COVID19 - Korea.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ------------- CAFECHUNGKHOAN.COM ---------------------------\n",
    "# ------------- data analysis and wrangling-------------------\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import random as rnd\n",
    "from pandas import DataFrame\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import shap\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "# ------- import các tool visualization ----------------------\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "# ------------------------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>id</th>\n",
       "      <th>sex</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>country</th>\n",
       "      <th>region</th>\n",
       "      <th>group</th>\n",
       "      <th>infection_reason</th>\n",
       "      <th>infection_order</th>\n",
       "      <th>infected_by</th>\n",
       "      <th>contact_number</th>\n",
       "      <th>confirmed_date</th>\n",
       "      <th>released_date</th>\n",
       "      <th>deceased_date</th>\n",
       "      <th>state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>China</td>\n",
       "      <td>filtered at airport</td>\n",
       "      <td>NaN</td>\n",
       "      <td>visit to Wuhan</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2020-01-20</td>\n",
       "      <td>2020-02-06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>released</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>male</td>\n",
       "      <td>1964.0</td>\n",
       "      <td>Korea</td>\n",
       "      <td>filtered at airport</td>\n",
       "      <td>NaN</td>\n",
       "      <td>visit to Wuhan</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2020-01-24</td>\n",
       "      <td>2020-02-05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>released</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>Korea</td>\n",
       "      <td>capital area</td>\n",
       "      <td>NaN</td>\n",
       "      <td>visit to Wuhan</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2020-01-26</td>\n",
       "      <td>2020-02-12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>released</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>male</td>\n",
       "      <td>1964.0</td>\n",
       "      <td>Korea</td>\n",
       "      <td>capital area</td>\n",
       "      <td>NaN</td>\n",
       "      <td>visit to Wuhan</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2020-01-27</td>\n",
       "      <td>2020-02-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>released</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>male</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>Korea</td>\n",
       "      <td>capital area</td>\n",
       "      <td>NaN</td>\n",
       "      <td>visit to Wuhan</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2020-01-30</td>\n",
       "      <td>2020-03-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>released</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5761</th>\n",
       "      <td>5762</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Korea</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-03-04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>isolated</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5762</th>\n",
       "      <td>5763</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Korea</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-03-04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>isolated</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5763</th>\n",
       "      <td>5764</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Korea</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-03-04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>isolated</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5764</th>\n",
       "      <td>5765</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Korea</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-03-04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>isolated</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5765</th>\n",
       "      <td>5766</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Korea</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-03-04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>isolated</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5766 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id     sex  birth_year country               region group  \\\n",
       "0        1  female      1984.0   China  filtered at airport   NaN   \n",
       "1        2    male      1964.0   Korea  filtered at airport   NaN   \n",
       "2        3    male      1966.0   Korea         capital area   NaN   \n",
       "3        4    male      1964.0   Korea         capital area   NaN   \n",
       "4        5    male      1987.0   Korea         capital area   NaN   \n",
       "...    ...     ...         ...     ...                  ...   ...   \n",
       "5761  5762     NaN         NaN   Korea                  NaN   NaN   \n",
       "5762  5763     NaN         NaN   Korea                  NaN   NaN   \n",
       "5763  5764     NaN         NaN   Korea                  NaN   NaN   \n",
       "5764  5765     NaN         NaN   Korea                  NaN   NaN   \n",
       "5765  5766     NaN         NaN   Korea                  NaN   NaN   \n",
       "\n",
       "     infection_reason  infection_order  infected_by  contact_number  \\\n",
       "0      visit to Wuhan              1.0          NaN            45.0   \n",
       "1      visit to Wuhan              1.0          NaN            75.0   \n",
       "2      visit to Wuhan              1.0          NaN            16.0   \n",
       "3      visit to Wuhan              1.0          NaN            95.0   \n",
       "4      visit to Wuhan              1.0          NaN            31.0   \n",
       "...               ...              ...          ...             ...   \n",
       "5761              NaN              NaN          NaN             NaN   \n",
       "5762              NaN              NaN          NaN             NaN   \n",
       "5763              NaN              NaN          NaN             NaN   \n",
       "5764              NaN              NaN          NaN             NaN   \n",
       "5765              NaN              NaN          NaN             NaN   \n",
       "\n",
       "     confirmed_date released_date deceased_date     state  \n",
       "0        2020-01-20    2020-02-06           NaN  released  \n",
       "1        2020-01-24    2020-02-05           NaN  released  \n",
       "2        2020-01-26    2020-02-12           NaN  released  \n",
       "3        2020-01-27    2020-02-09           NaN  released  \n",
       "4        2020-01-30    2020-03-02           NaN  released  \n",
       "...             ...           ...           ...       ...  \n",
       "5761     2020-03-04           NaN           NaN  isolated  \n",
       "5762     2020-03-04           NaN           NaN  isolated  \n",
       "5763     2020-03-04           NaN           NaN  isolated  \n",
       "5764     2020-03-04           NaN           NaN  isolated  \n",
       "5765     2020-03-04           NaN           NaN  isolated  \n",
       "\n",
       "[5766 rows x 14 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eda = pd.read_csv(r\"C:\\PYTHON LEARNING\\DATA\\covid19 korea\\patient.csv\")\n",
    "eda = pd.DataFrame(eda)\n",
    "eda"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABcAAAAKoCAYAAABQs1xbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOyddbicxfmG7ydGgGDFikPRIsW1/HB3dy8FiltwCV48OCFAcZfitEBxtwIFCrQ4xd0hyfP7450lXzbnnJwTyNnsyXtf117ZnU+u2TlfZmeeeed5ZZskSZIkSZIkSZIkSZIkSZIk6Wp0a3QFkiRJkiRJkiRJkiRJkiRJkmRUkAJ4kiRJkiRJkiRJkiRJkiRJ0iVJATxJkiRJkiRJkiRJkiRJkiTpkqQAniRJkiRJkiRJkiRJkiRJknRJUgBPkiRJkiRJkiRJkiRJkiRJuiQpgCdJkiRJkiRJkiRJkiRJkiRdkhTAkyRJkiRJkiRJkiRJkiRJki5JCuBJkiRJkiRJkiRJkiRJkiRJlyQF8CRJkiRJkiRJkiRJkiRJkqRLkgJ4kiRJkiRJkiRJkjQISWp0HZIkSZKkK5MCeJIkSZIkSZL8QrQkZKW4lSRJW9g2gKTtJG3U6PokSZIkSVcjBfAkSZIkSZIk+QWQpIqQNZmkiST1qpUlSZJUqS6OSVoROAOYU1LvxtUqSZIkSboeKYAnSZIkSZIkyS9ARfzeCLgLeAZ4UNL8Da1YkiSjJZU+ow+wBHA6cJzt7xpasSRJkiTpYqQAniRJkiRJkiS/EJJWBs4H7gVuALoDd0haR1KPhlYuSZLRDkmrAk8DywOv2P6iwVVKkiRJki5HCuBJkiRJkiRJ8gsgaSJgceBUYA/buwAbAg8Soviakro3sIpJkox+fAL8ACwA/EZSzwbXJ0mSJEm6HCmAJ0mSJEmSJMnPRNJawO3A/wHP2f4RwPYrwE7A/cB5wBoZCZ4kYzaSqvPwx4GtiSjwDYGFMnHuz6POW71nsZipHk8dJEmSZAwjO/4kSZIkSZIk+fl8BMxCRIBPXz1g+01CBL8HuAxYPwWuJBmzqPs/37OU9bY9CHgC+BPwDXAOsGD2ESNHXTLi9YBrgWcl3SZpL0k9bQ/J9k2SJBmzSAE8SZIkSZIkSUaCWhRhEVweAFYA/gdsJmnx6rlFBN8NeBSYoCbQJK1TF8U5SSPrkiQ/hzpRdi3gIkmPAjdIWg7oZfsxYHOgB/AXYIEUaTtOpZ03By4FvgCuJBYddgdultQj++CkWajuWMg+IUlGHmW/nyRJkiRJkiTto07IUr2IImkx4EbgFWAv2w/VHe9j+6tOq3AXQNKOhEXEumUhIUmaEklbAAMJQbYHMAmwFHAicKLtjyQtRAjgvYAt6/uQZMRImgm4DbgEONn2F0U4fBv4GFjD9uvl3OH68SRpNHVjje62Bze6TknS7GQEeJIkSZIkSZK0g7oJ6SrAuZLukXSFpEUlTVDEqjWBmYGTJC1avUdN/M4ortapi/yeGdgRuJlIFpgkTYmkOYFDymtn25sAKxG2J4sQgjiEJ/gfgPGA3zSgqk1Lpe+Ygmi/221/UcquBwYBm9t+XdIskrql+J2MbtSNNdYALpb0oKTrJC0mabwGVzFJmpIUwJMkSZIkSZKkHVQmpFsB1wBTAUMI8ervwM6SJrX9ILAGMB1wuqQlW7tXMjyVdl6AEAg/AM7LyPmkyZkGGBe4tyLK3gx8Buxp+z1JE5bn/3FgbtuXNKiuTYWk7uVtr/LvhMCkwIfl+C3AfETk9zOS5gH2BObo7LomyYio/AZuAVwFdAfeAqYmxhr7S5q4cTVMkuYkM9AnSZIkSZIkSTuRND9wDHAkcHrZWv8r4EygH/CJpAG2HyoJ2O4FJm9YhZuQ4nc6NfAYIQ4+avvt2jHbQxpZvyQZSWYBxrH9CICk2wgBdvUiyv4eOFDS1rbfB94v5+Uz3wKS5gXGIfqHQZI2BqaR1B94j4j2XlfSMsCcwGqlnXsCKwK/BX5sUPWTpE0k/Q44rLzOqC2aSfoemIvU8pKkw2QEeJIkSZIkSZK0n9mIMfTNtQmp7U9sbwTcARxARB9SIsGntn1VoyrbjNgeUry+NyHackVJK9aOpX1M0gy08JzeB/SStI+kawnxe60iyo4NLAz0ofQfNVL8Hp4S8b0VkeRyOUnblfcf2v7B9uPA+cCxRLtuVNp5fGAjYF/gctv/bsgXSJIRMwsR+X17Rfy+kdgRdYjt9yVN2NYNkiQZlhTAkyRJkiRJkqT9TEGIVEMgojMl1SKxjieivVcqx2T7vdp5DahrU9CaoG37CmC98nGPYomCbacInoyO1P0/7113+C0iQW4/YBlgCdtPSRoH2IBYPLvU9kudUddmpiQEPKp8vBA4C9jD9l8qdij9gPOACYAtJB0NnAKcSiQcPRsyH0PSeFoZH8wAjAU8V865FZiH2MnwtKT/A44rO9CSJGkHORBPkiRJkiRJkjrqEjH2qYjcDwBjA+uWz7Y9qLwfRGyp/7h2gKEnZRRnC9Ql+5pZ0tySlpbUu1g/XAdsDqwAHJYieDI6U/t/Lmld4DpJj0q6UdL/2f4IOJzw9x5ELOpsD5xACLMn2x5Qrs9nuw0kdbf9AWE9NSnwKfBx6U8Gl3/fB3YmhPCZgI2Jdt/F9lHlPpkEsxXyGRz1lN+7KSv9xuaSliuHHyOe7Q0kXUXYnqxZdjL0JnKPzAxM1Ii6J0kzouzvkyRJkiRJkmQodaLsmoRf7I3APwADJwM7AjvYPqec1wvYDtgbWNf2k42oe7NSkn0dSkzmJwQeBc4BLrP9ffH3vRS4CTiyWBwkScOR9GdgEuCPZWFmY+Ai4Faiv5iREGCPJaKWZyTsfTYkkjY+Cdxk+8Jyv/T8biclIfF0hB1KD2Af4KoignerCIvdCf/1LyvXZju3Qt1v4LLAosDswO3AU7b/1cj6dQWKHU8/YnyxMLAOcAGwAzCQ2LlwHrA68BUwe0mUOzbRdxwPHGB7YKdXPkmalDTOT5IkSZIkSZIKlYn/VsCJwA3AF7Z/KOXnAJMBZ5dordcIu4PtgH4pfneMEi17DpHs61ngTcLWoH8c1gW2L5c0BLgcmEjSeiUCNEkahqRxiTn1NsAXkg4kxO0jgeNtfyOpDyFWHQK8Z/tsSYcSz/tYwI+2fyz3S1G2FaqibA3bF5RjpwNPAMeVU68o+QK6EwsOH9v+uO7abOdWqPwGbk3sTniF8KNeE3hK0lm2L2tgFbsCXwN/A1YDXgSmAv4EnF/a/zNJZwLjA0sAW0v6nIj63hY4piZ+t/R/I0mS4ckI8CRJkiRJkiSpQ9JqhNh6EBGF/GHd8YmJqMMdgXGBl4mkameV4zkhHQFli30f4BLgXWB/25+WY38n/NY3sP1irT0lbQlMZLt/wyqeJBUkTUZEbfYjvKhnIcSpf9SddzmwPPA72/+rlHerJXfNPqNl6iKSZyB2ivSxfV/lnMmInSM9gL5EBP5ywJ+BrUtS4qSdSFqcWPw9CrjS9juSViCiwK8HtrH9eSPr2BWQdCzxvL4PLFP9vSvHFyKiwzculzwB3GL7/HI8F82SpJ2kAJ4kSZIkSZIkhSLK9iC2II9le+PKsX2IxFQmBK63JE1C+H53q4i3OSFtAUnL2r6rrmwC4F/ABbYPLmW3EX6nqxa/0wWBb4HnqwJhCobJ6EIRX3cE9iQWdda2fUM51r1YciwM3El4UF/QsMo2GXVi4KbAXsC0wJfAO4Tl1Pvl+KTAw0Qy4ueBOYH+tg9qRN2bkcpi4x7ARsB6tt8qx64B5iOe72ckTZAi+MihSHzZg3ieJwdWBQYDq9t+pdZvVM7/FTHWGGz7m9o9cqyRJO0nk2AmSZIkSZIkScHBj4SINYmkKSQtKekxYqK6KBGNdYak8W1/VASAz+An8SAnpHVIWhW4Q9IhlTIB4xGT/i9L2W3AHAwVv6cGDgYWAIZJypbid9JoiohFseM5BzgG+A7YqHj1UhGxvi///tjZ9WxmKuL3xsTC5A3A4sBpwGLAbZJ+U879kPBTvoKwldi1Jn7X/lZJy9SSXlb61dmAX1XE71uBhYC1St+8OGHLMX5DKtyEVBOL2h5SbNVOBvYlErZ2A26SNEud+P1r258UD/vvavfKsUaSdIz8EUiSJEmSJEmSQmWC+gQwJfAcMIBIQrUgMC+x/XsWYFDtuppokKJsqzxHTPQPqYngZbHhbeAuYD9JDwCzAmsUgaUnsBLhefp2TvaT0YGqiFWl2JpcRFhubAAcJ2mqcs04hHg4BPhfS9cnrSNpbmA/IgHuYUTf2w+4DfgVcEOxRqF4fW9PJCVNm4g2kDRt2cVEifpeStJ85fB7wHiSppd0C7ErZw3bzxbv+/WIaPCeDal8k1G3k2EySTNKmhzobvt74G5gV0Kju7Ec7y1pfeCZyvM9pPybY40k6SCZBDNJkiRJkiQZI6mbkHYjJp4mIpKPJ3ypxycS111due4z4HWgl6RvcyI6Ymy/KenPROKvfpK+s31cOXw2EW24GLCp7X9KmgJYi/g7HGr7zoZUPEnqqPQZKwArlv7gAdt3F5/kc4ndCgcBi0h6kYj6Xh04zvbdjap7M1CsNx6w/Xj5LELkvgcYIGlG4BEiyns/YrHhTOAiSVvafrWIhD8J3il+D4+kKYnFmvck9SVyWgwEVi6nDCC87Z8DPiZ25TwrqTewLtHu+7guuWgyPHVjjQ2BfYDpid/DWySdVGxPaiL4ycQi/N3ACsDptl9rSOWTpAuRHuBJkiRJkiTJGEfdhHR1YBUiQvNu4PaWBNfiL7sysfV+b9sDO7HKTUkRr1SS/M1L2BPsDfyGEE9OKOesVcoXITx8+xCJ7s60fWztXrnYkIwOSNoEOB94BZgdeAs4z/YR5fhUwNbA7sQi2mbA17ZvKcczIrkFJE0LPEu052a2nynlEwEz2X5ckUy0N7C97Q8k9SDsTmYkEgnOavuLxnyD5kLSQcDhwB3AMsAewBnEAo6J5/ZwQgDvC4xF9OF9gaNtH13uk31zOyge9mcTyXLPI37zNgYeAPZwJMAci/Cu3wuYGLjO9oByffYbSfIzSAE8SZIkSZIkGWORtAVwKnArMclfihCsdq0lsSvnrQIsC2wOnGz7mFKeE/92IOkPwJHAk4SdzDLAJMBhxdKgJnJtQCQafZ1Ienl/OZYT/6ThSOoOjANcQ4iG5xH9xTmEEH6x7QPKudMQIng/YAHbT5XyfJZboezEWRi4APiB6G+fq/khF1ukJ4F7be9SymYCrgT+Anxg+6oGVL1pKXkXlgPuB7ax/Xrl2PjAEkREcm8iEv8J4Grbp5dz8nluhWoiS0kLEc/ohbaPKzsZngJeAqYDnibGHS9Xrp/Qdi2/SLZzkvxMUgBPkiRJkiRJxkgkrUgILSfYPrFsCX8F+IKIgNvO9o0lQvlUYsvyNbYvLNfnhLQdSFoAuBM4Gjjf9kfF0/ePwI7AIbaPbOP6bOekYdQvcknqBVwKHGH72VI2PXAKkaz1AtsHlvJpgCltP9rZ9W42qv/PJc0PXAZ8AOxWWTyYkBDAnwH+QNicrEb0I1vZfqX+XknrKBK13kz83i1FPMMnltwM1fN6EjZVQ4hFhg9LebZzC0jaGbixWH91tz1Y0kZEtPcGwLSEjc81treXdDKwG+Fp39f2C3X3y4X2JPkFSAE8SZIkSZIkGeOQ1Ac4Ahhse29JcxLWG5cAfwP6E5GdW9i+uUQmTmH7nXJ9TvzbiaQ1CDFrRdsPVsqnZ2jCwD1t9y/lOdlPRjskrQasSoiASwAb2X6+InBNQ9gjzQtcaXufuuuzz2iFOkuqlYHFiV0iCxP98s7AM8VKaV3gcuA/wCdEex9es0pKOoakcWx/I+lA4jfxNEIEf7Mc7w6Mbfuruuuyn24BSYsBtwMvA2vWxgzl2O9tPyjpZiKR6/a235c0AbGo0xN4E1jF9qcNqH6SdGm6NboCSZIkSZIkSdLZlMn8g8DtxXrjEsLWYG/bfyV8OickEqttZntIRfxWClktU6Lla++nLJ/HKa9a1GAvgLLV/oJy+kklSSYpqiSjG8Xz+1oiSnYVYA4impMifnez/RYh1P4L2LkIYT+RfUbrVMTvzYl2ngi4irCYmYnoJ+Yu515L5Ax4B3gD2KWaJ6Cz694s1PXN40oaT9JEtr8BsH0UcAiwC7Bn8bEHWBs4TZGY+Ceyn26Vh4EDifHD9WVhDIAifk9KRNPfY/v9cmgm4HvgFuDsFL+TZNTQo9EVSJIkSZIkSZJRSS1SrT5izfY15fgShOByMfBdOfwpIa58THifUrkuJ/6tUBGytgc2BLYF7iHasr+k1W3/IKmn7R8JUfwJIvHdOy3fNWkNSWPb/rbR9ejKSJqMEL33B84lki3uCBwg6VPbJ5bI5G6235a0IzCX7YcaWO2mowiFhxAJAg8uUcm9id0j5wLnlVwCz9i+VdIdpQ+pXZ8R9q1QF2G/LrApMB/woqTrXBI62z5SkolI8FklvUI868fYfrdB1W8aKr9rp0kaTCyIXSNpLdvvlkWIQUSk98Llmt7Egtp/iJ1QX5XyjLBPkl+YjABPkiRJkiRJuix1k8jJJf1a0rR1p80ITAP8t0Rz9gB+TUQdrm373M6rcXNSF104PbA34fv9PvAREck5DzCwJhKUSPBFCBG8n+3TOrvezYyk9YhIw5pNQfILI2kdoC+RpO4B21/Yfho4itglcrykvSAivIsI+4btm8v1Od/uGJMDbxXxW7a/I5IzHkj0H8cD85VjP1YvTPG7deoi7C8iFhuPBwwMkLR35dyjCD/q3wFLEruiDi7XZ4R9K1SfSUmLAmMRYveCwFWSpip/h2+J38O1JD0FXAEMIBK7/mQzk+J3kvzypAd4kiRJkiRJ0uWRtCkhyk4NjE14yF5i+94S4fkA8CWRBGwGYC9gZ9sXleszGqsdSFoEWJSImN2qYhszAeH3vTaR2O5OYDJgPWBf26c0psbNi6Srgf8jkiym+DcKkHQdYbfxAbCY7Vcrx6YD9iV2ORxk+7jG1LJrUNrzWSIp8RFlIXJIWVjoAzwOzEp4JC9g+6MGVrfpkLQUcCFwmu0TKu39PmHBsV/1GS6WJ7b9XvmcEfbtoCwyDCBs1T4F5iT87J8F1rP9lqSpgXWAdYGvgBtsn1Ouz7FGkowiUgBPkiRJkiRJujSSNiIm/icArxFJ7E4kJv47EhYdGwAHALMD7wGnpqDVfkpk4IzAP4nEdC/YXqkcq0V89yEE8E2IxHWvAxfbPqN2j5z4t58SZXgDkQDw9EbXp9lp7fmTdBawPSFq9av49lJ2kxxEiODzl+jwpINUbKrOALYDlrb9QE10lTQ50YdfBXxt+8qGVng0R9KStu+tfB4L2AmYzvZukmYHHiHsZQYAxwHLAru21Jdk39w+JM1ALKZfQvQV35byvkRU/dvAurbfkdQTGAz0sf1FOS8XGZJkFJICeJIkSZIkSdJlKcLJtcRk//DKRPMpYvK5me2XStm4RHKqL2y/UspyQtoBJO1K2EOMCyxn+x+lvIftQZXzJgB+rCVgy3ZunYo4WBMDa58nICLp37O9eqPr2VUoHslv2360UnYx4Zt8OHCG7Q8rx2YAprd9d6dXtoshaSHgNGIXzha2a0mK1wD2ATay/Vw5N0XZFpC0BvBXho/oXpzIAfc48Hfgv4Tg/VnlGoCjapYnSceQNB/wELBO8amvLf4KOJrYMXI/Me54q+7afJ6TZBSTnmRJkiRJkiRJV2Y8Iqr7hYr4fRthv7Gt7ZckzSlpCttf236yIn4rRdmWqfeCrX22fSqwJ/ANsL+kBUv5IEndKp7IX1TE72znNqiIIpNUP9v+HDgWWFnSyg2qXpdC0qREIsaHJS1QK7e9OeHVewiwUzmvduy1mvidnt8/D9uPEYsMzwC3SnoGuJtiKVETv8u5KRa2zLPAGcDRkvatFdp+wPY9hA3YtMBttj8rh38EXgSuJHI2JCPHx4TGNitAEb97lmf1QGLRYV7gzrIj6ifyeU6SUU/+QCdJkiRJkiRdgrpEjHMWD9negAi7EyTdCswBrGr7GUmzEhHLc9TfLyekLVONVJM0naTZgPlLRDK2BxJ2MvMD/Soi+BAi6dowbZvtPGIkLQ+8Kek0SatWDj1KiCqrlfNyfvczKJHdewMPA/fVnt1ybBMid8ABwG5ld0n99bmQ0wLtSZ5YWUS7BfgDYSvzHyKidhvbx7T3XmMytl8nftNOAI4pu3KqTFVetQXI7oRg+zCwR+Zj+Fl8QTyvm0j6PfwkgncDZibs1y4CDnMl4WWSJJ1DWqAkSZJ0kNyiliRJMnojaWtgd8Lf+2HgKSLR1BdENPjatp8uHpzblPP+ZPuhBlW5KZG0GeF/PC2x0PAgcKnts8vxXYF+hCfqkSW6MxkJJC1NJLzcGuhFCIP9gduAPwGHAr+1/W7DKtlk1I/nqjY8kpYBjgHmApa0/XjlvKuI5K2LVm1SkuGRtB/wuO272jN+HtE5aZXUOmVhQMUmaR5gIWB/YDrqvL0l3UIsUF5IJIXeBuhr+6zavXKuM3JIWgm4DriXSDh6a1kcXo1Y1NmiZn+S7ZwknUsK4EmSJCOJpKXT7zFJkqTx1EUkT0wIsecD5xR/03WJpJfTAovZfqT4yq4LnAQcnFFvHUPS+kSir2OBFwg/9aMIMeVs20eV83YkEqw9Baxn+4PG1Lh5aEsUkTQdIWztDMwCDCKSuK5P/C36paDSMSQtAfzT9hctiOB/JnaHLO5KgktJK9r+W2Nq3BxImhO4mdh1vokjqWWHBL8UCDuOpD8w1EbmG2AZYEJgH9snlHPmISw5ViQSMw60fXJjatz1KL+PJxG5MF4i+ukFiTwkRzeybkkyJpMCeJIkyUggaUNiG+xGwNU5OE+SJGk8xRpiamBVIuLt9VI+IbAVkYDqG0KMHR+YGzilurU++/MRU9rzGuBdInL+q1I+MzCQWGjYyfZtpXwv4CvbAxpU5aZCQ5NdLk4kZZ0YuAN43fYnlfOWA5YC/kgIXE8TUcn5DLeTsqDwEmEls5rtL+tE8LWJJLqfASvYfqLu+oxIboOy+Lgf4V+/pe37sp8ddRTLnjuBI4ELbH8oaX5geyL6+CcRvJw/LfBdbWEyn+e2accOhepi/CLE4sMKwJvA3bb/0p77JEkyakgBPEmSpINImozIUP9P4KxKApkkSZKkQUiaCrid8Nl8BZjXkXixR/l3HGB6YCciAebzxNb8W8r1OfFvJyUB4LPAebYPKmW1dp6T8EAdYLtvC9fmxL8FJG0DvGT7wfL5D8CpwLfArwj7npuB/Wvb5yvXzk7Yo5wI7Gb7vM6sezMjaVxgAyJ6/ilg/SKCd7c9uJxzCyFidQemAD7IZ7htav1Beb8ukRh3SmDjsgOnQ3YokibL3SMjpizYXAQsV7XnkTQj4Qm+JrE4eVYL12bf3ALFUu1F24+Uz+0Wwcvn7kSqi9qiWo41kqRBZJKUJEmSDlAG8bsTyWPuS/E7SZJk9MD2O4QFxxOEZcGK5dCQMuH8xvYLtneyvb7tfil+jzTdCEF2Fkl9StngIhr+i/D8XlJSjzL5/4kUWIZFwVzAucAhkuaTNAOxW+FAQtgel7D0+T1wsaRfl2u7Adh+AbiaiGRerHbfzv4uozsttYntr4ndDHsBCwNXSxq/In5PBvQgEl+uafv9fIbbpgiANfF7BcKqZ0LCi/oKSYvZdlvPaJ34vSMwQNIknVD9Zmcior+oJX3uBWD7v4TfN8AZkg6pvzCf62Gp9M3nAQdLmg+indp6duvb0fbg6vgixxpJ0jhSAE+SJOkYKxJbORckMnknSZIkDaYiBF4BHA+8CFwoacky2awJKapc89P7nJB2DNvvA3cDqwBLSxrLwWBJ4xMJMZ+1PagmJCYtU9rtOWBDYHngYMLC5z2KqG37W9t7AmcCMwE71575yn0+AZ4DZpXUK8WsYakTVOeUtJykeSSNa/tL4EZgV8Jf/TpJM0uaBliasO+42fZN5fqcQ7dBpZ03A24i2u9C4BSgD3CZpMVbExLr/la7AKcDN9j+qLO+QxNzO/AOcDKA7R8UyZ4B/kcsEF8CfNqY6jUPlb55I2Al4HBJC9SO5SJjkjQf+eOdJEnSMXYgfPV6AttKmrLB9UmSJBnjcfglq7y/gYicfQO4tIjgrt+WnALhyFER//YnLCPOATaXNEmxRlkXWAD4R4Oq2FSUKEPZvpoQwdckFtp/sP1OebZrUZzHEz7fa9seUl24kfQ7wsrjUds/dP43Gb2pCKpbECLhDcDfgIGSJrX9OSGCbw/MSrTzPUT053W2X6zcKxfMRkDZpXAIsbPhQNvH2d4D2AX4CrhE0sL1QmIL4nd/4I+2L+j0L9GcfAL8BVhE0lkAtn8sIvjCxMLa/rZPa2AdmwJJ3cvusKuAtYgF376SFob2ieB1z3bvUVrhJElGSHqAJ0mStEBb/m5lO/cJRKRQP8LnNH0JkyRJGkydeLI2EU07EbC17XsaWbeuiCLp5WmEP/KnwMeEv/rxto9qZN2aicrijTU06SLAGrZvLuf0LELWzsQuh5ltv125xxzA4bbXrd0zF3mG6xMWJXzUTydsetYE1gBeJ7y/35c0FvEM7wp8SXj/Xl1/r6RtJM0EPAPsaPvC2vNbju1A7GZ4leib7y/lLYnf29s+tyFfosmotZ+kiQlP+zWIheC7gF8Tkcx9U/weMXXP4iqAgDMIC8wbgaNtP1l/bhv32J1IZnyk7e876WskSVJHCuBJkiR11A1YZiYGjQLetP16Ke9GbOXcETiMSIb5YWNqnCRJktSo68PXAo4AZiB8aN9NAeuXR5EkbEbgc8L65G+lPL3V20mdCL4aIbLcAxzsoYkxexKJLlcAFq9ZQtS3c7b78JTx3DjAtsABxfYESXsCuwFvAeu0FtCQbdoxFLkBXgb+anvHUlYVwR8FfkP4q89J9M21JIG7Ec/5Dil+D0WVxKxtnNOt7BqZgNiNsxkwF7HIc1FN/M7FnPZRdoycRVj4fANMCmwO3AL0a00ErxuH7EwkNN7B9jmd/BWSJKmQAniSJEmFugHLpoS4PQ5hGfUaMdj5aWJPiJ10zo0AACAASURBVOB/JCItznT4oiZJkiQNpK4v3xDoZvvyBlery9GWKJiCYcepE8HXA64CniciD98ghMLDCQH35IZVtMmQNC/wJJG49VLbO9XExDKW250QwV8DNrD9QQqE7aON6NdxCfuYBYio4+tLeTdgSmKB5w7Csue6ynUbAxcRkeMDO+ErjPaUBbFbi7DdbhG88nki4EfbX7V0PGkZSbMAfweuBI6otN/mhCB+M7Hr5olSXovAb83G5/xGfI8kSYaSHuBJkiQVKgOWjYgV/4sIL8hjCO+8CyStWc4dQkyY/kJss5+uEXVOkiRJhqVMQmuJMa+sid/K5HW/KG2JKCmwdJzKGES2rwHWA+Yg7CKOJXYx7FYTv0fkP5v8xGfEmG4wMC1AEb97lee0P5E0cFbgTkm9U/weMXVC3yySliivKWx/DRwKjA30k7RtuWxCYAliZ+U5NfG70jd/SCxCpPjNTwsC1wInFuF6cLFibJVKJH2tTT+riLfKvrnd9CHskJ6uWzy4mFg0Ww3YQ9IiMNQTvBUbnxS/k2Q0ICPAkyRJ6pA0O3A+cKPtoyX9FngEeBCYHJga2NL27eX8bsD/2b63UXVOkiTpivwSUZiVqKxuxBw1B791/MLt/FMU8y9Tu65DeyMv6yLBVyEiDR8ANrP9ZkfulQSSZiCCFnYlPOr3LeW9bP9Q+of9CCuOvzSwqk1HsYk4DBgf6A78QCzUXC5pTuASwiLpMyJXwKxERO2RDapy0yBpMmK36WLAdcBe7Y0ET34ekuYndin0s31qKatZzExDzAunJqyqNnTFCrPYnpxCetgnyWhFCuBJkiR1lJX8nYE9iNX/h4GbbW8raRNiIP8+sT3z+rprc0KaJEnyCyNpOWA+YALgHODt9kz+66Kxxrb9bVobtE6286hB0j7AA7YfGkkRfFNgEtunjOq6dmUkTQfsRYzxjrO9XynvZfuHunPz+W0HijwLlxE7Jf9BeHpvTyRcXN/2tUUsXKa8PgYer+zKyXZuBQ1NfDsBkbj198ANdEAEr+ubUzRvgbaeQUkPA+MBK9t+q1I+A5EA+jHgC9v9K8e2JX4/t83I7yQZvUgBPEmSpFCdlEqay/Zzks4ntstubvvdcuwhYsV/EiKxzKs5eE+SJBk1SNqKmGh+SiSg+owQsW6sbUtu5brqxH8/IvndnLa/G+WVbkKynUcNkuYmEqb9QFg7PDEyIni1LMccI0+dCP5n2weU8gxg6ADl2RyL8Ef+iBBlPyvH7gBmBla3/Vwb98g2b4W6fnV6wjbmUGLucRaRB6BNEbzuHpsQOY3OzzYfSl0bTUO00SDgU9ufSJoPuBV4hdjV8JSksYFNgV2IZMRfVu8laQlgGtuXNuI7JUnSOumDmCTJGEttYlmjOiAs4ndvhgrcNfF7emJwdC6wke3/5kQ0SZLkl6PaN0uamhBU9weWAmrJ7M4GNpI0Xmv3qPPh7AeckqLsULKdOwfbzwB9gc+BKyQtVISrEc7DXKh9TvH752P7DeBEwp5gP0mnlvIUBTtAeQ67EX3F6xXx+xbC4mSNMpZeuSw6tHSPbPNWqPSrWxF98erAC8CXFBsfteEJXtc370rsXv0k23xYKm20OXAXsev3ZeAySevYfgr4IzAFcFcJgrqZSEx8eU38rt7L9n0pfifJ6EmPRlcgSZKkEdQNDJcGFgFmIgY/D9p+w/Z3kj4FFi8T1QnLeUOAC5w+nCMkt1smSdJRKn3zUsQi5A/AbbZfLeUbAJcSSeuQdEU1QrkFUbY/sJ3t8zrze4zuZDuPeiT1sD3I4YVswlrtUkkb2H66PeOHOtH7V4SFRFKob8P2LBLYfkPSKYRn9aujuo5dmB+IaNmJASTdTPQlq9t+VtKviYW1xyUdn+PBjlGij08lEuCebvvz0qYDgM2AwZL2rYngtfZtoW8+keibr2vMNxm9kbQeMJBo50cIy5PdgGskrWD7JkmPAAcAvwG+J7y9LyjX58JkkjQJaYGSJMkYjaStiUn7a0Tint8CdwMDbV+lSD41kPBDfQWYHTjM9tENqnLTIWkcYH7b9ze6LkmSjP6UyOTxiG313YlFySXKsR62B5UtyJcR0cr7EZFYX7QiymYSqhbIdh611LXRssACwObEOOI/wMa2n2xLBK+7x5+ApYl2/rRTvsRojKTxqtGXkmYmIpF/HNl7JC3TmsAnqSdwErAaYZk0MbCS7Rck9QD+QAiJe9j+W2fWuSsgaX1ix+niJZq+exG7JwH+SiTGPBY40EMtHLNv7gBld9N1wH+BfW1/XsofB3oDm9p+tu6aHrYHlfcZBJUkTURaoCRJMsZSPNpOBA4HVrU9F7AcsCywUrFAuQtYH7gYeADYuiZ+11uoJMNTIucvBI6S1Ks9W76TJElsfwHMA7xH7MLZvJQPKhPOb4GNiX75LGCacrw28d+d6N9z4t8G2c6jjkobbUZ4gE9BLCYMIDzWr2zLDqUFIesM4NYUv0HSgsC+ZWGhlnTuCmInX0do1ds+Ceqew3klrSJpfkm9y2LDJUQk+ByEv/QLigSBWxPi+Lkpfo803xKLlOMBFPG7p+2PCA/7z4EtiD6lpT7jZLJvHhF9CBuf5yrid62/3rTsZFhYkcuhxk87GVL8TpLmIi1QkiQZ46gMEH8PvAhcYfudcngH4E2Kh6mkXrYfAh6q216YK/7toEzsnyUiB6co245zq2CSJD9R3yfU3hchZVngIULs+sT2LTXBsPTRGwDL2H6+cr8VCOFlh5z4DyXbufORNCVwGLGTbD8Xb/SynX4/wmd2/Xo7lFaiOP9Y23Kf8AWwO7CCpPuAPcvnV9p7gxyLtI/Kc7glcDwwLrFwcJeknWw/Kmk7IhJ5pxK13I1IkHm47ZPK9dneHed/wCfA1pJes/1uZYfDxMDXhF/1QzDM32o3hi5MpiVV2wwBviGe65r4PRcRGPVsWczZCbhF0nO2h+RznCTNS1qgJEkyRlAbeNdNKi8A5rY9b/l8KzAnsFoZ9CxDRBNdXKLgkg5Qm8xLmpQYnN8F7FzbNpgkSVLXJ88OTAJMRfQXX9v+WtJcwP3A28QW5VvK+cPkGKj0OfMC49u+t7O/z+hKtnNjkDQr8DSwre3LSvTmj+XYroSw/RKwpe3HSnlaGLRBZTw3HdF23YABtnepHm/PPcr73Yj/A9m+rSDpd8D1wHnEeG4DYE3CNmJt2x9Lmg2YmbBL+ifwmu0HyvUZNNIKdc/i+ITtxndldw6SjgAOJHarXmT7VYW14KZEXqK+tj8p59b65gHAE7YHNuArjZbUtfMMwPe2/1d239xLRNl/Tnh8r2T7eUVy0ZqNz475W5ckzU9GgCdJMkZQmQzNCvy7vP8Q+LWkPsDlxIp/TfzuA6xFJL68mtiGmLSBKp548FP0t4jolUeBJYmB/VcZCZQkCQwTsbYFESk7MbEl+W1ggKQLHN6n/0eIs0eVSf5NrkuoVhNYbD/dqV+iCch2bhjvEVGaCwKX2f6x7Cz7wfapJap2OuBWSXMCH1SiwHclIuxT/K5QxO+exDy2F2FHsIikZWz/oxxvr6/6ThSbiM6qfzPQwhhtCPAgYWfygaQHgDcIYfCvkta0/W9ifH1TC/dK8bsF6p7FjYDtCCuZNyQ9ZXsH2wdLmgA4BFhN0mNE8tZ1gYMq4reA2q6efJ4r1LXzhoR9zAOS+tt+v/QDNwC/AzYv4vckxCLPScDBKX4nSdcgvViTJBljkLQw8HSJ7IbwM+0OvENEfi9v+xlJYwHrEYPLvzn9NkdIGVwOkjSupH4Kf8juDgYDRwIzEBYz1E2skiQZg5G0FmERcR7R7y4CPA8cAPSVNJnt54iEX7MAZ0qavjG1bV6ynUcdRXxqiSFEdOEqklYHsP2DpG6SpiVE3L8QIvd7FfF7U8LC4E8pfgd1bTyh7f8SiwfLEGO4P0taDoZZgB/muhai608lovMzUrZQ10YLSlqeWCAYbPsDiBwBhDDYn4iYvVbSROWaYfSFHO+1TqWdNyXy5bxEtOnjwIaSHpU0oe1dgT8R85XVgWmJyO8Tq/fKtm6ZSjtvSfwG3g9cb/v9csq/iMWH/wHHlEWGG4io+6Nsn1yuz9xPSdLkpAVKkiRjDJIWBe4E9rZ9lqRxgW2JCJZPiYQ9UwALEILAkbaPKddmxHIraGhW+vGA5YGrgHeJrbGHA6/afl3hq9eDSKj2abZnkozZlMnk2ESSYQPb1LZ9l+MXE0mIN7d9dSmbC1jM9oAGVLkpyXYetdQJhjMBkwECXrL9UWnLu4j8IqfZvlDSr4CVCO/qDWy/Wq6vWRisAvS2fV0jvtPoRl0brwdsCTxC5Gv5StIiwN3Ac8D+tu8q5y4HTEkkavxp94LSWmaESNoaOJ2IsO9O7GZYH3i68rfoSYyh9yN2kyxk+4fG1Lg5KQthtwDXAid7aCLGfxG+1CvYfqWU9SZ2UmL7s1KW9jLtoPQRNwF/Bs6x/WUpHx/o6bDxmYwQwqciFof/bfvOcl62c5J0AVIAT5JkjELSQGBFYpD+XpmErkJsLRwfGAd4BrjK9mnlmhz0tEJtUqqwjHmRmFCeRSwmrEdkVn+LSI40O7A3sITtRxpU5SRJGoSkvsC1NbGvlPUk/GKfsb1JKetVE1EkPQe8ZXsVDe9FnQuTLZDt3BgU9jKHAhMRu2y/AXayfb2k+YGLgGmAj4gkjr8FjrB9ZIOq3HSUCM4zgTOAm2zfX1k0qIngzxK7HL4lomp3sH1O5R47A6eQ4vcw1C0yTA/8HTibSCw6C/Fs/wPYzfYblet6EkEjbzsTLnYYSXMQEcmb2L69lN1E7GpYq+xMndctWE5l39x+JG0L7AosUHbh9CR2gMxLPN+H2D69pTbNeWCSdB3SAzxJki5HK4OXmj/1LYSn27LApQ7vvEskXUl4dH4OfGb7nXJdDnpaodamZbvr8YQAfp/tb4jJ6RmS1iW8v88GXiN+d/pK2sL2142qe7NRNzHNCU/SdCj8jXckImGrjAt8CUwjaWLgkzI5rfXZTwK/V1hTDRNZmP8PhifbuTFIWpv4nTsWuAfoSVh+XStpbds3KCxQliHGHx8Cx9u+tFyf/foIkLQA0b5HEJH0X1eOdbf9iKSliCjPY4lFiIPrxO8dGGp7cn5n1n90pzLGWJQYD78IXOLw/B6LsIc4BzhF0k8iuMPX/vAco4w0ExD5ht4FkHQrIX6vXsTvWYF+kk62fU/1wmznDjGYaNeVy2/gXkTiy+sJa5n+kh6x/UT9hTkPTJKuQ0aAJ0nSZSkToe+IiLdvK+VPEhYcy5XPLYrcOYgfMYpM9AsTEd932r6olNdHEM5CJBVdnYh6m8v2u9nGI6ay0NCd2Fbfw/Z35Vi2X9IUlIWyCW1/ImkJ4N3Ktu6tgPMJO4hTKkLKWIQ/8njA2oQHbT7vbZDt3LlIEmFJcDUhEPatWBjcCcxECFnPtXGPXGhvByX6+3BgRUfCxdbOmxmYEfjS9oOlrBshiG8BDKqNVZLhFtinJRJZfgQ8aXvtynk9iJ19A4no8L1sv975NW5O6tp5UtsflvfTAXcADxDe3rMAa9j+p6ReRMLG9YAdbf+zMbVvfspCwlHAOoRV0r+BrW1/I2llYofOyi0J4EmSdB0yCWaSJF0SSZMTE9KbgDslrVAmRQAnAHMrEoK1urKfAkDLaNgER8cSkYbrALVkMtSJ391sv2z7OEIEH0QIMNnGI6AsJAwqFjPnEcnULpG0DkT7FQEm+QWoe7aTX4iKwPeppF8DtwMXKfySAa4DziX65iMlzS1pRmJhbQ0iWdWg7C/aJtu5c6j1uRVBqwcwD/BaRfy+haFC1nOSVpQ0ZUv3S/G73cwMTFATv+t/+xTJtyex/Yrt26vit+0hZafDhSl+D0tFlF3Y9pvALkRE8kolkKR23iDgGuAPRDDDeYrcL8kIqBO/1wYuLguSlEj664CtgPmA7Yr4PRGwEWHReGmK3yOm2idImlzS1EX4xvZLRCLRhQi7mQ2L+N2TSKb7PpA7U5Oki5MTvSRJuiSOzN6zAQcT277/ClwvaW/gK+BHYsKaWb3bQd2Ef0iJGISIpjiX8E5fSZFMZhjqJvdfE4llph+1Ne4aOJKLjgM8DMxFbJufDbhc0k7lnBTBfzl+2sLd6Ip0BSr9RG28OaXt94ANiUi3gZJmdCRkPBI4Gdif8EN9COgHHFWzKsi/S8tkO3cOlXbuXv6dqvz7A9F3TFDOu5nor1e3/WxZjNgB2CQX2X4W7wLjS1qrLA67MjaZlFjIWaW+jatjkOrifDKUIsZeL2k1h4/3bsRzvZ+khWvnFRH8OiKB/DUuiQSTtqmI31sBFxDj4I8rx/cDBhC7SfaXdCqxK+cEwirpjHJ99s2tULfIsCFwFfAUcLOk0wBsf2j7CdvPl/NmIHaFnACcZ/vFxtQ+SZLOIi1QkiTpktRvKZa0GrAE4Y36NPB7QhhfJAc8bVMmk9sT24YHShqX2Dp4rCNhzLREJPia5bwrXRKrtXCvHsTW2e+ANW3/2ClfoslQxUKmbM3cDdjF9iuSfgfsA2xCJKOqJWtNO5SRoDzPBxJi1mfEpP7+xtaq+ZE0N/GMDrT9H4X37uFEwql3iWTEFwIvANu4JGzUUP/Zr4BXan+LtIlomWznzqGVdj4MWBR4nUjMuDyRR2QSYiv98+U3b1siqnZ323c0ov7NQlu/Y2WB/Z/Ae8RY7rnKIvH6xIL8H23f1mkV7gKUhZ3bCBuOM8pCWc0v/SjgMaCf7Ucr12Rekg4iaUXgMqLfuLCyW6SP7a/K++0JW8H5iYSjD9q+phzLvrkdSNqUCMw5mcjHsAqR/LKWEPf7ct4yxMLkokROgeNKeT7PSdKFSQE8SZIuTf1ARpHZfkNgcWBVYkJ6quo8q5OhlMiqY4goiUOI7a9vEGLKm+WcqYFTCLFlB+CqlkTwEv1yPLCM2/BETUDS2MCVhIj1ne3dKsdmI0TbTYFdbZ/emFo2NwprmceBXsSizNjEVtjDgHNKFG0yEkhalhAFfwQuJSKP+xLe04PLwlpVnN0W+G9LE8+c+LdOtnPn0Eo77w2cWtp5UeASYGrgcNtHKbx9lyd+Gw+yfXJjat8c1ImqCxA+3jMAVwDvOJItLk2IiJ8TyeteJhZytgSOsP3nhlS+SSl2HL8nrDf2sv103d+hJoI/DBxp+5HG1ba5kXQUsAiwVi1yXtJhRF6cbkS/8Wwp71UdQ2ff3D4kLUL81p1n+ziFxdeTRMT9/ISFz7a2vyuBUfMReaJuKNdnOydJFycF8CRJxhhqA5va4F7SNcBstudsdN1GdxT+6f2BlYBXiCSWP1YHixURfHnCZ++aWqRF5T7jEwna3uzUL9CESJqfmPjPSEQdbl8XGf5bwsZgM+CAnPh3HEkHMHTR5t+ENc+2RLseYvvIjAYaeSRtBJwK/Iqw2Di0rs+oirPPADvZfrlhFW5Ssp07h1baudonL0Ms8E4LvAP0JOzBBtT65+xPRoykLYBDgSHlNTGx2PBX25+VaPyzCE/wPsSuvksrNhEpYrWApH2Bv9dEbsLn+zLg/4BPgXlsf1x2LQyp9B/bAScR0ffrOiwGkw5Q2vtKYjy3GuFDfTCx4P4oIYy/CCxR5ifZT3SQ8ju3HrHbd19iMfIRwgrlSCIKfC/CamYXR36dsW1/W7s++40k6fqkAJ4kyRhHbcIqaX1im9zStp9qdL1GdyTdTfiajkVEs51SyqsCwNTEtsN1iS3gf6tcn4PLDiCpO7Ak4c87O7Cq7UfrorNmI7wLJyXsfPJHvR0U25MDCC/fj20fX8oFiJgs7UtMRh9sWEWblMpi4+JEImID/yMSAr4qqYfDS7Y2aV2emKS+Aixb2xqetE22c+fQjnbuBfxYhKvZgDmApYnIw//avq96nwZ9jaZA0nqER/JhhMj9O+ABwi/5cOAS25+WvnpaIgHpZ7Y/LtdnG7dA2f14DyFgP1kpX4QQBdclIrwPKeXdYKh/uqTdgG9tn9OpFW9iWtiBughhAdiDsPF5GdjC9geStiEWGeax/Xoj6tsVKME6kxK2PTcCXwA72/6oBI08BowL/A1YJcfMI6ZuzpH9a9L0pACeJMkYi6R1gIuAJasTgiRoYfC+CvA94WW6NHCo7f7lWFUEn4yYUB1YE1+Stqm34KkILj0Iu57+RBTc6rb/WTcgnQ54q7q7oSFfoomQtC1Qm8jva/v4mlhYhJUZgTuBq233zUF/+6h7LicgFsvmAGYlIji/BdZ2eCjXP/NrApOnwDJisp07hw62c4+2fu+yDxkxkn4DnA/cbfswSXMQEZxXEtHKKxELk1fb/qCF6/P3rwUkHU4If/fa/lLSkoSt2qPl+LzE4sKKwD6Vcd0wInjlftnOrVDXZ4wNDPawViazAIsBr9u+p5T1JHY8LEnYo3w83I2TYRjRMyhpYsLe7mwP9faelwh6ugF4L38DR0wL44dhrHmSpBnp0egKJEmSdIRfauAtaXJiO9xdKX4PT50YOI7tr23fWo59TkTJHlb+HieXiPopgQ3K5Gnf6n0a9kWagEpbjwNsQ2zr/lLSnbbvkXQv8ayeBtwkaRgR3PYb5T4psLSfWwgP9T2BNSWdXP4Gtb/F68APwAQwvACQDE/dxH8dYCfCuucK4G5Jg4l+4XpJa9n+bzl3NUKMuaGleyXDku3cOfzMdh5k+/bq/bIPGZ4yvqDyDH4F3AdcrUiufQexY2FXYErCr3cfoLuki21/Wr1fPsvDI+k0YHNg+SJ+TwzcDjwraSfbTzgsUQ4FBhPjOmz3L4vq3ervme3cMnV9xhqU8ZykL4m8DM84rKderlwzKZGkcSfCyi7F7xFQ187zAJMTiYeftP3vctoUpbxPeYZ7AAsA7wPn2367/l7JsNQFNh0EzAPMIOl64CbbzzS0gkkykgz3o5YkSTK6UsSp2qBnSkmzSOpem0TV/h3BPWoTrveB022vWcqzPyyUQc8gRYLAs4EbJJ0jaXkA208QFhF3E5OlgyTNB1wN7FhtyxS/26aI1oMkjUdEq+wBrEl4Uv9DUj8i6vB+YDfgQ0JwWah+0J4CS9tIGkfSWpLGsf0uEWnYn/DivFJSz8rzOjvQm/DxTdpBpW/ekvCafp5YRKgdHwgcSyQavUnSspI2I7Ypz9vSvZLhyXbuHH5GO99AWIUlrVDGbr8pC7iWtIakNUpU90DbLxC/gS8RO82+sf0fIk/DFES/PW3jvkFzoEjMugbh+f+4woKjNyG4/gY4XtKCAA4bwCOIcd3BkvYq5TmuaCd1fcYlxHjtJCIXwPnAumWsRzlvJeB0Isn88bbPKuUjnMuMyVTaeWvCUuZ84GLgFklnlnH1v4h8DQcQffKlRL9xR038rt4rGZayMFATv68BtiuH/k0s/P5F0uaNql+S/Cxs5ytf+crXaP0C5qv7vCkxMfqKSMqzAzBuOdatjfuo8n4NYKERXTOmvWptRCTuerG8bgM+A/5DRKnUzlmASNI4mBjoPwb0zDYdcfvWlfUkBvH3AHOXst8RydQGE8kYISJYliRE2esb/V2a7UUk+xpCRGWNXcomIyLBfwAeLO/3J7bdPw30aHS9m+kFLAq8C+xH7ByplXevvN+m9CvfE4nXDmx0vZvtle2c7dysLyIqcyDwV2AqIonzYGL3WPW8a4FHK59/BVxD2HQs3ujv0QwvYE7CpmcHYmF9EGH5B7BUeV7vBhasXDMfsUNqCBHxOdyYJV9ttvmywJvAXuXz7MDnhOf356W/GJ/YRbkZIZRvWrk+x87ta+dViTngnsSC43jAmeW5PbqcMw6RaPQl4F5iIah2fT7X7Wvn3YE3iES545SyjUo7980xcr6a8ZUe4EmSjNZI2oWIStnN9oWSliUi2c4jthFuSkSyDCAiKL5syQqibsvcLsAphNfejZ34dUZrNDQ5qIgs6n2BHW2/KenXRPKviYm2O9W2FZ6d0xPZ1i8t16ftSSuoZJyvex6nJ5J8HWF7QOXciYCDiKjwpWzfV6Lrfwc854ovXzJiFD6bDwIzEILWZeVvMRnwR2KgPzHhhfoFcFY5ns9zOyl96x5EAtyXKuUiJpy1hGoLEBGcX9n+eylLC592ku3cOWQ7jxok7U7sInuZ+D3bETjPQyMOexCWXysS+USeJgSYI4FNXBITZxu3ThkrTEyMn7cjFhm2J3Yz2GFvshSxEPE04f39eLl2YWBS2zc3ou7NShlj7An81vZWiqSLDxMe9ocDlwMzEVHJV5bxxQQuyYjzeW4fpf89m1hM284lH4CkO4gdIpvbfrpy/gTAD7a/LZ+znduJpIuBPsBGtr9XJHm+p7y2Ls/wJLY/amA1k6RDpAd4kiSjO/8mIo8PkDSIGMSfSmyL/UHSmcB1xAC/m6Rj60XwFsTvk4A/pvg9LEW8HpuIzpoI+B/wdmnL9xTJ064jrDhMiOCvAq/W7lGzT2lA9Ud7ikhyrqQVKgN2EVFwUwJvlbKxbH9v+1NJFwFbAUtJur880/8s5w2TnCZpnVqbSloMeJSwLkDSZbY/kHRuObUvMJPtzcrx3ra/a0ytm5IFiaRfL8HQiWbpfy1pFtsvO2yUnqhdlBPSDpPt3DlkO/+C1MZitvuXvngdInr+6Yr4XbNgO5IQwC8kIj37AH+uid