdMu5eV8WFBSQnp5OTEwMByMP3niabJMmjH90fJmf2bZNWwwGA0ajkX379pGWlkZY+zDc3Ny4cPECBw4c4MqVK9xxxx1s27aNwsLCcvviF3WJquq2KnE8mTNwtoz97OrqyvARw1m2bBkAP//8M3v37qVTp06mKTyzsrJITEzk7NmzxJyOwdHRkXvuvqfUZ/Xr248dO3aQn5/PyZMn+edH/6Rnj5541vUk5XIK+/bv49y5c7i6ugLKVJu+vr6mnwVBEARBKIkU9haieEG0YcOGKr/v1X+8WqqwLyrcDAZDpQMtKyvEAEbeO5K8vDzTw6KOHz9ummqwLIp3dSni0qVLpqv4VS3sHR0deXLCk3z66adcy7rGlStXWL16dYl1GjRowOOPPW4qFFu0aFHu00dvbmNRYd+gfgMGDhxYpTZVheJjCbZv38727dsrXN/BwYHevXsz8t6R5T6wq1GjRvTt25ctW7YAStek4t2TnJ2dGT16NK1btTZdtS9vRpyiQt3f379K28qcB2NV5Xjqe0dfsrOy+XX1rxQWFhIbG1tijMHNNG/evMx2+vn58eCDD7JkyRKMRiPx8fH8+NOPJdapXbs2jz/2OF/M/aLCNgmCIAiCIIW9RUhPT+fKlStmv8/R0bHMQqWocGvYsPRg2JspKsTq1auHh4dHmes4ODgw5sExdO/WnR1/7yAmJobLly+Tm5uLs7Mznp6eNGzYkBYtWtCubbsy5zk3p3tQcQIDA5n+xnR+//13jh49Snp6OrVr16aRXyM6d+5Mjx49uHbtGnHxSuY2IW2q9LnFt/fo+0ZXOsC4qhQWFpboz10Wrq6u1K5dG39/f4KDg7n99tvxqudV4XtAGdjr7+/Ptm3buHDhAo6OjtSvX5/2oe3p1asXDRo0KNFXv6yTuvT0dNLT04Gq9zUvOp5cXFxKDYa9maI7T5XNxjR48GA6duzI9h3bOXHiBMlJyWTnZOPo6IiHhwcNGzakWbNmtG3TluDg4HI/p3ev3vj5+rHhjw2cPn2a7OxsarnXwq+RH23atKHvHX3Nno1JEARBEG5VDPPy5hkrX00QrMevv/7Kb7//hsFg4IP3P6i0S83ly5eZMXMG+fn5hISEMOXFKeo0VBAEQRAEwY6RwbOCTYmNjWXDH0rXpfDO4VXqJ798xXLy8/NxcnLiwQcetHYTBUEQBEEQNIEU9oLVOH36NAUFBeUuP3ToEP/9v/+Sn5+Pm5tblWa12bFjBwcOHABg4ICBNX4QmCAIgiAIgl6QPvaC1fjm22/Izs4mrH0YjRs3pk6dOuQX5JN0KYnDUYdNAy4dHR2ZOHFimVfrky8nk3gxkazsLI4ePcrOnTsBpa/1kCFDVM0jCIIgCIJgz0hhL1iF7OxsLl26hNFoZNv2beWu5+PjwxOPP0Hz5s3LXP7HH3+UmNsdlIHCT096GicnOXwFQRAEQRCKkMpIsArOzs5MmjSJQ4cOcfbsWTIzM7l69SpOTk54enoSGBhIh7AOdO7cucIpG4vmlHd2dsbLy4uw9mEMHDiQunXrqhVFEARBEARBE8isOBbgDb83ypwiUg3y8vIsNtWjPXjUdEkmbbj05lHTJZm04ZJM2nBJJm249OYpi+iz0Xx88eMyl8kVewvQrFkz9u3bZxN3VFQUoaGhuvGo6ZJM2nDpzaOmSzJpwyWZtOGSTNpw6c1TFoHhgeUuk1lxBEEQBEEQBEEHSFccCzC/23ybXbHPysrC3d1dNx41XZJJGy69edR0SSZtuCSTNlySSRsuvXnKIjA8kOm7p5e5TK7YC4IgCIIgCIIOkMJe48TExOjKo6ZLMmnDpTePmi7JpA2XZNKGSzJpw6U3j7lIYS8IgiAIgiAIOkAKe0EQBEEQBEHQAVLYaxwfHx9dedR0SSZtuPTmUdMlmbThkkzacEkmbbj05jEXmRXHAthyVhxBEARBEATh1kFmxdEx0dHRuvKo6ZJM2nDpzaOmSzJpwyWZtOGSTNpw6c1jLvLkWY2Tn59vvQ9f4QfZiQCEABy4/rqbL4y6aDWtVTPZwKOmSzLZv0dNl2TShksyacMlmbTh0pvHXOSKvVA+14v6Kr8uCIIgCIIg2Awp7DWOm5ubrZtgcdTKpOa2k0zisYVLMmnDJZm04ZJM2nDpzWMuMnjWAuh28OwSQ/nLxhaCoYLlgiAIgiAIgsWRwbM6Jj4+3vIfmn4Sdo6veJ3fO8HxzyA31eJ6q2SyoUdNl2Syf4+aLsmkDZdk0oZLMmnDpTePuUhhr3FSUy1YWGecUgr6tSFw7qeK1zU4wv7nYUUj2DEOLm4GY6FFmmHRTHbgUdMlmezfo6ZLMmnDJZm04ZJM2nDpzWMuUtgL1wv6x2DN9YK+9Usw/Iwy+01ZuPnC3fth8AEIehISfofN/eHXYIh6H67Fqdp8QRAEQRAEQaa7vLXJiIEj78OZ78DBGVq/CG3+Ae5+yvJiU1pGRUURGhpa8v3encD7M+j0bzi/Ak5/DYfegsMzoNFgCJoA/kPB0UXFUIIgCIIgCLcmMnjWAthy8GxeXh7Ozs7mvSkjBo58AGe+VQr64MnQ9tUbBX1NPBkxcHoBnF4EWQng6gMtxkOLCVA3pErNq1amaqCWR02XZLJ/j5ouyaQNl2TShksyacNlVU+x5/uUwMrP97kZGTyrY7Kysqq+cuZp2DUB1rSG2KXQ6nkYfhrCZ1dY1Jvl8QiCDh/AiFi4Yw349ILoObC2DfzRC2IWQl6mZVw1RC2Pmi7JZP8eNV2SSRsuyaQNl2TShsuqHg0830cKe41z7ty5ylfKPAO7n4TVreHsYmj13PWC/hNwb2Q5T3EcnCBgCPRZAffGQcdZkJMMu5+AlY1g90RI3g3G0jeMzHZVE7U8arokk/171HRJJm24JJM2XJJJGy41M9kj0sdez2SegSMfKt1iDI7Q8hloOw1q+avbDndfaPsPaPMKJO1Q+uKfXQwx86FuO6Uv/pF/Qk4SAKEAh66/V+XbW0IlFLsNKftJEARBEOwLKez1SOZZpQ+9qaCfDG1fU7+gvxmDARr2Uv6FfwqxP0DMV3Dg5fLfY0e3twQ0cRtSEARBEG5VpLDXOP7+xYr1q7EQ9QGcXlisoJ8GtQIs67EEzp4Q/JTyLy0Kfmtv2c+vAhbPZAcuNTOphR63nWSyf4+aLsmkDZdk0obLap4LG6zzuRbGLgv7F+u9WOLn3Kxc7nj6DsZ8OgaA6M3RLH1hKSnnUmjetTnjvx5P/cD6ABiNRlZOX8mOBTsA6PF4D0b9cxQGgwGA5LPJfPvkt5zZcwbvpt6M+XQMbfq3Mbn2LN3DqjdXkZmcSZsBbXh0/qPU9q6tRuyqU6w7hPfNyxxcoOXT16/Q17ygL8Lbu5TJctQLrXi5sRAMlh8OYtVMNnKpmakUl7Ypg6Wv/65ZCj1uO8lk/x41XZJJGy7JpA2XVTwJv8NfI8HgBMb80svLe+6PDbDLwbOfpn1q+jcrfhYu7i6E3xcOQGZyJvPun8fwmcOZfWk2geGBfDXuK9N7t83fRuSvkby5/03ePPAmh387zLYvt5mWf/3w1zTp2ISPEz9mxLsj+PLBL8lIygAg4UgCi59ZzOOLHle8tVxY+vxSdcNXhYq6PQyPgdv+z6JFPSjz2NuM3zsp8+Rb6Mm2RaiZSS2X1TxGo3I3qCI29lEecnZ0FmRZrmuO5redDV2SSRsuyaQNl2TShsvinvg18Ne9ULetMpZsnBHGGYkKO2z63p7GmNllYV+cA8sP4NHQg+BewQBErIzAv60/4feF4+zmzNC3hxJ3KI6L0cpG3fXdLgZMGYBXYy+8ArwYOGUgO7/dCUDiiUTOR5xn2IxhuLi70HlUZwJCA4hYEQEoV+vDhobRsndL3Oq4MXzmcCJWRpCdkW2b8NWhVmNbt8DyFGTDttHwe2c4v6rMmXQEK2I0QuTrcOjNitfrtgjcGsLBabCqMfw1CuJ/g8ICVZopCIKNWeEHSwywxEDoofam71lR8XTKgmC3xP0C20ZBvTDovwlc69u6RZVil11xirPru13c/vDtpq40CUcTaBx2o3h1re2KT5APCUcT8AvxK7W8cVhjEo4mmN7boEUD3DzcTMsDwgJKLA/qHmRa5hPkg5OLE4knEgkMDyzRrm3zt7HtK+VOQOGlwhJniEFBymfExMTc+CwfH3x9fYmOjiY/X7mN4+bmRnBwMPHx8aSmpprWbd26NVlZWSWmbPL398fb21t5AmwF26voCbEpKSkkJCSYXm/atCnu7u4cP37c9JqXlxcBAQGcOnWK7Gzl5MXJyYmQkBASExNJSkoq8dlZWVlWy9TaqT7O+ZdL5clzqs/xZj8QWucwBZHv4LhtJFluIVzynYxX6Hjca9Wy20xFeHh4ABAbG0tGRobpdU3sJ2MhwVf+D7dzX3HZ+wE80zeVv5+uhRM6cDxp53aRd/xLvC78glPcSgrdAjA2H88pYx/yXAJsn6mc/VSEJveTZJJMdpCposH1RXm1lkmP+0kyVS3ThT2f43dqClnubYhr/DmtXLxKZSqaM1+NOiIwMLBUprKw6yfPppxL4Y2Wb/Be9Hs0aN4AgG+f+hYPHw9GfjjStN6sPrPoNaEXPcb3YLLrZGZEzsAvRLlCkHgykRltZzA3dy67F+9m69ytTNsxzfTeVW+tIi0+jccWPMYngz4hfHQ4fSb1MS2fFjiNJ759gtZ3tC63nao/eXZJBX2Yx1lnd8bGxhIYGFj5itZ0FebD2SUQ9R5kngKvTtB+JgQMq1a/brvIZM+ewgLY86Qyu1KbV5RnERTbzpW6CnIhYQ2c+gourFNe8xsAQU9C4xHg6FqlZmhy29mJy+oeGzyFUfaTHbts8H8TyH7SgkdNl0U8536CHWPBuwv0Wwcuda3jqSaaffLsru93Edwz2FTUA7jWcSUrveRTxbLTs01X4W9enp2ejWsdVwwGg7Iso5L3lrW8jhu3OmoevOW6HJygxaMw9JjS7SMvHf4aAetug7jVZnfRsYtM9uopzIO/xylFffuZpYr6KrkcXaDJKOj3G4w4q3xOxgnY8SCsCoD9LykzIlWC5radHbms7rHB9Keyn7TjUgvZT/bvUdNVY8/ZZUpR36Ab3Lm+zKLeIh4rYfeFfbdHupV4zb+tP3GH4kw/51zNIel0Ev5t/ctcHncorsSy5NPJJfrM37w8LvLGe5NOJ5Gfk49vK/sZ7QyUP/raiqOyY2NjrfbZZrscnKDFeBgaDd0WQl4a/DUc1ndRBrlUscC3q0z25Cka03DuR+j0H2g/o8w7Ima5ajeF9m8rTzzutwF8+8PJz5VpTtd3h5ivIS+zzLdqatvZmUvNTGoh+0k7LrWQ/WT/HjVdNfKcWQw7HwKfntB3nTI1tzU8VsRuC/uYv2NIi08zzYZTRMd7O5JwJIEDKw6Ql53H2vfX0rh9Y1PXm24Pd2PTp5tIjU8lLSGNjXM20v3R7gD4tvKlSYcmrHlvDXnZeUSsiiD+cDydRnUCoOvYrhxee5iT20+SczWH1TNX02lkpxJ98u0CG4zKrqxPl01cDk7Q4jGlwL99AeSkwNZhsL4rxK+ttMC3y0y29uRlwp9DlROkLnOhzVTLugwO0Ggg9PoB7o2HzrMhPx12PwkrG8HupyB5V4lBeIE7mqkyCE+OBzMpLGPKNxWQ/WSnrpNzK16eGmkdL7KftOBR01Vtz+lvYecj0PAO6PsbONexjsfK2O3g2V3f7aLTvaWLag8fDyb9OIllLy5j4fiFNOvajAmLJ5iW957Ym6QzSbzX6T0Aej7Rk94Te5uWT1g8gW8mfMPLPi/j3dSbiT9MxMNHGdzo386fcZ+PY8GjC7h6+Soh/UMY/9V4FdIKNcLBGYIeh+YPw5nvlD74W4cqfePazwT/uy0+t7ouyb0Cf94Dl3dB92+g+SPW9bn5QMhL0HqKUszHfAWxS5Wv5SFPuLUP0o/DzkcrXudanD5n6RJKYiyEyOlw9F/Kc1QKc8tYyQH+6Andv1W65wmCvRGzEHZPAN874Y5fwamWrVtUbey2sH9o7kPlLmvTvw3vRL1T5jKDwcDoj0Yz+qPRZS5v0KwBUzeVfxWy69iudB3b1bzGCvaBgzMEPaEUpKe/gSPvw9YhUP92pcBvdJcU+OWRnQxb7oIrh6Hnj9C07N8fq2AwgE935V/4HIj9AfY8pZ5fqDrGQjjxBRx8FRzdK153bSh0/kS5qya/d/qkIAd2Pa6ckLecDOH/Ve6kcmOGNgCyLigP99k2Gtq/A6FvWuWhg4IdUmyAfSjAoeuvW3GAvdmcmg97JoLfIOizCpwq+dtm59j1rDhaQfVZcYSqUZALZ76BIx/A1Vio30250piXWnpde/ojozZZF2DzQMiMgV7LIeAeW7fIZrNrCBVwLU4p4i5uhEZ3w+1fwbrOZd9FcW2gPMzl0l/X1/1SO1fvbTDTjybJTVWK9UtboeNH0ObVik/gCrJhzyQ48y00uQ+6LwInO3uqu2B57P1v+cl5sHcyNBoMfVaCo511vS4Hzc6KI1ROSkqKrjwWdTm6QPBTMPQEdP0fZCWUXdSD1bt42O1+uhoLf/SBq2eVPoVmFPVqHhNqoMljXA2P0agMKFsbCkl/Q5d50Hct1PIvMd4nZfDlG+N9RidB/y3KFdxLW5X3xiy0yMPlrL7tbDDTj+aOvauxsKEnJO+EHkug7bRSRX0pj6ObMptZp48hboXy/quWGXyoqd+niig2tqjEPyuOLdLb33EwI9OJz5Wi3n+IcqXezKLeXredFPYap/iDFvTgsYrL0QWCJ8KwkxWvl7xbuQplBexyP6WfhD96Q04S3LkRfPtZz6UBNH2MW8uTcxm2PwA7H4a67eCeSGg5qcwrs6VcBgdo/Tzccwi8OsDuJ5SxL9fia9Qkmx53R/+t3LY/9xNc+AOS90D6Cci+pNwhNIdiRZz3uvqqPaW1xtsv5QCs76bc6eu3AZqNrbrHYIA2L8Mda5WLCeu6wKXtNWtPeS4rYHWPDU4qbfr7VM5MaDWlSpmiP4V9zynPVOm9vMrPVTHbYwPsto+9IFgcR5eKl2+4PrWqawPwaAWerZSvRd/XCdZ83zsTaVGweQAYC5Qrq96dbN2ikrj5lv2fmXPZ8wkLViB+rTJbUe5l6PCh0tXCwdH8z/EIUo6xE5/DwddgbTtlLEXz8fbV974gG84urXidg69WvNzRHVzqgXO961/rlvy5+Pc2KOJqTMLvsP1+cKmvXAyo1656n+M/GO7aDVuHw+Y74bYvIPhJy7bVUlirj7ixEHLTlJPCnCTln96o7A7dqsbQ4nFo+Qx4tlSnTQDHZkPEVGg8Enouq7w20BhS2AtCEX1+UR6glHFSuQp3YYPygKbi1GpauuD3aAW1A02DxkzY66ChlP2weZBy27H/FqjbxnZtKY9i2ycqKorQtiHK3YWM48qVQvdGNmyczsnLVP7TO/Ul1A2Ffr+DV8eafWbR1Xv/e5R++rseV656d/0SagVYpNnV5loCnPwCTv0PcpIrXvf+DOW5GblXrn+9/i/vpq+5aZB3RbnjkRlz/bVUMNpmilCLcOor2Ps01AuDO9YoXbFqgmdruGsXbB+jDJZPO6RMf3vz31FbU9UTMKNR2cc5SZCdBDmXlK/FC/ei77Ov/2wssH77bcnx/1a83P8eOPEZHJ+jjMVp/fz1SS6s2Jnk6Cw4OE0Z59FziTLphs6ws98gwVyaNm2qK4/arhI0Hl76tbwMyDilFPzpJ64X/ifg7GLlP+4iHJyhTlDJYt8GV+Qq3XZJO5QpLV28of8mqNPCei4L0bRpU+U/++7fwO8dlavId6yx+NVePR7jZnuSdijTWGaegTb/gLD3qnyLukoujyAY8Kfyn7np6v2n0PzRKu9Pi2275F1K4XHuJ6XAChgGrV+Ezf3Lf49zHeVfdQYCG41QkHXjBGBtBVe7c9OUq/pWwOztZzTCobeVWcYaDYZeP4Kzh2U8Ll7KeI2D0yB6Nlw5qny+q7dZTbTZ/xmbBhQr2JPLP3FzrguuPuDWUPmbW/925fui14q+/t5R1eaDFbfd5X1w8B/g4AqFOaWXu/kqhXXnj+Hk/5QT6z/vUe6Mt3pWuZJfzhNfK6PcTEc+hMg3IHAMdP+uxieRNjvuKkEKe43j7q5O1xC1PFZ3ldfFo7yn9jp7KN1Ubu6qYjQqf8hvLvjTT8CF9WX/IVOBCrfdxY2wdYRSlNy5EWo3sZ7Lgpg8nq2g479g/wvKk2otfOteN8d4dTwFOXB4JhybBbUCYcBWaNi70rdVy2VwgNYvXL96/wTseuz61fv/VenqfY22XUGu4jrxX7i8R3mqZKvnofVzN05yzf0bUVUMBmVubKdaQCVXu39prgxIbf28xWeOMWv7FeQqJ9Jnv4OgCcpD66p4hbPKHgcnpbirG6rcEVjfVZlHvG7bKjfTar9PBdmVLL8GtZtB/S7g2lB5NkfR16KC3bVBtfpvq4VVtl3uFdjxILj5wd0HTSdqeXl5ODvfdPy4N4KwmdBuOpxfDif+Dw68BIfehGaPQKvnzO7yVWamw+/C4RnQ7CFlELcF7gyp+X+GOcjgWY1z/PhxXXms7rLUU3sNBuWPt09P5eFYHf+pDMAZchgevAYjzlb8/iMfKv3cLTBLSHHK3XZxq+HPIdevmP5V46K+QpeFKeFp9azyAJEDL0HmWet5rIxd/d6mHlKKqaMfQYsnlAGyZhb1VXYVxyNYuXrfeQ4kblauYJ/+ptLfiWptu+xLcPg9+LWZMhA4Nw1u+wzujYPw2SXvXNngyd6l8OkBka/Dr8HK2ARzB+ZWQJW3X9ED685+p9y56TrfrG4LZu+noMeVroH5mcrg3Pg11nNVRvpxODBV6QNeEYP+hjt+UaZ+7fih8sC95g9Bo0FK97VaAeYV9eWdPLp4Vf0zzMTi285oVE4Gr8Yq/deL3X2p0OXoogzEHvQ3DN4HTe+H0wvht1DY1B/Or6zy065LeIxGODRDKeqbPwrdvrFYdy81/88wBynsBcHSGByUPvcVEfkG/NYefg2CfS/CxU1QmGed9sT+ANtGQb0O0P9PcK/hlUdbYnCAbgsAg3Kl11ho6xZpl8ICpb/p+i7KFeo7VsPt86vUzcJiGBwg5EW4OxLqtVf26dZhSr93S5ASATsfg1VN4PDbyu9A399g6