+Q9hxtUdrmQ0kfEtGa3YmdC9V2vkfSWoQIfoykA20/6pIcs5yXz3I7sf2jpLuBeySNC1xERNPvV8ZzlxDC7bHAOJLOqYjfynZuN2MBvyc8v2tj6VuB2YDVbD8jaXFgCttX19q4nJft3Aoa1vNbhFXyNMCHZfw8K/AQsWP1D0X83h34TtLAnI8kzUJ63iZJMtpSBip3EBFAnwOHEFEUHxfxu1cZyKxHRFlsC+wtabw2xO/+wJ9sn9eAr9QMLA2sQEz83y/taIU/8v+ICev7wC6S9q+/OAdAbTIXcG1twA4/+Q/+P3t3gN5u/AAAIABJREFUHm5XVd8P+LOSkAQIZJAwqSiI0jqmUBWtQ7St1VorLdahWG2LdaraaME6V3FAsdY44FTHOuCA1v60dSjaiLUObTWKAooItioJIAkkYQrJ+v2x9gknNzPknpO7877Pc57ce84+x3UX2332/uy1vuu7aVMMn949d0MpZWb383eTXJtkzmA/Hnqvvt6OUsrsbiTbpj7tbs7cN62/X5vkpNJqgq9M8u60sjOPL6V8tHuf8Hs7uoukYd9McsdSyu90v9fBNqWU2yZ5U2mLBG7GBen26efR0M+Tq9ZaSykzuj7cP8ln02aPvbSU8mvdNhu6842fp4Vcr04LDZ9ca31NYs2WnVFKmVZKmZ5W0uSNaSH3O0spJyeb+nl6rXVZWnmU+yd5W2kzojaxL2/dVo4VA8u7Gwh3TRuN/I/15sVaV6YFiD9Om0GyabDIxPM7mm30c0nysyRzSykzSyn/klbu51Fd+H1wkj9LcqdSyqzhN+rnLZVS7lpKuc1Q+H1KkiO63y9Ocu9Syn3SZlB+KW0A2bpSyu3TSv7cMe0GG0wJTiCAPdn0JKm1fiVt1PHqtHInC7rnByH4TWkh+FeTPCfJy0sp+0wIv5+VFn4/rdb67i3/p/ZOpU013qTW+q9pfXhtWsj9sG7E1vqhEPzEtO+PY7dzEcAEtdb31VpfWUrZt5Ty8VLK3QcvpdVSf2Ap5fXdtjcmm0aNb0hy0VgaPUV1F/6fSfLe0somTTxeLE5yVVq975NKKft3Ifg70srOPLaU8r7xtH7PNvz/+a1cTH437cL0+aWU+3bHjtrd0HlIWiggUNkJ+nk09PPkm9DHN3X9/Oha6wlpgxoekLag9rHdNuu7Y/i6Wuvraq2n1Vr/qfssI5K3YUI/b+wCrBNqracmeUWSf0ryD1sJwb+Sti7Ou4Zv0LN1E64tjiilLCql/EopZcHg3C3JvO5xSLfdjLRyPxckeVCt9cxxtH0qmdDPv1FKOSlJaitlcm6SRyT5nyR3S/LwWuvyrp9/N+0c7/xa6w1jafwUUVoZy/cmeUl33fyZtLrp+3SbLE2rGPGNJOekrdWwprSymC9P+w78h6H9HvZ4aoDDrVBKOaQLTdhNSimL0sLV73eB1UlpC1y+q7QpbW9OC8GX1Frf371nZrftjLQFGz82HHKXUv4mbZX1p9Ra3zviP2mPV9pUzacm+VCt9Yruucem1dtcl+SUWuuXuuf36S5OD0qyqruA2nSSytZNOJE/Icn7klyaVs/0gm4kxRvTRlN8Ncm7ktwhbZGkfZLc14jvXVNKeUKSM9JK9Lyqttkkw+VQXpDkNUnWJ3lMrfUz3esLkzwpyb/WWi8YT+v3TBP2499Omy1ycFr5ntfXWq8upTwl7Xi7Islb02bv3DOtxvpptdbXjqXxU4h+Hg39PPkm9PHd0harW19r/Z+hbZ6XduPxP5K8tBvFeWLazfinOw7v2E7286+l9fMfpI3ifE/3/Gbl1JzT7ZxSyp+k9efBaTfCfp62v/5nKeWwtAVGr08bNbs2bT2BU2u31ot+3jmllCen1bK/KMnLa61f7W6QvS/tHPn0tPPnA5I8qvv9FbXWM8bU5Cmju/57ZlpZnh8nmZ120+zb3ev7pi3c+ry0ffm0tGvw+6StFfXQ2maqwtRR94CVOD08puIjrS7hi7qfrSa9e/p0ZloJgh8lOT5twZ6NSU4e9HHaQkjf6rZ50tB7Z038b5E2TW5GWh2+Z43779tTH2lTBTemhYW3GXr+pLQa7N9JO8kZPD9j6Ofp427/nv7IVlZJTzuhvCDJeUnu2j13+7SbDhd3/z1+mrbg6z76epf6e/gYcGKSy9JGC/3WhO1enjbS5Z2D/0ZDx5lp4/479rTHhH7907SbY1/ujseXd8fkE7vXT0q7+N+Y5IbuGPLsoffrX/2sn/eiR5InJ7mi6+eNaWux3Gno9ed1r5+XFmzdmLbWy9jbPpUe2+jno4Ze/7Ukn+xee+q42ztVH2mzTq/vztkeNuEY8aBum7uljVBe2Z3XPW/c7Z5qj7SbNdellcK83YTXbpd2LX5j2kydnyb5YdqgncE2js077uPS9d3GJB9OsmDC63O6fXxZWkh+ftp19a+Ou+0eHrfkYQQ43EKllB8kObfW+gxTMnefbjrWZ9IWYTwk7YTxTRNGtzw4LShfkDYa4EPd89ta+NJigdtRSpmTNgLgNWnT3U6vtf6ye+2ktBEu65K8rLYSKeyibpTFk5L8S631f7vnnpLklLQRyI+rtZ5fStkvrSTK3dOC25/X2uqmVouLblcpZZ+0kViHpp2kr6m1biyl/FHazJEfJTmj1vovpZS7pgXfb6q1nt29Xx9vRSnl6Frrj4d+v1/aVPo3JHlvrfWX3XH7x0nOSisztbaUMj/JbdL25+tqK5+khME26OfR0M+jMeEc7Ni02Xl/nxYE3iWtJMfZabNzftBt99Qkj08byfmPtda3TPwsNrcL/Xxa7UbSdzMtT0vye2nnGhfo3+0b/P+8KzMzJ+2Y8aMkL6w3L2T51bRQ9vdrred1zy1Mm8U3q9Z6yfBnjePvmCq6ft4/rZ9/nnbDcU332mb9V0p5WJKFaWUy/6/W+r2tbcfWlVJul3Y8uCFtNvCbkrx6cB04Ydvbps2CWl+Vl2GKmrHjTYBhg3IbaeHUbROLxOwO3clOaq0/KaV8MC2M/WWSSwfB1CDIrrV+pbRFOl6b5DWlLWL3ruH/DsMn88Lvm20t5Osu7t+aVnP9Vd12p9daf1lr/XApZWOSM5P8URIB+E6acOPlpLQ+nFtK+VCt9We11nd3u/0pST5WSnns0AXqfw9d1E4TzG5fKeWAtIv8X027AL0oyWdLKS+otX6i24dfk+QfSyn/mxawXJ22MFiSVpt29C3fs5VS3pnkdqWUP05yTbdP3jvJlUk+NXSB9Ka0EUR/V2tdmyS1Lfy1qvucwcKBxffllvTzaOjn0Rn6/jo6rY+/kORtQyHWpWmjN6eVUk6rtf6gtlJ3H00bnT8IFYVY27GL/fzyWusFtdVKPi3JO2qt54+p6VNCKeW3kny9tkX/BiH4zLQySJ8a2k8/m1a27vdqreeVUh6a5OJa608nfJ5jxk7oBn7MTnJcks/VVne61GbjhG2/OPH9+nnbJh5Ta60/624+7ptWmvE1bbPy6lrrld179ksrj/ILN8uY6iyCCbuo3rzQwzeT3KGUcmBptci2tyo4O9Cd1NRSyoPSFo45LW3a4BuTPLy78bChlDKt2/7cJC9ImxrnLvRO6m4k7FdKeWQ3Knnw/LVpF/0vTlensBu5klrrWWmjsp4yjjZPRYPwu5Qyp5TyhiTHdC+9OMnJpZTDk6S2WvWvT7v5cFYp5R7d88M3cJzEb0d3Yv6NtBJKr0sb1XZp2oj7s0urW//JtDIHb04r6/OJtLrqNw2O32yutBrpJ6WrhZx2cZQkg3304m67f01yr7RF7b5TSnlEKeV1w5812J9dOG1JP4+Gfh69UsrxaaNk/zLJ5RNGcH4k7Rj9h0leXFrd6tRarxkKFYVYO2EX+vmlQ/3837Wb0Tc4r2ZzpZQ/S/L5tPPh/erNI8CHF7ochN/3TPKoWuv3SlvT5S+SPGxi3zpm7JKb0mbcHJZsCsU39Wcp5UHdcX0L+nnrumuTwUzpQ0spdy2lHFzb4sRr0haCf3Ha+gsv7LbZL8lb0maW7LPND4cpwhce7KRSyvtLKeeVUj5aSnl22kjD26aV6tgn8YV7a5VSHpdWY+ybSV6d5JFJrk0LrX6nC7I2llKmlVKO7ELwB9VaPzC2Rk9Nr08rM3NCd2KTZFMI/s4kH0zy/CTPLKUc0r32xS7QFRbuhK6v9k+r/7goySVJnp1WY/ZlSZ42FIK/J8nfJTkird/ZNU9Jmyr7nCRv7y7qH5tWR/b+SV7dBSlfr7W+otb6hFrrC+vQrJIxtn2P1B0XHprkk7XWZaUt9vX07uX/SnLnUsqxpZSz0wLE3+8u/PdPWxzpbqUtAsZ26OfR0M/jUWv9RpKPpZXZWDz0nbex+/estEXsHp/kjFLKvAnvd069E25BP8+f8H43Gbbuo0m+mLYO0SAEr2mh7NeTPKaU8p9pN8weUdvirdPTFmK8R5KL9O2ObWfw2Ma068ETSim/mdy8r5ZW8u7Xk/xuKeUOI2noFDd8vltKeVvadeD302agnpIk3c3HtyV5UZK/SvLZtJm/T0hy5tAgQJiyBOCwE0opt0mrLfattDv+f5N2UbQgbeTh17pg/PRSytNLW2mdHRg+6SmlzE0bJfvKtOlu67upg49KC8HflOS3uwukE5J8qZRyXK115cTPYodelFYn8i1JTpwwEnxV2gn/DUn+Nu2CKUOvCwt3YGhffEHayO5n1lrfWms9M8kfp+3LL0nyF6XV3kut9b1po7T+dPQtnvLumuSmWut53Q2yfbqT+FcnWZ42InzfZItjTrE/b113M+zSJE8spbwkbQr9tV3/fSNtEaRlaYsSH1/blPqZaWWSnpbkE7XWy8bR9qlEP4+Gfh6dwTG2lDIjSWqtT0jy3iTHJnl66WaWDdRaP5a2KPTnaq2rR9zcKetW9vOqETd3yimtXOB1aSPnv5d2w+zUUsr+tZVFemPaQKjjk7y21vqD7sbDk9IWlH93rXXZeFo/dXTnYYMyPkeWUo7rHvvXWq9JcnraAvGndYOkUkq5Y5I/SVvI/GN1QpkZtjR8vltK+UiSRyR5e5IHp61t8cpSyquTNgsnyVvT+viGtHKk9661/tc42g67m0Uw4RboRsXeIclHkvwgberhb6RN09ovyQNqrReNr4V7tjKhDnUp5ZFpoezhSV5Sa/1w93zpprzdMe1O9dFpo7WOS/LmWusLR932qaZso35maQtffiqtZuRzknx6aNrsM9IWT/pSks9XtZFvkVLKO5I8JMlx3QXT4Pk5aSOLFqeFtO8fDleMSt6x7qbkwbXWC0opr0zbh4+vN9dQ36fWur6U8vtpdb4X1W5hJHZOKeVOSf4t7bvujbXWU4Zee1rabIWa1vclbTTWqWmLJ53ebWfxuh3Qz6OhnyfPhBBrQdrIzX1qrVcMbXNWkselDXJ4a631iq31pz7eNv08WuXmUnazk3wy7ebCO9OtDVDa4osfSAsJL08bWHhw2kw0x4xd0M3KeUmSQ5JsSHJV2gLEXy6l/HZaP89PK41Z0xYifWOt9TXd+/XzTiilnJrkyUmeWmv9z+56781pMxp+Lcnf11r/dmj7/ZNs7G4GQS9YBHMK6O7ul1rr+nG3ZW/TjTYuaaMLhxfgWFlKGdQle0mt9aND75lvdMW2lbYI1TdLKe8bOlm5b5I7pZUxGCy4sSkkr7VeWkp5QNqX9LQkH6itbIQFkraj3Lx46Ky0GQuHJ/lxkh/XWq8upZyQ5J/T+nVuKeULaXWUH5fkP2qtnx3+nPH8FVPP0In4DWk3xA5IsrbcvIjr2lLKl5P8bpKXpp3ov3OwLwu/t6+Usm/ayO7zu5tn307r4z8rpfx9rXVFF35PT3JU2sjPy8fW4KnrnknumOR/08ohfWwwAqjW+s5Sytq0abFnJ1mXdjP41Frr2xPH5l2gn0dDP0+CCaHsY9NuIByTZGMp5cNpZWe+Vmt9Qjdo+aXda2+vtW5xXBZibZ1+Hq3BiNnu//fXl1JOTBs08rTu9TfUWr/YnYMclzYI6ptJflRr/VK3jWPGTuj69l1pI+e/nnYd8qwkXyylPKLW+m/dzYbfSHK/JOcl+X6t9Qvd+/XzNpTNy57MTSvd+p4u/H5OWknME5P8MG1tnJeWUjbUWk9LklrrujE1HSaNEeB7uNKmYP5HkrPSVvW22N+IlFLemDYC6Igkv0hblPELtatB3f3730m+Wmt97tCIQ3eht6GUckDaInVnd3f1h7+YT03r40vT6m9eNNTPm05uSimza63Xdz876dmGoZErByT5Qtp+fHjaojKfTvKO7r/BrCQfTysTsSrtwv/KdAsEjqf1U8u2RmyXUu6eNr3+Y7XWkye89ty0E9F90xZmu2et9X9H0d6pruu730ny17XWH3TPvSFt8dY3JHlvbSPDj01yZlr4fYLj8q4ppdw1rbbpqrTRhHdL8pBa6zeHtpmZFipem+SGwUhEx+adp59HQz9PrlLKSWnrLvxD2jnE3LSQ9utpo+gHCy7+Y1o96r9L8rLB+Rw7Rz9Pngk3GeanDbi5Nm0Q1Pru5vun0tZ12TQSfBuf5ZixFaWUw2utvyjtLs20tHPgTyW5KMmL6s0L4P57kiOT/F6t9fvb+Tz9vBUTBy6VUm5fa/2/Usq90kq6zkmr7f3atHI967tR+EvTRtq/otb6inG0HSabEeB7vv2T/CzJq5KsK6V8QAg++UopH0u70/yutBGcd0nyL0n+upQyfCPikrQ7/xmM0BeybFs3iv6vui/aP0xyWCnl/bXWdbXW15e2uvdfJXlLKeVZtdYfD4Xgg9H31w99npOebejC732TnJvk6rQV6a9KG23/uiS3L6W8qNb670keXUp5SpKDkqxPsrR7v1IcOzA0yn522vTY2yX5TpKraq3fL608x+ndyf7LkqxJq2f42LTp+J9NW8TxuLSRiWxDaVMxX5hkYZLv1FZzczBq/q9Lm5Xz10meWkr5Zdo5zuVJHlNrrS6Utm3ijdtuvz4/rTZySikb0mpx/nspZXGt9Vvd8fqmWuuPBp8x9Fn6eSv082jo59EqpRyRtjbOW5K8tLaa6yltptMHkvxVKeWHtdaLa61PKqUcmORnQtldo58nz4Tw+/FJlqTdDNuY5EOllE/UWv+ru3Y5O20k+IbSRoJfO/GY45ixpVLK3yQ5qZTy5Frrd9L6b0ba7JzPDYXfn02bFfx73Xn0byX577qVNQL085ZKKxlzQinlr2ubvfCVtNkgj6i1frfb5g/TRtr/R725wsDRaSVd/ytt4CX0kgB8z7c6yVPTpqicmSSllA8NTnrY/brRFfdOW6zua10Q+MC0hRePSPvCHgQpK5L8SmmLdZgmtBO68HtW2sIyf5zkxlLKR7oQ/HXdydDTk7ytlPKMWuvFgqtdM3Qi/ui0RVufVWv9WvfyN0spl6RNdfuLUsp3aq2ra63vnvAZwu8d6ProptJG2Z+TNqL7kLSbCJ8spfx9kr9Pq2f4siQPT3J92nfvVbXWl5VSHpLkmrRFZti+B6StFZC0Bagy4ebYKaWUc9NGeS5IcmHayJYNE0fDsLmhC//fTfKwJAtLKe9O8q3u2PxvXSD4miTLSikP7sKA6RM/w03gbdPPo6GfR25e2mjN5YMwMG2W8f8rpTwryQfTbhBfnCS11hPG19QpTT9PkqFjxh+njbB/W5J/TBuw8MQkjyyl/Emt9dullez4eFpIvn8p5cXOl3dKTStX93ellFO6EDxpQeysJCml/EuSeyR5VK31e6UtLLokyedLKWc6Hm9fdyN3Vlqd76O7m713SPL4CTfCpqddr+zfvW9Bt93Hk5xZa71xpA2HEZo27gawbaWV1Ki11ivTpqick1Yf67HdaEMmx53TykBc2AUnd0qrk3xWkhd3Icrh3bafSPI44ff2DUZSDdQ2gv45Sd6fttL0E7vRnam1vjrJO9L+O7y7lHKM8HvndCc+wxfst0s7wfnf7vXp3eufSfKCtLpvd9jaZzmZ37F68yj7f08b2f3ktD5/TtoNnrennVy+KW3k/VlpM0nemm7mSFqdwxVp9ffYilLK7FLKXWqr9/iYtEWQHl5aiZnUWuvQvv3/aq2vrLU+t9b6znrzTAbh9w6UNv3140l+M8mDknw+yfO6C9DUWr+YdgPie0m+UUq5v+PErtPPo6GfJ8fw+VxpC8InbZTs9LTZOYNzkMF2n0grbffI7j0ztvZZbE4/j14p5bZps8iWppWNeVut9YVp67msSzJYC+r6tLVyfpC2po7jxk6otZ6RNqDviCRvLKXcuxvV/bm0NVy+leTuSR5Za/1utw8/Ou065Xzh945118tfSLse+e20774/r7V+Y8Kmy5J8KW0W1KeTfCatrz8v/KbvBOB7qG7E6/ru57enBSaHJDmw+/lJ3Shadr+jksyotV5eSrlD2lSgf0tbjfra0kpFvLmUMq/Wem5t02qZYHDC3Y28HIysOKaUct9SynFpo16fnTZi5S3ZMgR/f1oN9l8dQ/OnnK6fN5ZSZpVSHtQ9fWXayIp7JJsC28EIt/9Osk/aFE92wYSLyUeklUl6WZJza60rk1yWVtfww93J/cZa6wW11r+utT67uwg4rpRyVpKHJnli9z4m6PbXs5J8qpRy91rrp9LKJN0+rbTMHZNN+/ZWL/JdnG5u6Ng8fei5Q5L8UVog+JC0UYRvSvKKJM/qgoFBaPjytBGGi0ba8ClGP4+Gfh6dwWyb7ufHJHlXKeX5aUHg+UmePNS3g+PubdJmRf24e37TzUiB1tbp59HYyjnD9LTBN1+rta7ptvlMktlJ/qLWelGSXy2l3LbWel3aGgLvDttVmsHx+T1pNb/vkOT13TncG9LyjXullWA8r5Ry+7QQ9/VpizZ+eeQNn2KGBoKsT+vPq9JukL2wlDJveNva1rd4cZJ3pw3cWZnkAbXWC0baaBgDAfgeqDvxGSz49+4kj0obEXti2qjCL6YFhk82Enz3KKU8rzvJTNqd6IWllFck+XbandSn1lrXllJul2RxWnhrROH2/Xr372CRyyel3UhYluTLaQv23CNt4cv35eYQfL8kqW3xjYfWWj892mZPPWXzUhyfT3JaKeUJuXlE0AtLKYcmm10szU/y87QayeykwQ2dUsoB3eiUw9JmhHyvtvI+J6WNpHhxrfUtpdXgPLG0BZUGn/GraSOZj07yoNrV5GNz3ffborSbvwcneWsp5W611o+n1bRfnLZewB0TF/m74P7JzceC0spE/HnaMWFZrfXKWusVtdbnp5WIeEGSvxwaOfv5JL9Va33bWFo/dejn0dDPIzIUyj45reb0BUm+3z1/apJD0+olL+q22z9tweKDkiwfS6OnIP08GkP9/KRSylvSBoTUtIUvB+U47pWbRyTfPe34ccfuWn1wzDHCfjtqs6GUcnJahvGwtAzqQWn794q0G5YXJ3lxKeU/086jX5a2sOvSRD9vTxkqW1lK+au0G2J3TatVf2yST5RW5mRTP9Zav1VrfXbaTeIn1G5Reei9WqvHHvBIu1P3RxOeOyLJT5O8cMLzt0vykbQv6D9Pst+42z+VH11f/ihtJPL+aaHUN9KmGn5jaLvDk7w3rZzEXcbd7j35kVYvb2PaiImkneysTVt06sQkz0hbKHBl2knPIWkjvtcleWaSORM+b9q4/6Y9/dHtuz9Iu7nw4EEfJvmDJFck+Y8kv5t2gv+gJN/sttW3u97Xc5L8T9roied2+/HctJr2G5O8oNuuJPnLtBHMtx96f0mr43nQuP+WPfWRVify/LRFQv897cbOxiRfSXLPbpvHpd2M/HSSo8fd5qnw6I6916XduJmRdhF6Ude35yeZ2W03feg9r0pyY1oJtttP+Lwy7r9pT3zoZ/3c10eS+6QFVqcm2X/o+f27Y/L/JlmVdh59Tlp5sBePu91T7aGfJ7Vvy9DPv5l2ffKctOu/y9OuBz+X5P+GzjdmpJWs+58kvz7uv2GqPdKuP25MO2delDZL8lVdf38l7Rr7iCR/mnY9+Iy0QVCD97tW2XbfThv6+ay0koofSpudekCSP+mOFeckmdttNyvJ3yb51XG338Nj1I+xN8Cj+w/RFtv4zyT7DD33K2kLpj2r+31wIl/SFgO7pvvieNbgNY9d7vf3J7kkyQMzFEalld04L8lP0hZBeWvaXeuVSRaNu917+iPtYvST3UXoE9NGprwjyQETtjknbYTybbsv6g9377n7uP+GqfZIu5j/bpI7T3h+37QFXC/qTj6v6/brTccbJ5Y71b8zhn5+b3fCfrskx3TH6a+kTT9+UbdN6V47N8k7I1jZlb6enuT/pc3AOXJoP/2bJD9Lm0Vy1+65x3bHjDPG3e6p8EgbSX+P7ucju39nJflq148vTndTfcJF1end6/cf998wFR76WT/39ZE28OanSX5l6LnS/Tu9+158U9pNy3emrZMz2M65hn7eYx5p1yEPTbsGHwSDf5rk6u587gHdc3OT/Fm60o3jbvdUe6TdmFyaNvDpoAmvPa/r669kG2Gs/Xmn+/n92XqmUdKuxVd2/fz4tFI0G7fV5x4efX4MvkgZs256/A211Zj+jVrr10op+6SN6Lyg1vrobruZtVucoJTytSR3SvtiuUtttWbZSV2d5A+k3WD4l+65g5P8flrt5DlpowF+M+3L+dtJ3llbDTh2oKvBeWZa2Z5fJPlUrfU5E7a5R9rozrNqrc/uynTcvdZ6zsgbPMWVUr6Y5Jpa62O28fq+af8tFqSVPvnn2qYkzqgWCNwppZQ5aVMFfyPJd2utZ3XPPzdtqubFaX28Kq0E0Olpo4aOr61Ezaa6nmxbdxxeluTTtdYXlbYmxqAs2AvSyhh8Ne3YfV4p5TfT6q+vH1ujp5hSyvFpN8GeXWs9s5QyM21WyB3SbjT8Y631hgl9f3zdciEltkM/j4Z+Hp1SypuS/HGtdWH3+6Y+7X6/8+A8eUIt6822Y/v08+Qqpdw/bWbkFUk+Umt9bvf8wWm1p09LO4b8PO2m2oOTvLHW+ppuO+dzu6CU8pEk96613rn7fTjPeH9aQPutJEtqrd8aW0OnqG1kGgvTMo2b0q5PbpvkdWk3dK5K8odVCUb2QmqA7yFqrau68PsZSb5aSvmL7mL+jUkeVUo5vdtu8GVxTNpIzj9KGwkn/N5189JC7ktKKfNLKSekjaB9edoCHU9L8oFa6wNrrQ+ttZ4i/N55tS3q96y0aVgL02oWDhZDmdZtc15abcOju99XDMLvwTbsWHexf3CGjunDtfK6xU8eU2v9cK31LbUxiSSOAAAgAElEQVTWT3Xh93Th987p+vNvk/xz2oiV4WPuWWmLq90jrc79j5P8fVqZqvt14fd0F0s77dq0BVoPSdqq9l299dRaX5t20+xuSf6uCwG+VFv99Rlja/HUc2mSf02rof7U7tzi+LQp369Nt9B21/eD4/U3EsfmXXRp9PMoXBr9PCoXJjmwlPIHyabj82Ah0oVJ/raU8ifdtpvOQ4Syu0w/T66fJDk7raTMQcmmUPvytME7v5NWguaQtBmUTxsKv6c5n9tl305bX+uRScszuoF+STtn/mXajL/bj6l9U93WMo3vpV2bvC/J36X9N7hPWgmlBwi/2Vu5WNzzfDptOtY7Synraq1vL6X8epJTS1vx+8y0hX0el3Yn78e11ivH19wp7YK0L4v3pC3UePe0sPZNaSdE306rlXxJ4m7/LVFrXVFK+Zu0Y83jSyl/WWs9M22RmcEid9cmua4LcdcP+thJ/C7ZkDZb5KGllAfXWr8yYV/9tSR/Wkr5ca3164N9ud68ICY7UGutpZSlaQvLPCltNNDnutdWJFla2oJJD0kyO62E0rlG2d8iN6Yt5PWQUsoDaq3/0d1EmJZkZvf4TtoNh5OSvLzbp/XxTuqOzX+edk7xjlJKaq3vKqXcJ20U1quSTC+lvL/Wev2E9zo27yT9PBr6eaS+mHbe9uxSyi9qrd/svh9nJ3lk2vT7Dyb69lbSz5OoO2Y8J+38+aRSytdqre/oXr6h1npuaTOtNw6fTxthf4v9U9oCos8rpVxR2wKM67sQfP+0mX1f7gZGset2JtM4vtb6wbRjC+y1lEDZA5XNS0f8UW7+0nhuWvmCtWmjDx9da7Xa963QTRl6UdrI72/VWj/ZPX+3tBrWf1Vr/cIYm9gL3T791rQFMF+a5KNpo5UfnLavP73W+r7xtXDqK6XcM20xpK8leVWt9Svd83dN8g9pNQ1/z4n7rVNamZ6labWnn1prfXf3/FZD7jK0Mjs7r9tvv5m2T59Wa/1q9/yd0+p1PjvtWHJ8Wg3DG8fV1qlswrH56V1oOCvtBsQxafWVfzDONvaBfh4N/TwapZSHpQ3Y+XHaufIFSe6f5Clp5x+vHWPzekM/T74Jx4zhczrnbrtZKeUhaQubX5g2c/KbaTdyXpTkz2utH++2c5PhFpBpwM4RgO+hui/ktyX5g7QacB8trS7ZQ9Lqlf2w1vrzcbaxLyae5JRSDksrdfDgJL9Za/3F2BrXI90+/ea0mzor0r6gFyb5RK31dd02RtnfCqWUR6Sd5KxJ8l9powCOSRtFdN9utIUTy1tpOxdM+nY36i7+P5k2Nfarad99j0hyXa312NJKg/1hkmNrrevG19KpbWv7czfK8A9rrR8Zb+v6Qz+Phn4ejdLqrp+ZVsJudtp0+w/UWt/ave77cDfQz5NvwjHjKbXW9465Sb1VSvm1tFHKRyfZL60W9RsG14HcOjIN2DEB+B5swkjwk42QnXyllCenlaD5vSQPqbV+b8xN6pVu9OzpaQvMvD5tZOe67jUn8btBaQuLPi9t+tvKtIull3UlJJTi2E1cMI1GNxL8JUmOTVvI57y0EjQbknwpbWbD4yeWNWDXdPvzm9JmNiyptb556DXH5t1EP4+Gfh6NUsqBSQ5Ism+S1YOSjPp499LPk2/CMePZXblGJkEpZX7aukWHJvllrfX73fP2591IpgFbpwb4HqzWurKU8pdpF/3vKaXcYPTK5Cml3C9tWv3aJA8yTXb362ruvThtUZkVQ+F3cdKze9RazyulnJxk2nDYXSx4uVt1x+dnJdmY5N1dTcPPjLtdfVNrPb87id8nyfRa65pSyoIkb0iyKMlvCL9vvW5/XpK2kNK0Ca85Nu8m+nk09PNo1FqvSXLN8HPO53Y//Tz5ho4Zc9PON5gktdZVSVYl+eHgOeH37iXTgG0zAnwK6KavnJ7kjFrr+eNuT191C6zdOclVtdYrxt2ePiul7FdrvXbc7YBbqzs+/2WSl7vBMPlKKb+TtqDdbZL8QbWK/W7l2Dwa+nk09DOwKxwz6AOZBmybAHyKsBgHfaTmN32ixMxolFL+IsmXa60Xj7stfeXYPBr6eTT0M7ArHDMA+kkADgDs8VyQAgAAcEsIwAEAAAAA6KVpO94EAAAAAACmnj0qAC+lPKaU8pZSyldLKdeUUmop5UPjbhcAAAAAAFPPjHE3YIKXJLlXkrVJfpbkV8bbHAAAAAAApqo9agR4kucmuUuSA5M8Y8xtAQAAAABgCtujRoDXWv998HMpZZxNAQAAAABgitvTRoADAAAAAMBusUeNAN9dFi9eXMfdhj5bunRpkmTRokVjbgnsHsuXL8+SJUvG3YxeW7p0qWMGADCpnNNNPud09M3ixYvH3YS9wrJly/pY5uEWZ4/f/e53s2TJkrzhDW/IscceuzvbNJVN6j5iBDgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6aca4GzCslHJCkhO6Xw/t/r1fKeX93c9X1lpPGXnDAAAAAACYcvaoADzJoiRPnvDcUd0jSX6aRAAOAAAAAMAO7VElUGqtL6+1lu087jjuNgIAAAAAMDXsUQE4AAAAAADsLgJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJdmjLsBAAAAAAB7k69//etZs2ZN5s2bl/nz52f+/PmZM2dOSinjblrvCMABAAAAAEbgoIMOyuzZs3P22Wfn7LPP3uy16dOnZ/78+Zk3b95mwfjg54nPzZw5c0x/xdQiAAcAAAAAGIHb3va2+exnP5urr746q1evzqpVq7Jq1apNP69evTqrV6/OVVddlZ/97GdZtWpVbrjhhq1+1v77778pLF+wYMFmwfnChQtzv/vdL9OnTx/xX7jnEYBziy1evHjcTei1pUuXJkmWLFky5pb026CfmXzLly+3P0+ypUuXZtGiReNuBgAAANsxffr0LFiwIAsWLNjudhs2bMjVV1+dyy67LJdccsmmx09+8pNcffXVWbduXdatW5ef//znW33/6173utznPveZjD9hShGAAwAAAACMyBVXXJHLL798q6O/h5+75pprUmvd4v3Tp0/PQQcdtN1SKQcddFCOPvroMfx1ex4BOLfYsmXLxt2EvYJ+nnzLly8fdxP2CosWLbI/AwAAsFe75JJLcvLJJ28RbM+ZM2dTeH3EEUfkXve61zbrf1ssc9cIwAEAAAAARmAwqvupT31qjjvuuMyfPz9z5861oOUkEoADAAAAAIzQMccck7vc5S7jbsZeYdq4GwAAAAAAAJNBAA4AAAAAQC8JwAEAAAAA6CUBOAAAAAAAvSQABwAAAACglwTgAAAAAAD0kgAcAAAAAIBeEoADAAAAANBLAnAAAAAAAHpJAA4AAAAAQC8JwAEAAAAA6CUBOAAAAAAAvSQABwAAAACglwTgAAAAAAD0kgAcAAAAAIBeEoADAAAAANBLAnAAAAAAAHpJAA4AAAAAQC8JwAEAAAAARmjlypW59tprx92MvcKMcTcAAAAAAGBvsP/++ydJzjjjjJxxxhmZO3duDjvssE2PQw89NIcffngOPfTQHHLIIZkxQ3x7a+lBAAAAAIAROProo/Oe97wnP/3pT7NixYr84he/yIoVK/KjH/0o5557bjZs2LBp22nTpmXhwoVbBOOHHXZY7njHO2bOnDlj/EumDgE4t9jixYvH3YReW7p0aZJkyZIlY25Jvw36GQAAAGAUjjrqqBx11FFbPL9hw4ZceeWV+cUvfpHzzjsv3/72t3P++edn5cqVW2x78MEH52Mf+9gomjvlCcABAAAAAEak1po1a9bksssu2+KxYsWKrFixIjfddNOm7QcjwQejvw877LDc8573HONfMLUIwLnFli1bNu4m7BX08+Rbvnz5uJsAAAAA7AVWrFiRZz7zmVm1atVmzx944IE57LDDcvTRR+eBD3zgppInhx12WA4++ODss88+Y2rx1CcABwAAAAAYgZUrV2bVqlU54YQTctxxx20a1T1YHJPdTwAOAAAAADBCD3zgA3PssceOuxl7hWnjbgAAAAAAAEwGATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9NKMcTcAAAAAAGBv8rnPfS4XX3xx5s2blwULFmTevHmZP39+5s6dm+nTp4+7eb0iAAcAAAAAGIHDDz88t7vd7bJs2bKcc845W7xeSskBBxyQ+fPnZ/78+ZuC8eGfh5/bd999U0oZw18ydQjAucUWL1487ib02tKlS5MkS5YsGXNL+m3Qz0y+5cuX258n2dKlS7No0aJxNwMAAIBtWLhwYT74wQ+m1pp169blqquuyurVq7Nq1apN/w5+Xr16dS6++OKsWrUqa9eu3ernzZw5c6vh+MKFC/Pwhz88++6774j/wj2PABwAAAAAYIRKKZkzZ07mzJmTI444YovXb7zxxs0C8SuuuCKXXnppLrnkkvzkJz/J1VdfvWm7lStXZuXKlVt8/pFHHmmQVATg3ArLli0bdxP2Cvp58i1fvnzcTdgrLFq0yP4MAADAXq3Wmh/+8IdZsWLFFqO9h39ft27dVt8/a9aszJ8/P4cffvimEd9bK5Nym9vcJnPnzh3xX7dnEoADAAAAAIzARRddlGc84xmbfi+lbAqx582bl2OOOWargfbgZyVNdp0AHAAAAABgBK677rokyfOf//wcf/zxOfDAAzN9+vQxt6rfBOAAAAAAACN0yCGHZP78+eNuxl5h2rgbAAAAAAAAk0EADgAAAABALwnAAQAAAADoJQE4AAAAAAC9JAAHAAAAAKCXBOAAAAAAAPSSABwAAAAAgF4SgAMAAAAA0EsCcAAAAAAAekkADgAAAABALwnAAQAAAADoJQE4AAAAAAC9JAAHAAAAAKCXBOAAAAAAAPTSjHE3AAAAAABgb/KOd7wjCxcuzOzZszd77Lvvvpv9O/H54d9nzZqVadOMb94RATgAAAAAwAgceeSReeADH5hVq1bl8ssvz3XXXZfrr78+119/fa677rps3Lhxlz5vYoC+KyH64Lm+h+sCcG6xxYsXj7sJvbZ06dIkyZIlS8bckn4b9DOTb/ny5fbnSbZ06dIsWrRo3M3YK9ifJ9fg2Gx/Hg3ndJPL/kzf+A6cXI4Z0H8HHnhgTjvttK2+VmvN+vXrNwXig1B8OCQfPDf8+/Bzg3/XrFmzxWsbNmzYpbbOmjVri+B8+Of99tsvJ554Yo488sjd0TWTRgAOAAAAADBmpZTMnDkzM2fOzIEHHrjF68Ph+NZC8e0F44NQfNWqVVm9enWuvvrq1Fq3254bbrghN9xwQ66++uotXps5c2b222+/HH/88QJw+mvZsmXjbsJeQT9PvuXLl4+7CXuFRYsW2Z/pDfszfWJfBnaF70CAW2fDhg0555xzsmrVqq2O3N5agH1rR3APj96eN29eDj300O2WQNlWGZXBz7Nmzcr06dMnqYd2PwE4AAAAAMAIXHjhhXnta1+76fethdT77rtvDjrooB0ugrm956daSD2ZBOAAAAAAACNw0003JUlOP/303Oc+9+nNQpN7Mj0MAAAAADBCM2fOFH6PiF4GAAAAAKCXBOAAAAAAAPSSABwAAAAAgF4SgAMAAAAA0EsCcAAAAAAAekkADgAAAABALwnAAQAAAADoJQE4AAAAAAC9JAAHAAAAAKCXBOAAAAAAAPSSABwAAAAAgF4SgAMAAAAA0EsCcAAAAAAAekkADgAAAABAL80YdwMAAAAAAPYGpZQkyemnn56DDz448+bNy/z58zN//vxNPw8/d8ABB2T69OljbvXUJgAHAAAAABiBY445Jk984hOzYsWKrF69OitWrMiFF16Y1atXZ+PGjVtsP23atMydOzfz5s3bYVg+b9687LvvvmP4q/ZsAnBuscWLF4+7Cb22dOnSJMmSJUvG3JJ+G/Qzk2/58uX250m2dOnSLFq0aNzNAAAAYBtmzZqVk08+eYvnN27cmDVr1mTVqlVZvXr1Zv8O/3zhhRdm1apVue6667b6+bNnz868efOycOHCnHLKKTniiCMm+0/a46kBDgAAAAAwRhs2bMiNN96Y9evX58Ybb9zssX79+k3Pr1+/PjfddNM2P2fmzJmZOXNm9tlnn0ybJvpNjADnVli2bNm4m7BX0M+Tb/ny5eNuwl5h0aJF9mcAAAD2atdff33e9773bSqBMhjhvXbt2q1uv88++2wqcbJgwYLc6U532moplPnz52fu3LmZMUPcO5EeAQAAAAAYgR/96Ef5+Mc/nkMPPTSHHHJIjjrqqK3W9V6wYEHmzZuX/fbbb9PCmdwyAnAAAAAAgBGotSZJTj311Bx77LFjbs3eQSEYAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAADBCq1evztq1a7Nx48ZxN6X3Zoy7AQAAAAAAe4NZs2YlSV75ylcmSaZNm5b9998/BxxwQObMmZM5c+Zs8fPw7xOfmzFDvLsjeohbbPHixeNuQq8tXbo0SbJkyZIxt6TfBv3M5Fu+fLn9eZI5bozG0qVLs2jRonE3AwAAmILucpe75IwzzsiVV16ZNWvWZO3atVm7dm3WrFmz6fdf/vKXm35fv379dj9v9uzZm8LwrQXng3B9a9vMnj07pZQR/eXjIwAHAAAAABiBadOm5d73vvdOb3/jjTduFo4Ph+bXXHNNLr/88lx22WW57LLL8tOf/nSXSqo8+tGP3isGUAnAucWWLVs27ibsFfTz5Fu+fPm4m7BXWLRokf15RPQzAADA1HDTTTdtFmxva1T41l5bt27ddgPvadOmbbOsypw5c3L/+99/hH/p+AjAAQAAAABG4KqrrspLXvKSTSVQrr/++u1uP3PmzM1C6/nz5+eII47YaqA98bn99ttvryhxsiMCcAAAAACAEfi///u/XHDBBbnvfe+73SB78PPMmTPH3eQpTwAOAAAAADBCj33sY3PssceOuxl7hWnjbgAAAAAAAEwGATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAOglATgAAAAAAL0kAAcAAAAAoJcE4AAAAAAA9JIAHAAAAACAXhKAAwAAAADQSwJwAAAAAAB6SQAOAAAAAEAvCcABAAAAAPj/7d19bF33fd/xz4+USV5Rj7YUSbZiJ0gc2WmRELKXxl3S0BnarsBgIAmSBQO2ZEgDL6i70FvmIcuyxFhSJLGDsaiMduuAZIsH5I92K7rOc7cs5rZixYR1oI3E8Rw7fpCtB9sSJVEiKdHS2R98KCVRFPVAXunH1ws4uJfn3nvu9xwfGMIbB+dWSQAHAAAAAKBKAjgAAAAAAFUSwAEAAAAAqJIADgAAAABAlQRwAAAAAACqJIADAAAAAFAlARwAAAAAgCoJ4AAAAAAAVEkABwAAAACgSgI4AAAAAABVEsABAAAAAKiSAA4AAAAAQJUEcAAAAAAAqiSAAwAAAABQJQEcAAAAAIAqCeAAAAAAAFRJAAcAAAAAoEoCOAAAAAAAVRLAAQAAAACokgAOAAAAAECVBHAAAAAAAKokgAMAAAAAUCUBHAAAAACAKgngAAAAAABUSQAHAAAAAKBKAjgAAAAAAFUSwAEAAAAAqJIADgAAAABAlQRwAAAAAACqJIADAAAAAFAlARwAAAAAgCoJ4AAAAAAAVEkABwAAAACgSgI4AAAAAABVEsABAAAAAKiSAA4AAAAAQJUEcAAAAAAAqiSAAwAAAABQJQEcAAAAAIAqCeAAAAAAAFRJAAcAAAAAoEoCOAAAAAAAVRLAAQAAAACokgAOAAAAAECVBHAAAAAAAKokgAMAAAAAUCUBHAAAAACAKgngAAAAAABUSQAHAAAAAKBKAjgAAAAAAFUSwAEAAAAAqJIADgAAAABAlQRwAAAAAACqJIADAAAAAFAlARwAAAAAgCoJ4AAAAAAAVEkABwAAAACgSgI4AAAAAABVEsABAAAAAKiSAA4AAAAAQJUEcAAAAAAAqiSAAwAAAABQJQEcAAAAAIAqCeAAAAAAAFRJAAcAAAAAoEoCOAAAAAAAVRLAAQAAAACokgAOAAAAAECVBHAAAAAAAKq0qt0DAAAAAACsBB0dU9cjP/DAA+nt7U2r1crq1asvuLRarfT29s77vKenJ6WUNu/Z1UsA55L19/e3e4SqDQ4OJkkGBgbaPEndZo4zS294eNj5vMQGBwfT19fX7jFWBOfz0pr5f7PzeXn4N93Scj4DAHPddtttue+++3Lo0KGMjY2dsYyOjubAgQMZGxvL+Ph4xsbG0jTNBbfZ0dFxwZA+E81n3ne+561WazbS10IABwAAAABYBtddd10+9rGPLeq9p0+fzokTJzI2Npbjx4/PRvG5z8+3jI+P57XXXsvBgwczNjZ2UTPOxPAbb7wx3/zmN9NqtS5lV68aAjiXbGhoqN0jrAiO89IbHh5u9wgrQl9fn/OZajifqYlzGQDg6tA0TSYnJxcM2/OF7vMF8ZMnTy7qe7u7u+e9Snzbtm3p7Oxc4r1eegI4AAAAAMAyOH78eHbt2jV7ZfbZAfvNN99c1HZ6enrOuX3JW97ylgXvHX6+pYbIvRABHAAAAABgGTz33HN5/PHHc/PNN2fTpk3ZuHHjvJF6oR+9bLVa1UfrK0kABwAAAABYRp///Oezc+fOdo+xItT1k54AAAAAADBNAAcAAAAAoEoCOAAAAAAAVRLAAQAAAACokgAOAAAAAECVBHAAAAAAAKokgAMAAAAAUCUBHAAAAACAKgngAAAAAABUSQAHAAAAAKBKAjgAAAAAAFUSwAEAAAAAqJIADgAAAABAlQRwAAAAAACqJIADAAAAAFAlARwAAAAAgCoJ4AAAAAAAVGlVuwcAAAAAAFgJOjqmrkf+2te+lu3bt2fr1q3Ztm3bGcsNN9yQzs7ONk9aDwGcS9bf39/uEao2ODiYJBkYGGjzJHWbOc4AAAAAS23Hjh25995789JLL2Xfvn158skn84Mf/CBN08y+57rrrsuWLVuydevW3HjjjedE8rVr16aU0sa9uLYI4AAAAAAAy6Crqyuf/OQnz1g3OTmZ1157LXv37s2+ffuyf//+7Nu3L3v37s2TTz6ZycnJM97f29ubO+64Iw8++OByjn7NEsC5ZENDQ+0eYUVwnJfe8PBwu0cAAAAAVqDx8fHZ2L1///7Zx5kQfnb83rhxY7Zt25bt27e3aeJrjwAOAAAAALAMjh8/nl27dry2q10AABNVSURBVOXFF1/Mvn37cuTIkTNeb7Va2bZtW2666abceeeds7c92bp1a7Zu3ZpWq9Wmya9dAjgAAAAAwDJ47rnn8vjjj+e2227LBz/4wdm4feONN2bbtm1Zt26d+3tfYQI4AAAAAMAy+uxnP5udO3e2e4wVoaPdAwAAAAAAwFIQwAEAAAAAqJIADgAAAABAlQRwAAAAAACqJIADAAAAAFAlARwAAAAAgCqtavcAAAAAAAArQSklSfLwww9ny5Yt2bBhQzZu3JiNGzfOPp+7rtVqzX6GSyOAc8n6+/vbPULVBgcHkyQDAwNtnqRuM8eZpTc8POx8XmKDg4Pp6+tr9xgAAACcx6233ppPfOIT2b9/fw4fPpznn38+IyMjOXbs2Lzv7+rqmo3iF4rl69evz6pVcu/ZHBEAAAAAgGXQarXyuc997pz1k5OTOXz4cEZGRs55nHl+6NChPP/88zl8+HDefPPNebe/bt26bNiwIZs3b87999+fm266aal36aongHPJhoaG2j3CiuA4L73h4eF2j7Ai9PX1OZ8BAABgHp2dnenq6kp3d3e6urrOWLq7u89Yurq6zhvAT5w4kZMnT+bEiRM5derUMu/F1UkABwAAAABYBidOnMijjz46ewuUuVd4nz59+pz3l1Kyfv362dud7NixY95bocw8b7Vabdirq5sADgAAAACwDJ599tk8+uij2bRpUzZv3pwtW7Zkx44d59zX+/rrr8+GDRuybt26dHZ2tnvsa5oADgAAAACwDGau8v7iF7+YnTt3tnmalaGj3QMAAAAAAMBSEMABAAAAAKiSAA4AAAAAQJUEcAAAAAAAqiSAAwAAAABQJQEcAAAAAIAqCeAAAAAAAFRJAAcAAAAAoEoCOAAAAAAAVRLAAQAAAACokgAOAAAAAECVBHAAAAAAAKokgAMAAAAAUCUBHAAAAACAKgngAAAAAABUSQAHAAAAAKBKAjgAAAAAAFUSwAEAAAAAqJIADgAAAABAlQRwAAAAAACqJIADAAAAAFAlARwAAAAAgCoJ4AAAAAAAVEkABwAAAACgSgI4AAAAAABVEsABAAAAAKiSAA4AAAAAQJUEcAAAAAAAqiSAAwAAAABQJQEcAAAAAIAqCeAAAAAAAFRJAAcAAAAAoEoCOAAAAAAAVRLAAQAAAACokgAOAAAAAECVBHAAAAAAAKokgAMAAAAAUCUBHAAAAACAKgngAAAAAABUSQAHAAAAAKBKAjgAAAAAAFUSwAEAAAAAqJIADgAAAABAlQRwAAAAAACqJIADAAAAAFAlARwAAAAAgCoJ4AAAAAAAVEkABwAAAACgSgI4AAAAAABVEsABAAAAAKiSAA4AAAAAQJUEcAAAAAAAqiSAAwAAAABQJQEcAAAAAIAqCeAAAAAAAFRJAAcAAAAAoEoCOAAAAAAAVRLAAQAAAACokgAOAAAAAECVBHAAAAAAAKq0qt0DAAAAAACsJHv37s2WLVuyevXqrF69Ol1dXSmltHusKgngXLL+/v52j1C1wcHBJMnAwECbJ6nbzHFm6Q0PDzufl5j/bywPx3npzRzjvr6+Nk8CAABXVqvVSpJ8+9vfPmN9Z2fnbAyfWVqtVnp7e9NqtbJ69eozni+09PT0iOlzCOAAAAAAAMvg1ltvzSOPPJKDBw9mbGzsjGV8fDzHjx/P+Ph4xsbGcuzYsbz++utnvKdpmgt+R0dHxxmh/GID+syybt26dHd3L8NRWVoCOAAAAADAMiil5N3vfvclfbZpmkxMTMwbzcfGxnL06NEcPHgwb7zxxuwyE9AvRW9vb77//e9nzZo1l/T5q4UAziUbGhpq9wgrguO89IaHh9s9worQ19fnfF4mjvPycJwBAIDL0TRNJicnZwP23Jh99tXgc5+fb5mcnFzU93Z1dS3qavBt27Zl9erVS3wUlp4ADgAAAACwDN5444184QtfyKFDhzI2NpZTp04t6nM9PT3p7e09497gc39Ec75l5n1n30981aqVlYRX1t4CAAAAALTJq6++mpdeeikf+MAHcvPNNy/qXtw9PT3p7Oxs9+jXLAEcAAAAAGAZfeQjH8nOnTvbPcaK0NHuAQAAAAAAYCkI4AAAAAAAVEkABwAAAACgSgI4AAAAAMAyeuGFF/Lyyy9ndHQ0TdO0e5yq+RFMLll/f3+7R6ja4OBgkmRgYKDNk9Rt5jiz9IaHh53PS2xwcDB9fX3tHgMAAIDzWLNmTZJk165ds+tWrVqVDRs2ZOPGjdmwYcPs85m/z37s6upq1/jXJAEcAAAAAGAZvOMd78j3vve9HDhwICMjIzl8+HBGRkbOeL5nz56MjIzkxIkT826jt7f3jCh+djjfsGFDNm/enJtuummZ9+7qJIBzyYaGhto9worgOC+94eHhdo+wIvT19TmfAQAAWPG2b9+e7du3L/iepmkyMTGRkZGRHDx4MC+99FJeeOGFvPDCC/nZz36WV155Ja+88sqC23jooYdy5513XsnRr0kCOAAAAADAMpkbt+de/X348OEcOnRo9vnMa0ePHp33PuGdnZ3z3iJl48aN2bRpU9773ve2Ye+uPgI4AAAAAMAy2L9/f+69994cPXp03tfn3t7krW99a97znvecc1/wmdfXrFmTjo6OZd6Da48ADgAAAACwDA4cOJCjR4/mnnvuye233z4bs6+//vqsX7/eD1wuAQEcAAAAAGAZfehDH8rOnTvbPcaK4Bp5AAAAAACqJIADAAAAAFAlARwAAAAAgCoJ4AAAAAAAVEkABwAAAACgSgI4AAAAAABVEsABAAAAAKiSAA4AAAAAQJUEcAAAAAAAqiSAAwAAAABQJQEcAAAAAIAqCeAAAAAAAFRJAAcAAAAAoEoCOAAAAAAAVRLAAQAAAACokgAOAAAAAECVBHAAAAAAAKokgAMAAAAAUCUBHAAAAACAKgngAAAAAABUSQAHAAAAAKBKAjgAAAAAAFUSwAEAAAAAqJIADgAAAABAlQRwAAAAAACqJIADAAAAAFAlARwAAAAAgCoJ4AAAAAAAVEkABwAAAACgSgI4AAAAAABVEsABAAAAAKiSAA4AAAAAQJUEcAAAAAAAqiSAAwAAAABQJQEcAAAAAIAqCeAAAAAAAFRJAAcAAAAAoEoCOAAAAAAAVRLAAQAAAACokgAOAAAAAECVBHAAAAAAAKokgAMAAAAAUCUBHAAAAACAKgngAAAAAABUSQAHAAAAAKBKAjgAAAAAAFUSwAEAAAAAqJIADgAAAABAlQRwAAAAAACqJIADAAAAAFAlARwAAAAAgCoJ4AAAAAAAVEkABwAAAACgSgI4AAAAAMAyOnToUI4ePZpTp061e5TqrWr3AFy7+vv72z1C1QYHB5MkAwMDbZ6kbjPHmaU3PDzsfF5i/r+xPAYHB9PX19fuMQAAgGtQd3d3kuTrX//67Lre3t6sWbMma9euPeNxvnVr16494/Wurq527co1QwAHAAAAAFgG73rXu/Lwww/n9ddfz7FjxzI6Ojr7ePz48YyOjmbPnj05duxYjh07lomJiQW3193dfd5YPl8wn/t3q9VKKWWZ9rx9BHAu2dDQULtHWBEc56U3PDzc7hFWhL6+PufzMnGcAQAArk4dHR254447Fv3+ycnJM0L5zPPR0dEcPXo0Bw4cyL59+7Jv377s2bMnp0+fXvS277nnntx///2XshvXFAEcAAAAAKANTp48ec6V4GfH7rOfzzweP358wW13dnYueEX4XXfdtUx72V4COAAAAADAMjh06FC+9KUv5fXXX8/o6GhOnjy54Pt7enrOiNebN2/O29/+9gve7mTt2rXp6elZEbc4uRABHAAAAABgGezZsyfPPPNM3v/+9+eWW25Z8F7dvb29fuTyChDAAQAAAACW0cc//vHs3Lmz3WOsCB3tHgAAAAAAAJaCAA4AAAAAQJUEcAAAAAAAqiSAAwAAAABQJQEcAAAAAIAqCeAAAAAAAFRJAAcAAAAAoEoCOAAAAAAAVVpUAC+l3FBK+fVSyn8opTxXShkvpRwppfxZKeUzpZSOs97/tlJKs8Dy/QW+61OllN2llGPT3zFUSvkbl7ujAAAAAABcfUopv1RK+eNSyqvT/fjTZ71eSilfLaXsnW7TQ6WUn1vMtlctcoaPJ/ndJPuSPJHk5SRbknw0yb9O8mullI83TdOc9bknk/zRPNv70XxfUkp5OMk/TPJKkt9P0pXkk0n+YynlN5um2bXIeQEAAAAAuDasyVQz/rfTy9keyFQ3/nSS/5fknyX5r6WUHU3TjC604cUG8GeT3JPkPzVNc3pmZSnlnyTZneRjmYrhf3jW54abpvnqYr6glPKLmdqJ55P8laZpRqbXP5TkL5I8XEr5k6ZpXlzkzAAAAAAAl2y6f349ySNN09x3pbb7ne98J4899lh6enrSarXS09NzxtJqtc5ZP/fv7u7ulFKu1DgX7dSpU9m9e3d++tOf5tZbb8373ve+dHZ2XvL2mqZ5LMljSVJK+e7c18rUjg4k+UbTNH84ve5TSV5L8reS/MuFtr2oAN40zQ/Ps35/KeX3MnUS9OfcAH4x/t7049dn4vf0d7xYSnkkyZeT/N0kX7mM7+AK6u/vb/cIVRscHEySDAwMtHmSus0cZ5be8PCw83mJDQ4Opq+vr91jrAjO56U18/9m5/Py8G+6peXfdMvDv+kAWAqllPcn+WySp67UNt/2trflzjvvzMjISJ555pmMj49nYmIiExMTOX369IU38Jezpbu7e95QPl8wX2xYn1kWiuunTp3KAw88kJ/85CeZmJhIT09Pbr/99nzrW9+6rAi+gLcn2Zrkv8ysaJpmvJTyP5L8Yq5EAL+AyenHN+d57cZSyr1JbkhyMMmfN01zvhPmw9OPj8/z2n/OVAD/cARwAAAAAGAJlVLWJ/l3ST6TqdttXBFr1qzJRz/60XOunG6aJpOTk2cE8YmJiYyPj5+zbmb9fH+Pj4/nyJEj57x2MXE9yYIB/dixY/nxj3+cU6dOJUnGx8fz9NNPZ/fu3bnrrruu1KGaa+v044Gz1h9IctOFPnxZAbyUsirJ35n+c75w/cvTy9zPDCX5VNM0L89Z15upYY81TbNvnu38dPrxXZczL1fW0NBQu0dYERznpTc8PNzuEVaEvr4+5zPVcD5TE+fy8nCcl55/0wFwhf2rJH/QNM0PSylXJIBf6Mrprq6udHV1Zf369efdxptvvnnBAD7f+tHR0YyMjGRkZCSHDx/OkSNHcu7POf6lmc8v1okTJ/Lcc88tVQCfcfbAZZ5157jcK8C/keTnkzzWNM2fzlk/luSfZ+oHMH82ve49Sb6a5O4k/62U0tc0zfHp12b+qx45z/fMrN9wmfMCAAAAAJxXKeWzSd6Z5G9fye3u3r07Tz/99GxYHh8fz1NPPZUHH3ww119//QVj9sTERCYnJy/wLWfq6uo652ruW265ZcFbopz9/pnnM49PPfVUHnrooYyPj89+T3d3d975zndeycM11/7px61J9sxZ/5ace1X4OcpCpX/BD5by95P8dpJnkvzVpmkOLeIzq5L8WZJfSDLQNM1vT6+/McmrSV5tmmb7PJ+7LsnJJCeapum5pIEBAAAAABZQStmRqX75waZpnpleN5TkR5f7I5h33333lzN1gXDHnNWnk3zliSee+NrlbHs53X333Z1J/jRTjXd1pi6G/t9JfvWJJ544dbnbL6UcS3Jf0zTfnf67JNmb5Heapvmt6XU9mfoRzH/UNM2C9wC/pABeSvmNJLuSPJ3krzVNs/8CH5n72V9P8vtJ/n3TNB+bXteb5FimboGydp7PbEryepLXmqbZctEDAwAAAABcQCnl00m+k2RuyO3M1K02TifpbZrmRBtGq1opZU2mrrpPkv+VqTuP/HGSQ03TvFxK+cdJvpTk00meTfJPk/xSkh1N04wutO2LvgVKKWUgyb9I8qNMxe/XLnITr08/9s6saJrmeCnl1SQ3lVK2zXMf8FunH5+92HkBAAAAABbpj5L8n7PWfSdTv1H4W5m6SwVX3p1Jnpjz94PTy7/JVPT+VpJWkkeSbMzUFee/cqH4nVxkAJ8u7d9IMpzkl5umeeNiPj/t/dOPPztr/Q8zdV+dv56pk2quX5vzHgAAAACAK65pmsNJDs9dV0o5nqkrkX/Unqnq1zTNUKZ+1PJ8rzeZun3MVy922x0XfsuUUsqXMxW//yJTV36fN36XUn6hlNI1z/oPJ7l/+s9Hz3r596Yfv1RK2TjnM29L8htJTuTcMA4AAAAAAPNa1D3ASymfSvLdTN375neSHJnnbS/OuTH5UJKfSzKU5JXp19+T5MPTz7/cNM05N3YvpXw7yT+Y/swfJOlK8jeT3JDkN5um2bWovQIAAAAAYMVbbAD/apKvXOBt/71pmv7p938myUeS/HySTUmuS3IgyZ8n2dU0zf9c4Ls+leS+JO/O1I3l/2+Sh5qm+ZMLDgoAAAAAANMWFcABAAAAAOBas+h7gAMAAAAAwLVEAAcAAAAAoEoCOAAAAAAAVRLAAQAAAACokgAOAAAAAECVBHAAAAAAAKokgAMAAAAAUCUBHAAAAACAKgngAAAAAABUSQAHAAAAAKBK/x9uQhSRlMTAcAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1728x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import missingno as msno\n",
    "import numpy as np\n",
    "collisions = eda.replace(\"nan\", np.nan)\n",
    "msno.matrix(collisions.sample(250))\n",
    "plt.show()\n",
    "msno.bar(collisions.sample(1000))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quan sát phân phối xác suất khả năng tử vong của nam và nữ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_patient = eda\n",
    "df_patient['birth_year'] = df_patient.birth_year.fillna(0.0).astype(int)\n",
    "df_patient['birth_year'] = df_patient['birth_year'].map(lambda val: val if val > 0 else np.nan)\n",
    "\n",
    "df_patient.confirmed_date = pd.to_datetime(df_patient.confirmed_date)\n",
    "daily_count = df_patient.groupby(df_patient.confirmed_date).id.count()\n",
    "\n",
    "df_patient['age'] = 2020 - df_patient['birth_year'] \n",
    "\n",
    "dead = df_patient[df_patient.state == 'deceased']\n",
    "male_dead = dead[dead.sex=='male']\n",
    "female_dead = dead[dead.sex=='female']\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.set_style(\"darkgrid\")\n",
    "plt.title(\"Quan sát phân phối xác suất khả năng tử vong của nam và nữ\",{'fontsize': 15})\n",
    "a = sns.kdeplot(data=female_dead['age'], label=\"Women\", shade=True)\n",
    "b = sns.kdeplot(data=male_dead['age'],label=\"Male\" ,shade=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Giai đoạn bùng nổ dịch ở Korea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Giai đoạn bùng phát dịch tại Korea')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "bung_phat_dich = daily_count.cumsum()\n",
    "bung_phat_dich.plot()\n",
    "plt.title('Giai đoạn bùng phát dịch tại Korea',{'fontsize': 15})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quan sát bản đồ khu vực có bệnh COVID19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_b125c06e624f41aa8ef24d28029a61fb {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_b125c06e624f41aa8ef24d28029a61fb" ></div>
        
</body>
<script>    
    
            var map_b125c06e624f41aa8ef24d28029a61fb = L.map(
                "map_b125c06e624f41aa8ef24d28029a61fb",
                {
                    center: [36.55, 126.983333],
                    crs: L.CRS.EPSG3857,
                    zoom: 7,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_91978c5467fe4b5581fd9ed4750622a0 = L.tileLayer(
                "https://stamen-tiles-{s}.a.ssl.fastly.net/toner/{z}/{x}/{y}.png",
                {"attribution": "Map tiles by \u003ca href=\"http://stamen.com\"\u003eStamen Design\u003c/a\u003e, under \u003ca href=\"http://creativecommons.org/licenses/by/3.0\"\u003eCC BY 3.0\u003c/a\u003e. Data by \u0026copy; \u003ca href=\"http://openstreetmap.org\"\u003eOpenStreetMap\u003c/a\u003e, under \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eODbL\u003c/a\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
            var circle_marker_97e21b8e755941dcadad9f46c68b785c = L.circleMarker(
                [37.460459, 126.44068],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_b81f913523894237be6b0b7143390a7f = L.popup({"maxWidth": "100%"});

        
            var html_28ac6952bf6c4b23b24bc778fc78631b = $(`<div id="html_28ac6952bf6c4b23b24bc778fc78631b" style="width: 100.0%; height: 100.0%;">City: Jung-gu<br></div>`)[0];
            popup_b81f913523894237be6b0b7143390a7f.setContent(html_28ac6952bf6c4b23b24bc778fc78631b);
        

        circle_marker_97e21b8e755941dcadad9f46c68b785c.bindPopup(popup_b81f913523894237be6b0b7143390a7f)
        ;

        
    
    
            var circle_marker_7a5cfa4be7854d4db756ed53989c0568 = L.circleMarker(
                [37.478832000000004, 126.668558],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_70b03b84bae04c6297420935bed8d8d6 = L.popup({"maxWidth": "100%"});

        
            var html_2bd895e3eafe42d3a27222b5a3a9ddcf = $(`<div id="html_2bd895e3eafe42d3a27222b5a3a9ddcf" style="width: 100.0%; height: 100.0%;">City: Seo-gu<br></div>`)[0];
            popup_70b03b84bae04c6297420935bed8d8d6.setContent(html_2bd895e3eafe42d3a27222b5a3a9ddcf);
        

        circle_marker_7a5cfa4be7854d4db756ed53989c0568.bindPopup(popup_70b03b84bae04c6297420935bed8d8d6)
        ;

        
    
    
            var circle_marker_4b324f40fcaf49d997772e133987be3a = L.circleMarker(
                [37.562143, 126.80188400000002],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_f07911b32e8f4dd38dca538c4708c38c = L.popup({"maxWidth": "100%"});

        
            var html_ea9fa700e8204b8ebd4366873bacc3f1 = $(`<div id="html_ea9fa700e8204b8ebd4366873bacc3f1" style="width: 100.0%; height: 100.0%;">City: Gimpo-si<br></div>`)[0];
            popup_f07911b32e8f4dd38dca538c4708c38c.setContent(html_ea9fa700e8204b8ebd4366873bacc3f1);
        

        circle_marker_4b324f40fcaf49d997772e133987be3a.bindPopup(popup_f07911b32e8f4dd38dca538c4708c38c)
        ;

        
    
    
            var circle_marker_d1babacda14741b3b1f1f6955c724416 = L.circleMarker(
                [37.567454, 127.005627],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_6220321e0a2e486aa55bfc48ee5c77df = L.popup({"maxWidth": "100%"});

        
            var html_43211c13c7904003b66981baaba88373 = $(`<div id="html_43211c13c7904003b66981baaba88373" style="width: 100.0%; height: 100.0%;">City: Jung-gu<br></div>`)[0];
            popup_6220321e0a2e486aa55bfc48ee5c77df.setContent(html_43211c13c7904003b66981baaba88373);
        

        circle_marker_d1babacda14741b3b1f1f6955c724416.bindPopup(popup_6220321e0a2e486aa55bfc48ee5c77df)
        ;

        
    
    
            var circle_marker_4b4755e27f2f48b58d488658bb796e6a = L.circleMarker(
                [37.460459, 126.44068],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_45a4734b87a845b6a314c0ee716093a8 = L.popup({"maxWidth": "100%"});

        
            var html_80ba28a90f4d477696bd5eac9b33c45a = $(`<div id="html_80ba28a90f4d477696bd5eac9b33c45a" style="width: 100.0%; height: 100.0%;">City: Jung-gu<br></div>`)[0];
            popup_45a4734b87a845b6a314c0ee716093a8.setContent(html_80ba28a90f4d477696bd5eac9b33c45a);
        

        circle_marker_4b4755e27f2f48b58d488658bb796e6a.bindPopup(popup_45a4734b87a845b6a314c0ee716093a8)
        ;

        
    
    
            var circle_marker_4bd88420bee848c79ba479c986fc372f = L.circleMarker(
                [37.524978000000004, 127.027718],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_dac338d9064f47c8abf6a886e2a1a547 = L.popup({"maxWidth": "100%"});

        
            var html_3f83a621ff6845eeac64600265af158a = $(`<div id="html_3f83a621ff6845eeac64600265af158a" style="width: 100.0%; height: 100.0%;">City: Gangnam-gu<br></div>`)[0];
            popup_dac338d9064f47c8abf6a886e2a1a547.setContent(html_3f83a621ff6845eeac64600265af158a);
        

        circle_marker_4bd88420bee848c79ba479c986fc372f.bindPopup(popup_dac338d9064f47c8abf6a886e2a1a547)
        ;

        
    
    
            var circle_marker_d3b53857c7a84be48d25d09601b64b8c = L.circleMarker(
                [37.503359, 127.049177],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_b7910b390d844ae0a2cca571f6f6d7aa = L.popup({"maxWidth": "100%"});

        
            var html_b0882c4129b04f53aa30e918e3e1c568 = $(`<div id="html_b0882c4129b04f53aa30e918e3e1c568" style="width: 100.0%; height: 100.0%;">City: Gangnam-gu<br></div>`)[0];
            popup_b7910b390d844ae0a2cca571f6f6d7aa.setContent(html_b0882c4129b04f53aa30e918e3e1c568);
        

        circle_marker_d3b53857c7a84be48d25d09601b64b8c.bindPopup(popup_b7910b390d844ae0a2cca571f6f6d7aa)
        ;

        
    
    
            var circle_marker_271f62e0e98f4225a6b9a608bbdf2d3e = L.circleMarker(
                [37.524669, 127.01591100000002],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_3ceb54416bd44b4aae6c070ef68203e1 = L.popup({"maxWidth": "100%"});

        
            var html_d30302c12da6448ea09b8ae7628bbd97 = $(`<div id="html_d30302c12da6448ea09b8ae7628bbd97" style="width: 100.0%; height: 100.0%;">City: Gangnam-gu<br></div>`)[0];
            popup_3ceb54416bd44b4aae6c070ef68203e1.setContent(html_d30302c12da6448ea09b8ae7628bbd97);
        

        circle_marker_271f62e0e98f4225a6b9a608bbdf2d3e.bindPopup(popup_3ceb54416bd44b4aae6c070ef68203e1)
        ;

        
    
    
            var circle_marker_90bde8c899a24ae085bab0b3689da5ca = L.circleMarker(
                [37.5292, 127.032597],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_9624898c6ace469db8478912eb7a2ce4 = L.popup({"maxWidth": "100%"});

        
            var html_0915aa7600f14835867af6ca4bd3c3e2 = $(`<div id="html_0915aa7600f14835867af6ca4bd3c3e2" style="width: 100.0%; height: 100.0%;">City: Gangnam-gu<br></div>`)[0];
            popup_9624898c6ace469db8478912eb7a2ce4.setContent(html_0915aa7600f14835867af6ca4bd3c3e2);
        

        circle_marker_90bde8c899a24ae085bab0b3689da5ca.bindPopup(popup_9624898c6ace469db8478912eb7a2ce4)
        ;

        
    
    
            var circle_marker_fdbf6d8cae444a83a9ccfd016f824a07 = L.circleMarker(
                [37.674192, 126.776955],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_545a694ee7894724ad04d0ea2b9d3c32 = L.popup({"maxWidth": "100%"});

        
            var html_46dbec2bab4a4d9a9bc009bef270b6f6 = $(`<div id="html_46dbec2bab4a4d9a9bc009bef270b6f6" style="width: 100.0%; height: 100.0%;">City: Goyang-si<br></div>`)[0];
            popup_545a694ee7894724ad04d0ea2b9d3c32.setContent(html_46dbec2bab4a4d9a9bc009bef270b6f6);
        

        circle_marker_fdbf6d8cae444a83a9ccfd016f824a07.bindPopup(popup_545a694ee7894724ad04d0ea2b9d3c32)
        ;

        
    
    
            var circle_marker_4d4db9b6fa1841fba4d47d7093175f26 = L.circleMarker(
                [37.678158, 126.812165],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_8f659bb4e6854a5db1224582181a337c = L.popup({"maxWidth": "100%"});

        
            var html_ce0ef84331b7489d90252007e2c9215d = $(`<div id="html_ce0ef84331b7489d90252007e2c9215d" style="width: 100.0%; height: 100.0%;">City: Goyang-si<br></div>`)[0];
            popup_8f659bb4e6854a5db1224582181a337c.setContent(html_ce0ef84331b7489d90252007e2c9215d);
        

        circle_marker_4d4db9b6fa1841fba4d47d7093175f26.bindPopup(popup_8f659bb4e6854a5db1224582181a337c)
        ;

        
    
    
            var circle_marker_eb2111eabb164a0f81a5c601ca1529ea = L.circleMarker(
                [37.682229, 126.770046],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_b0e9bffecbff4c06b25dcc90243a408b = L.popup({"maxWidth": "100%"});

        
            var html_0ee15702c50e4f43ad897ad57bca7dd0 = $(`<div id="html_0ee15702c50e4f43ad897ad57bca7dd0" style="width: 100.0%; height: 100.0%;">City: Goyang-si<br></div>`)[0];
            popup_b0e9bffecbff4c06b25dcc90243a408b.setContent(html_0ee15702c50e4f43ad897ad57bca7dd0);
        

        circle_marker_eb2111eabb164a0f81a5c601ca1529ea.bindPopup(popup_b0e9bffecbff4c06b25dcc90243a408b)
        ;