DHlJFHNrDdTXhHn5qt0TxmwDTxaKjN3rGmtPO6+UKU+2VfPwx+9lKlKu31z/YFSKgx09ukBd+1Vcm8drjzN1sIXP8qlIAfOLoON/WBNiNJNq6F5M4XVmJtPKu+/Ap4hYHCCq+fUbUt1OfU/OP8zdPhA2Z/VwTscui1UTrw7/FMZ97ZtlPL/5dF/KQ9UrApGIxx6C6LeVbr23L6gehMAaAwp7AXBFoxMUAYO1m0HMV8qM9Qs94EdY+HsEstNuxmzEP4eBw26Q/+NZvddtUtqByr9si9theP/Z+vWaJPM07DpDqVvc8BQuOew8tVWeLZUuv90/sSsq/dlUpgP535WBluv66wUGUFPwpBjykBg/7vt46mnld0ZaNhL2SZ9f1eu2O4aD7+HKVcurVnspkbChu7KFdd+v0OLR63nKovaTWDgNmj6gDIO4++HIT/Ler6MGIiYppz8/T1WmYazw4dw73no/VPFJ2DWxtlTmV+9IFspbK25HSxBaiTsn6IMgG3zj5p/nlsDaPcaDD8NvVcod5wPvga/NFG68aVElP9eo1G563XkA+X3//avbomiHqSPvebx8rLeLTpbeNR0Wd1TUV9d90bKw7OCn4L8a0r/9/hfIX41xC4DgyM07KMM6AsYrvxBqwIlMh3/DPY/f/0x2Suv9+21HDbdTy0eg/MrIPI15T+RuiHW8VgSG8ySVCqT0QgxXyldmQyO0P1baPawRa7G1nj7GRwgZIrysJjdj1/ve//z9b73N/qkl+vJSYGY+UrXlWvnoXZz5WFIQU9UeyCqzf8WGQzK1JCNBin9jw+9pRR43l2Urh9+AyznAmVu/m2jlYJy4HbwCjP786vkqQynWtBzqeKPfEMZv9RnVbljMMx2FeZB3C/K1eWLG5XfhYDhEDwJGg0seeJX7HczPj6egAB1ZnEyZfJsDT2+h79GKA9T6rbQondPLHaM52Uqz7xw9Vb+rpRx8lxtl4MTNBmp/EuLUn7Hz3yrdNVp0EMZJ3NgStl/Xx3dlb8hVjiZV7MuMgfDvLx5dvBMX20zv9t89u3bZ+tmCHrAWKgM6otfDXG/wpUo5fW6bW8U+fVvr/zKw5GPlKsVje+9Pk+v/Q7eqjZZF5Urux7BMHCH/U2TdzO2frR61kWl72vCWmWcQreFUNs+Z3WgsEAZRBc5XZlVg0LISy+9npuvMhD8xP/Bme+UWWd8+ymz2/gP1d8VusJ8paA5PFM5efG9U+ny0KBbzT/79CLY/ZQy/W3f36o38481iPtFuWrv7AG9V0KD26v/WZlnlZO/mAWQfRFqNVEeXtjiiZpP32ltDs2EqHcg/P+Uwd72hNGozKYVuwTu3AS+fa3vzE1TCvsTnytTylaEGn9fVSYwPJDpu6eXuUwKewtgy8L+1KlTBAcH68ajpksTmTLP3CjyL21VplNz9YGAIUqR7zcQVgeXfWfAwQ0eSLfaPL12sZ9if1RmXwh7H0LfsJ7HElRU2DfoAe5+yiwSbn7KOIgS3/tW/XHnxe4MlMSgnOB1/Jcy04SFr2BZZfuln1Su3iftqHg9RzflzkPrF5S++hbCLo7xsijIUa42R72vTLfYeITyO1Av1HyX0QhR7ymDC337K5MAVHOawQo9NSEtSulzn5WgjANp/kjVXYX5ykDcU/9TZiwzGJS7QsGTlOk7zTj5s+n/GcZCZVazC+uUqYob9rGOpzqcXqQ8m6L9TGg/w7qumzEWQsI62Dqk/HWsVNireTzcTEWFvZ1f4hIqIzu7kum4NOZR06WJTHWaK8VK6xeUKxQJ65RC//wq5Y9peXMEAxRmW/XhG3axnwIfgLiVypWsgCE1epCSmsdDKRzdID1aOXnLuVz2Os71bir4/ZSC/+bvy31OghEGH7DaA8mssv08W0L/rbCsgv+qOvxT6UPr1sDiers4xsvC0VX5m9DiCTj+qTJN6W9hylR+7WdW2HWvhKswD/Y8DacXKDOGdJ1vsadwWnTb1QuFwXuVp97ufBTSDiv7/XpRXqbr6jml21nM18oJgXsAhL6tTNtZzVnBbPp/hsFB6ZKzvquyHQbvt8hdlRpnunIU9j6r3Clr96Z1XWVhcICAeyz/uVXApv9nVIAU9oKgFVzqQbMxyr/CPEjarkxjefwTW7fMttz2OST+qfyHf9de++x2dOVoxcv7b7rxfUGu8tTKrItKkZ598fr313/OugipB+BCYtndUyrCHp8yXBmVXVFt95o67bBHnOsod6paTlaK++P/VcboBD0JoW9V3L0kLx223Q8XNygFb/uZ6sx8U11c60O/9bD/JTj2b+WEplCZBrREn2rneuDTCy78ptyN8L9bmX/f/x77765XGS51lfFS629XxkIM2Fr1O3nWIP8abH9QedZCj8X66/qmUTR+lAtOTursQrU8aro0ncnBWblC4tvPZoW93ewnV2+4/WvlVuzhmcozBazhqS5pR2DznVVf39FFuRJXlatx+dduFPtFJwF7J1e/rTVAzd8ntbCbY7wyXL2h40fK2IKo9+HUl3DmG2VQYdtXlaK4uOtagjJH/ZUoZbaQoAk1TFAaq2w7B2fo8pnS3Wrv02Wvk5cGKfug7evKCU6dZhbT28X/GXXbKoNTt41SrpTf/lWNTshqlGn/FOUY6rdemRDCmi47xF7zSB97CyCDZwWbYutBmfbC7qeULgUDtlV//mRLk3ZYebiKgxMU5EFuGfMvW3pWHD0eD3rMZE0yTyuDLc9+rww6NRYqD366GWcvuD9F7dZZhoqOiTG5Vu2GaBdEvgVH3lfuRrQs5yTHmpxdqkyl3PZ1ZYYmW1Pe2CIrzjpmSyrqY28Hk/kKNSExsbz+tNr0qOnSYyY1sbv91PljZZaLneMh/6r1PFUl9RBsulMpMPr/CfclmeYqT+x/0TZPNLUiVj0ebDSXuN0d41WlTgvo8a3yfALfO8su6gHyLPS8jDKw6d88KxX1dvV/RvuZSvei/S9UPri8Jp6ySD8JeyYqT14Pe9e6rqpS7LkQav19tdf/16Ww1zhJSUm68qjp0k0mGxU9drefnD2h2yLIPKU8xMRanqqQelDpfuPgqhT1nq2s57oZPR4PlT3MyUrY3TFuLvXaKX2ybYCaf1/Vwq7+z3BwVPq11wqEbfdV+2nNZmcqyFFmInNwgR5LzRq3oPnfJxt5zMU+OwgJglB1ihU3UVFRhIZWPuWdbvHtC62nwPE5yhz+fv3Vb0NKhPIkYafa0H9LlR8uZjHkeBCEWwOXesqJ24ZusP0+5e+NtScPiPgHpEZAn1+rPbuQYF3kir0gCPqiw4fK0xp3PQ65V9R1p+yHzf3BqQ4M+FP9ol4QbhVsdGfK7qgXqtypTN4J+1+0ruv8SuVhcK1fgsbDrOsSqo0MnrUAthw8m5WVhbu7u248arokkzZc1fIk74E/uitzc3dbaD1PcS7vg80DlSnp+v9Z4Wwcdr3t7NwlmaqBDQYfy35S2XXwdTj6EXT9EoKfsrwn8yz83unGk76r8bwDve0nNY+Hm5HBs4Ig3Fo06KrM1nB6kfLUXmuTvEfpfuNST5lb2oJT7AlCjZGr2/on7H3wGwT7noPkXZb97MI82DEGKIReP1jsIWaCdZDCXuPExMToyqOmSzJpw1VtT+jbUK+DMntDdhnTTFrKk7wbtgxU5gofsBVqB1rPZSZyPGjDZXWPDQYfy35S2eXgCD2XKk/Y3TZaebaFpTyRb8Dl3cqc+XVamNcuc10WQG8ec5HCXhAEfeLoojzIJTdFeWiT0QpdDpJ2Kt1vXH2U7je1m1reIQiCUBVcvaHPKshNg+33K0+xrinxvylP+m05GZreX/PPE6yOFPaCIOgXrzBo/y6c/xlil1n2s5N2wJZB4O6nDJSVGSIEQbA1XmHKk7iTtsOBl2v2WdfiYNejUC8MOs+2TPsEqyOFvcbx8fHRlUdNl2TShqvGnjb/gPrdYN+zFc71bJbn0nbYMhjc/ZUp5mo1NqtJmtl2duiSTNpwSSYbupqNgTavwMnPIabiyQPK9RTmw45xUJANvX4ER7fqt6cyl4XRm8dcZFYcC2DLWXEEQagC6Sfh9w7QsC/0XQuGCmYJqYxLf8Gf9yjFfP8t4N7IYs0UBEGwCIX5ysWHpO0wcBvU72Le+w+9DVHvQffvoPnD1mmjUG1kVhwdEx0drSuPmi7JpA2XRTyeLaHjLLjwO8R8VX1P4p+w5W6o1UTpU1/Nol5T287OXJJJGy7JZGOXgxP0XKZ0Fdw2CrIvVd1zcRNEvQ8tnrBoUa+3/aTm8WAOUthrnPz8fF151HRJJm24LOZp9Qz43qn0O808Y77n4mblSn2dZteLer9qN0Vz286OXJJJGy7JZAcutwbQeyXkJMP2B5RpKyvzZCXC3w9B3TZw239r3oaKXFZCbx5zkcJeEIRbA4PD9YdVGWDXY2AsrPp7L26CrUOVqd76bwF3mf9bEAQN4N0Jus6HS1sh4h8Vr2sshJ0PQ1469PwRnGqr00bBokhhr3Hc3Go+oMWePGq6JJM2XBb11G4K4Z8q/eSPf1o1z4U/lKLeI1gp6t0a1rgZmtx2duKSTNpwSSY7cjV/GFpPUf7mnfmufM/Rj+DiRrjt/6BeO8v5y3JZEb15zEUGz1oAGTwrCBrCaIS/RsCFDXB3hHLLuTwS1ivreraGOzcpt7YFQRC0RmEebB4El3fBwB3g3bnk8kvbYFNfaDoGenxfswkGBKsjg2d1THx8vK48arokkzZcFvcYDND1S3CuAzvHK7NHlOVJ+F0p6uu2gf6bLVrUa3bb2YFLMmnDJZnszOXgDL1+UB6m99dI09O44+Pjle93jIXaLaDrPKsV9XrbT2oeD+Yghb3GSU1N1ZVHTZdk0obLKh53P+gyF1L2wpF/lvbEr4W/7oW67ZQr9a71LarX9LazsUsyacMlmezQ5dYQeq+Aa+dghQ8sMRCwtbHyfVY85KaCs4flvdfR235S83gwBynsBUG4NWl6PwSOhah3ISXixutxq2HbSKjXHvpvVB7TLgiCoAfq31b+stzL6rVDsBpOtm6AIAiCzbi4CYz5sK4zoQCHrr9ucII7N4JLPdu1TRAEQRDMRAbPWgBbDp7Ny8vD2dlZNx41XZJJGy6repZU0Jd0nPX+NOpi29nIJZm04ZJMduySv3ua8pSFDJ7VMVlZWbryqOmSTNpwqZlJLfS47SST/XvUdEkm7bjUQm/7yV73kRT2GufcuXO68qjpkkzacKmZSS30uO0kk/171HRJJu241EJv+8le95EU9oIgCIIgCLcKbuU8Obu81wVNIYNnBUEQBEEQbhVGXTR9GxUVRWhoqA0bI1gauWKvcfz9/XXlUdMlmbThsqrHRleudLHtbOSSTNpwSSZtuCST/XvMRWbFsQC2nBVHEARBEARBuHWQWXF0TFRUlK48arokkzZcevOo6ZJM2nBJJm24JJM2XHrzmIsU9oIgCIIgCIKgA6SwFwRBEARBEAQdIIW9xvHw8NCVR02XZNKGS28eNV2SSRsuyaQNl2TShktvHnORwbMWQAbPCoIgCIIgCGqg2cGze3/Yy8z2M3mh7gu82fpNTm4/CUD05mhmhM7gec/nmT1gNpdjL5veYzQaWfH6Cqb6TmWq71SWv7Yco/HGuUvy2WRmD5jN857PMyN0Bsc2HSvh3LN0D9ODpvNC3ReYO3ouV1OuqhO2msTGxurKo6ZLMmnDpTePmi7JpA2XZNKGSzJpw6U3j7nYbWF/dONRVk5fyaPzH2VO6hymbp5Kg+YNyEzOZN798xg+czizL80mMDyQr8Z9ZXrftvnbiPw1kjf3v8mbB97k8G+H2fblNtPyrx/+miYdm/Bx4seMeHcEXz74JRlJGQAkHElg8TOLeXzR48yKn4VLLReWPr9U9ezmkJGRoSuPmi7JpA2X3jxquiSTNlySSRsuyaQNl9485mK3hf2ad9Yw5I0htOjWAgcHB7wCvPAK8CJiZQT+bf0Jvy8cZzdnhr49lLhDcVyMVp6ktuu7XQyYMgCvxsr6A6cMZOe3OwFIPJHI+YjzDJsxDBd3FzqP6kxAaAARKyIA5Wp92NAwWvZuiVsdN4bPHE7EygiyM7Jtth0EQRAEQRAEoSo42boBZVFYUEjs/ljChoXxVshb5GXn0WF4B0b/azQJRxNoHNbYtK5rbVd8gnxIOJqAX4hfqeWNwxqTcDQBgISjCTRo0QA3DzfT8oCwgBLLg7oHmZb5BPng5OJE4olEAsMDS7Rx2/xtbPtKuRNQeKmwxHymQUHKZ8TExNz4LB8ffH19iY6OJj8/HwA3NzeCg4OJj48nNTXVtG7r1q3Jysri3Llzptf8/f3x9vYu4SkauBEbG1vizDE0NJSUlBQSEhJMrzVt2hR3d3eOHz9ues3Ly4uAgABOnTpFdrZy8uLk5ERISAiJiYkkJSWVyJyVlSWZJJNuMxUhmSSTZJJMkkkyVSVTVlYWoE69FxgYWCpTWdjl4Nm0hDReC3yNpp2b8uyqZ3F0duSLUV/Q6o5WpF9Mx8PHg5EfjjStP6vPLHpN6EWP8T2Y7DqZGZEz8AvxAyDxZCIz2s5gbu5cdi/ezda5W5m2Y5rpvaveWkVafBqPLXiMTwZ9QvjocPpM6mNaPi1wGk98+wSt72hdbntl8KwgCIIgCIKgBpobPOvs7gxAv2f7UbdRXeo0qMOAKQM48vsRXOu4kpWeVWL97PRs01X4m5dnp2fjWscVg8GgLMuo5L1lLa/jhr2SkpKiK4+aLsmkDZfePGq6JJM2XJJJGy7JpA2X3jzmYpeFfW2v2ng19sJgMJRa5t/Wn7hDcaafc67mkHQ6Cf+2/mUujzsUV2JZ8unkEn3mb14eF3njvUmnk8jPyce3la9lA1qQ4reU9OBR0yWZtOHSm0dNl2TShksyacMlmbTh0pvHXOyysAfoPr47Wz7fQvqldK6mXmXzfzfTfkh7Ot7bkYQjCRxYcYC87DzWvr+Wxu0bm7redHu4G5s+3URqfCppCWlsnLOR7o92B8C3lS9NOjRhzXtryMvOI2JVBPGH4+k0qhMAXcd25fDaw5zcfpKcqzmsnrmaTiM7leiTLwiCIAiCIAj2iF0OngUY8sYQMpMzmdF2Bs5uzoTfF87dr9+Ns5szk36cxLIXl7Fw/EKadW3GhMUTTO/rPbE3SWeSeK/TewD0fKInvSf2Ni2fsHgC30z4hpd9Xsa7qTcTf5iIh48yENC/nT/jPh/HgkcXcPXyVUL6hzD+q/HqBhcEQRAEQRCEamCXg2e1hi0Hz6anp+Pp6akbj5ouyaQNl948arokkzZckkkbLsmkDZfePGWhucGzQtVxd3fXlUdNl2TShktvHjVdkkkbLsmkDZdk0oZLbx5zkcJe4xSfe1UPHjVdkkkbLr151HRJJm24JJM2XJJJGy69ecxFCntBEARBEARB0AFS2AuCIAiCIAiCDpDCXuN4eXnpyqOmSzJpw6U3j5ouyaQNl2TShksyacOlN4+5yKw4FsCWs+IIgiAIgiAItw4yK46OOXXqlK48arokkzZcevOo6ZJM2nBJJm24JJM2XHrzmIsU9honOztbVx41XZJJGy69edR0SSZtuCSTNlySSRsuvXnMRQp7QRAEQRAEQdABUthrHCcnJ1151HRJJm249OZR0yWZtOGSTNpwSSZtuPTmMRcZPGsBZPCsIAiCIAiCoAYyeFbHJCYm6sqjpksyacOlN4+aLsmkDZdk0oZLMmnDpTePuUhhr3GSkpJ05VHTJZm04dKbR02XZNKGSzJpwyWZtOHSm8dcpLAXBEEQBEEQBB0ghb0gCIIgCIIg6AAZPGsBbDl4NisrC3d3d9141HRJJm249OZR0yWZtOGSTNpwSSZtuPTmKQsZPCsIgiAIgiAIOkcKe40TExOjK4+aLsmkDZfePGq6JJM2XJJJGy7JpA2X3jzmIoW9IAiCIAiCIOgAKewFQRAEQRAEQQdIYa9xfHx8dOVR0yWZtOHSm0dNl2TShksyacMlmbTh0pvHXGRWHAtgy1lxBEEQBEEQhFsHmRVHx0RHR+vKo6ZLMmnDpTePmi7JpA2XZNKGSzJpw6U3j7lIYa9x8vPzdeVR0yWZtOHSm0dNl2TShksyacMlmbTh0pvHXKSwFwRBEARBEAQdIIW9xnFzc9OVR02XZNKGS28eNV2SSRsuyaQNl2TShktvHnORwbMWQAbPCoIgCIIgCGogg2d1THx8vK48arokkzZcevOo6ZJM2nBJJm24JJM2XHrzmIsU9honNTVVVx41XZJJGy69edR0SSZtuCSTNlySSRsuvXnMRQp7QRAEQRAEQdABUtgLgiAIgiAIgg6QwbMWwJaDZ/Py8nB2dtaNR02XZNKGS28eNV2SSRsuyaQNl2TShktvnrKQwbM6JisrS1ceNV2SSRsuvXnUdEkmbbgkkzZckkkbLr15zMWswv5q6lUSjiaQl5NX4vW/F/3NF6O+4OtHvubMnjMWbaBQMefOndOVR02XZNKGS28eNV2SSRsuyaQNl2TShktvHnNxMmflX978hd1LdvPvhH+bXtvy2RZ+nPojXO/Qc/CXg7y+63X82/pbtKGCIAiCIAiCIJSPWVfsY/6OIeTOEFzcXUyv/fHJH9QLqMfUzVN5cumTAGyas8myrRQEQRAEQRAEoULMumKflpBG6ztbm35OOJpA6vlURv5zJMG9ggE4sPwAJ7eftGwrhXLx91fnzohaHjVdkkkbLr151HRJJm24JJM2XJJJGy69eczFrCv2uVm5OLvdGAEc83cMGCDkzhDTaz4tfEiLT7NYA4WK8fb21pVHTZdk0oZLbx41XZJJGy7JpA2XZNKGS28eczGrsK8XUI+Lxy+afj76x1HcPd1p3KGx6bVrqddwdrfN9D+3IlFRUbryqOmSTNpw6c2jpksyacMlmbThkkzacOnNYy5mdcVpfUdrdn23iy2fb8HZzZlDqw/RaVQnHBxunB9cirmEd2P7PIsRBEEQBEEQBL1iVmE/eNpgIlZG8OPLyiw4rnVcGfrWUNPy9EvpnPzrJL0m9LJ4QwVBEARBEARBKB+zCvsGzRvwduTbHFh+AIAOwzrg3fTG1fmU2BTumHwHXcd0tWwrhXLx8PDQlUdNl2TShktvHjVdkkkbLsmkDZdk0oZLbx5zMczLm2e0dSO0zvxu89m3b5+tmyEIgiAIgiDonMDwQKbvnl7mMrMGzxYn52oO5yLOydSWNiY2NlZXHjVdkkkbLr151HRJJm24JJM2XJJJGy69eczFrK44AKlxqfz48o8cWnOIwoJCDAYDX2R/AcCp7af4/pnvGft/Y2l9R+tKPkmwBBkZGbryqOmSTNpw6c2jpksyacMlmbThkkzacOnNYy5mXbG/cuEKH/X8iMhfI2k/pD0turXAaLzRk6f57c3JuJTB/h/3W7yhgiAIgiAIgiCUj1mF/Zr31pBxKYMX17/I0z89TZsBbUosd3R2JLhXsPLgKkEQBEEQBEEQVMOswbOvt3idZrc1Y9KPkwCl0F/7/lrm5sw1rfPDSz+wZ+kePr74seVba6fI4FlBEARBEARBDSw2eDYjMYOGwQ0rXMfR2ZHcq7nmfGyZfNz/Y56r8xwv1nuRF+u9yIx2M0zLojdHMyN0Bs97Ps/sAbO5HHvZtMxoNLLi9RVM9Z3KVN+pLH9teYnuQslnk5k9YDbPez7PjNAZHNt0rIR3z9I9TA+azgt1X2Du6LlcTbla4yzWJCUlRVceNV2SSRsuvXnUdEkmbbgkkzZckkkbLr15zMWswr6Wdy1Szlcc5NLJS3j6edaoUUWM+XQMn6Z9yqdpn/LOkXcAyEzOZN798xg+czizL80mMDyQr8Z9ZXrPtvnbiPw1kjf3v8mbB97k8G+H2fblNtPyrx/+miYdm/Bx4seMeHcEXz74JRlJygCIhCMJLH5mMY8vepxZ8bNwqeXC0ueXWiSLtUhISNCVR02XZNKGS28eNV2SSRsuyaQNl2TShktvHnMxq7AP6hHEoTWHuHLxSpnLE08mcmT9EavOiBOxMgL/tv6E3xeOs5szQ98eStyhOC5GXwRg13e7GDBlAF6NvfAK8GLglIHs/Han0r4TiZyPOM+wGcNwcXeh86jOBIQGELEiAlCu1ocNDaNl75a41XFj+MzhRKyMIDsj22p5BEEQBEEQBMESmDXd5aCXBxH5aySz+8/m/o/vJ/ea0uUm52oOJ7ed5KdXfsLgYGDASwMs0rhVb65i5Rsr8W3ly4j3RtD6jtYkHE2gcVhj0zqutV3xCfIh4WgCfiF+pZY3DmtMwlHlrCrhaAINWjTAzcPNtDwgLKDE8qDuQaZlPkE+OLk4kXgikcDwwBJt2zZ/G9u+Uu4EFF4qJCoqyrQsKEj5jJiYG4OIfXx88PX1JTo6mvz8fADc3NwIDg4mPj6e1NRU07qtW7cmKyuLc+fOmV7z9/fH29u7hKfoqWexsbElpl0KDQ0lJSWlxNlk06ZNcXd35/jx46bXvLy8CAgI4NSpU2RnKycvTk5OhISEkJiYSFJSUonMWVlZkkky6TZTEZJJMkkmySSZJFNVMmVlZQHq1HuBgYGlMpWF2U+e/XvR3yx5dgkF+QWlljk6OfLI/Ee4fdzt5nxkmZzZfYZGbRvh6OLIvh/2sezFZby5701+/+h3PHw8GPnhSNO6s/rMoteEXvQY34PJrpOZETkDvxA/QLmLMKPtDObmzmX34t1snbuVaTummd676q1VpMWn8diCx/hk0CeEjw6nz6Q+puXTAqfxxLdPVHgXwpaDZ9PT0/H0tEzXJ3vwqOmSTNpw6c2jpksyacMlmbThkkzacOnNUxYVDZ41+wFVPR7rQVDPILbO28qZ3We4mnIVd093mt/enL7P9MWvtV+NGwzKnPhFdH+0O3t/2EvU71G41nElKz2rxLrZ6dmmq/A3L89Oz8a1jisGg0FZllHJe8taXscNe8Xd3V1XHjVdkkkbLr151HRJJm24JJM2XJJJGy69eczFrD72Rfi29OWBjx9g2vZpvHv0XV7f9TpjPh1jsaK+LAwGA0ajEf+2/sQdijO9nnM1h6TTSfi39QcotTzuUFyJZcmnk0v0mb95eVzkjfcmnU4iPycf31a+VstVU4rfPtKDR02XZNKGS28eNV2SSRsuyaQNl2TShktvHnOpVmFvba6lXePIhiPkZedRkF/A7iW7ObntJG0HtaXjvR1JOJLAgRUHyMvOY+37a2ncvrGp6023h7ux6dNNpMankpaQxsY5G+n+aHcAfFv50qRDE9a8t4a87DwiVkUQfzieTqM6AdB1bFcOrz3Mye0nybmaw+qZq+k0slOJPvmCIAiCIAiCYI9U2BUn5ZwytWW9gHo4ODqYfq4K3k29q92ogrwCfn37Vy4ev4iDowN+rf14evnTpjsCk36cxLIXl7Fw/EKadW3GhMUTTO/tPbE3SWeSeK/TewD0fKInvSf2Ni2fsHgC30z4hpd9Xsa7qTcTf5iIh48yENC/nT/jPh/HgkcXcPXyVUL6hzD+q/HVziEIgiAIgiAIalFhYf9G8BtggJmHZ+Lbytf0c2UYDAa+yP6i2o3y8PHg9V2vl7u8Tf82vBP1Trnu0R+NZvRHo8tc3qBZA6ZumlruZ3cd25WuY7ua12Ab4uXlpSuPmi7JpA2X3jxquiSTNlySSRsuyaQNl9485lLhrDiLnliEwWBg5Icj8fT1NP1cFcZ/fetc6bblrDiCIAiCIAjCrUO1Z8V5bMFjFf4s2J5Tp04RHBysG4+aLsmkDZfePGq6JJM2XJJJGy7JpA2X3jzmYtbg2V3f7eLIhiPWaotQDYoenqAXj5ouyaQNl948arokkzZckkkbLsmkDZfePOZiVmH/7VPfcmS9FPaCIAiCIAiCYG+YVdh7+nliLDTrQbWClXFyMvsZY3btUdMlmbTh0ptHTZdk0oZLMmnDJZm04dKbx1wqHDx7M99N/I6ze8/yxv43cHCwyynwbYIMnhUEQRAEQRDUoKLBs2ZV5yPeG0F2ZjbfPfUdmcmZFmmcUDMSExN15VHTJZm04dKbR02XZNKGSzJpwyWZtOHSm8dczLqP8PXDX+Pu6c6u73ex78d91G9WH09fz9JTYBrgpQ0vWbKdQjkkJSXh6+urG4+aLsmkDZfePGq6JJM2XJJJGy7JpA2X3jzmYlZhf2LrCdP3+Tn5JB5PJPF4GWcsVZvqXhAEQRAEQRAEC2FWYT83d6612iEIgiAIgiAIQg0wa/CsUDa2HDyblZWFu7u7bjxquiSTNlx686jpkkzacEkmbbgkkzZcevOUhcUGzwqCIAiCIAiCYJ9Uq7Df+8Ne5tw1h6m+U3nG7RlebvgycwbPYe8Pey3dPqESYmJidOVR0yWZtOHSm0dNl2TShksyacMlmbTh0pvHXMzqY280Gln02CL2LNsDRjA4GqjjU4fM5EyObz7O8S3HObTmEBO+m2Ct9gqCIAiCIAiCUAZmFfbbvtzGnqV7aNq5KSP/OZJWfVrh4OhAYUEhJ/46wcrpK9n34z5a9mpJn0l9rNVmQRAEQRAEQRBuwqyuODsW7aB+s/pM3TKVkH4hODgqb3dwdCCkXwhTN0+lfrP67Fi4wyqNFUrj4+OjK4+aLsmkDZfePGq6JJM2XJJJGy7JpA2X3jzmYlZhf/HYRTqO6IiLu0uZy13cXeg4vCMXoy9apHFC5aj1cAQ1H8Igmezfo6ZLbx41XZJJGy7JpA2XZNKGS28eczFv8KxB6WdfEZUtFyxLdHS0rjxquiSTNlx686jpkkzacEkmbbgkkzZcevOYi1mFvV+IHxGrIsjNyi1zeW5WLpG/RuLXxs8ijRMqJz8/X1ceNV2SSRsuvXnUdEkmbbgkkzZckkkbLr15zMWswr7nYz1JPZfKx/0+JnpzNAX5BQAUFhRy/M/jfDLgEy7HXqbnYz2t0lhBEARBEARBEMrGrFlxek/szcntJ9n3wz4+vftTDA4GanvX5mrKVYyFRjBC+P3hMiOOiri5uenKo6ZLMmnDpTePmi7JpA2XZNKGSzJpw6U3j7kY5uXNM7tT/N5le9mxaAfnD54n60oW7nXdadKxCT0f60mXMV2s0U67Zn63+ezbt8/WzRAEQRAEQRB0TmB4INN3Ty9zWbWePNtlTBemrJvCxxc/5ousL/j44sdMWTfllizqbU18fLyuPGq6JJM2XHrzqOmSTNpwSSZtuCSTNlx685hLtQp7wX5ITU3VlUdNl2TShktvHjVdkkkbLsmkDZdk0oZLbx5zkcJeEARBEARBEHRAhYNnJ7tMBoP5H2owGPgi+4vqtkkQBEEQBEEQBDOpcPDsx/0/xmCoRmUPvLzx5Wo3SmvYcvBsXl4ezs7OuvGo6ZJM2nDpzaOmSzJpwyWZtOGSTNpw6c1TFhUNnq3wiv3UTVOt0iDBcmRlZalyYKnlUdMlmbTh0ptHTZdk0oZLMmnDJZm04dKbx1ykj73GOXfunK48arokkzZcevOo6ZJM2nBJJm24JJM2XHrzmIsU9oIgCIIgCIKgA8x68mwRVy5cIXpzNGkJaeTn5JdewQBD3hhS07YJgiAIgiAIglBFzC7sV7+zmvWz1lOQX3DjRSM3Zs+5/r0U9urg7++vK4+aLsmkDZfePGq6JJM2XJJJGy7JpA2X3jzmYlZXnN1LdvPbB78R3CuYiT9MBCN0f6Q7T3z3BL0m9MLgYOC2B2/jpT9eslZ7hZvw9vbWlUdNl2TShktvHjVdkkkbLsmkDZdk0oZLbx5zMauw/+t/f1GvcT2eX/s8ne7tBED9ZvXp8mAXHvriIZ795Vn2/7Sf7PRsqzRWKE1UVJSuPGq6JJM2XHrzqOmSTNpwSSZtuCSTNlx685iLWYV9fFQ8oYNDcXRyNL1WWFBo+r7doHa0HdSWDR9vsFwLBUEQBEEQBEGoFLMK+4K8AmrXr2362dndmawrWSXW8W/nT9yhOMu0ThAEQRAEQRCEKmFWYV+3UV3SL6SbfvZu6k384fgS66TFp5W4oi9YFw8PD1151HRJJm249OZR0yWZtOGSTNpwSSZtuPTmMRezCvsmHZsQH3WjkG/dtzUnt59k1/e7yLmaw+HfDhOxMoImHZtYvKFC2QQGBurKo6ZLMmnDpTePmi7JpA2XZNKGSzJpw6U3j7mYVdi3v6c9CUcTSD6TDMBdr96Fe113vpnwDVO8p/DFyC8wGo0Mf2e4VRorlCY2NlZXHjVdkkkbLr151HRJJm24JJM2XJJJGy69eczFrHnse4zvQY/xPUw/ezfx5vWdr/PHJ3+QfDqZ+oH1uePpOwhoH2Dxhgplk5GRoSuPmi7JpA2X3jxquiSTNlySSRsuyaQNl9485lKtJ88Wp0HzBoz971hLtEUQBEEQBEEQhGpSaVecvJw8/tn9n3wy6BMK8grKXS8/N59PBn3Cv3r+q8L1BEEQBEEQBEGwPIZ5efOMFa2wY+EOvn/6e55Z9Qzt725f4YcdWX+Ez4Z9xiPzHynRZUfvzO82n3379tm6GYIgCIIgCILOCQwPZPru6WUuq/SK/cFVB2nQokGlRT1Au7va0bBlQw4sP2B+K4VqkZKSoiuPmi7JpA2X3jxquiSTNlySSRsuyaQNl9485lJpYX/u4Dla9WlV5Q8M7hXM+cjzNWqUUHUSEhJ05VHTJZm04dKbR02XZNKGSzJpwyWZtOHSm8dcKi3sryZfxdPXs8of6OnrydXLV2vUKEEQBEEQBEEQzKPSwt7Z3ZmczJwqf2BOZg7Obs41apQgCIIgCIIgCOZRaWHv1diLs/vOVvkDY/fH4t3EuyZtEsygadOmuvKo6ZJM2nDpzaOmSzJpwyWZtOGSTNpw6c1jLpUW9q3uaMWZ3WeI3Vf5E7Zi98dyeudpWvWtep/8ykg8mchzdZ5jwaMLTK9Fb45mRugMnvd8ntkDZnM59rJpmdFoZMXrK5jqO5WpvlNZ/tpyjMYbE/8kn01m9oDZPO/5PDNCZ3Bs07ESvj1L9zA9aDov1H2BuaPncjXFvrsVubu768qjpksyacOlN4+aLsmkDZdk0oZLMmnDpTePuVRa2Pd9pi8Gg4Evx37JhWMXyl3vYvRF5o+dj8HRwB1P32GxBi57YRnNbmtm+jkzOZN5989j+MzhzL40m8DwQL4a95Vp+bb524j8NZI397/Jmwfe5PBvh9n25TbT8q8f/pomHZvwceLHjHh3BF8++CUZScrTwxKOJLD4mcU8vuhxZsXPwqWWC0ufX2qxLNbg+PHjuvKo6ZJM2nDpzaOmSzJpwyWZtOGSTNpw6c1jLpUW9n6t/Rjy5hBSYlP4oMsHLHh0ATsW7uDoH0c5uvEofy/6mwWPLuCDLh9w+exlhr41FL/WfhZp3N4f9uJez53Wd7Y2vRaxMgL/tv6E3xeOs5szQ98eStyhOC5GXwRg13e7GDBlAF6NvfAK8GLglIHs/HYnAIknEjkfcZ5hM4bh4u5C51GdCQgNIGJFBKBcrQ8bGkbL3i1xq+PG8JnDiVgZQXZGtkXyCIIgCIIgCIK1cKrKSkPeHIKDkwNr31vL3mV72fvD3pIrGMHR2ZER741g8LTBFmlYVnoWq99ZzZT1U9ixcIfp9YSjCTQOa2z62bW2Kz5BPiQcTcAvxK/U8sZhjUk4mmB6b4MWDXDzcDMtDwgLKLE8qHuQaZlPkA9OLk4knkgkMDzQIrkEQRAEQRAEwRpUqbAHuPu1u+k6tit/L/qbmL9juHLxCkajkXqN6hHUM4ge43tQP7C+xRr264xf6fl4z1IDcXMyc/Dw8Sjxmpunm+mqek5mDu51b/R7cqvrRk5mDkajUVnmWbJPlHtdd9Li026896blbnXdyM4sfcV+2/xtbPtK6eJTeKmQqKgo07KgIOXkICYmxvSaj48Pvr6+REdHk5+fr3y2mxvBwcHEx8eTmppqWrd169ZkZWVx7tw502v+/v54e3uX8Hh4eODl5UVsbCwZGRmm10NDQ0lJSSkxx2rTpk1xd3cvcevIy8uLgIAATp06RXa2ktHJyYmQkBASExNJSkoq4crKypJMkkm3mZydldm8JJNkkkySSTJJpqpkysrKAtSp9wIDA0tlKgvDvLx5xgrXsAHnD55nwfgFvLH3DZxcnFj97mqSTiXxxLdP8MNLP1CQV8C4z8aZ1n+347sMfXsonUd1Zkr9Kbz4+4s079ocUAb0zh4wm09TPyViVQS/vP0LMw/NNL132YvLABjz6Ri+GPUFQT2CuOuVu0zLX/R6kZc3vlzhFfv53eazb98+y24EQRAEQRAEQbiJwPBApu+eXuaySvvY24ITW09w+exlpreYzquNX2Xj7I1ErIzggy4f4N/Wn7hDcaZ1c67mkHQ6Cf+2/gCllscdiiuxLPl0cok+8zcvj4u88d6k00nk5+Tj28rXqnlrwqlTp3TlUdMlmbTh0ptHTZdk0oZLMmnDJZm04dKbx1yq3BVHTXo/1ZvbHrzN9PMfs//gcuxl01X65a8t58CKA7S/pz1r319L4/aN8QtRBux2e7gbmz7dROjdoRgMBjbO2Ui/Z/oB4NvKlyYdmrDmvTWMeHcEUeuiiD8cT6cfOwHQdWxXZvWexcntJ2naqSmrZ66m08hOJfrk2xtFt4n04lHTJZm04dKbR02XZNKGSzJpwyWZtOHSm8dc7LKwd6nlgkstF9PPrnVccXZ1NvWtn/TjJJa9uIyF4xfSrGszJiyeYFq398TeJJ1J4r1O7wHQ84me9J7Y27R8wuIJfDPhG172eRnvpt5M/GGi6XP92/kz7vNxLHh0AVcvXyWkfwjjvxqvRmRBEARBEARBqBF2WdjfzLC3h5X4uU3/NrwT9U6Z6xoMBkZ/NJrRH40uc3mDZg2Yumlqua6uY7vSdWzX6jdWZZyc1NmFannUdEkmbbj05lHTJZm04ZJM2nBJJm249OYxF7scPKs1ZPCsIAiCIAiCoAaaGzwrVJ3ExERdedR0SSZtuPTmUdMlmbThkkzacEkmbbj05jEXKew1TvH5VPXgUdMlmbTh0ptHTZdk0oZLMmnDJZm04dKbx1yksBcEQRAEQRAEHSCFvSAIgiAIgiDoABk8awFsOXg2KysLd3d33XjUdEkmbbj05lHTJZm04ZJM2nBJJm249OYpCxk8KwiCIAiCIAg6Rwp7jRMTE6Mrj5ouyaQNl948arokkzZckkkbLsmkDZfePOYihb0gCIIgCIIg6AAp7AVBEARBEARBB0hhr3F8fHx05VHTJZm04dKbR02XZNKGSzJpwyWZtOHSm8dcZFYcC2DLWXEEQRAEQRCEWweZFUfHREdH68qjpksyacOlN4+aLsmkDZdk0oZLMmnDpTePuUhhr3Hy8/N15VHTJZm04dKbR02XZNKGSzJpwyWZtOHSm8dcpLAXBEEQBEEQBB0ghb3GcXNz05VHTZdk0oZLbx41XZJJGy7JpA2XZNKGS28ec5HBsxZABs8KgiAIgiAIaiCDZ3VMfHy8rjxquiSTNlx686jpkkzacEkmbbgkkzZcevOYixT2Gic1NVVXHjVdkkkbLr151HRJJm24JJM2XJJJGy69ecxFCntBEARBEARB0AFS2AuCIAiCIAiCDpDBsxbAloNn8/LycHZ21o1HTZdk0oZLbx41XZJJGy7JpA2XZNKGS2+espDBszomKytLVx41XZJJGy69edR0SSZtuCSTNlySSRsuvXnMRQp7jXPu3DldedR0SSZtuPTmUdMlmbThkkzacEkmbbj05jEXKewFQRAEQRAEQQdIYS8IgiAIgiAIOsDJ1g0Qaoa/v78uPH7/8SPxauKNF5YrX3xr+3LxlYtWcaq17dR0SSb796jpkkzacEkmbbgkkzZcevOYi8yKYwFsOSuONSlVbF/HGsW24R1DucuMM+QQFQRBEARBgIpnxZEr9honKiqK0NBQq3x2WUV90es/H/2ZvII8cgtyyStUvuYW5Fb9tevfFy2zBdbcdrZySSb796jpkkzacEkmbbgkkzZcevOYixT2QikKCgvYl1DxHYj7f7q/0s9xdnDG2dEZF0cXnB2uf73+882vCYIgCIIgCDVDCnsBgAsZF1gfs571MevZELOBlKyUCtc/9PShGwV6GcW7s4MzBkP53WtupqKuON2+6saUblMY3Wa0nAQIgiAIgiCUgxT2GsfDw6Na78styOXv83+z7tQ61p1aR2RiJAB+dfwY3no4g4MGM2b5mHLf3963fbW81SElK4Wxy8cS4BHAs12eZWL4ROrXql/jz63utrNnl2Syf4+aLsmkDZdk0oZLMmnDpTePucjgWQuglcGzZ1LPsD5mPetOrWPTmU1k5mbi5OBEr6a9GBw0mMHBgwnzDTNdaVdzQGtFA3UTpibw+8nfmbN7DhtPb8TNyY1Hwx7lhdtfoF3DdhZthyAIgiAIgj1T0eBZmcde48TGxpa77FreNX4/+Tsv/v4iIZ+F0OK/LZi8djIHLx7k4fYPs+rBVVx+9TJbxm9hWq9pdPDrUKL7jG9t3zI/t7zXa8LFVy5inGHEOMPI2cfOmr6/+MpFHAwODGk1hD8e+YPDkw/zSNgjfHvoW0LnhjLou0H8dvI3Co2FZjsr2naWRi2XZLJ/j5ouyaQNl2TShksyacOlN4+5SFccDVLR1e0t47co3Wti1rH17FZyCnJwc3Kjb7O+TL5tMoODB9Oqfqsq9X8vPqWlmqO/MzIyyl0W2jCUL4d9yYf9P2T+/vl8tvczhiwZQqv6rXih6wuM7zieOi51auyxNGq5JJP9e9R0SSZtuCSTNlySSRsuvXnMRQp7DVLRNJRtv2gLQEiDEFMh3yewD+7O7mo20eo0qNWA13u/zis9XuHnoz8zZ/ccnvv9Od7Y/AZPdX6K57o+R2C9QFs3UxAEQRAEQTWksNcZ/xv6P+4KuuuWKWqdHZ0Z234sY9uPZVfcLubsmsMnuz5h9q7ZjAwZyZRuU+jZpKdZM/QIgiAIgiBoERk8awHUHjwrT2mtmPNXzvPF3i/43/7/kZqdSnijcF68/UUeDH2Qpp80Ve1puoIgCIIgCJZGBs8KNSYlpeJ57e3J1aRuE/454J+cf+k884bM41reNR5d9SiBcwIr7MZkTdTaflraT7eqR02XZNKGSzJpwyWZtOHSm8dcpLAXqkRCQoLmXLVdajPptkkceeYI6x9eTye/Thb53Oqg1vbT4n661TxquiSTNlySSRsuyaQNl9485iKFvQZRcxpKPWAwGBgUNIjfHvrN1k0RBEEQBEGwGjJ4VoPYahpKQRAEQRAEwX6RK/Yap2nTprryqO1SC9lP4rGFSzJpwyWZtOGSTNpw6c1jLlLYaxx3d3Xmp1fLY21Xed2VXBxdyC/Mt5pX9pN4bOGSTNpwSSZtuCSTNlx685iLFPYa5/jx47ryWNt18ZWLGGcYMc4wcnj0YYwzjMwdMpfcglymrp9qNa/sJ/HYwiWZtOGSTNpwSSZtuPTmMRfpYy/c8jx929OcvHyS2btm07J+S57r+pytmyQIgiAIgmA2UtgLAjBr4CxOpZ7ixXUv0sKrBfe0vMfWTRIEQRAEQTAL6Yqjcby8vHTlUdNV3OPo4MiSUUvo4NuBB39+kMiLkVZzWRO97yc9eNR0SSZtuCSTNlySSRsuvXnMxTAvb57R1o3QOvO7zWffvn22boZgAeLT47n9q9sxGAzseXIPjTwa2bpJgiAIgiAIJgLDA5m+e3qZy+z2iv2CRxfwapNXmeI9hbfbvs32r7eblkVvjmZG6Aye93ye2QNmczn2smmZ0WhkxesrmOo7lam+U1n+2nKMxhvnLslnk5k9YDbPez7PjNAZHNt0rIR3z9I9TA+azgt1X2Du6LlcTblq/bA14NSpU7ryqOkqyxPgGcCacWtIzUpl2NJhXM21zP6X/SQeW7gkkzZckkkbLsmkDZfePOZit4X94GmD+eDUB8xJmcMzK57h1xm/Ers/lszkTObdP4/hM4cz+9JsAsMD+WrcV6b3bZu/jchfI3lz/5u8eeBNDv92mG1fbjMt//rhr2nSsQkfJ37MiHdH8OWDX5KRlAFAwpEEFj+zmMcXPc6s+Fm41HJh6fNLVc9uDtnZ2bryqOkqz9PRryPL7ltGxMUIHl75MIXGQqu5LM2ttJ+06lHTJZm04ZJM2nBJJm249OYxF7st7P3b+ePs6qz8YFD+JZ1OImJlBP5t/Qm/LxxnN2eGvj2UuENxXIxWnsa667tdDJgyAK/GXngFeDFwykB2frsTgMQTiZyPOM+wGcNwcXeh86jOBIQGELEiAlCu1ocNDaNl75a41XFj+MzhRKyMIDvDPneeYD2GthrKJ3d9wqroVUz7Y5qtmyMIgiAIglApdj0rzpLnlrDz253kZeXRpGMTQu8O5Ze3fqFxWGPTOq61XfEJ8iHhaAJ+IX4kHE0osbxxWGMSjiYAkHA0gQYtGuDm4WZaHhAWUGJ5UPcg0zKfIB+cXJxIPJFIYHhgibZtm7+NbV8pdwIKLxUSFRVlWhYUpHxGTEzMjc/y8cHX15fo6Gjy85UHIbm5uREcHEx8fDypqammdVu3bk1WVhbnzp0zvebv74+3t3cJj4eHB05OTsTGxpKRkWF6PTQ0lJSUFBISEkyvNW3aFHd39xLzrnp5eREQEMCpU6dMZ55OTk6EhISQmJhIUlKSaV1HR0eysrJuqUz9avVjTIsx/Gfnf2hZvyVD/IZoPpMe95OlMhkMBgDJJJkkk2SSTJKpSpmysrIAdeq9wMDAUpnKwu4HzxYWFHJ652lO/HWCu/5xF4ufWYyHjwcjPxxpWmdWn1n0mtCLHuN7MNl1MjMiZ+AX4gdA4slEZrSdwdzcuexevJutc7cybceNK7Cr3lpFWnwajy14jE8GfUL46HD6TOpjWj4tcBpPfPsEre9oXW4bZfCsfskvzGf40uFsiNnA7w/9zsCggbZukiAIgiAItzCaHDxbhIOjA8G9gkmNS2XrvK241nElKz2rxDrZ6dmmq/A3L89Oz8a1jisGg0FZllHJe8taXscNeyUxMVFXHjVdVfE4OTix7L5ltPVpy30/3ceRS0es5rIEt+p+0pJHTZe1PX7/8cPwjqHUP7//+FnNKftJGy7JpA2XZLJ/j7nYfWFfRGF+IUmnk/Bv60/coTjT6zlXc0yvA6WWxx2KK7Es+XRyiT7zNy+Pi7zx3qTTSeTn5OPbyteq2WpC8VtCevCo6aqqx9PVkzXj1lDLuRZDlgwhMdP8X2Z7y1RdihdyfvP8VCnk9LLtbOGytifxatm/C+W9bglkP2nDJZm04ZJM9u8xF7ss7NMvpbP3h71kZ2ZTWFDIkQ1H2PvDXlr3a03HezuScCSBAysOkJedx9r319K4fWNT15tuD3dj06ebSI1PJS0hjY1zNtL90e4A+LbypUmHJqx5bw152XlErIog/nA8nUZ1AqDr2K4cXnuYk9tPknM1h9UzV9NpZKcSffKFW5OmdZuyeuxqLl29xIhlI8jKy6r8TTrEFoWcIAiCIAhVwy4HzxoMBv76318seXYJxkIj3k29uf/j++k4vCMAk36cxLIXl7Fw/EKadW3GhMUTTO/tPbE3SWeSeK/TewD0fKInvSf2Ni2fsHgC30z4hpd9Xsa7qTcTf5iIh48HoMzEM+7zcSx4dAFXL18lpH8I478ar15wwa65zf82Fo9azOgfRzN+1XiW3bcMB4NdnhsLgtW5lnfN1k0QBEEQbsLuB89qAVsOns3KysLd3V03HjVd1fX8e8e/eXXjq0zvNZ0P+n9gVZe5WMuTk5/DksNLeOLXJ8pdxzjDOn9KtL7tbOmyhqegsIBFBxfx9p9vk5CRUO56hW8XmmansCSyn7ThkkzacEkm+/eUhaYHzwqCvfFKj1d4qvNTfLj9QxYdXGTr5liVpKtJvLf1PQLnBFZY1Av6x2g0svbEWjrM68CTq58ksG5ghes/8PMDJF9LVql1giAIAkhhr3mKz52qB4+arup6DAYDn9/zOQNaDGDi6on8efZPq7nMxVKeY0nHmLR6Ek3nNOXtP98m3D+cjY9stMhnm4vWtp09uSzl2Zewj/7f9mfo0qHkFOTw8/0/s+OJHfjWLntigToudfj1+K+EfhHKmhNrLNKGImQ/acMlmbThkkz27zEXu+xjLwj2jrOjMz/d/xM9F/Rk1A+j2DlhJ60blP+sAy1gNBrZfGYzs3fN5reTv+Hm5MajYY8ypdsU2vi0AcC3tm+5A2V/iPqBB0MfVLPJgpU5k3qGNza/wdKopfjU8uGzuz9jYvhEnB2Vp4JffOWiad2oqChCQ0NNPx9KPMQjKx9h2NJhPNnpSWbfNRsPVw/VMwiCINxKSGEvCNWknls91oxdw+1f3c6QJUPY9eQuGtRqYOtmmU1Ofg7LopYxe9dsDiUeomHthrzb912evu1pfGr7lFi3rELuSvYVhi8bztjlY7mSc4WJ4RPVjiBYmMvXLvPBtg/4fO/nOBocebP3m/yj5z/wdPWs8meE+Yax58k9zPxzJrP+nsWmM5v45t5v6B3Yu/I3C4IgCNVCuuJoHB8fn8pX0pBHTZclPM29mvPLmF+IS49j5A8jycnPsZqrKpjjSb6WzAd/fUCzT5vx2C+PUWgsZMHwBcROieWtO94qVdSX56rrVpd1D63jnpb3MGnNJP61/V81ylCex9rIMQ5ZeVnM2jGLoP8G8enuT3kk7BFOPn+S9+58r9KiviyXq5Mr/xzwT/567C8MBgN3LLqDV/94tdzfk6og+0kbLsmkDZdksn+PucisOBbAlrPiCPbBD1E/MGb5GB4Oe5hv7/3WKrOBWIrjyceZs2sO30R+Q1Z+FoODB/Nyt5cZ0GJAjdqdV5DH+FXjWRq1lNd6vsaH/T+06+0g3KDQWMjiQ4t5Y/MbnE8/z5CWQ/howEeENgyt/M1VJDM3k1c2vML/9v+P0IahfD/yezr4dbDY5wuCINwqyKw4OiY6OlpXHjVdlvQ8GPog7/d7n+8Pfc97f71nVVdFlOcp6j8/bOkwQj4PYeHBhTzU/iGiJkfx+0O/MzBooNlF+M0uZ0dnvhv5HU+HP81HOz5i8trJFBQWVDtLeR5rcase43/E/EH4l+E8uupRGtZuyOZHN7Nm3Bqzi/rKXHVc6jBv6DzWjltL8rVkuszvwkfbPzL7GLlV95PWXJJJGy7JZP8ec5E+9honPz9fVx41XZb2TO89nZMpJ5nx5wyCvYMZ136c1VzlcbMntyBX6T+/czaRiZH41PJh5h0zmdxlMg1rN7SoC8DRwZEvhnyBl7sX/9z+T9Ky0/h25Le4OLpY1GMNbrVjPPJiJK9ufJUNMRtoVq8ZS0cv5YF2D1T7oWtVzXRPy3uImhzF5LWTeX3T66w+sZpv7v2GYO9gi3osgTVdfv/xK3Mgum9t3xJjWSyNPRx7WnVJJm249OYxFynsBcFCGAwGvhz2JWfTzvL4L4/TtG5TejXtZXVvqQJhufKljksdPFw8uJB5gbY+bflq2Fc8FPYQbk5uVm2PwWDgw/4f4uXmxasbXyU9J52fH/iZWs61rOoVqsb5K+d5c8ubfBf5HfXc6jF70Gye6fIMrk6uqrWhfq36/HDfD9wbdS/P/vYsHeZ14ONBHzMpfJLNu2+V9/tk6YK7vNmlyntdEAShKkhhr3Hc3KxbpKntUdNlDY+LowsrHlxBt6+60WdhH4wUG8KicoGQmZtJjyY9WDhiIYOCBlm8YKps+/2j5z+o51aPSWsmMfj7waweu5q6bnUt7rEUej/G07LT+Gj7R8zZNQeAf/T4B6/1eg0vdy+Lu6qCwWBgXPtx9Answ+O/PM7ktZP55fgvfD38a/w9/C3mMRdLFtyFxkKy8rLIys/iWt61Ev9shfw+2b9HTZdksn+PucjgWQsgg2eFmzl5+SStPmtV7nLjjPJ/7YxGI5m5maRlp5n+Xcm5UvLn7Os/56Tx89Gfq+VRix+P/MjDKx4mtGEo6x9eX+lsO0LNKK+LhwHlxO6RDo/wXr/3aFq3qdpNK5dCYyFz987lH3/8AzcnN+YOmWuzZyIY3in/BPiV7q9wLe9amYV6Wa9n52dXqw05b+bUqPuaIAj6pqLBs3LFXuPEx8cTEBCgG4+aLmt6WtZvWeHyl9a9RFpOGYX69SK+0FhY4ftrOdeirmtd6rnVs2CrzaOq2++Bdg/g6erJqB9G0XthbzY8ssGsolIPx4OarvKuLBsxcmDiATo16mQVb00yORgceLbrswwMGsgjKx9hzPIx/HL8Fz675zO83b0t5rmZrLwsjiQd4eDFg0RejCQyMbLC9b/Y9wXuTu7Ucq5V4l9tl9r41PZRfna68bq7c+l1i94/6PtB5XoafdyI+9rcx7j24+gd2Lva4x7KQn6f7N+jpksy2b/HXKSw1zipqamqHFhqedR0qZnpZr6O+Jp6bvVM/wI8A2jXsB31XJWf67rVLbG8nls9UyFf161uiat5FV1htCbmbL/BwYPZ8MgGhi4ZSq8Fvdj46EZa1S//jkZ1PTVB68d4obGQw4mHK1zHWkU9WCZTq/qt2PHEDj7a/hHvbH2HrbFbTV3JaupJzExUCvjESNPX6ORo00l0HZc6dPCtePrNq9Ovmu2tDncH383iw4v58sCXBHgEMCZ0DGNDx9K5Uecad6mT3yf796jpkkz27zEXKewFwQakv55u6yaoTq+mvfjzsT8Z9N0gei3oxfqH11u10LwVOJN6ho2nN7LpzCY2ndlE8rVkWzepxjg5OPFmnze5O/huHln5CHd9fxfuTu5k5WfdWKmC8Sr5hfmcuHyCyIuRJQr54ncymtZtSgffDoxuM5oOvh3o6NeR5l7NcTA4qHai7Fvbt9xZcb4f9T1Xc6+y+sRqlkYt5b+7/8vHOz+mVf1WjAsdx9j2Y6t8Yqwmag08FgShfKSwFwSNU1GBYG909OvI9ie2M+DbAfT9pi9rx61VZeYgvZB8LZnNZzaz8fRGNp7eyJm0MwD4e/hzd/DdDGgxgPGrxtu4lZYh3D+c/RP38+bmN5m9a3aZ6yReTWT7ue2mrjQHEw8SdSnK1Lfd2cGZdg3bcXfLu00FfJhvWKnuPcVR6/epeKEbFRVFaGjJ5wbUdqnNmNAxjAkdQ0pWCiuOrWDJ4SW8s/UdZm6dSXijcMaGjuXB0Adp7NnYom2rLjLTjyDYHhk8awFsOXg2Ly8PZ2dn3XjUdFnbY4t5qrWyn85fOc/A7wZy7so5lj+wnLtb3m0VjznY47a7mnuVbee2ma7KH7x4EABPV0/6NevHgBYD6N+8PyENQkxdNCq64mzNwdTW3H5VuYpe370+Hf06mgr4Dn4dCGkQUqNBqPZ47MWnx/PjkR9ZErWEfQn7MGCgT2AfxrUfx31t76vwpMVcV1XIL8zn/JXznEo5VeG4Aa0ee7bwqOmSTPbvKQsZPKtjsrKyVDmw1PKo6bK2p3jxnp6ejqenp9VcRWhlPzWp24Rtj29j8OLBDF82nO9Hfl/uLCh6OR6q4soryGNvwl42nd7ExjMb2Xl+J3mFebg4utCzSU/e7/c+A1oMINw/HCeHsv982+oOjprbrzhrxq6ho19H/D38LT6lqz0eewGeAbzU/SVe6v4SJy+fZGnUUpYcXsKkNZN47rfnuCv4LsaFjmN46+HUdqldI1cR2fnZnEk9w6mUU8SkxhCTEsOp1FPEpMRwJu0M+YW2fVCPPe4nrbgkk/17zEUKe41z7ty5UrdwtexR0yWZbOvyqe3D5kc3M2zpMMYuH0t6TjpPhT9lcU9VsbanvDs49d3r81aft9h0ZhN/nv2TjNwMDBjo1KgTL3V7iQEtBtCzac8qP+Crsi4e1kLNY684Q1oNsdpn2/ux17J+S96+423e6vMWBy8eZMnhJSw7sow1J9ZQy7kWI1qPYFz7cTz565OV3j1Mz0lXCvbrxXvxIj4uPa7EMzk8XT0J9g6mo19H7mt7H0FeQQR5B9Hvm37V3wg1wN73kz27JJP9e8xFCntBEGxGXbe6rHt4Hff/dD8T10wkNTuVV3u+autmWYXy+hlfzrrMlPVTCPYO5qH2D9G/RX/6NetH/Vr1VW6hoFUMBuVEsFOjTvxr4L/Yfm47Sw8v5cejP7I0amm570u8mkj3r7sTkxJD0rWkEst8a/sS5B1E32Z9CfYOJsgrSPnqHUR99/pm3x155893eOuOtyw6dacgqI0WBohLYW8l8vLyiIuLIzu7eg8oqSoFBQUcO3bMqg41PWq53NzcMBpleIk9UMu5FisfXMn4VeOZtnEaqVmpfNj/Q4t3qygLS/2RLjQWcunqJeLS44hPjyc+I175vuhrenyF7z/74lkC6wVWJ8ItgZYGiNsaB4MDfQL70CewD5/e/Sl/xPzB0KVDy12/lnMtRoaMJMg7yFTAt/BqgYerh9nu8vaTm5MbM7fO5NClQ3xz7zfUcalj9mcLgj2ghQHiUthbibi4ODw8PGjWrJlVC5T8/HycnKy/G9XyqOEyGo1cvnyZvLw8qzluxt/fX1ceS7tcHF34fuT31HOtx0c7PiItO43P7vkMRwdHq2aqyh/p7PxsEjISyiza49OV7y9kXijVz9jJwQl/D38CPAJo79ue45ePl9sOaxX1Wj0ebqb4SVZKSgre3hUPELUUWv+9dXF0qbSr0qZHN1nMV95+MhqNzNk1h1f+eIWeC3ryy5hfaFavmcW8Wt9PtnRJJv0hhb2VyM7OtnpRD6hWbKvlUcNlMBioX78+SUlJla9sIdQqRNTyWMPl6ODIF0O+wMvdi39u/yfz9s8rtU5Nb3cWFBaQmZtJek466TkVP0ug47yOxGfElzk3fB2XOgR4BNDYszH9mvczfW/66hlAw9oNS3Q7sMWDxLR8PNjao6ZLzUxqUTyTwWDgpe4v0a5hOx78+UG6zO/Cz/f/zB3N7rC4y5rIsacNlx5/n8xBCnsrokZXgqysLNzd3XXjUctlMBjIzc21qqM4ag1iVHOwpDVcBoOBD/t/yD+3/7PM5YlXE9mfsN9UmKfnpJORm3Hj+5wM0nPTS/5cbN2reVV/cmiTuk3o3rg7AZ4BJQr2xp6N8XS1/gxHlkDrx4MtPWq61MykFmVlGhQ0iD1P7mH4suEM+G4A/x38XyZ3mWwVlzWQY08bLmt5Vh9fbfHPtAZS2OuclStXMmrUKI4dO0ZISEiF686ZM4eJEydSq5Yy+8Y999zDkiVLqFevngotFYSqcdv828p83dHgSF23uni4eODp6omnqyf1a9WnuVdzPF2Unz1cbyzzdPXkwZ/LnmITYPVYy/4Rl37igq2wp2OvZf2W7Jqwi4dWPMQzvz1DZGIk/737vzV63oAgWJOEjARe+P0Flh9bbuumVAkp7O0Aaz7IaOnSpfTq1Ytly5Yxc+bMCtedM2cODz/8sKmw/+2332rktiZq9vkX7ItfxvxSojgvKuTdnNzMvktWUWFvaWw1DaUg2NuxV9etLr+M+YU3Nr/Bv3b8i6NJR1n+wHJ8avvYtF2CUJyCwgLm7ZvH65teJ68wjw/v/JBPd39qNyfJ5SGVkR1Qk1HWDg7lTx2WmZnJjh072LJlC8OHDzcV9gUFBUybNo3169djMBh46qmnMBqNJCQk0K9fPxo0aMCWLVto1qwZ+/bt49///jcBAQG88MILAMycORMPDw+mTp3Kv//9b3788UdycnIYOXIk77zzTql2bNiwgRkzZpCTk0NQUBALFy6kTp06NGvWjPHjx7N69Wry8vL46aefCAkJISsri2effZbDhw+Tn5/PzJkzGTFiBIsWLWLt2rVkZ2dz9epV1qxZw2OPPUZ0dDRt2rTh7NmzfP7550RGRhIVFcUnn3wCwPz58zl27BizZ5d8LH1F287SeHiYP8OEPXvUdhVneOvhFvssW13JlOPB/j1qum7FTI4Ojnw04CPCfMOY8OsEuszvwi9jfqGDXweLuyzFrbiftOiyhOdQ4iEmrp7I7vjdDGwxkLlD5hLkHcTrvV83rRMbG0tgoP3NZiaFvQpMWTfF9Ch4c+m7qG+Zr3f068icwXNwdXUt972rVq1i8ODBtGrVCm9vbw4cOEDnzp358ssvOXPmDBERETg5OZlmL5g9ezZbtmyhQYMGJT5nzJgxTJkyxVTY//jjj6xbt44NGzZw8uRJ9uzZg9FoZPjw4fz111/06dPH9N7k5GTef/99Nm7cSO3atfnXv/7F7NmzefvttwFo0KABBw4c4IsvvuA///kPX331Ff/5z3+48847WbBgAWlpaXTt2pUBAwYAsHPnTg4dOoS3tzf/+c9/8PLy4tChQ0RFRdGxY0dTe8PCwpg1axbOzs4sXLiQ//3vf6W2j5pX/NX65Vfzj4w9/kEzF1vNOyzHg/171HTdypnGtR9Hq/qtuHfZvfRY0INv7v2G+9reZxVXTbmV91N1sWaPhPKoSaZredd45893+Hjnx3i7e/P9yO8Z135cmXeD7fX/QHlShMbJyckpd9nSpUsZM2YMoBS7S5cqDyrZuHEjTz/9tKmwrWwEeadOnUhMTCQhIYHIyEi8vLxo2rQpGzZsYMOGDXTq1InOnTsTHR3NyZMnS7x3165dHD16lJ49e9KxY0e++eYbYmNjTctHjRoFQHh4OGfPngVg/fr1fPTRR3Ts2JG+ffuSnZ3NuXPnABg4cKCpvdu3bzflCw0NJSwsDIDatWtz5513smbNGqKjo8nLy6N9+/alcuXnq/cY9OKZ9eCxtqu8K+bWvJKul21nC4+aLsmkDZc5ntv8b2PfxH108O3A/T/dz4wtMyg0FlrFVRNu9f1UHWwx73t1M60/tZ7QL0KZ9fcsxncYz7Fnj/FQ2EPldvFU83gwB7lirwJzBs+pcHlF0+D9+difFb63sLDsP36XL19m8+bNREVFYTAYKCgowGAwMGvWLIxGo9l9ke+9915+/vlnLl68aCqmjUYjr7/+OpMmTSr3fUajkYEDB5pOKm6m6I6Do6OjqdAuLCxk+fLltG7dusS6u3fvpnbt2iU+uzyefPJJPvzwQ0JCQnj88cfLXKe8bWcNMjIydOWxtssWfYL1su1s4VHTJZm04TLX41fHjy3jtzB57WTe/etdDl86zLcjv63Sw6zsNZMWXGpmUgtzMyVmJvLS+pdYGrWU1vVb8+f4P6s0Fau9bju5Yq9Tfv75Zx599FFiY2M5e/Ys58+fp3nz5mzfvp1BgwYxb948UyGdkpICKP3SyjtQ77//fpYtW8bPP//Mffcpt0nvuusuFixYQGZmJgDx8fFcunSpxPu6devGjh07OHXqFADXrl3jxIkTFbZ9wIAB/N///Z+pcI+IiChzvV69evHjjz8CcPToUQ4fPmxadvvtt3P+/HmWLFnC2LFjK/QJgiAItsfVyZWvh3/NnLvm8MvxX+j+dXdOp562dbOEanAs6RhvbX6rwnWu5V1TqTVlU2gsZP7++YR8HsLyY8uZecdMIp+OtNjzFWyFFPZ2gDW6HSxdupSRI0eWeG306NEsWbKEJ598kqZNmxIWFkaHDh1YsmQJABMnTuTuu++mX79+pT6vbdu2ZGRkEBAQQKNGjQAYNGgQ48aNo3v37rRv35777ruv1ImBj48PixYtYuzYsYSFhdGtWzeio6MrbPvrr79OXl4eYWFhhIaG8tZbZf9xeOaZZ0hKSiIsLIx//etfhIWFUbduXdPyBx54gJ49e+Ll5VX5BhMEQRBsjsFg4MVuL7LuoXXEp8fTZX4XtpzZYutmCVUgLj2Of+/4N53+14m2X7Tlw+0fVri+z799uO/H+1hyeAlXsq+o1EqFo0lHuWPRHUxcM5EOvh049PQhZvSdgatT+eMWtYJhXt688vszCFVifrf57Nu3r8Rrx44do02bNjZq0a1BQUEBeXl5uLm5ERMTQ//+/Tlx4gQuLsp8yEOHDuWll16if//+Zb5f9pEgCIL9cirlFMOXDufE5RN8OvhTnunyjCoPfhSqTkpWCsuPLmfx4cX8FfsXRox0DejKuNBxPBj6II0+blTue5+57RlWRq/kQuYFnB2cGdBiAKPajGJE6xFWm/o0Oz+bD/76gH/t+Bcerh78Z+B/eKzjY5o7rgLDA5m+e3qZy6SPvcZRaz53NeeNr6rr2rVr9OvXj7y8PIxGI3PnzsXFxcU0k06HDh3KLepB3T72RTMP6cWjpktvHjVdkkkbLslUNsHewex6chcPr3iY535/jsjESD6757NSD7PSUqaKsMUMMtXJdC3vGquPr2ZJ1BJ+P/k7eYV5tKrfipl9ZzKu/TiCvYNN61Y0pfDnQz7n/+75P3bH7WbFsRUsP7acp1Y/xaQ1k+gT2IdRIaO4N+RemtRtYpFMm05v4um1T3Mq5RSPhD3Cx4M+rtEJhJq/t+Yghb3GycvLU6XgVstjjsvDw6PUnRKAevXqVdqPH9SdFSchIUGVPwBqedR06c2jpksyacMlmcrH09WTVWNW8dbmt/hw+4ccSz7G8geW07B2Q4u7KsPaHlvMIFPVTPmF+Ww8vZElh5ewMnolmbmZ+Hv483zX53ko7CE6+XUq86p3ZRMhOBgc6N6kO92bdGfWwFlEJkay4tgKVhxbwQvrXuCFdS/QNaAro0JGMarNKFrWb2l2puRryUzdMJVvI78lyCuIPx75gwEtBlT6OeZ67AUp7AVBEARBsFscDA580P8D2vu254lfnqDL/C6senAVnRp1snXTLILRaORI0pEK11lzYg0tvVvS3Kt5qTsW1mzX7vjdLD60mB+O/EDStSTqutblwXYP8lD7h+gT2AdHB0eL+QwGAx39OtLRryPv9nuX48nHWRm9khXHVvDaptd4bdNrhDYMZVTIKEa3HU37hu0r7EJjNBr5JvIbXtnwCldyrjC913Te7PMm7s7uFmuzPSKFvSAIgiAIds+Y0DG0qt+KEctG0PnLziUXLle+WLPbiiWJT49n4+mNbDyzkY2nN3Ixs+I2D1s6DFBOcgLrBtKyfkuCvYKVr97BFi36jyYdZcnhJSw5vIQzaWdwdXRlWOthPNT+Ie4Ovlu1AaatG7TmtV6v8Vqv1zh35Rwrj61kRfQK3vvrPd79612CvIIY1Ua5kn/vsntL3tlYfuPbHk168OXQL2nXsJ0q7bY1MnjWAthy8GxBQQGOjpY7Y7a1R03XkSNHaNdOnV/09PR0PD09deNR06U3j5ouyaQNl2Qyj8TMRPw+9it3uXGGdcqammRKz0ln69mt/HH6Dzae3six5GMA+NTyYUCLAQxoMYAJv04o9/1/P/E3J1NOcirl1I2vl09yJefGbDJFRX9RoR/sfaPwb+HVwlT0l9eXv45LHYK9gzl48SAOBgf6N+/PQ+0fYmSbkXi61nxfWuqYSMxM5Nfjv7IiegWbTm8irzCvwvUL3i7AwWD5SSDV/L29GRk8q2PUGsmt5ohxPWZyd1fn1p9aHjVdevOo6ZJM2nBJJvPwrVPxVNALIhbQpkEb2vi0oZ5bPYt5zcmUV5DHnvg9pkJ+V9wuCowFuDu50yewDxM6TWBAiwG0921vKjorKuyL+qEXx2g0cjnrMicv31Twp5xk8eHFpYr+pnWb0tK7Zbl99jNzM3FxdOHTwZ/yQLsH8KtT/slTdbDUMeFbx5enwp/iqfCnSMtOY+2JtTy88uFy17dGUQ/q/t6agxT2GicnJ6fcg8vR0ZH27dtjNBpxdHTks88+o0ePHhbzPPbYYwwdOtT0wCpLUVEmS5KXV/FZviU5fvy4Kk9PVcujpktvHjVdkkkbLslkWYoXyH51/JQi/3qhX/S1UZ1GZl/cqSiT0WjkWPIxNp7eyB+n/+DPs3+SmZuJAQO3+d/GtJ7TGNBiAD2a9Ci3K0tFM8iUhcFgoEGtBjSo1cCsor8idj+5u8LlNcEax0Q9t3o8FPZQhYW9tbDlMV4RUtjbAyv8ILuMM2g3XxhV/b6C7u7uHDx4EID169fz+uuvs3Xr1mp/ni0xGo0YjUYcHOSZaoIgCEL5nHz+JMeSjnEs+fq/pGN8f/h70nPSTevUda1LSIOQG8X+9YK/eb3mJQaEluq2Uqwvf8SkCDad2WS6Kp+QkQBAkFcQD7d/mAEtBtCveT+83as2c0plM8iYQ0VFv+Edbc3ZLpiHFPb2QFlFfUWvV4P09HTTE1gzMzMZMWIEqamp5OXl8f777zNixAiuXr3KAw88QFxcHAUFBbz11ls8+OCDvPvuu/zyyy/k5OTQo0cP/ve//1V4pSMmJoZnn32WpKQkatWqxfz58wkJCeGxxx7D09OTffv2cfHiRWbNmmW62v/vf/+bH3/8kZycHIYOHcqHH37I2bNnTU/C3blzJ6tWreLbb79l8eLFNGnShAYNGhAeHs7IkSO5//77OXDgAAAnT55kzJgx7N+/32LbTxAEQdAGwd7BBHsHM6z1MNNrRqORC5kXbhT817+uO7WORQcXmdZzdXSlVf1WpoK/oiko/Wf7A1DfvT79W/RnQHOlr3xzr+ZWzScIFSGFvRrsnwKpB6v33o19y37dqyOEz6lwkGlWVhYdO3YkOzubCxcusHnzZgDc3NxYuXIlnp6eJCcn061bN4YPH866devw9/dn7dq1AFy5ovTPe+6553jttddwcXHhkUceYc2aNQwbNqxc78SJE5k3bx4tW7Zk9+7dPPPMMyb3hQsX2L59O9HR0QwfPpz77ruPDRs2cPLkSfbs2YPRaGTo0KH89ddfNG3alOPHj7Nw4UK++OIL9u3bx/Lly4mIiCA/P5/OnTsTHh5OUFAQdevW5eDBg3Ts2JGFCxfy2GOPVbpp1bz6X3RSpRePmi69edR0SSZtuCST+VSn24q/hz/+Hv70b1HywYWpWalEJ0eXKPj3JezjpyM/VdiGj/p/xMCggXT062jxftxqHhNqYc1M5h4PlsBe95EU9hrHxaX8qa2Kd8XZuXMnjz76KFFRURiNRqZPn85ff/2Fg4MD8fHxJCYm0r59e1555RWmTZvG0KFD6d27NwBbtmxh1qxZXLt2jZSUFNq1a1duYZ+Zmcnff//N/fffb3otJyfH9P29996Lg4MDbdu2JTFR+SXcsGEDGzZsoFOnTqbPOHnyJE2bNiUwMJBu3boBsH37dkaMGGHqf1+8DU8++SQLFy5k9uzZ/PDDD+zZs6fSbafWA7cAAgICdOVR06U3j5ouyaQNl2QyH0tOaenl7lXm4NSsvCxqfVir3PdN6zXNYm24GWtuP1sUwWDdTLaY4lTN31tzkMJeDcLnVLx8SQX93Qb8WeFbs7OzcXNzq7QJ3bt3Jzk5maSkJH777TeSkpLYv38/zs7ONGvWjOzsbFq1asX+/fv57bffeP311xk0aBCvvvoqzzzzDNu3b6dly5bMnDmT7Ozscj2FhYXUq1fPdEJxM66uNwYNGY1G09fXX3+dSZMmlch09uxZateuXWr9shg9ejTvvPMOd955J+Hh4dSvX7/SbaLm4NlTp04RHBxc+Yoa8ajp0ptHTZdk0oZLMtmny5YPMrLm9iteBOthP+ndYy4yElHjVFTsFic6OpqCggLq16/PlStXaNiwIc7OzmzZsoXY2FhAeTxyrVq1ePjhh3nllVc4cOCAqYivX78+mZmZ/PzzzxV6PD09ad68OT/99JOpfZGRkRW+56677mLBggVkZmYCEBcXx6VLl0qt16tXL1avXk12djaZmZmmLkOgdC+66667mDx5Mo8//niVtklVt50lqOhkSIseNV1686jpkkzacEkm7bjUQvaTeKqLXLG3B9x8y58VpwYU9bGH649W/uYbHB0deeihhxg2bBi33XYbHTt2JCQkBIDDhw/zj3/8AwcHB5ydnZk7dy716tXjqaeeokuXLjRv3pwuXbpU6l28eDGTJ0/m/fffJy8vjzFjxtChQ4dy1x80aBDHjh2je3flNmitWrVYsmRJqfEDXbp0Yfjw4XTo0IHAwEBuu+026tata1r+0EMPsWLFCgYNGmTuphIEQRCEUtiq24ogVBcp7O2BGkxpWREFBQVlvt6gQQN27txZ6vVmzZpx1113lXr9/fff54033ig1t/yiRYvK/PzmzZuzbt26Uq/fvH7RFXqAF198kRdffBFQTkiKXFFRUSXe88orrzBz5kyuXbtGnz59mDp1qmnZ9u3beeKJJ6r81Fo1H1ClVn9+NccN6C2TbDttuCSTNlx6yVS820p0dLTpQpi1kf0knupimJc3T73+CDplfrf57Nu3r8Rrx44do02bNjZqkX4ZN24cR48eJTs7m/Hjx/P6668DMHLkSGJiYti8eTMNGjSo0mfJPhIEQRAEQWsEhgcyfff0MpfZZR/7vJw8vn3qW6YHTedFrxf54LYPiFp348pt9OZoZoTO4HnP55k9YDaXYy+blhmNRla8voKpvlOZ6juV5a8tL9GXOvlsMrMHzOZ5z+eZETqDY5uOlXDvWbqH6UHTeaHuC8wdPZerKVetH7gGqDUAVM2BphW5lixZwsGDB4mOjjYV9QArV67k0KFDVS7qofw7GtagaAYgvXjUdOnNo6ZLMmnDJZm04ZJM2nDpzWMudlnYF+YX4tXEi5c3vcwnlz9h2DvDmD92Pslnk8lMzmTe/fMYPnM4sy/NJjA8kK/GfWV677b524j8NZI397/Jmwfe5PBvh9n25TbT8q8f/pomHZvwceLHjHh3BF8++CUZSRkAJBxJYPEzi3l80ePMip+FSy0Xlj6/VPX85pCfn68rj5ouNQv7pKQkXXnUdOnNo6ZLMmnDJZm04ZJM2nDpzWMudlnYu9Z2Zdjbw2jQrAEODg6EDQmjQbMGnDtwjoiVEfi39Sf8vnCc3ZwZ+vZQ4g7FcTFa6Qe367tdDJgyAK/GXngFeDFwykB2fqv0J088kcj5iPMMmzEMF3cXOo/qTEBoABErIgDlan3Y0DBa9m6JWx03hs8cTsTKCLIzqjfyWc1ZVwTzkH0jCIIgCILesM+e/zeRnphO4slE/Nv6s/V/W2kc1ti0zLW2Kz5BPiQcTcAvxI+EowklljcOa0zC0QQAEo4m0KBFA9w8bsz7HhAWUGJ5UPcg0zKfIB+cXJxIPJFIYHhgiTZtm7+NbV8pdwIKLxWWGOQZFBSEs7MzFy5coF69ehgMBpycnHB2diYrK8u0nsFgwM3Njdzc3BJXj11dXTEajeTm5ppec3Z2xsnJqcT7i56cmpOTQ2Fhoel1d3d38vPzS3RpcXFxwWAwlHhYlKOjIy4uLmRnZ5codN3d3cnLyyt15bywsLDE+7WayWg0kpaWhsFgICsri5iYGNN6Pj4++Pr6Eh0dbcrv5uZGcHAw8fHxpKammtZt3bo1WVlZnDt3zvSav78/3t7eJY4HDw8PAGJjY8nIyDC9HhoaSkpKCgkJCabXmjZtiru7O8ePHze95uXlRUBAAKdOnTJNr+Xk5ERISAiJiYmlrhpIpuplKkIySSbJJJkkk2SqSqai+kWN/3MDAwNLZSoLux88W5BXwP8N/T98Wvjw0NyH+Papb/Hw8WDkhyNN68zqM4teE3rRY3wPJrtOZkbkDPxC/ABIPJnIjLYzmJs7l92Ld7N17lam7bjxtLhVb60iLT6NxxY8xieDPiF8dDh9JvUxLZ8WOI0nvn2C1ne0LreNZQ2ezcvLIy4uzurznBqNRlVmd1HLo5bLzc2NBg0amApUa1N8ph89eNR06c2jpksyacMlmbThkkzacOnNUxYVDZ616yv2hYWFLHxsIY4ujoz57xgAXOu4kpWeVWK97PRs01X4m5dnp2fjWscVg8GgLMuo5L1lLa9T+ZNdb8bZ2ZnmzZub/T5z0eMBrGYmQRAEQRAEvWCXfexBuWr73VPfkZ6YzqQfJ+HorMxN7t/Wn7hDcab1cq7mkHQ6Cf+2/mUujzsUV2JZ8unkEn3mb14eF3njvUmnk8jPyce3lf0+iKL47R89eNR0SSZtuPTmUdMlmbThkkzacEkmbbj05jEXuy3slzy7hIvRF3lm1TO4uLuYXu94b0cSjiRwYMUB8rLzWPv+Whq3b2zqetPt4W5s+nQTqfGppCWksXHORro/qjzR1LeVL006NGHNe2vIy84jYlUE8Yfj6TSqEwBdx3bl8NrDnNx+kpyrOayeuZpOIzuV6JMvCIIgCIIgCPaIXXbFuRx7mW3zt+Hk6sS0xjf6w4/7Yhy3j7udST9OYtmLy1g4fiHNujZjwuIJpnV6T+xN0pkk3uv0HgA9n+hJ74m9TcsnLJ7ANxO+4WWfl/Fu6s3EHybi4aP0s/Zv58+4z8ex4NEFXL18lZD+IYz/arxKqQVBEARBEASh+tj94FktMNVvKvUD69vEnZmcSZ0GdXTjUdMlmbTh0ptHTZdk0oZLMmnDJZm04dKbpywux17m44sfl7lMCnuN8+HtH5Y7MlqLHjVdkkkbLr151HRJJm24/r+9Ow+rqs7/AP4GRFYBWWQR3HFBFHFScdexzAXcGs0lYUzGzNLRGW2ylBy1bTLzV5q75b7vYumUT+qQgibkggquoKCgiLLI5cK98wePt/iBjXoPX+732/v1PP3BPbf75o3HD1/PPedcdpIji53kyFIt52lZ7Dn2RERERET05LiwJyIiIiJSABf2kusa3fV/P0miHJFZ7CRHlmo5IrPYSY4sdpIji53kyFIt52nxHHsiIiIiIgXwiD0RERERkQK4sCciIiIiUgAX9kRERERECuDCXlIFOQU4ve80Tu87jYKcAs1fWxSj0YgHtx+Yvr