        
    
    
            var circle_marker_d7a925e2daf84ca68471d8354d2dfcd8 = L.circleMarker(
                [37.642457, 126.831318],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_ca51af0784d54034a958aa1e3a429612 = L.popup({"maxWidth": "100%"});

        
            var html_399e047a6b88420e8eb6cb7028a912c2 = $(`<div id="html_399e047a6b88420e8eb6cb7028a912c2" style="width: 100.0%; height: 100.0%;">City: Goyang-si<br></div>`)[0];
            popup_ca51af0784d54034a958aa1e3a429612.setContent(html_399e047a6b88420e8eb6cb7028a912c2);
        

        circle_marker_d7a925e2daf84ca68471d8354d2dfcd8.bindPopup(popup_ca51af0784d54034a958aa1e3a429612)
        ;

        
    
    
            var circle_marker_8a4ffc7dbee7426485d7bbf80a426b1a = L.circleMarker(
                [37.460459, 126.44068],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_3ae6bbfeada84fb0b0d448a345922065 = L.popup({"maxWidth": "100%"});

        
            var html_82f86a2ada2e4f99ae6cef7df29cc3d8 = $(`<div id="html_82f86a2ada2e4f99ae6cef7df29cc3d8" style="width: 100.0%; height: 100.0%;">City: Jung-gu<br></div>`)[0];
            popup_3ae6bbfeada84fb0b0d448a345922065.setContent(html_82f86a2ada2e4f99ae6cef7df29cc3d8);
        

        circle_marker_8a4ffc7dbee7426485d7bbf80a426b1a.bindPopup(popup_3ae6bbfeada84fb0b0d448a345922065)
        ;

        
    
    
            var circle_marker_07ae2b2e0977476d8bb3fe7475abd18e = L.circleMarker(
                [37.07994, 127.058282],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_5a34edb51d5f4f6b8f7a04652a4165b5 = L.popup({"maxWidth": "100%"});

        
            var html_6ebfca7b53cd4a869c4c6829e039a666 = $(`<div id="html_6ebfca7b53cd4a869c4c6829e039a666" style="width: 100.0%; height: 100.0%;">City: Pyeongtaek-si<br></div>`)[0];
            popup_5a34edb51d5f4f6b8f7a04652a4165b5.setContent(html_6ebfca7b53cd4a869c4c6829e039a666);
        

        circle_marker_07ae2b2e0977476d8bb3fe7475abd18e.bindPopup(popup_5a34edb51d5f4f6b8f7a04652a4165b5)
        ;

        
    
    
            var circle_marker_50c518d024274748a08eb93bdf09325b = L.circleMarker(
                [37.052277000000004, 127.057309],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_7d77187d46d440cbbf6b9adc44dcb8f8 = L.popup({"maxWidth": "100%"});

        
            var html_ad409010db534763bb5136b2e36a41fb = $(`<div id="html_ad409010db534763bb5136b2e36a41fb" style="width: 100.0%; height: 100.0%;">City: Pyeongtaek-si<br></div>`)[0];
            popup_7d77187d46d440cbbf6b9adc44dcb8f8.setContent(html_ad409010db534763bb5136b2e36a41fb);
        

        circle_marker_50c518d024274748a08eb93bdf09325b.bindPopup(popup_7d77187d46d440cbbf6b9adc44dcb8f8)
        ;

        
    
    
            var circle_marker_02a9cb3b43d54e009a7fa2b903504168 = L.circleMarker(
                [37.350625, 127.12451499999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_6c613f5de3eb4b6997a22ca209839327 = L.popup({"maxWidth": "100%"});

        
            var html_72311a963c004d25a0d68928f01f2382 = $(`<div id="html_72311a963c004d25a0d68928f01f2382" style="width: 100.0%; height: 100.0%;">City: Seongnam-si<br></div>`)[0];
            popup_6c613f5de3eb4b6997a22ca209839327.setContent(html_72311a963c004d25a0d68928f01f2382);
        

        circle_marker_02a9cb3b43d54e009a7fa2b903504168.bindPopup(popup_6c613f5de3eb4b6997a22ca209839327)
        ;

        
    
    
            var circle_marker_9bcc5766003041ed9d9a0ffa547d1f68 = L.circleMarker(
                [37.460459, 126.44068],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_df74fadf4f91454e9cacfa18e0f07411 = L.popup({"maxWidth": "100%"});

        
            var html_3c5b509fe55c409483ed7a542d109b62 = $(`<div id="html_3c5b509fe55c409483ed7a542d109b62" style="width: 100.0%; height: 100.0%;">City: Jung-gu<br></div>`)[0];
            popup_df74fadf4f91454e9cacfa18e0f07411.setContent(html_3c5b509fe55c409483ed7a542d109b62);
        

        circle_marker_9bcc5766003041ed9d9a0ffa547d1f68.bindPopup(popup_df74fadf4f91454e9cacfa18e0f07411)
        ;

        
    
    
            var circle_marker_658b23a8df024ed696640b12630825aa = L.circleMarker(
                [37.564119, 127.02969399999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_ecf13a568e124829b850265d2417c1bb = L.popup({"maxWidth": "100%"});

        
            var html_a1e8230c412c4ab6914a2ea002b895a7 = $(`<div id="html_a1e8230c412c4ab6914a2ea002b895a7" style="width: 100.0%; height: 100.0%;">City: Seongdong-gu<br></div>`)[0];
            popup_ecf13a568e124829b850265d2417c1bb.setContent(html_a1e8230c412c4ab6914a2ea002b895a7);
        

        circle_marker_658b23a8df024ed696640b12630825aa.bindPopup(popup_ecf13a568e124829b850265d2417c1bb)
        ;

        
    
    
            var circle_marker_a627ead6943149649690b06155f397aa = L.circleMarker(
                [37.592858, 127.017016],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_94b6729bedcd40b998fd364f9deb6649 = L.popup({"maxWidth": "100%"});

        
            var html_4297452bb71d4e1ca7fa586c13f21adb = $(`<div id="html_4297452bb71d4e1ca7fa586c13f21adb" style="width: 100.0%; height: 100.0%;">City: Seongbuk-gu<br></div>`)[0];
            popup_94b6729bedcd40b998fd364f9deb6649.setContent(html_4297452bb71d4e1ca7fa586c13f21adb);
        

        circle_marker_a627ead6943149649690b06155f397aa.bindPopup(popup_94b6729bedcd40b998fd364f9deb6649)
        ;

        
    
    
            var circle_marker_d0f87cbdcacc435eb4eec5e8a9ba178e = L.circleMarker(
                [37.591819, 127.01831399999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_b5c93950cfee4626933c30095668f139 = L.popup({"maxWidth": "100%"});

        
            var html_7bd85fd00b5d4fbeb769afcc23e681d3 = $(`<div id="html_7bd85fd00b5d4fbeb769afcc23e681d3" style="width: 100.0%; height: 100.0%;">City: Seongbuk-gu<br></div>`)[0];
            popup_b5c93950cfee4626933c30095668f139.setContent(html_7bd85fd00b5d4fbeb769afcc23e681d3);
        

        circle_marker_d0f87cbdcacc435eb4eec5e8a9ba178e.bindPopup(popup_b5c93950cfee4626933c30095668f139)
        ;

        
    
    
            var circle_marker_03f4c0bd33ce4c64b12b8b18da02de92 = L.circleMarker(
                [37.588913, 127.09111200000001],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_ea72d0d8aadd4c63be792603028f4568 = L.popup({"maxWidth": "100%"});

        
            var html_fb9b2a74b31d497aab6551ef36f0d4ee = $(`<div id="html_fb9b2a74b31d497aab6551ef36f0d4ee" style="width: 100.0%; height: 100.0%;">City: Jungnang-gu<br></div>`)[0];
            popup_ea72d0d8aadd4c63be792603028f4568.setContent(html_fb9b2a74b31d497aab6551ef36f0d4ee);
        

        circle_marker_03f4c0bd33ce4c64b12b8b18da02de92.bindPopup(popup_ea72d0d8aadd4c63be792603028f4568)
        ;

        
    
    
            var circle_marker_84c9ac8789d741a29e75c91a9504097e = L.circleMarker(
                [37.585378999999996, 127.088581],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_67d5bc28cd7740bfa5cabebc9aafdd94 = L.popup({"maxWidth": "100%"});

        
            var html_6d79f2831e25463e9c3bc1ed855c11b4 = $(`<div id="html_6d79f2831e25463e9c3bc1ed855c11b4" style="width: 100.0%; height: 100.0%;">City: Jungnang-gu<br></div>`)[0];
            popup_67d5bc28cd7740bfa5cabebc9aafdd94.setContent(html_6d79f2831e25463e9c3bc1ed855c11b4);
        

        circle_marker_84c9ac8789d741a29e75c91a9504097e.bindPopup(popup_67d5bc28cd7740bfa5cabebc9aafdd94)
        ;

        
    
    
            var circle_marker_00dfe6a31ebb4c07bcf54b5fab89b520 = L.circleMarker(
                [37.523938, 127.046554],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_defc60f2cb2947788bda84aabe4f4a95 = L.popup({"maxWidth": "100%"});

        
            var html_a1f27062d4bd421b99fdcfc51aee38a2 = $(`<div id="html_a1f27062d4bd421b99fdcfc51aee38a2" style="width: 100.0%; height: 100.0%;">City: Gangnam-gu<br></div>`)[0];
            popup_defc60f2cb2947788bda84aabe4f4a95.setContent(html_a1f27062d4bd421b99fdcfc51aee38a2);
        

        circle_marker_00dfe6a31ebb4c07bcf54b5fab89b520.bindPopup(popup_defc60f2cb2947788bda84aabe4f4a95)
        ;

        
    
    
            var circle_marker_ebd2d950a5ce47308ab4f61d23a1a539 = L.circleMarker(
                [37.606770000000004, 127.092697],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_12956e415172469786eeb850e6c723c3 = L.popup({"maxWidth": "100%"});

        
            var html_bcf3c35d3be14f8bac096c016a1db20e = $(`<div id="html_bcf3c35d3be14f8bac096c016a1db20e" style="width: 100.0%; height: 100.0%;">City: Jungnang-gu<br></div>`)[0];
            popup_12956e415172469786eeb850e6c723c3.setContent(html_bcf3c35d3be14f8bac096c016a1db20e);
        

        circle_marker_ebd2d950a5ce47308ab4f61d23a1a539.bindPopup(popup_12956e415172469786eeb850e6c723c3)
        ;

        
    
    
            var circle_marker_fa3c477bd7284c1a9fbdee9157f3149d = L.circleMarker(
                [37.613102000000005, 127.098658],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_0698593106b34fe081bbe5b60fc566c9 = L.popup({"maxWidth": "100%"});

        
            var html_4b8003f11946403a9d6da51df9bd8a31 = $(`<div id="html_4b8003f11946403a9d6da51df9bd8a31" style="width: 100.0%; height: 100.0%;">City: Jungnang-gu<br></div>`)[0];
            popup_0698593106b34fe081bbe5b60fc566c9.setContent(html_4b8003f11946403a9d6da51df9bd8a31);
        

        circle_marker_fa3c477bd7284c1a9fbdee9157f3149d.bindPopup(popup_0698593106b34fe081bbe5b60fc566c9)
        ;

        
    
    
            var circle_marker_a69981b97ffc4d7a890c851ca2631c5e = L.circleMarker(
                [37.527728, 127.03236000000001],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_7002f310f69648bfb3cbd23fd300bbfb = L.popup({"maxWidth": "100%"});

        
            var html_32d2af62ad3e476ca79ddd537adb1e74 = $(`<div id="html_32d2af62ad3e476ca79ddd537adb1e74" style="width: 100.0%; height: 100.0%;">City: Gangnam-gu<br></div>`)[0];
            popup_7002f310f69648bfb3cbd23fd300bbfb.setContent(html_32d2af62ad3e476ca79ddd537adb1e74);
        

        circle_marker_a69981b97ffc4d7a890c851ca2631c5e.bindPopup(popup_7002f310f69648bfb3cbd23fd300bbfb)
        ;

        
    
    
            var circle_marker_cfeaaef3b6994149b2e682feb6665de8 = L.circleMarker(
                [37.587540000000004, 127.000047],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_5e941f385e8e490383d3989e8d70d394 = L.popup({"maxWidth": "100%"});

        
            var html_f78f594e32cc4928907193acbd11fe20 = $(`<div id="html_f78f594e32cc4928907193acbd11fe20" style="width: 100.0%; height: 100.0%;">City: Jongno-gu<br></div>`)[0];
            popup_5e941f385e8e490383d3989e8d70d394.setContent(html_f78f594e32cc4928907193acbd11fe20);
        

        circle_marker_cfeaaef3b6994149b2e682feb6665de8.bindPopup(popup_5e941f385e8e490383d3989e8d70d394)
        ;

        
    
    
            var circle_marker_29ad42f80692452a9a6cd0de40420e19 = L.circleMarker(
                [37.579678, 126.99894499999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_4a2799decd5a4ec881af08bc48f5463f = L.popup({"maxWidth": "100%"});

        
            var html_0bc8b6ccc9ff4794b5576707b02a5fb0 = $(`<div id="html_0bc8b6ccc9ff4794b5576707b02a5fb0" style="width: 100.0%; height: 100.0%;">City: Jongno-gu<br></div>`)[0];
            popup_4a2799decd5a4ec881af08bc48f5463f.setContent(html_0bc8b6ccc9ff4794b5576707b02a5fb0);
        

        circle_marker_29ad42f80692452a9a6cd0de40420e19.bindPopup(popup_4a2799decd5a4ec881af08bc48f5463f)
        ;

        
    
    
            var circle_marker_acab0bbb803c42d7aa211aff1e923197 = L.circleMarker(
                [37.460459, 126.44068],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_1ceb490097e0475da4d83bc01bf19862 = L.popup({"maxWidth": "100%"});

        
            var html_f89c16583c3a49d0b0f9a1285e9bd20e = $(`<div id="html_f89c16583c3a49d0b0f9a1285e9bd20e" style="width: 100.0%; height: 100.0%;">City: Jung-gu<br></div>`)[0];
            popup_1ceb490097e0475da4d83bc01bf19862.setContent(html_f89c16583c3a49d0b0f9a1285e9bd20e);
        

        circle_marker_acab0bbb803c42d7aa211aff1e923197.bindPopup(popup_1ceb490097e0475da4d83bc01bf19862)
        ;

        
    
    
            var circle_marker_014cd71ac3144db8beb7cd276d04778e = L.circleMarker(
                [37.613102000000005, 127.098658],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_d2e5672fd6184a61a56dff51a1789643 = L.popup({"maxWidth": "100%"});

        
            var html_59ce0819b98446fa98201dcb7aa4c7e9 = $(`<div id="html_59ce0819b98446fa98201dcb7aa4c7e9" style="width: 100.0%; height: 100.0%;">City: Jungnang-gu<br></div>`)[0];
            popup_d2e5672fd6184a61a56dff51a1789643.setContent(html_59ce0819b98446fa98201dcb7aa4c7e9);
        

        circle_marker_014cd71ac3144db8beb7cd276d04778e.bindPopup(popup_d2e5672fd6184a61a56dff51a1789643)
        ;

        
    
    
            var circle_marker_61e49147d6214081ab0ef11031793292 = L.circleMarker(
                [37.460459, 126.44068],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_1a648798bd49473d9a3147bb865e2867 = L.popup({"maxWidth": "100%"});

        
            var html_b6e35155a02c405e944916969d6b6100 = $(`<div id="html_b6e35155a02c405e944916969d6b6100" style="width: 100.0%; height: 100.0%;">City: Jung-gu<br></div>`)[0];
            popup_1a648798bd49473d9a3147bb865e2867.setContent(html_b6e35155a02c405e944916969d6b6100);
        

        circle_marker_61e49147d6214081ab0ef11031793292.bindPopup(popup_1a648798bd49473d9a3147bb865e2867)
        ;

        
    
    
            var circle_marker_d9e6df8847b843e1b213db850594661a = L.circleMarker(
                [37.491149, 127.01176699999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_4422e5d17ba44e22a9f5544b6cea6a47 = L.popup({"maxWidth": "100%"});

        
            var html_be1f37af5cda4538937b132b6bd1adcb = $(`<div id="html_be1f37af5cda4538937b132b6bd1adcb" style="width: 100.0%; height: 100.0%;">City: Seocho-gu<br></div>`)[0];
            popup_4422e5d17ba44e22a9f5544b6cea6a47.setContent(html_be1f37af5cda4538937b132b6bd1adcb);
        

        circle_marker_d9e6df8847b843e1b213db850594661a.bindPopup(popup_4422e5d17ba44e22a9f5544b6cea6a47)
        ;

        
    
    
            var circle_marker_576ad4c56b494e40b37dd9388b334342 = L.circleMarker(
                [35.986967, 126.708147],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_1dd65c0cb13949ec9742e5f6feb25814 = L.popup({"maxWidth": "100%"});

        
            var html_60f1f562c9ca4b3cbf6a5989165b774c = $(`<div id="html_60f1f562c9ca4b3cbf6a5989165b774c" style="width: 100.0%; height: 100.0%;">City: Gunsan-si<br></div>`)[0];
            popup_1dd65c0cb13949ec9742e5f6feb25814.setContent(html_60f1f562c9ca4b3cbf6a5989165b774c);
        

        circle_marker_576ad4c56b494e40b37dd9388b334342.bindPopup(popup_1dd65c0cb13949ec9742e5f6feb25814)
        ;

        
    
    
            var circle_marker_a6999d24d35b464fbc27a171c5c26f8c = L.circleMarker(
                [35.968603, 126.716109],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_9a8d61be03dd4a678653c06c32d5b49e = L.popup({"maxWidth": "100%"});

        
            var html_674a88218f1344ba8b88ed57d9213219 = $(`<div id="html_674a88218f1344ba8b88ed57d9213219" style="width: 100.0%; height: 100.0%;">City: Gunsan-si<br></div>`)[0];
            popup_9a8d61be03dd4a678653c06c32d5b49e.setContent(html_674a88218f1344ba8b88ed57d9213219);
        

        circle_marker_a6999d24d35b464fbc27a171c5c26f8c.bindPopup(popup_9a8d61be03dd4a678653c06c32d5b49e)
        ;

        
    
    
            var circle_marker_3fec9a118eec44c4b2edb9a22b02e2f3 = L.circleMarker(
                [35.955681, 126.71196100000002],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_b667b94830944d408ceb4af925ab51e2 = L.popup({"maxWidth": "100%"});

        
            var html_39a8110a745f47e7a84fdbe397dc2acd = $(`<div id="html_39a8110a745f47e7a84fdbe397dc2acd" style="width: 100.0%; height: 100.0%;">City: Gunsan-si<br></div>`)[0];
            popup_b667b94830944d408ceb4af925ab51e2.setContent(html_39a8110a745f47e7a84fdbe397dc2acd);
        

        circle_marker_3fec9a118eec44c4b2edb9a22b02e2f3.bindPopup(popup_b667b94830944d408ceb4af925ab51e2)
        ;

        
    
    
            var circle_marker_560cc9e2218f4a41a016611a0be7ac4f = L.circleMarker(
                [35.982997999999995, 126.73491899999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_70d3051314e5437fbcfb1ea2baa85c92 = L.popup({"maxWidth": "100%"});

        
            var html_ff0c1d96c59449ea88b979a451b56b8c = $(`<div id="html_ff0c1d96c59449ea88b979a451b56b8c" style="width: 100.0%; height: 100.0%;">City: Gunsan-si<br></div>`)[0];
            popup_70d3051314e5437fbcfb1ea2baa85c92.setContent(html_ff0c1d96c59449ea88b979a451b56b8c);
        

        circle_marker_560cc9e2218f4a41a016611a0be7ac4f.bindPopup(popup_70d3051314e5437fbcfb1ea2baa85c92)
        ;

        
    
    
            var circle_marker_89773beba2bf4e66b6f1e1f07ab1307c = L.circleMarker(
                [37.613102000000005, 127.098658],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_b3129b3a80df4dea993efbd2a918c2a8 = L.popup({"maxWidth": "100%"});

        
            var html_1a769d4b5f3c4679803c7c450eaede10 = $(`<div id="html_1a769d4b5f3c4679803c7c450eaede10" style="width: 100.0%; height: 100.0%;">City: Jungnang-gu<br></div>`)[0];
            popup_b3129b3a80df4dea993efbd2a918c2a8.setContent(html_1a769d4b5f3c4679803c7c450eaede10);
        

        circle_marker_89773beba2bf4e66b6f1e1f07ab1307c.bindPopup(popup_b3129b3a80df4dea993efbd2a918c2a8)
        ;

        
    
    
            var circle_marker_e0e67ec59a0e4f6cbf451b92c8d377e4 = L.circleMarker(
                [37.641481, 126.792022],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_6b559030cd9a46b285cff05ce1e36914 = L.popup({"maxWidth": "100%"});

        
            var html_ce0f129ab27e481bb2dd3a21e88a1359 = $(`<div id="html_ce0f129ab27e481bb2dd3a21e88a1359" style="width: 100.0%; height: 100.0%;">City: Goyang-si<br></div>`)[0];
            popup_6b559030cd9a46b285cff05ce1e36914.setContent(html_ce0f129ab27e481bb2dd3a21e88a1359);
        

        circle_marker_e0e67ec59a0e4f6cbf451b92c8d377e4.bindPopup(popup_6b559030cd9a46b285cff05ce1e36914)
        ;

        
    
    
            var circle_marker_2c57364bd7cc4b049aec2ac645e6ec6d = L.circleMarker(
                [37.579918, 126.99836200000001],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_d58a45c0b3cf4bb39661084b76ced294 = L.popup({"maxWidth": "100%"});

        
            var html_a4acf02f8a6f44e09c2ecb3e552d771b = $(`<div id="html_a4acf02f8a6f44e09c2ecb3e552d771b" style="width: 100.0%; height: 100.0%;">City: Jongno-gu<br></div>`)[0];
            popup_d58a45c0b3cf4bb39661084b76ced294.setContent(html_a4acf02f8a6f44e09c2ecb3e552d771b);
        

        circle_marker_2c57364bd7cc4b049aec2ac645e6ec6d.bindPopup(popup_d58a45c0b3cf4bb39661084b76ced294)
        ;

        
    
    
            var circle_marker_95184fe7d4554500a1d82c67fb141ba6 = L.circleMarker(
                [37.641736, 126.79121699999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_3c958fe901294a71a2747a601664da6d = L.popup({"maxWidth": "100%"});

        
            var html_f8d2df01323945bc8bf514b7644b3b97 = $(`<div id="html_f8d2df01323945bc8bf514b7644b3b97" style="width: 100.0%; height: 100.0%;">City: Goyang-si<br></div>`)[0];
            popup_3c958fe901294a71a2747a601664da6d.setContent(html_f8d2df01323945bc8bf514b7644b3b97);
        

        circle_marker_95184fe7d4554500a1d82c67fb141ba6.bindPopup(popup_3c958fe901294a71a2747a601664da6d)
        ;

        
    
    
            var circle_marker_20449047947045eabe2fb1c881a0f09c = L.circleMarker(
                [37.580486, 127.000701],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_7f39cebd796847e9ac5f546af9dab458 = L.popup({"maxWidth": "100%"});

        
            var html_391da5b8cb184ccbb2e2bf14cb8c474a = $(`<div id="html_391da5b8cb184ccbb2e2bf14cb8c474a" style="width: 100.0%; height: 100.0%;">City: Jongno-gu<br></div>`)[0];
            popup_7f39cebd796847e9ac5f546af9dab458.setContent(html_391da5b8cb184ccbb2e2bf14cb8c474a);
        

        circle_marker_20449047947045eabe2fb1c881a0f09c.bindPopup(popup_7f39cebd796847e9ac5f546af9dab458)
        ;

        
    
    
            var circle_marker_b1d657c4f341414ba2ac034b44b8adcf = L.circleMarker(
                [37.563581, 126.80205600000001],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_77b33b5cd3604e67b3567f69d9ad60ff = L.popup({"maxWidth": "100%"});

        
            var html_b6d593bb0b53465eafaf51d03610baa8 = $(`<div id="html_b6d593bb0b53465eafaf51d03610baa8" style="width: 100.0%; height: 100.0%;">City: Gimpo-si<br></div>`)[0];
            popup_77b33b5cd3604e67b3567f69d9ad60ff.setContent(html_b6d593bb0b53465eafaf51d03610baa8);
        

        circle_marker_b1d657c4f341414ba2ac034b44b8adcf.bindPopup(popup_77b33b5cd3604e67b3567f69d9ad60ff)
        ;

        
    
    
            var circle_marker_36daeaeb6df445a8b8845a650f783f03 = L.circleMarker(
                [37.486112, 126.781023],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_8bd4350a8ec8431682b82b2418672736 = L.popup({"maxWidth": "100%"});

        
            var html_a2a2c58ceee24265a05c5d712243b3a9 = $(`<div id="html_a2a2c58ceee24265a05c5d712243b3a9" style="width: 100.0%; height: 100.0%;">City: Bucheon-si<br></div>`)[0];
            popup_8bd4350a8ec8431682b82b2418672736.setContent(html_a2a2c58ceee24265a05c5d712243b3a9);
        

        circle_marker_36daeaeb6df445a8b8845a650f783f03.bindPopup(popup_8bd4350a8ec8431682b82b2418672736)
        ;