5/6z4SdybidsrtKsnTF+lx88xNXI2/ins371VJBgDoCnRIS0xD6tFUpCWmQVegq7IskovBYEBhbqGwvBObT0Cv0wvLq0pVNfdEzjxA7NwTNfMAzj16PJFzT6WZ9yxqVPc3QE/mq6iv8MLfXoB/iD9Sj6Zi8ZDFqO1fGwCQm5mLCTsmoHGnxppkTfObhqbdm6JjZEeEDg5FTceamrzu/3cp7hKWDl2K/Lv5CAgJwKjFo7Bo4CK4+rgi61IWRi0ehfYj2muSVZRfhE2TNuGnbT+hRFdietytrhvCZ4Sj86udNckpzC3Ehjc3IGlnEmxq2sDB1QFFD4pQUlyC0MGhGPHFCDi6OWqS9Th6nR6TXCZhsW6xJq9XlF+EHW/vwOUfL8OvpR8GzBoAr8Zepu2z28xGTFKMJlmPI2un3IxcbHhzA+5cuYPeU3vDO9Abi19ajLzsPNQLrYfXtr4G9wB3s3MAIPtKdqWPb/nbFng18oKThxO8GnlV+pyncXzdcYS9EgYAKC4sxrZp23BqxykYjUa0GdAGwz4bBjsnO7NzAHFzT9TMA8TNPVEzD+DcqypadhLZR9TcEzXzALFzz1xc2Evi7LdnEbUqCgCw/R/bMXLRSDw37DkAwE/bf8KWv2/B9GPTNcmyqWmDJl2aYN+cfdg4cSPaDmmLjlEdEdg1UJPXf2Tr1K2IeC8CYaPDELcqDgsjFuLPX/8ZLXu3RPJ3ydj6962aLezXv74exYXFmHJgCgwGAw5+ehDNejSDbwtfbJu2DUX5Reg1qZfZOWv+sga29rZ478x75QZK9pVs7PvnPqz5yxqM3zre7JyctJzHbtMX6QEN73W1fdp25NzIQXhMOFKPpOKjTh9h3JZxaNa9GYCyj7bWgoqdNk/eDJ9mPvBt4Yt1r63DgNkDMOOnGSjVl2LrtK3Y+c5OjF07VpOsmOYxgBUq/Tl93PljwAqaLBA2Tdpk+gW3O2Y3Ms9n4o1dbwAAds3Yhd0zd2PY/GFm5wDi5p6omQeIm3uiZh7AuWcOUZ1E9QHEzT1RMw8QO/fMxYW9JIwGI4ofFsPe2R7ZV7LR9qW2pm2hg0Ox9i9rNcuyqWGD8JnhCJ8ZjtSjqTi+9jgWDVoEZw9ndHilA8JeCdPkX8FZqVno9lo3AED3Cd2x7a1taNm7JQAg6Pkg3Luh3dvGZ785i4/TPjYdiasbXBezQ2fjwysfInpDNBYNXKTJL7nz353HJzc/qXDEz6uRF0Z+ORJv+b9ldgYAvNvk3ccONABl2zRyOvY0Zp2ZBQdXB4QOCkVwv2CsGLECkSsj0apvK81yVOyUejQV0eujyxZW8w6iy9gupiOXIz4fgbl/mKtZVtjoMNy5egfDPx+OusF1TY+/FfAWZpycARdvF01yjMZf/oB+3vszphycAo/6HgCAqFVRmNdjnma/4ETNPVEzDxA390TNPIBzzxyiOonqA4ibe6JmHiB27pmLC3tJtOzTErFzYjHkoyEIfjEYx9cdR6eoTgCAhA0Jph1Ma4FdAxHYNRDDPx+OUztOIX5dPL796FssKlxk9ms7uTshPSkdAW0CcP3kdQBA9uVseDX2wp2rdzR969bB1QGFuYWmXzyFuYWwtim7xMQvyA/52fma5Dh5OCEtMQ1NOjepsC09KR1O7k6a5Lj4umD8lvGo/1z9Ctv0RXpMdp+sSQ4A6B/qUcPul1ER9HwQXt/xOpb8aQleXvAyrKy0+c2jYidDiQE2tjawgQ0cXBzK7dPOns4oyivSJAcAolZG4VLcJXw95ms07d4UEbMiYO9sX7ZRwwXPr382xYXF5WaPe4A7Cu5qd756dcy9qpx5gLi5J2rmAZx75hDVSVQfQNzcEzXzALFzz1xc2Evi5c9expKhSzCz2UzUCayDtePWYv8H+2FlZYXCe4V4fcfrmmX9+l+mj9ja26LDyA7oMLIDcjNyNcnpNakX5vWYB7+WfjCUGhDxXgS+iPgCrfu3xplvzqBjVEdNcgCgS3QXLOizAJ3HdIbRaETcqjh0jCx7/ewr2XDzd9MkZ9CcQVgYsRCtw1vDP8QfDi4OeJj3EDd/vonTsacxctFITXLq/6E+0pPS0bBDwwrbrGtYa/qWtF9LP6QeTUXQC0GmxxqFNcKbe9/EwoiFKC4s1iRHxU61/Wvj/q37cPVxxYxTM8pty0rNQi2vWprkPNKkcxNMPz4d3y34Dh+0/wD93+2v6esDZRdITm9UdvpL4b1C3LpwCz7NfQAAOek5cHBz0CxL1NwTNfMAcXNP1MwDOPfMIaqTqD6A2LknYuYBYueeufjJs5JJ/ncyriZcRe6NXNg62KJuq7poM6gNnGprc0QEAL79+Fv0+UcfzV7vt1xNuIq71+8iuE8w7GvZ4+iKo7h55iYaPNcAYaPDNM06tuYYzuw/A6PRiOAXg9FpTCdYWVmh4F4B8u/kwzvQW5OcjHMZSNiUgMzkTOjydbBztoNvkC/aj2gPvyA/TTLu37oPK2sruNTR7q3GxznzzRkUPShCu5fbVdh28+xNfL/ge0SuiDQ7R8VOFw9fhF+QX6W/yBJ3JSL3Zi56vtHT7JzK5KTnYOvUrbh46CJmn58NZ09nTV435UhKua99mvmY3vJOOZKCtFNpeH7y85pkPVLVc0/kzAPEzT1RMw/g3HtWojqJ6gNU39yrqpkHVM/ce1Zc2BMRERERKYCn4kgk/24+EnckIiM5A7o8Hexq2cEvyA+hQ0Lh7KHdv0xFZqnY6XEMBgMS1ido/k5EdeVURZaK+0O1d2rph9DBinVS8c9J8k6Pw7n3v6m4P1RrpyqYeY/NEvz36UnwA6okceHQBcQ0j0H8hngYDUa4+rkCRiBhYwJiWsTg4g8XpctSsdNvKdWXYnX0amVytM5ScX+wiE4bFOyk4p+TxJ1+C+feb1Nxf6j2ThrPvN/MEvz36UnwiL0kNk3ehNHLRiN0cGiFbYm7ErFx4kbMOjNLqiwVO8XOjX3stlJ9qdmvLzpHZJaK+wM7yZHFTubh3Ht2Ku4P7FS9eMReEjnXcxDcL7jSbcF9gzX9cAlRWSp2in0/FmlJachKzarw3+M+Jc+Sc0Rmqbg/sJMcWexkHs69Z6fi/sBO1YtH7CXRsH1D7InZg/CY8HIfW6wr0GHfnH1o2L7irbIsPUvFTr7NfdFtXDfTB878mr5Ij5ObT0qVIzJLxf2BneTIYifzcO49OxX3B3aqXrwrjiTuXr+Lla+sRHpSOjwbecLBxQFFeUXIvpKNgJAARK+Phns9d6myVOy0Z9Ye1GlSx/TR079WWlKKda+tQ9TKKGlyRGapuD+wkxxZ7GQezr1np+L+wE7Viwt7ydxOvV3hPsFa3ou4OrJU7ETPTsX9gZ3kyGInqi4q7g/sVD24sJfYpbhLlX6Et8xZ7GT5OSKz2EmOLHaSI4ud5MhSLUdkloqdnhYvnpXYwoiFymWxk+XniMxiJzmy2EmOLHaSI0u1HJFZKnZ6WlzYS8xoFPdmi6gsdrL8HJFZ7CRHFjvJkcVOcmSpliMyS8VOT4sLe4l51PdQLoudLD9HZBY7yZHFTnJksZMcWarliMxSsdPT4jn2REREREQK4H3sJZJ/Nx+JOxKRkZwBXZ4OdrXs4Bfkh9AhoXD2cJYyi50sP0d0VmUMBgMS1icgbHTFW8/JmsVOcmSxkxxZMncqLizGrYu3UKdJHdjXsi+3TcsLNEXliMxSsZO5eCqOJC4cuoCY5jGI3xAPo8EIVz9XwAgkbExATIsYXPzhonRZ7GT5OaKzHqdUX4rV0aurPEdkFjvJkcVOcmTJ2ulqwlW80/gdzH9+PqbVnYYD8w6U267VBZqickRmqdhJCzxiL4lNkzdh9LLRCB0cWmFb4q5EbJy4EbPOzJIqi50sP0dkVuzc2MduK9WXmv361ZHFTnJksZMcWSp22v7WdgycMxBdo7siPSkdX4/5Gneu3MGoL0cB0O4CTVE5IrNU7KQFLuwlkXM9B8H9givdFtw3GKsiV0mXxU6WnyMyK/b9WLTq3wr2TvYVthkMBk0yRGexkxxZ7CRHloqdMs5loMvYLgCAgDYBmHp4Kr4c/CW+ivoKUV9p8ym6InNEZqnYSQtc2EuiYfuG2BOzB+Ex4bBzsjM9rivQYd+cfWjYvqF0Wexk+Tkis3yb+6LbuG5o2btlhW36Ij1Obj6pSY7ILHaSI4ud5MhSsZOtoy3ysvPgUscFAODg4oBJsZOw+KXFWPbyMkCjA8GickRmqdhJC1zYSyJyRSRWvrISU32mwrORJxxcHFCUV4TsK9kICAlA9Ppo6bLYyfJzRGaFDAxBXlZepdusa1hrelGcqCx2kiOLneTIUrFT025NcWLjCfT6ay/TY7b2tpiwcwKWDluK4ofFUuWIzFKxkxZ4u0vJ3E65jczzmdDl62DnbAffIF94B3pLncVOlp8jOouI6PcgLzsPunwdPBt6VthWWlKKK8euILBroDQ5IrNU7KQFLuyJiIiIiBTA211K5OTWk9g8ZTOOrjha4ar8DW9ukDKLnSw/R2SWKWe5wE5VnMVOcmSxkxxZ7GT5OSKzVOxkLi7sJXFw/kHsmL4DAHBk6RF81PEj3M+8b9qesCFBuix2svwckVnlcpYJ7FSFWewkRxY7yZHFTpafIzJLxU5a4MWzkjiy9Aj+uv+v8G5adk7z3n/uxSc9PsGUg1PgUd9D03uoispiJ8vPEZnFTnJksZMcWewkR5ZqOSKzVOykBR6xl0R+dj68mniZvo54LwK9JvXCvJ7zcOviLVhZWUmXxU6WnyMyi53kyGInObLYSY4s1XJEZqnYSQs8Yi8J93ruuHn6JgLaBJge6/lGT9R0rIn5z89Hia5Euix2svwckVnsJEcWO8mRxU5yZKmWIzJLxU5a4BF7SYRFhuH8ofMVHu88pjNe+vgluNV1ky6LnSw/R2QWO8mRxU5yZLGTHFmq5YjMUrGTFni7SyIiIiIiBfBUHMncTrmNjOQM6PJ0sKtlB78gP9PFHLJmsZPl54jMYic5sthJjix2kiNLtRyRWSp2MgcX9pLIScvB8pHLceP0DXg18oKDqwOKHhQh+0o2/Fv7I3p9NNzruUuVxU6WnyMyi53kyGInObLYSY4s1XJEZqnYSQs8FUcSn/X+DPXa1kNETARqOtY0Pa4r0CF2biyun7yOKf+eIlUWO1l+jsgsdpIji53kyGInObJUyxGZpWInLfDiWUlcS7iGgbMHltuhAMDOyQ4RsyJwNeGqdFnsZPk5IrPYSY4sdpIji53kyFItR2SWip20wIW9JGoH1MaZ2DOVbjv7zVlN3wISlcVOlp8jMoud5MhiJzmy2EmOLNVyRGap2EkLPBVHEhcOXcDSYUvh19IP/q394eDqgIcPHuLGzzeQmZyJcVvGoXnP5lJlsZPl54jMYic5sthJjix2kiNLtRyRWSp20gIX9hLJv5uPxJ2JyEzOhC5fBztnO/gG+SJ0UCicPZ2lzGIny88RmcVOcmSxkxxZ7CRHlmo5IrNU7GQuLuwlkpOWg+unrld6e6UTm06g3fB20mWxk+XniMxiJzmy2EmOLHaSI0u1HJFZKnYyF293KYlzB85h+Yjl8GjggaxLWegY2RHD/284rG3KLpNYP2G9ZjuVqCx2svwckVnsJEcWO8mRxU5yZKmWIzJLxU5a4MWzktg9czfGrhuLmadm4v3U95F1KQuLhyxGSXEJAMBo1O6NF1FZ7GT5OSKz2EmOLHaSI4ud5MhSLUdkloqdtMCFvSSyLmehVb9WAAAXbxdM3DcRds52WBixEMWFxVJmsZPl54jMYic5sthJjix2kiNLtRyRWSp20gIX9pJwrO2InPQc09c2NWwwdt1YuAe4Y8GLC2AoNUiXxU6WnyMyi53kyGInObLYSY4s1XJEZqnYSQtc2EuixR9b4NjqY+Ues7KyQuSKSNRtVRclRSXSZbGT5eeIzGInObLYSY4sdpIjS7UckVkqdtIC74ojiZLiEhhKDBU+9eyRnLQczT4gQVQWO1l+jsgsdpIji53kyGInObJUyxGZpWInLXBhT0RERESkAJ6KQ0RERESkAC7siYiIiIgUwIU9EREREZECuLAnIiIiIlIAF/ZERERERArgwp6IiIiISAFc2BMRERERKYALeyIiIiIiBXBhT0RERESkgBrV/Q0QEZFlG287vtzXNWrWgL2LPWr710a90HoIHRKKoBeCYG1j/rGiH1f/iDXRaxC5IhKdojqZ/XpERL8nXNgTEdET6T+zPwDAWGpEYW4hMpMzEb8+HnFfxaH+H+rj1TWvwrupdzV/l0REv19c2BMR0ROJiImo8NiD2w+wafImnNp2Cgv6LMD049PhUselGr47IiKyWqJfYqzub4KIiCzXo1NxluiXVLrdYDBgQe8FSDmcgj9O/COGzR9m2nb9p+s4vu44Ug6n4N6NeyguLEbtgNoICQ9B33f6wqm2k+m5n/b6FKlHUivNmJs6F54NPAEApSWlOLr8KOLXxSPzfCZKS0rh09QHncZ0QvfXu8PampePEdHvE4/YExGRWaytrdHvnX5IOZyCE5tPYOinQ2FlZQUA+M/K/yBpdxICuwWiRa8WMJQakJaYhu8WfIezB87i7bi3YV/LHgDQMbIjHN0c8fOenxEyIAT+If6mDEc3RwBAqb4UiwYtQvLBZHg380a74e1ga2+Liz9cxObJm3Et4RrGrB4j/odARGQBuLAnIiKzNe7cGNY1rJGXlYe71+7Cs2HZ0fU+/+iDEV+MqHBhbdyqOKx9bS0OLzmMF6e9CACmi2UfLewru3h2/4f7kXwwGT0m9MCw+cNMr2soNWDd+HX48esfEfpSKNoMaFOFbYmILBPfryQiIrPZ2tnC2cMZAJCXnWd63KO+R6V3y+k0phPsXeyRfDD5iTMMBgN++PIHuPi4YOinQ8u9rrWNNf70yZ9gZWWFhI0JZjQhIpIXj9gTEZEmjMayS7YenYYDlJ06c2TZEZzcchKZ5zPx8P5DGA2/XNqVm5H7xK+flZKFgrsFqBNYB/s/2F/pc2wdbHHr/K1nK0BEJDku7ImIyGz6Ij0KcgoAAM5ezqbHl49cjqRdSfBs5ImQiBC4+Lighl3Zr55Dnx+CXqd/4oz8u/kAgKzULMTOiX3s83QFumepQEQkPS7siYjIbJfiLsFQYoCLt4vp7jXXT15H0q4kNO/VHBP3ToSNrY3p+QaDAQfnHXyqDAdXBwBAm0FtMH7r+P/xbCKi3x+eY09ERGYxGAz45sNvAADthrczPZ51OQsAEBIeUm5RDwDXEq5B/7Di0fpH580bSyveidmnuQ8c3RxxNf4qSvWlmn3/RESq4MKeiIie2YOsB1gxagVSDqfAvZ47+r7d17TNo74HACDlSEqF/2fTpE2Vvp6TR9l97XPScypss6lhgx5v9MD9zPvYPHkzih8WV3jO/cz7yEjOeOY+REQy46k4RET0RPbO3gsAMBqMeJj7EBnJGbgcdxklxSVo0K4BXl3zKpw9fzm/vkG7BmjcqTESdybiX13/hcadGyPvdh7OHTgH76becPVzrZDRKKwRajrWxPeff4+CnAK4eJd9im3PN3rCwdUB/d/tjxunb+DIsiM4HXsazXo0g1tdN+Rl5SHrUhYu/3gZA+cMhF+Qn5gfChGRBeEnzxIR0W969Mmzj9SoWQN2tezgUc8DAaEBaDukLVq80KLST3wtyCnA7pjdOPvtWTy49QBudd3w3NDn0O+dfpjVehYA4INLH5T7f84dOId9c/Yh42yG6ULYX3/yrNFoRPz6eBxbcwzpSenQ5evg7OUMzwaeCO4bjA6jOsA9wL0KfhJERJaNC3siIiIiIgXwHHsiIiIiIgVwYU9EREREpAAu7ImIiIiIFMCFPRERERGRAriwJyIiIiJSABf2REREREQK4MKeiIiIiEgBXNgTERERESmAC3siIiIiIgVwYU9EREREpID/ApXd5WP/6Tc7AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot the 2-year period (in months) of Active Energy Burned (calories) and Basal Energy Burned (calories) with custom chart formatting.\n",
    "plt.figure(figsize = (12, 6), facecolor = \"palegreen\")\n",
    "plt.plot(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Active energy burned(Cal)'], marker = 's', color = \"green\")\n",
    "plt.plot(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Basal energy burned(Cal)'], marker = 's', color = \"orange\")\n",
    "plt.legend ([\"Active energy\",\"Basal energy\"])\n",
    "plt.xlabel(\"Date\", fontsize = 20, labelpad=10)\n",
    "plt.ylabel(\"Calories\", fontsize = 20, labelpad=10)\n",
    "plt.grid(color = \"lightgrey\", linestyle = \"--\", linewidth = 1)\n",
    "plt.xticks(rotation=\"vertical\")\n",
    "plt.tick_params(axis = \"both\", labelsize = \"large\")\n",
    "plt.title(\"Energy Burned\", fontsize=30, loc = \"left\", fontstyle = \"oblique\", color = \"darkgreen\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot the 2-year period (in months) of Active Energy Burned (calories) and Basal Energy Burned (calories) in a grouped bar chart with custom chart formatting.\n",
    "plt.figure(figsize = (12, 6), facecolor = \"palegreen\")\n",
    "plt.barh(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Active energy burned(Cal)'], color = \"green\",\n",
    "    align = \"edge\", height = 0.4)\n",
    "plt.barh(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Basal energy burned(Cal)'], color = \"orange\",\n",
    "    align = \"edge\", height = -0.4)\n",
    "plt.legend ([\"Active energy\",\"Basal energy\"])\n",
    "plt.xlabel(\"Calories\", fontsize = 20)\n",
    "plt.ylabel(\"Date\", fontsize = 20)\n",
    "plt.tick_params(axis = \"both\", labelsize = \"large\")\n",
    "plt.grid(color = \"lightgrey\", linestyle = \"--\", linewidth = 1)\n",
    "plt.title(\"Energy Burned\", fontsize=30, loc = \"left\", fontstyle = \"oblique\", color = \"darkgreen\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot the 2-year period (in months) of Active Energy Burned (calories) and Basal Energy Burned (calories) in a combination plot with custom chart formatting.\n",
    "plt.figure(figsize = (12, 6), facecolor = \"palegreen\")\n",
    "plt.plot_date(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Active energy burned(Cal)'], color = \"green\",\n",
    "    linewidth = 10)\n",
    "plt.bar(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Basal energy burned(Cal)'], color = \"orange\")\n",
    "plt.legend ([\"Active energy\",\"Basal energy\"])\n",
    "plt.xlabel (\"Date\", fontsize = 20)\n",
    "plt.xticks(rotation=\"vertical\")\n",
    "plt.tick_params(axis = \"both\", labelsize = \"large\")\n",
    "plt.grid(color = \"lightgrey\", linestyle = \"--\", linewidth = 1)\n",
    "plt.title(\"Energy Burned\", fontsize=30, loc = \"left\", fontstyle = \"oblique\", color = \"darkgreen\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"font-size:3rm;color:grey;\">Feature 3 - Analyze data - Exercise Time (minutes)</h3>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>Exercise time(min)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-06</th>\n",
       "      <td>1771.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07</th>\n",
       "      <td>2026.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08</th>\n",
       "      <td>2185.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09</th>\n",
       "      <td>1904.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10</th>\n",
       "      <td>1455.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11</th>\n",
       "      <td>1222.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12</th>\n",
       "      <td>1313.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01</th>\n",
       "      <td>1193.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02</th>\n",
       "      <td>1147.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03</th>\n",
       "      <td>1205.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04</th>\n",
       "      <td>1311.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05</th>\n",
       "      <td>1547.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06</th>\n",
       "      <td>1226.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07</th>\n",
       "      <td>1214.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08</th>\n",
       "      <td>1265.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09</th>\n",
       "      <td>1230.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10</th>\n",
       "      <td>801.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-11</th>\n",
       "      <td>605.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12</th>\n",
       "      <td>361.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01</th>\n",
       "      <td>656.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-02</th>\n",
       "      <td>792.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03</th>\n",
       "      <td>916.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04</th>\n",
       "      <td>864.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-05</th>\n",
       "      <td>1047.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Exercise time(min)\n",
       "Date                       \n",
       "2020-06              1771.0\n",
       "2020-07              2026.0\n",
       "2020-08              2185.0\n",
       "2020-09              1904.0\n",
       "2020-10              1455.0\n",
       "2020-11              1222.0\n",
       "2020-12              1313.0\n",
       "2021-01              1193.0\n",
       "2021-02              1147.0\n",
       "2021-03              1205.0\n",
       "2021-04              1311.0\n",
       "2021-05              1547.0\n",
       "2021-06              1226.0\n",
       "2021-07              1214.0\n",
       "2021-08              1265.0\n",
       "2021-09              1230.0\n",
       "2021-10               801.0\n",
       "2021-11               605.0\n",
       "2021-12               361.0\n",
       "2022-01               656.0\n",
       "2022-02               792.0\n",
       "2022-03               916.0\n",
       "2022-04               864.0\n",
       "2022-05              1047.0"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Isolate monthly date range and monthly exercise time data.\n",
    "round(pd.pivot_table(health_data_2year, index=[\"Date\"], values=[\"Exercise time(min)\"], aggfunc=np.sum))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"font-size:3rm;color:grey;\">Feature 4 - Visualize data (scatter graph) - Exercise Time</h3>\n",
    "Use of <b>Matplotlib</b> to create scatter graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot the 2-year period (in months) of Exercise Time (minutes) in scatterplot with custom chart formatting\n",
    "plt.figure(figsize = (12, 6), facecolor = \"lightgrey\")\n",
    "plt.scatter(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Exercise time(min)'], \n",
    "    marker = \"D\", facecolors = \"green\")\n",
    "plt.xlabel(\"Date\", fontsize = 20, labelpad=10)\n",
    "plt.ylabel(\"Minutes\", fontsize = 20, labelpad=10)\n",
    "plt.tick_params(axis = \"both\", labelsize = \"large\")\n",
    "plt.grid(color = \"lightgrey\", linestyle = \"--\", linewidth = 1)\n",
    "plt.xticks(rotation=\"vertical\")\n",
    "plt.title(\"Exercise Time\", fontsize=30, loc = \"left\", fontstyle = \"oblique\", color = \"darkgreen\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "29256.0\n"
     ]
    }
   ],
   "source": [
    "#Calculate the sum of exercise time (minutes). Save information as a variable 'sum_exercise_time'.\n",
    "sum_exercise_time = health_data_2year_dataframe['Exercise time(min)'].sum()\n",
    "print(sum_exercise_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "487.6\n"
     ]
    }
   ],
   "source": [
    "#Convert exercise time sum from minutes to hours.\n",
    "hours_exercise_time = sum_exercise_time/60\n",
    "print(hours_exercise_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20.316666666666666\n"
     ]
    }
   ],
   "source": [
    "#Convert exercise time sum from hours to days.\n",
    "days_exercise_time = hours_exercise_time/24\n",
    "print(days_exercise_time)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"font-size: 2rm;color:grey;\">Feature 5 - Interpretation of Exercise time data:</h3>\n",
    "During the 2-year period of June 2021 - June 2022, the total exercise time was 29,256 minutes which is equal to 487.6 hours, or a total of 20 days."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"font-size:3rm;color:blue;\">Feature 3 - Analyze/Compare Data - Heart Rate vs. Resting Heart Rate</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>Heart rate(count/min)</th>\n",
       "      <th>Resting heart rate(count/min)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-06</th>\n",
       "      <td>84.0</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07</th>\n",
       "      <td>85.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08</th>\n",
       "      <td>85.0</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09</th>\n",
       "      <td>88.0</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10</th>\n",
       "      <td>76.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11</th>\n",
       "      <td>78.0</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12</th>\n",
       "      <td>78.0</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01</th>\n",
       "      <td>74.0</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02</th>\n",
       "      <td>82.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03</th>\n",
       "      <td>82.0</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04</th>\n",
       "      <td>80.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05</th>\n",
       "      <td>81.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06</th>\n",
       "      <td>80.0</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07</th>\n",
       "      <td>76.0</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08</th>\n",
       "      <td>77.0</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09</th>\n",