        
    
    
            var circle_marker_6a7f1e3a2cab4962af06e8a258c8afb6 = L.circleMarker(
                [37.4631, 126.631371],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_65d9eaa0593d48c0aa023c89117b6e22 = L.popup({"maxWidth": "100%"});

        
            var html_7ff99e81e98646d0b1ccb606da4b61a9 = $(`<div id="html_7ff99e81e98646d0b1ccb606da4b61a9" style="width: 100.0%; height: 100.0%;">City: Jung-gu<br></div>`)[0];
            popup_65d9eaa0593d48c0aa023c89117b6e22.setContent(html_7ff99e81e98646d0b1ccb606da4b61a9);
        

        circle_marker_6a7f1e3a2cab4962af06e8a258c8afb6.bindPopup(popup_65d9eaa0593d48c0aa023c89117b6e22)
        ;

        
    
    
            var circle_marker_cf04a2aba7c440679bc6dd84ce1ea5a9 = L.circleMarker(
                [37.555062, 126.97061799999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_92eced14895445f3b1c4354b0c5553a0 = L.popup({"maxWidth": "100%"});

        
            var html_010ae5c43ecf4faa89184127a2d5206f = $(`<div id="html_010ae5c43ecf4faa89184127a2d5206f" style="width: 100.0%; height: 100.0%;">City: Jung-gu<br></div>`)[0];
            popup_92eced14895445f3b1c4354b0c5553a0.setContent(html_010ae5c43ecf4faa89184127a2d5206f);
        

        circle_marker_cf04a2aba7c440679bc6dd84ce1ea5a9.bindPopup(popup_92eced14895445f3b1c4354b0c5553a0)
        ;

        
    
    
            var circle_marker_71e1add1933843678b2e86489b2ac9ca = L.circleMarker(
                [37.764239, 128.89926499999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_d734a5bb22fb467f91d8536d190dd9a4 = L.popup({"maxWidth": "100%"});

        
            var html_081e5d521f97444aae8240498c1cb8e9 = $(`<div id="html_081e5d521f97444aae8240498c1cb8e9" style="width: 100.0%; height: 100.0%;">City: Gangneung-si<br></div>`)[0];
            popup_d734a5bb22fb467f91d8536d190dd9a4.setContent(html_081e5d521f97444aae8240498c1cb8e9);
        

        circle_marker_71e1add1933843678b2e86489b2ac9ca.bindPopup(popup_d734a5bb22fb467f91d8536d190dd9a4)
        ;

        
    
    
            var circle_marker_d8d2f83b6618445098d566b78d8dd484 = L.circleMarker(
                [37.755252, 128.899762],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_c7a69d3a230e4c9d9e1ff390ec3e6131 = L.popup({"maxWidth": "100%"});

        
            var html_b1a2852e89014886aad7cab7b6db296e = $(`<div id="html_b1a2852e89014886aad7cab7b6db296e" style="width: 100.0%; height: 100.0%;">City: Gangneung-si<br></div>`)[0];
            popup_c7a69d3a230e4c9d9e1ff390ec3e6131.setContent(html_b1a2852e89014886aad7cab7b6db296e);
        

        circle_marker_d8d2f83b6618445098d566b78d8dd484.bindPopup(popup_c7a69d3a230e4c9d9e1ff390ec3e6131)
        ;

        
    
    
            var circle_marker_3d86819dcab54b5b9f411843c8a3c7b9 = L.circleMarker(
                [37.68365, 129.04382900000002],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_4b947cc2d11046108ec47aefb5e9a964 = L.popup({"maxWidth": "100%"});

        
            var html_5887f5eeda1a47879ca9a3689cb18503 = $(`<div id="html_5887f5eeda1a47879ca9a3689cb18503" style="width: 100.0%; height: 100.0%;">City: Gangneung-si<br></div>`)[0];
            popup_4b947cc2d11046108ec47aefb5e9a964.setContent(html_5887f5eeda1a47879ca9a3689cb18503);
        

        circle_marker_3d86819dcab54b5b9f411843c8a3c7b9.bindPopup(popup_4b947cc2d11046108ec47aefb5e9a964)
        ;

        
    
    
            var circle_marker_590b7720ae31474fbc58cc0b6eb18ff9 = L.circleMarker(
                [37.690782, 129.03203100000002],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_dd4bfb27078d415c8e7f7b6442a42e43 = L.popup({"maxWidth": "100%"});

        
            var html_d9706817e5c747858e53f08a2991fee5 = $(`<div id="html_d9706817e5c747858e53f08a2991fee5" style="width: 100.0%; height: 100.0%;">City: Gangneung-si<br></div>`)[0];
            popup_dd4bfb27078d415c8e7f7b6442a42e43.setContent(html_d9706817e5c747858e53f08a2991fee5);
        

        circle_marker_590b7720ae31474fbc58cc0b6eb18ff9.bindPopup(popup_dd4bfb27078d415c8e7f7b6442a42e43)
        ;

        
    
    
            var circle_marker_e08feecc60314c4bb64cdc666287ee75 = L.circleMarker(
                [37.763697, 128.897881],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_6cb60b515ead4cdea3a1b0d27f5f367c = L.popup({"maxWidth": "100%"});

        
            var html_63d0f3c99153452d913b833d52db9cbd = $(`<div id="html_63d0f3c99153452d913b833d52db9cbd" style="width: 100.0%; height: 100.0%;">City: Gangneung-si<br></div>`)[0];
            popup_6cb60b515ead4cdea3a1b0d27f5f367c.setContent(html_63d0f3c99153452d913b833d52db9cbd);
        

        circle_marker_e08feecc60314c4bb64cdc666287ee75.bindPopup(popup_6cb60b515ead4cdea3a1b0d27f5f367c)
        ;

        
    
    
            var circle_marker_3f1f8b4c15494a8588cffeb77dd538bb = L.circleMarker(
                [37.483885, 126.77806000000001],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_162cae3527894b83825d444777fd5528 = L.popup({"maxWidth": "100%"});

        
            var html_81279b09f75e42cc8a2f6e5bf741ca98 = $(`<div id="html_81279b09f75e42cc8a2f6e5bf741ca98" style="width: 100.0%; height: 100.0%;">City: Bucheon-si<br></div>`)[0];
            popup_162cae3527894b83825d444777fd5528.setContent(html_81279b09f75e42cc8a2f6e5bf741ca98);
        

        circle_marker_3f1f8b4c15494a8588cffeb77dd538bb.bindPopup(popup_162cae3527894b83825d444777fd5528)
        ;

        
    
    
            var circle_marker_a641a298286548119f28a397f0c821fe = L.circleMarker(
                [37.266602, 126.99980500000001],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_3e959835741045f9a4c3c81b75cc2571 = L.popup({"maxWidth": "100%"});

        
            var html_fbbfbba77ac84075912d0c987c43934a = $(`<div id="html_fbbfbba77ac84075912d0c987c43934a" style="width: 100.0%; height: 100.0%;">City: Suwon-si<br></div>`)[0];
            popup_3e959835741045f9a4c3c81b75cc2571.setContent(html_fbbfbba77ac84075912d0c987c43934a);
        

        circle_marker_a641a298286548119f28a397f0c821fe.bindPopup(popup_3e959835741045f9a4c3c81b75cc2571)
        ;

        
    
    
            var circle_marker_9cf2d7d03e3548afadb39c91b0600b48 = L.circleMarker(
                [37.283066, 127.019904],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_09bad5a89dbf4a1d953d2e25cb516eb1 = L.popup({"maxWidth": "100%"});

        
            var html_6021e91201b24c1e88a50f930d962611 = $(`<div id="html_6021e91201b24c1e88a50f930d962611" style="width: 100.0%; height: 100.0%;">City: Suwon-si<br></div>`)[0];
            popup_09bad5a89dbf4a1d953d2e25cb516eb1.setContent(html_6021e91201b24c1e88a50f930d962611);
        

        circle_marker_9cf2d7d03e3548afadb39c91b0600b48.bindPopup(popup_09bad5a89dbf4a1d953d2e25cb516eb1)
        ;

        
    
    
            var circle_marker_7bdb41c687fa4b65a6253264da64e483 = L.circleMarker(
                [37.359357, 126.93099199999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_ccb59696828240429a7c532041a3bf29 = L.popup({"maxWidth": "100%"});

        
            var html_5c1f633de79b4e63b66648bb2dfdc617 = $(`<div id="html_5c1f633de79b4e63b66648bb2dfdc617" style="width: 100.0%; height: 100.0%;">City: Gunpo-si<br></div>`)[0];
            popup_ccb59696828240429a7c532041a3bf29.setContent(html_5c1f633de79b4e63b66648bb2dfdc617);
        

        circle_marker_7bdb41c687fa4b65a6253264da64e483.bindPopup(popup_ccb59696828240429a7c532041a3bf29)
        ;

        
    
    
            var circle_marker_e13fdf43d926431fb6f5a6ba79db4bcb = L.circleMarker(
                [37.48587, 126.780125],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_5d8d5b1cbe1342bfbedb13ce46d172fd = L.popup({"maxWidth": "100%"});

        
            var html_b4347dbd2419439a9f562faa19e0d287 = $(`<div id="html_b4347dbd2419439a9f562faa19e0d287" style="width: 100.0%; height: 100.0%;">City: Bucheon-si<br></div>`)[0];
            popup_5d8d5b1cbe1342bfbedb13ce46d172fd.setContent(html_b4347dbd2419439a9f562faa19e0d287);
        

        circle_marker_e13fdf43d926431fb6f5a6ba79db4bcb.bindPopup(popup_5d8d5b1cbe1342bfbedb13ce46d172fd)
        ;

        
    
    
            var circle_marker_e4929690768c4e1c84d6412785277412 = L.circleMarker(
                [37.557078000000004, 127.00766599999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_5d48127d17b64b5299353ed6b88f2f6f = L.popup({"maxWidth": "100%"});

        
            var html_b1dea4311e294d11bbfaf1e7adc6856a = $(`<div id="html_b1dea4311e294d11bbfaf1e7adc6856a" style="width: 100.0%; height: 100.0%;">City: Jung-gu<br></div>`)[0];
            popup_5d48127d17b64b5299353ed6b88f2f6f.setContent(html_b1dea4311e294d11bbfaf1e7adc6856a);
        

        circle_marker_e4929690768c4e1c84d6412785277412.bindPopup(popup_5d48127d17b64b5299353ed6b88f2f6f)
        ;

        
    
    
            var circle_marker_d3c4862609344c43a4f6a25004fbfb8e = L.circleMarker(
                [37.483885, 126.77806000000001],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_d7f836142c5b4e6fb09d6ce6be6b0e8c = L.popup({"maxWidth": "100%"});

        
            var html_f0f486788ccb44489a74366de1271556 = $(`<div id="html_f0f486788ccb44489a74366de1271556" style="width: 100.0%; height: 100.0%;">City: Bucheon-si<br></div>`)[0];
            popup_d7f836142c5b4e6fb09d6ce6be6b0e8c.setContent(html_f0f486788ccb44489a74366de1271556);
        

        circle_marker_d3c4862609344c43a4f6a25004fbfb8e.bindPopup(popup_d7f836142c5b4e6fb09d6ce6be6b0e8c)
        ;

        
    
    
            var circle_marker_ce66a3d4cbbd42d087c3de8f857b80e3 = L.circleMarker(
                [37.498619, 126.762854],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_6f638742019c460a8e32f2acc78d1552 = L.popup({"maxWidth": "100%"});

        
            var html_b310af06a8e84be2b9d57f41c7d3a457 = $(`<div id="html_b310af06a8e84be2b9d57f41c7d3a457" style="width: 100.0%; height: 100.0%;">City: Bucheon-si<br></div>`)[0];
            popup_6f638742019c460a8e32f2acc78d1552.setContent(html_b310af06a8e84be2b9d57f41c7d3a457);
        

        circle_marker_ce66a3d4cbbd42d087c3de8f857b80e3.bindPopup(popup_6f638742019c460a8e32f2acc78d1552)
        ;

        
    
    
            var circle_marker_1671f3e427c840e5a59eb2c78adc8059 = L.circleMarker(
                [37.348152, 127.124784],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_a0ae4acdcca64012b79b60b44c173874 = L.popup({"maxWidth": "100%"});

        
            var html_59036c63bb7444e08942419a4842a1cf = $(`<div id="html_59036c63bb7444e08942419a4842a1cf" style="width: 100.0%; height: 100.0%;">City: Seongnam-si<br></div>`)[0];
            popup_a0ae4acdcca64012b79b60b44c173874.setContent(html_59036c63bb7444e08942419a4842a1cf);
        

        circle_marker_1671f3e427c840e5a59eb2c78adc8059.bindPopup(popup_a0ae4acdcca64012b79b60b44c173874)
        ;

        
    
    
            var circle_marker_d657532350524aa58a8a8329859292c7 = L.circleMarker(
                [37.566876, 127.004962],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_6234ed0e6f774418b7179bc3076fff66 = L.popup({"maxWidth": "100%"});

        
            var html_c88b54a982a445a4a539121409c8049d = $(`<div id="html_c88b54a982a445a4a539121409c8049d" style="width: 100.0%; height: 100.0%;">City: Jongno-gu<br></div>`)[0];
            popup_6234ed0e6f774418b7179bc3076fff66.setContent(html_c88b54a982a445a4a539121409c8049d);
        

        circle_marker_d657532350524aa58a8a8329859292c7.bindPopup(popup_6234ed0e6f774418b7179bc3076fff66)
        ;

        
    
    
            var circle_marker_424e30ab76cf498289aab2865cbcf5de = L.circleMarker(
                [37.563581, 126.80205600000001],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_7aa21f4f31864312b47d630bf2694c27 = L.popup({"maxWidth": "100%"});

        
            var html_d2c4bac3b311494a89743d62127e1e5a = $(`<div id="html_d2c4bac3b311494a89743d62127e1e5a" style="width: 100.0%; height: 100.0%;">City: Gimpo-si<br></div>`)[0];
            popup_7aa21f4f31864312b47d630bf2694c27.setContent(html_d2c4bac3b311494a89743d62127e1e5a);
        

        circle_marker_424e30ab76cf498289aab2865cbcf5de.bindPopup(popup_7aa21f4f31864312b47d630bf2694c27)
        ;

        
    
    
            var circle_marker_eb37e36c36ac4e119e13b7bdd0bcac9c = L.circleMarker(
                [37.498304, 126.762864],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_5e43036844564d05a0ed12aa23346570 = L.popup({"maxWidth": "100%"});

        
            var html_006098844efe4a81abeaa757a8801074 = $(`<div id="html_006098844efe4a81abeaa757a8801074" style="width: 100.0%; height: 100.0%;">City: Bucheon-si<br></div>`)[0];
            popup_5e43036844564d05a0ed12aa23346570.setContent(html_006098844efe4a81abeaa757a8801074);
        

        circle_marker_eb37e36c36ac4e119e13b7bdd0bcac9c.bindPopup(popup_5e43036844564d05a0ed12aa23346570)
        ;

        
    
    
            var circle_marker_c00799bef6964f90b656bf67eae400e6 = L.circleMarker(
                [37.484044, 126.782436],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_c21fed713eee45f2b4d907b8e020a82b = L.popup({"maxWidth": "100%"});

        
            var html_f221820dca7c49f284159371d35a103b = $(`<div id="html_f221820dca7c49f284159371d35a103b" style="width: 100.0%; height: 100.0%;">City: Bucheon-si<br></div>`)[0];
            popup_c21fed713eee45f2b4d907b8e020a82b.setContent(html_f221820dca7c49f284159371d35a103b);
        

        circle_marker_c00799bef6964f90b656bf67eae400e6.bindPopup(popup_c21fed713eee45f2b4d907b8e020a82b)
        ;

        
    
    
            var circle_marker_3ea0adfe639c460ea1a42ead3530ec27 = L.circleMarker(
                [37.347722, 127.12432199999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_4684fa97644c4a0685e72c7b14b3fd24 = L.popup({"maxWidth": "100%"});

        
            var html_46893babf0a94d159e307a45699f9e45 = $(`<div id="html_46893babf0a94d159e307a45699f9e45" style="width: 100.0%; height: 100.0%;">City: Seongnam-si<br></div>`)[0];
            popup_4684fa97644c4a0685e72c7b14b3fd24.setContent(html_46893babf0a94d159e307a45699f9e45);
        

        circle_marker_3ea0adfe639c460ea1a42ead3530ec27.bindPopup(popup_4684fa97644c4a0685e72c7b14b3fd24)
        ;

        
    
    
            var circle_marker_986c1e0d635843f4b95997314f512994 = L.circleMarker(
                [37.460459, 126.44068],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_6b02c2da9ccc4756b4625c8469ad41aa = L.popup({"maxWidth": "100%"});

        
            var html_d2300d8db0704ad2ab23da07306385fc = $(`<div id="html_d2300d8db0704ad2ab23da07306385fc" style="width: 100.0%; height: 100.0%;">City: Jung-gu<br></div>`)[0];
            popup_6b02c2da9ccc4756b4625c8469ad41aa.setContent(html_d2300d8db0704ad2ab23da07306385fc);
        

        circle_marker_986c1e0d635843f4b95997314f512994.bindPopup(popup_6b02c2da9ccc4756b4625c8469ad41aa)
        ;

        
    
    
            var circle_marker_3bbec1369e3c4938a0430376cc5b812c = L.circleMarker(
                [37.304558, 127.010198],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_9757c0429b4b49eca834b009b7d6faab = L.popup({"maxWidth": "100%"});

        
            var html_b792501fdfdf43ff85f9a77664a0dc7b = $(`<div id="html_b792501fdfdf43ff85f9a77664a0dc7b" style="width: 100.0%; height: 100.0%;">City: Suwon-si<br></div>`)[0];
            popup_9757c0429b4b49eca834b009b7d6faab.setContent(html_b792501fdfdf43ff85f9a77664a0dc7b);
        

        circle_marker_3bbec1369e3c4938a0430376cc5b812c.bindPopup(popup_9757c0429b4b49eca834b009b7d6faab)
        ;

        
    
    
            var circle_marker_0b779682f2dd41e6a830975b38dad9d3 = L.circleMarker(
                [37.390524, 127.14976899999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_95d5a747c9e347fea288fb4321f5d1d7 = L.popup({"maxWidth": "100%"});

        
            var html_01f1a5cc50c448c3a2b7041e3bcb4aab = $(`<div id="html_01f1a5cc50c448c3a2b7041e3bcb4aab" style="width: 100.0%; height: 100.0%;">City: Seongnam-si<br></div>`)[0];
            popup_95d5a747c9e347fea288fb4321f5d1d7.setContent(html_01f1a5cc50c448c3a2b7041e3bcb4aab);
        

        circle_marker_0b779682f2dd41e6a830975b38dad9d3.bindPopup(popup_95d5a747c9e347fea288fb4321f5d1d7)
        ;

        
    
    
            var circle_marker_d8b07699a88343fb89eb3aba5d5b7a16 = L.circleMarker(
                [34.996485, 126.387447],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_d76a2cd1ff5940f4b05627b783615678 = L.popup({"maxWidth": "100%"});

        
            var html_9c1842362b44417595715dc44b526e98 = $(`<div id="html_9c1842362b44417595715dc44b526e98" style="width: 100.0%; height: 100.0%;">City: Muan-gun<br></div>`)[0];
            popup_d76a2cd1ff5940f4b05627b783615678.setContent(html_9c1842362b44417595715dc44b526e98);
        

        circle_marker_d8b07699a88343fb89eb3aba5d5b7a16.bindPopup(popup_d76a2cd1ff5940f4b05627b783615678)
        ;

        
    
    
            var circle_marker_8ca876c3a63847019aa1e8f259102df5 = L.circleMarker(
                [35.175836, 126.81810300000001],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_faabe3a703e843d3baf278843bf3b7ad = L.popup({"maxWidth": "100%"});

        
            var html_f56532f8c1e9403cbfbe7cd1a553273a = $(`<div id="html_f56532f8c1e9403cbfbe7cd1a553273a" style="width: 100.0%; height: 100.0%;">City: Gwangsan-gu<br></div>`)[0];
            popup_faabe3a703e843d3baf278843bf3b7ad.setContent(html_f56532f8c1e9403cbfbe7cd1a553273a);
        

        circle_marker_8ca876c3a63847019aa1e8f259102df5.bindPopup(popup_faabe3a703e843d3baf278843bf3b7ad)
        ;

        
    
    
            var circle_marker_adae2897e2e24e44b4b0e3c21a357e33 = L.circleMarker(
                [35.142094, 126.92163500000001],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_d63f7dec038746af9d3201dd6727f57d = L.popup({"maxWidth": "100%"});

        
            var html_288f75b2ed694ecb82c07684031b008f = $(`<div id="html_288f75b2ed694ecb82c07684031b008f" style="width: 100.0%; height: 100.0%;">City: Dong-gu<br></div>`)[0];
            popup_d63f7dec038746af9d3201dd6727f57d.setContent(html_288f75b2ed694ecb82c07684031b008f);
        

        circle_marker_adae2897e2e24e44b4b0e3c21a357e33.bindPopup(popup_d63f7dec038746af9d3201dd6727f57d)
        ;

        
    
    
            var circle_marker_f5edca99a7c14348b53f2fc65d0c9aa3 = L.circleMarker(
                [37.460459, 126.44068],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_7727e0ffe6a246f796e0f422ecb71d44 = L.popup({"maxWidth": "100%"});

        
            var html_995408ec210b401a80d177c315eb7f85 = $(`<div id="html_995408ec210b401a80d177c315eb7f85" style="width: 100.0%; height: 100.0%;">City: Jung-gu<br></div>`)[0];
            popup_7727e0ffe6a246f796e0f422ecb71d44.setContent(html_995408ec210b401a80d177c315eb7f85);
        

        circle_marker_f5edca99a7c14348b53f2fc65d0c9aa3.bindPopup(popup_7727e0ffe6a246f796e0f422ecb71d44)
        ;

        
    
    
            var circle_marker_aa2a64e5ccf94033b99529a784db9342 = L.circleMarker(
                [37.555877, 126.969728],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_5e39446f78284affbf221961fde51030 = L.popup({"maxWidth": "100%"});

        
            var html_c2756b4515d34edaa5fd6b4d70b0a41d = $(`<div id="html_c2756b4515d34edaa5fd6b4d70b0a41d" style="width: 100.0%; height: 100.0%;">City: Jung-gu<br></div>`)[0];
            popup_5e39446f78284affbf221961fde51030.setContent(html_c2756b4515d34edaa5fd6b4d70b0a41d);
        

        circle_marker_aa2a64e5ccf94033b99529a784db9342.bindPopup(popup_5e39446f78284affbf221961fde51030)
        ;

        
    
    
            var circle_marker_18041951a20741e98757f8b77d8b9e63 = L.circleMarker(
                [35.879893, 128.628476],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_6e14f1c1cc2747c089eaf325e0f65bc4 = L.popup({"maxWidth": "100%"});

        
            var html_362d1bac1d014032a39bab2232b9950a = $(`<div id="html_362d1bac1d014032a39bab2232b9950a" style="width: 100.0%; height: 100.0%;">City: Dong-gu<br></div>`)[0];
            popup_6e14f1c1cc2747c089eaf325e0f65bc4.setContent(html_362d1bac1d014032a39bab2232b9950a);
        

        circle_marker_18041951a20741e98757f8b77d8b9e63.bindPopup(popup_6e14f1c1cc2747c089eaf325e0f65bc4)
        ;

        
    
    
            var circle_marker_4885f83b5eec4820b29e270984c5eca4 = L.circleMarker(
                [35.85816, 128.63054],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_a86aa463bc614a2397bb8a932e3d18ea = L.popup({"maxWidth": "100%"});

        
            var html_c3ef83d205b845988dc090c245c4e2a9 = $(`<div id="html_c3ef83d205b845988dc090c245c4e2a9" style="width: 100.0%; height: 100.0%;">City: Suseong-gu<br></div>`)[0];
            popup_a86aa463bc614a2397bb8a932e3d18ea.setContent(html_c3ef83d205b845988dc090c245c4e2a9);
        

        circle_marker_4885f83b5eec4820b29e270984c5eca4.bindPopup(popup_a86aa463bc614a2397bb8a932e3d18ea)
        ;

        
    
    
            var circle_marker_47967a0e091a423da5631454d317b1ce = L.circleMarker(
                [35.885552000000004, 128.582882],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_cbc65f9dc79c47c2b0fa2020a44f0f1f = L.popup({"maxWidth": "100%"});

        
            var html_54348e6d858a439c9657919377a2045a = $(`<div id="html_54348e6d858a439c9657919377a2045a" style="width: 100.0%; height: 100.0%;">City: Buk-gu<br></div>`)[0];
            popup_cbc65f9dc79c47c2b0fa2020a44f0f1f.setContent(html_54348e6d858a439c9657919377a2045a);
        

        circle_marker_47967a0e091a423da5631454d317b1ce.bindPopup(popup_cbc65f9dc79c47c2b0fa2020a44f0f1f)
        ;

        
    
    
            var circle_marker_4b3a70ab5b2c479b9fa95bff14fce29f = L.circleMarker(
                [35.878754, 128.6254936],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_4ba3f2ce91cc44b7a3a9bb290cd67a20 = L.popup({"maxWidth": "100%"});

        
            var html_59df9ec7929f43e0a4d50d4d1f197eb6 = $(`<div id="html_59df9ec7929f43e0a4d50d4d1f197eb6" style="width: 100.0%; height: 100.0%;">City: Dong-gu<br></div>`)[0];
            popup_4ba3f2ce91cc44b7a3a9bb290cd67a20.setContent(html_59df9ec7929f43e0a4d50d4d1f197eb6);
        

        circle_marker_4b3a70ab5b2c479b9fa95bff14fce29f.bindPopup(popup_4ba3f2ce91cc44b7a3a9bb290cd67a20)
        ;