       "      <td>77.0</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10</th>\n",
       "      <td>78.0</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-11</th>\n",
       "      <td>78.0</td>\n",
       "      <td>63.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12</th>\n",
       "      <td>78.0</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01</th>\n",
       "      <td>78.0</td>\n",
       "      <td>62.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-02</th>\n",
       "      <td>79.0</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03</th>\n",
       "      <td>79.0</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04</th>\n",
       "      <td>75.0</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-05</th>\n",
       "      <td>76.0</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Heart rate(count/min)  Resting heart rate(count/min)\n",
       "Date                                                         \n",
       "2020-06                   84.0                           57.0\n",
       "2020-07                   85.0                           58.0\n",
       "2020-08                   85.0                           60.0\n",
       "2020-09                   88.0                           61.0\n",
       "2020-10                   76.0                           58.0\n",
       "2020-11                   78.0                           59.0\n",
       "2020-12                   78.0                           60.0\n",
       "2021-01                   74.0                           56.0\n",
       "2021-02                   82.0                           65.0\n",
       "2021-03                   82.0                           61.0\n",
       "2021-04                   80.0                           58.0\n",
       "2021-05                   81.0                           58.0\n",
       "2021-06                   80.0                           59.0\n",
       "2021-07                   76.0                           56.0\n",
       "2021-08                   77.0                           56.0\n",
       "2021-09                   77.0                           57.0\n",
       "2021-10                   78.0                           61.0\n",
       "2021-11                   78.0                           63.0\n",
       "2021-12                   78.0                           61.0\n",
       "2022-01                   78.0                           62.0\n",
       "2022-02                   79.0                           59.0\n",
       "2022-03                   79.0                           59.0\n",
       "2022-04                   75.0                           59.0\n",
       "2022-05                   76.0                           59.0"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Isolate monthly date range, heart rate and resting heart rate data.\n",
    "round(pd.pivot_table(health_data_2year, index=[\"Date\"], values=[\"Heart rate(count/min)\",\"Resting heart rate(count/min)\"], aggfunc=np.sum))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>Heart rate(count/min)</th>\n",
       "      <th>Resting heart rate(count/min)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-06</th>\n",
       "      <td>83.686</td>\n",
       "      <td>57.467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07</th>\n",
       "      <td>85.217</td>\n",
       "      <td>58.065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08</th>\n",
       "      <td>85.162</td>\n",
       "      <td>60.188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09</th>\n",
       "      <td>88.482</td>\n",
       "      <td>60.733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10</th>\n",
       "      <td>76.347</td>\n",
       "      <td>57.677</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Heart rate(count/min)  Resting heart rate(count/min)\n",
       "Date                                                         \n",
       "2020-06                 83.686                         57.467\n",
       "2020-07                 85.217                         58.065\n",
       "2020-08                 85.162                         60.188\n",
       "2020-09                 88.482                         60.733\n",
       "2020-10                 76.347                         57.677"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Create new variable \"rateCompare\" which consists of only three areas of data from original dataframe.\n",
    "rateCompare = pd.pivot_table(health_data_2year, index=[\"Date\"], values=[\"Heart rate(count/min)\",\"Resting heart rate(count/min)\"], aggfunc=np.sum)\n",
    "rateCompare.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Confirm my new variable \"rateCompare\" is indeed a DataFrame\n",
    "type(rateCompare)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"font-size:3rm;color:blue;\">Feature 4 - Visualize data - Heart Rate vs. Resting Heart Rate</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualize rateCompare\n",
    "rateCompare.plot(kind=\"line\",title=\"Heart Rate vs. Resting Heart Rate\")\n",
    "plt.grid(color = \"lightgrey\", linestyle = \"--\", linewidth = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"font-size:3rm;color:green;\">Feature 4 - Visualize data - Summary of Data</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x720 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Setup: subplot 2 x 3 grid to provide quick snapshot of analyzed Apple health data.\n",
    "plt.figure(figsize= (16,10), facecolor = \"palegreen\")\n",
    "\n",
    "plt.subplot(231)\n",
    "plt.plot(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Active energy burned(Cal)'], marker = 's', color = \"green\")\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Calories\")\n",
    "plt.xticks(rotation=\"vertical\")\n",
    "plt.title('Active Energy Burned')\n",
    "\n",
    "plt.subplot(232)\n",
    "plt.plot(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Basal energy burned(Cal)'], marker = 's', color = \"orange\")\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Calories\")\n",
    "plt.xticks(rotation=\"vertical\")\n",
    "plt.title('Basal Energy Burned')\n",
    "\n",
    "plt.subplot(233)\n",
    "plt.title('Energy Burned')\n",
    "plt.plot(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Active energy burned(Cal)'], marker = 's', color = \"green\")\n",
    "plt.plot(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Basal energy burned(Cal)'], marker = 's', color = \"orange\")\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Calories\")\n",
    "plt.legend ([\"Active energy\",\"Basal energy\"])\n",
    "plt.xticks(rotation=\"vertical\")\n",
    "\n",
    "plt.subplot(234)\n",
    "plt.title('Energy Burned')\n",
    "plt.barh(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Active energy burned(Cal)'], color = \"green\",\n",
    "    align = \"edge\", height = 0.4)\n",
    "plt.barh(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Basal energy burned(Cal)'], color = \"orange\",\n",
    "    align = \"edge\", height = -0.4)\n",
    "plt.legend ([\"Active energy\",\"Basal energy\"])\n",
    "plt.xlabel(\"Calories\")\n",
    "plt.ylabel(\"Date\")\n",
    "\n",
    "plt.subplot(235)\n",
    "plt.title('Energy Burned')\n",
    "plt.plot_date(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Active energy burned(Cal)'], color = \"green\",\n",
    "    linewidth = 10)\n",
    "plt.bar(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Basal energy burned(Cal)'], color = \"orange\")\n",
    "plt.legend ([\"Active energy\",\"Basal energy\"])\n",
    "plt.xticks(rotation=\"vertical\")\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Calories\")\n",
    "\n",
    "plt.subplot(236)\n",
    "plt.title('Exercise Time')\n",
    "plt.scatter(health_data_2year_dataframe['Date'], health_data_2year_dataframe['Exercise time(min)'], \n",
    "    marker = \"D\", facecolors = \"green\")\n",
    "plt.xticks(rotation=\"vertical\")\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Minutes\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"font-size: 2rm;color:green;\">Feature 5 - Final Interpretation of Kim's Apple Health data:</h3>\n",
    "During the 2-year period of June 2021 - June 2022, the month of February (during both years) was the lowest basal energy burned. The first three months of data (June, July, August of 2020) show the most energy burned over the two-year period. Exercise time decreased in year two over the two-year time period. The lowest exercise time occurred during December 2021. Next steps, Kim should step away from the computer and move more!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The End :)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.7 ('base')",
   "language": "python",
   "name": "python3"
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   "codemirror_mode": {
    "name": "ipython",
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   "file_extension": ".py",
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   "pygments_lexer": "ipython3",
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