        
    
    
            var circle_marker_8f5770136e9e4ab9ba6d0003af3b096b = L.circleMarker(
                [37.487409, 127.10155],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_c3c6806c6a4149da8e1fbe9e33cd3608 = L.popup({"maxWidth": "100%"});

        
            var html_7ac96c28c1b44d1093919bc6e66ea527 = $(`<div id="html_7ac96c28c1b44d1093919bc6e66ea527" style="width: 100.0%; height: 100.0%;">City: Gangnam-gu<br></div>`)[0];
            popup_c3c6806c6a4149da8e1fbe9e33cd3608.setContent(html_7ac96c28c1b44d1093919bc6e66ea527);
        

        circle_marker_8f5770136e9e4ab9ba6d0003af3b096b.bindPopup(popup_c3c6806c6a4149da8e1fbe9e33cd3608)
        ;

        
    
    
            var circle_marker_86433b96d43b42108f787c090bb27a77 = L.circleMarker(
                [37.601196, 127.13280300000001],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_245314e9449d47cf8a9c6e908011e1fa = L.popup({"maxWidth": "100%"});

        
            var html_b59fe50d7a6344719f7bb72d536d0f1b = $(`<div id="html_b59fe50d7a6344719f7bb72d536d0f1b" style="width: 100.0%; height: 100.0%;">City: Guri-si<br></div>`)[0];
            popup_245314e9449d47cf8a9c6e908011e1fa.setContent(html_b59fe50d7a6344719f7bb72d536d0f1b);
        

        circle_marker_86433b96d43b42108f787c090bb27a77.bindPopup(popup_245314e9449d47cf8a9c6e908011e1fa)
        ;

        
    
    
            var circle_marker_b6f6838ddbd94b22836a3f39c0503a55 = L.circleMarker(
                [37.606423, 127.138958],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_4fc852db4ba5445896bf68dbf76baa09 = L.popup({"maxWidth": "100%"});

        
            var html_a4cdaa34a25046698fc657692eb660a5 = $(`<div id="html_a4cdaa34a25046698fc657692eb660a5" style="width: 100.0%; height: 100.0%;">City: Guri-si<br></div>`)[0];
            popup_4fc852db4ba5445896bf68dbf76baa09.setContent(html_a4cdaa34a25046698fc657692eb660a5);
        

        circle_marker_b6f6838ddbd94b22836a3f39c0503a55.bindPopup(popup_4fc852db4ba5445896bf68dbf76baa09)
        ;

        
    
    
            var circle_marker_586023ff15db4947ae681f6c7a6229e7 = L.circleMarker(
                [37.587193, 127.138966],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_85d0d24d63a2449396ae8aa8413bda9b = L.popup({"maxWidth": "100%"});

        
            var html_2d2bad9f8bf8410e9ecf310b6a8fe661 = $(`<div id="html_2d2bad9f8bf8410e9ecf310b6a8fe661" style="width: 100.0%; height: 100.0%;">City: Guri-si<br></div>`)[0];
            popup_85d0d24d63a2449396ae8aa8413bda9b.setContent(html_2d2bad9f8bf8410e9ecf310b6a8fe661);
        

        circle_marker_586023ff15db4947ae681f6c7a6229e7.bindPopup(popup_85d0d24d63a2449396ae8aa8413bda9b)
        ;

        
    
    
            var circle_marker_555c7ec619f341f69f27c91cf223a31c = L.circleMarker(
                [37.586809, 127.138323],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_3460e0f0d1cc4f1085c561b630652fca = L.popup({"maxWidth": "100%"});

        
            var html_b39d2c5a3ceb4cd486d622b1362872f9 = $(`<div id="html_b39d2c5a3ceb4cd486d622b1362872f9" style="width: 100.0%; height: 100.0%;">City: Guri-si<br></div>`)[0];
            popup_3460e0f0d1cc4f1085c561b630652fca.setContent(html_b39d2c5a3ceb4cd486d622b1362872f9);
        

        circle_marker_555c7ec619f341f69f27c91cf223a31c.bindPopup(popup_3460e0f0d1cc4f1085c561b630652fca)
        ;

        
    
    
            var circle_marker_fbe03c7b844d41cea2923b6ec740b98f = L.circleMarker(
                [37.587102, 127.13819299999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_aaa304f847894d6baf9caf70bf9580a0 = L.popup({"maxWidth": "100%"});

        
            var html_6408ad4e256a48ad952928ed7ce037fb = $(`<div id="html_6408ad4e256a48ad952928ed7ce037fb" style="width: 100.0%; height: 100.0%;">City: Guri-si<br></div>`)[0];
            popup_aaa304f847894d6baf9caf70bf9580a0.setContent(html_6408ad4e256a48ad952928ed7ce037fb);
        

        circle_marker_fbe03c7b844d41cea2923b6ec740b98f.bindPopup(popup_aaa304f847894d6baf9caf70bf9580a0)
        ;

        
    
    
            var circle_marker_4f0c7f4e49a4460e93904ed39f1fbffe = L.circleMarker(
                [37.545353999999996, 127.10318999999998],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_8d50da1cf9af4a40b45c98499c69ce7b = L.popup({"maxWidth": "100%"});

        
            var html_6ea9eba593ba40cf9d007e5ddcae9bc5 = $(`<div id="html_6ea9eba593ba40cf9d007e5ddcae9bc5" style="width: 100.0%; height: 100.0%;">City: Gwangjin-gu<br></div>`)[0];
            popup_8d50da1cf9af4a40b45c98499c69ce7b.setContent(html_6ea9eba593ba40cf9d007e5ddcae9bc5);
        

        circle_marker_4f0c7f4e49a4460e93904ed39f1fbffe.bindPopup(popup_8d50da1cf9af4a40b45c98499c69ce7b)
        ;

        
    
    
            var circle_marker_ca3de1632cd7451ca079cf4e43b94d30 = L.circleMarker(
                [37.601095, 127.13217900000001],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_21f33ff0a5854da7a890f560213da739 = L.popup({"maxWidth": "100%"});

        
            var html_e40e6c4318d64c9dbc8316c6077d7d1e = $(`<div id="html_e40e6c4318d64c9dbc8316c6077d7d1e" style="width: 100.0%; height: 100.0%;">City: Guri-si<br></div>`)[0];
            popup_21f33ff0a5854da7a890f560213da739.setContent(html_e40e6c4318d64c9dbc8316c6077d7d1e);
        

        circle_marker_ca3de1632cd7451ca079cf4e43b94d30.bindPopup(popup_21f33ff0a5854da7a890f560213da739)
        ;

        
    
    
            var circle_marker_3159947d4e2f49c58625b74db2ef6656 = L.circleMarker(
                [37.645413, 126.831101],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_5b7dbfec71564745afa82c5cb2c0dcc1 = L.popup({"maxWidth": "100%"});

        
            var html_7c3cf371d796447e88c56a5dbe68a571 = $(`<div id="html_7c3cf371d796447e88c56a5dbe68a571" style="width: 100.0%; height: 100.0%;">City: Goyang-si<br></div>`)[0];
            popup_5b7dbfec71564745afa82c5cb2c0dcc1.setContent(html_7c3cf371d796447e88c56a5dbe68a571);
        

        circle_marker_3159947d4e2f49c58625b74db2ef6656.bindPopup(popup_5b7dbfec71564745afa82c5cb2c0dcc1)
        ;

        
    
    
            var circle_marker_cf548595fc744de6aec304693b2e5c7e = L.circleMarker(
                [35.175661, 126.818743],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_1d1fe4911ef24f189d1e3bdef0393cde = L.popup({"maxWidth": "100%"});

        
            var html_de8236677235486aa89ffd042cdef9d2 = $(`<div id="html_de8236677235486aa89ffd042cdef9d2" style="width: 100.0%; height: 100.0%;">City: Gwangsan-gu<br></div>`)[0];
            popup_1d1fe4911ef24f189d1e3bdef0393cde.setContent(html_de8236677235486aa89ffd042cdef9d2);
        

        circle_marker_cf548595fc744de6aec304693b2e5c7e.bindPopup(popup_1d1fe4911ef24f189d1e3bdef0393cde)
        ;

        
    
    
            var circle_marker_d1779d08f3ea4129a5c3591d25c8fe03 = L.circleMarker(
                [35.140927000000005, 126.922322],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_c0243fa675e441e6b3917b9f79875bc2 = L.popup({"maxWidth": "100%"});

        
            var html_ee7b5bac95c74c448c9e908fb7843d17 = $(`<div id="html_ee7b5bac95c74c448c9e908fb7843d17" style="width: 100.0%; height: 100.0%;">City: Dong-gu<br></div>`)[0];
            popup_c0243fa675e441e6b3917b9f79875bc2.setContent(html_ee7b5bac95c74c448c9e908fb7843d17);
        

        circle_marker_d1779d08f3ea4129a5c3591d25c8fe03.bindPopup(popup_c0243fa675e441e6b3917b9f79875bc2)
        ;

        
    
    
            var circle_marker_f3bb40dfba384bed918fd328461d96be = L.circleMarker(
                [37.460459, 126.44068],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_2fa93dab64e34410a7bee099092a7f94 = L.popup({"maxWidth": "100%"});

        
            var html_b55289e35f9e46d5a9439a6a6123858d = $(`<div id="html_b55289e35f9e46d5a9439a6a6123858d" style="width: 100.0%; height: 100.0%;">City: Jung-gu<br></div>`)[0];
            popup_2fa93dab64e34410a7bee099092a7f94.setContent(html_b55289e35f9e46d5a9439a6a6123858d);
        

        circle_marker_f3bb40dfba384bed918fd328461d96be.bindPopup(popup_2fa93dab64e34410a7bee099092a7f94)
        ;

        
    
    
            var circle_marker_f5863475a64740ccaa4b2b0a42632031 = L.circleMarker(
                [37.378510999999996, 127.11431599999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_3f3ae6cf41b34039805393423a5cf277 = L.popup({"maxWidth": "100%"});

        
            var html_013b874e45e345a59d856cb3e293f2c3 = $(`<div id="html_013b874e45e345a59d856cb3e293f2c3" style="width: 100.0%; height: 100.0%;">City: Seongnam-si<br></div>`)[0];
            popup_3f3ae6cf41b34039805393423a5cf277.setContent(html_013b874e45e345a59d856cb3e293f2c3);
        

        circle_marker_f5863475a64740ccaa4b2b0a42632031.bindPopup(popup_3f3ae6cf41b34039805393423a5cf277)
        ;

        
    
    
            var circle_marker_dee4da31d7de4a51ae537a378b606470 = L.circleMarker(
                [37.499514000000005, 127.11202],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_885d431d321a4c57afe38e44c32a05da = L.popup({"maxWidth": "100%"});

        
            var html_8e7f5ec0ca274a01a8eabe38371a3267 = $(`<div id="html_8e7f5ec0ca274a01a8eabe38371a3267" style="width: 100.0%; height: 100.0%;">City: Songpa-gu<br></div>`)[0];
            popup_885d431d321a4c57afe38e44c32a05da.setContent(html_8e7f5ec0ca274a01a8eabe38371a3267);
        

        circle_marker_dee4da31d7de4a51ae537a378b606470.bindPopup(popup_885d431d321a4c57afe38e44c32a05da)
        ;

        
    
    
            var circle_marker_b28b0c9cdb97485593a4a22bee1e598f = L.circleMarker(
                [37.497001000000004, 127.119984],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_6199403e8d9944238189cdfc529b33ab = L.popup({"maxWidth": "100%"});

        
            var html_3ce7669e77304346bb7a19220d0c0726 = $(`<div id="html_3ce7669e77304346bb7a19220d0c0726" style="width: 100.0%; height: 100.0%;">City: Songpa-gu<br></div>`)[0];
            popup_6199403e8d9944238189cdfc529b33ab.setContent(html_3ce7669e77304346bb7a19220d0c0726);
        

        circle_marker_b28b0c9cdb97485593a4a22bee1e598f.bindPopup(popup_6199403e8d9944238189cdfc529b33ab)
        ;

        
    
    
            var circle_marker_35d1074399fa45dc9b1e255244f1f2fc = L.circleMarker(
                [37.499514000000005, 127.11202],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_18ecef67783343f7a5d79b9b7b72872f = L.popup({"maxWidth": "100%"});

        
            var html_7cf33a7a78034fe99e94906328485e92 = $(`<div id="html_7cf33a7a78034fe99e94906328485e92" style="width: 100.0%; height: 100.0%;">City: Songpa-gu<br></div>`)[0];
            popup_18ecef67783343f7a5d79b9b7b72872f.setContent(html_7cf33a7a78034fe99e94906328485e92);
        

        circle_marker_35d1074399fa45dc9b1e255244f1f2fc.bindPopup(popup_18ecef67783343f7a5d79b9b7b72872f)
        ;

        
    
    
            var circle_marker_a08615555dd648f9800b900a3b217183 = L.circleMarker(
                [37.504752, 127.027474],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_765a3c88a1f647fda9841479caa52298 = L.popup({"maxWidth": "100%"});

        
            var html_2eaefc389fbe49a1829513da31e08502 = $(`<div id="html_2eaefc389fbe49a1829513da31e08502" style="width: 100.0%; height: 100.0%;">City: Gangnam-gu<br></div>`)[0];
            popup_765a3c88a1f647fda9841479caa52298.setContent(html_2eaefc389fbe49a1829513da31e08502);
        

        circle_marker_a08615555dd648f9800b900a3b217183.bindPopup(popup_765a3c88a1f647fda9841479caa52298)
        ;

        
    
    
            var circle_marker_8654e2302a1a4ae8ba763395b5e395db = L.circleMarker(
                [37.381624, 126.657218],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_e795902586224d95aaf294b7381e09a5 = L.popup({"maxWidth": "100%"});

        
            var html_91ba9df2b5bd4c05b49cce89f78b6cb1 = $(`<div id="html_91ba9df2b5bd4c05b49cce89f78b6cb1" style="width: 100.0%; height: 100.0%;">City: Yeonsu-gu<br></div>`)[0];
            popup_e795902586224d95aaf294b7381e09a5.setContent(html_91ba9df2b5bd4c05b49cce89f78b6cb1);
        

        circle_marker_8654e2302a1a4ae8ba763395b5e395db.bindPopup(popup_e795902586224d95aaf294b7381e09a5)
        ;

        
    
    
            var circle_marker_30557e01135547f0b59e89d44e36b4ac = L.circleMarker(
                [37.495414000000004, 127.117521],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_3c34bc0e144a4725b451eac0da4f8505 = L.popup({"maxWidth": "100%"});

        
            var html_88a22ff56ae44b519d3845b68171e3d5 = $(`<div id="html_88a22ff56ae44b519d3845b68171e3d5" style="width: 100.0%; height: 100.0%;">City: Songpa-gu<br></div>`)[0];
            popup_3c34bc0e144a4725b451eac0da4f8505.setContent(html_88a22ff56ae44b519d3845b68171e3d5);
        

        circle_marker_30557e01135547f0b59e89d44e36b4ac.bindPopup(popup_3c34bc0e144a4725b451eac0da4f8505)
        ;

        
    
    
            var circle_marker_e99c48071b1c4df3a6c854231e5127a0 = L.circleMarker(
                [37.377241, 127.112749],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_39ce60986165491b86ebcbab07cf2bbb = L.popup({"maxWidth": "100%"});

        
            var html_188183af0ec84f449ee7eb3ec4de203f = $(`<div id="html_188183af0ec84f449ee7eb3ec4de203f" style="width: 100.0%; height: 100.0%;">City: Seongnam-si<br></div>`)[0];
            popup_39ce60986165491b86ebcbab07cf2bbb.setContent(html_188183af0ec84f449ee7eb3ec4de203f);
        

        circle_marker_e99c48071b1c4df3a6c854231e5127a0.bindPopup(popup_39ce60986165491b86ebcbab07cf2bbb)
        ;

        
    
    
            var circle_marker_24cc31cdd34943d5a7e05e3477b5c413 = L.circleMarker(
                [37.613102000000005, 127.098658],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_94806b7ea45145499df48c8228aa7922 = L.popup({"maxWidth": "100%"});

        
            var html_b6fa3f524f2844e79a6267c203470e5c = $(`<div id="html_b6fa3f524f2844e79a6267c203470e5c" style="width: 100.0%; height: 100.0%;">City: Jungnang-gu<br></div>`)[0];
            popup_94806b7ea45145499df48c8228aa7922.setContent(html_b6fa3f524f2844e79a6267c203470e5c);
        

        circle_marker_24cc31cdd34943d5a7e05e3477b5c413.bindPopup(popup_94806b7ea45145499df48c8228aa7922)
        ;

        
    
    
            var circle_marker_f0d58c9a02114b04b54eff71b46aed23 = L.circleMarker(
                [37.521024, 126.889323],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_49a3ffde89784097acf34859cc36f261 = L.popup({"maxWidth": "100%"});

        
            var html_d81868fc4d8f40d7b4ee350d48ac77d2 = $(`<div id="html_d81868fc4d8f40d7b4ee350d48ac77d2" style="width: 100.0%; height: 100.0%;">City: Yeongdeungpo-gu<br></div>`)[0];
            popup_49a3ffde89784097acf34859cc36f261.setContent(html_d81868fc4d8f40d7b4ee350d48ac77d2);
        

        circle_marker_f0d58c9a02114b04b54eff71b46aed23.bindPopup(popup_49a3ffde89784097acf34859cc36f261)
        ;

        
    
    
            var circle_marker_4f6ebf17c9fd4a58bd3a57f8bb0cf78e = L.circleMarker(
                [37.296669, 126.97957],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_b1af52419bec4eb79b8403a8f3413885 = L.popup({"maxWidth": "100%"});

        
            var html_64968b1db2414d6e9c29a6fbee9747a9 = $(`<div id="html_64968b1db2414d6e9c29a6fbee9747a9" style="width: 100.0%; height: 100.0%;">City: Suwon-si<br></div>`)[0];
            popup_b1af52419bec4eb79b8403a8f3413885.setContent(html_64968b1db2414d6e9c29a6fbee9747a9);
        

        circle_marker_4f6ebf17c9fd4a58bd3a57f8bb0cf78e.bindPopup(popup_b1af52419bec4eb79b8403a8f3413885)
        ;

        
    
    
            var circle_marker_c50388932ff145ff9b3c7151343ce5e7 = L.circleMarker(
                [37.304439, 127.010123],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_42de03c8760846199178598f6829ed56 = L.popup({"maxWidth": "100%"});

        
            var html_74324c8dcf604f7cb1e1dacd0db7ee63 = $(`<div id="html_74324c8dcf604f7cb1e1dacd0db7ee63" style="width: 100.0%; height: 100.0%;">City: Suwon-si<br></div>`)[0];
            popup_42de03c8760846199178598f6829ed56.setContent(html_74324c8dcf604f7cb1e1dacd0db7ee63);
        

        circle_marker_c50388932ff145ff9b3c7151343ce5e7.bindPopup(popup_42de03c8760846199178598f6829ed56)
        ;

        
    
    
            var circle_marker_bf56d9da93ae485f91ff5276576a043c = L.circleMarker(
                [37.391762, 127.148825],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b125c06e624f41aa8ef24d28029a61fb);
        
    
        var popup_8108cef043d54aaabb877fb8704af067 = L.popup({"maxWidth": "100%"});

        
            var html_1cd80c981a7f45a4b36f3aa602bac04b = $(`<div id="html_1cd80c981a7f45a4b36f3aa602bac04b" style="width: 100.0%; height: 100.0%;">City: Seongnam-si<br></div>`)[0];
            popup_8108cef043d54aaabb877fb8704af067.setContent(html_1cd80c981a7f45a4b36f3aa602bac04b);
        

        circle_marker_bf56d9da93ae485f91ff5276576a043c.bindPopup(popup_8108cef043d54aaabb877fb8704af067)
        ;

        
    
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x208bf5ca408>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_route = pd.read_csv(r\"C:\\PYTHON LEARNING\\DATA\\covid19 korea\\route.csv\")\n",
    "import folium\n",
    "southkorea_map = folium.Map(location=[36.55,126.983333 ], zoom_start=7,tiles='Stamen Toner')\n",
    "\n",
    "for lat, lon,city in zip(df_route['latitude'], df_route['longitude'],df_route['city']):\n",
    "    folium.CircleMarker([lat, lon],\n",
    "                        radius=5,\n",
    "                        color='red',\n",
    "                      popup =('City: ' + str(city) + '<br>'),\n",
    "                        fill_color='red',\n",
    "                        fill_opacity=0.7 ).add_to(southkorea_map)\n",
    "southkorea_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quan sát tỉnh / thành nhiều người bệnh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "plt.title('Quan sát tỉnh / thành nhiều người bệnh',{'fontsize': 15})\n",
    "df_route.province.value_counts().plot.bar();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Nguyên nhân lây nhiễm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Reason of infection\n",
    "reason_order = list(eda[\"infection_reason\"].value_counts().index)\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.countplot(y = \"infection_reason\",data = eda , order = reason_order,color='#3498db')\n",
    "plt.title(\"Lí do bị lây nhiễm, xếp từ cao xuống thấp\", fontsize=15)\n",
    "plt.xlabel(\"Count\", fontsize=16)\n",
    "plt.ylabel(\"Lí do bị lây nhiễm\", fontsize=16)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quan sát phân phối xác suất giữa tử vong & hồi phục"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x208c070ff88>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "released = eda[eda.state == 'released']\n",
    "dead = eda[eda.state == 'deceased']\n",
    "state = eda[eda.state == 'isolated state']\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.title(\"Quan sát phân phối xác suất giữa tử vong & hồi phục\", fontsize=15)\n",
    "sns.kdeplot(data=dead['age'],label='Tử vong', shade=True)\n",
    "sns.kdeplot(data=released['age'],label='Hồi phục', shade=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quan sát so sánh giữ mưc ý nghĩa và độ lệch chuẩn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>id</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>infection_order</th>\n",
       "      <th>infected_by</th>\n",
       "      <th>contact_number</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>40.00000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>40.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>282.22500</td>\n",
       "      <td>1975.725000</td>\n",
       "      <td>1.807692</td>\n",
       "      <td>20.588235</td>\n",
       "      <td>68.538462</td>\n",
       "      <td>44.275000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>655.37386</td>\n",
       "      <td>14.416848</td>\n",
       "      <td>0.800961</td>\n",
       "      <td>29.593198</td>\n",
       "      <td>123.795713</td>\n",
       "      <td>14.416848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>1944.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>10.75000</td>\n",
       "      <td>1964.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>35.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>20.50000</td>\n",
       "      <td>1977.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>16.500000</td>\n",
       "      <td>42.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>54.00000</td>\n",
       "      <td>1985.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>62.750000</td>\n",
       "      <td>56.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2833.00000</td>\n",
       "      <td>2009.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>126.000000</td>\n",
       "      <td>450.000000</td>\n",
       "      <td>76.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               id   birth_year  infection_order  infected_by  contact_number  \\\n",
       "count    40.00000    40.000000        26.000000    17.000000       26.000000   \n",
       "mean    282.22500  1975.725000         1.807692    20.588235       68.538462   \n",
       "std     655.37386    14.416848         0.800961    29.593198      123.795713   \n",
       "min       1.00000  1944.000000         1.000000     3.000000        0.000000   \n",
       "25%      10.75000  1964.000000         1.000000     6.000000        2.250000   \n",
       "50%      20.50000  1977.500000         2.000000    12.000000       16.500000   \n",
       "75%      54.00000  1985.000000         2.000000    20.000000       62.750000   \n",
       "max    2833.00000  2009.000000         3.000000   126.000000      450.000000   \n",
       "\n",
       "             age  \n",
       "count  40.000000  \n",
       "mean   44.275000  \n",
       "std    14.416848  \n",
       "min    11.000000  \n",
       "25%    35.000000  \n",
       "50%    42.500000  \n",
       "75%    56.000000  \n",
       "max    76.000000  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "released.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>id</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>infection_order</th>\n",
       "      <th>infected_by</th>\n",
       "      <th>contact_number</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>23.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1342.956522</td>\n",
       "      <td>1954.608696</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.391304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1492.818064</td>\n",
       "      <td>12.579706</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.579706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>38.000000</td>\n",
       "      <td>1934.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>159.500000</td>\n",
       "      <td>1945.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>875.000000</td>\n",
       "      <td>1955.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2332.000000</td>\n",
       "      <td>1962.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5143.000000</td>\n",
       "      <td>1984.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                id   birth_year  infection_order  infected_by  contact_number  \\\n",
       "count    23.000000    23.000000              0.0          0.0             0.0   \n",
       "mean   1342.956522  1954.608696              NaN          NaN             NaN   \n",
       "std    1492.818064    12.579706              NaN          NaN             NaN   \n",
       "min      38.000000  1934.000000              NaN          NaN             NaN   \n",
       "25%     159.500000  1945.500000              NaN          NaN             NaN   \n",
       "50%     875.000000  1955.000000              NaN          NaN             NaN   \n",
       "75%    2332.000000  1962.000000              NaN          NaN             NaN   \n",
       "max    5143.000000  1984.000000              NaN          NaN             NaN   \n",
       "\n",
       "             age  \n",
       "count  23.000000  \n",
       "mean   65.391304  \n",
       "std    12.579706  \n",
       "min    36.000000  \n",
       "25%    58.000000  \n",
       "50%    65.000000  \n",
       "75%    74.500000  \n",
       "max    86.000000  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dead.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quan sát phân phối xác suất của tử vong & hồi phục: thấy không có trường hợp tử vong dưới 20 tuổi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x208c017b248>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "plt.title(\"Quan sát phân phối xác suất của tử vong & hồi phục\", fontsize=15)\n",
    "sns.violinplot(y=\"age\", x=\"state\",hue = 'state', data=eda,palette=\"Set2\",scale=\"count\", inner=\"quartile\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}