hospital_health.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "UsageError: Line magic function `%` not found.\n"
     ]
    }
   ],
   "source": [
    "# Load all importance packages\n",
    "import geopandas\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from shapely.geometry import Point\n",
    "\n",
    "import missingno as msn\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Getting to know GEOJSON file:\n",
    "hospital = geopandas.read_file(\"Hospitals_and_Medical_Centers.geojson\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'geopandas.geodataframe.GeoDataFrame'>\n",
      "RangeIndex: 165 entries, 0 to 164\n",
      "Data columns (total 30 columns):\n",
      " #   Column        Non-Null Count  Dtype              \n",
      "---  ------        --------------  -----              \n",
      " 0   OBJECTID      165 non-null    int64              \n",
      " 1   source        143 non-null    object             \n",
      " 2   ext_id        13 non-null     object             \n",
      " 3   cat1          165 non-null    object             \n",
      " 4   cat2          165 non-null    object             \n",
      " 5   cat3          110 non-null    object             \n",
      " 6   org_name      133 non-null    object             \n",
      " 7   Name          165 non-null    object             \n",
      " 8   addrln1       163 non-null    object             \n",
      " 9   addrln2       11 non-null     object             \n",
      " 10  city          163 non-null    object             \n",
      " 11  state         163 non-null    object             \n",
      " 12  hours         158 non-null    object             \n",
      " 13  phones        164 non-null    object             \n",
      " 14  url           156 non-null    object             \n",
      " 15  info1         10 non-null     object             \n",
      " 16  info2         3 non-null      object             \n",
      " 17  post_id       165 non-null    int64              \n",
      " 18  description   165 non-null    object             \n",
      " 19  zip           163 non-null    object             \n",
      " 20  link          165 non-null    object             \n",
      " 21  use_type      165 non-null    object             \n",
      " 22  latitude      165 non-null    float64            \n",
      " 23  longitude     165 non-null    float64            \n",
      " 24  date_updated  165 non-null    datetime64[ns, UTC]\n",
      " 25  email         6 non-null      object             \n",
      " 26  dis_status    0 non-null      float64            \n",
      " 27  POINT_X       165 non-null    float64            \n",
      " 28  POINT_Y       165 non-null    float64            \n",
      " 29  geometry      165 non-null    geometry           \n",
      "dtypes: datetime64[ns, UTC](1), float64(5), geometry(1), int64(2), object(21)\n",
      "memory usage: 38.8+ KB\n"
     ]
    }
   ],
   "source": [
    "hospital.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['211', 'Current Services Locator',\n",
       "       'HSIP Freedom Airports_Heliports',\n",
       "       'LA County Department of Health Services',\n",
       "       'HSIP Freedom Gnis_structures', nan], dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hospital['source'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>OBJECTID</th>\n",
       "      <th>source</th>\n",
       "      <th>cat1</th>\n",
       "      <th>cat2</th>\n",
       "      <th>cat3</th>\n",
       "      <th>org_name</th>\n",
       "      <th>Name</th>\n",
       "      <th>addrln1</th>\n",
       "      <th>addrln2</th>\n",
       "      <th>city</th>\n",
       "      <th>...</th>\n",
       "      <th>link</th>\n",
       "      <th>use_type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>date_updated</th>\n",
       "      <th>email</th>\n",
       "      <th>dis_status</th>\n",
       "      <th>POINT_X</th>\n",
       "      <th>POINT_Y</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9</td>\n",
       "      <td>211</td>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>911 Receiving</td>\n",
       "      <td></td>\n",
       "      <td>Verdugo Hills Hospital</td>\n",
       "      <td>1812 Verdugo Blvd.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>...</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=560</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.204530</td>\n",
       "      <td>-118.216023</td>\n",
       "      <td>2016-01-29 10:45:00+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.496353e+06</td>\n",
       "      <td>1.896883e+06</td>\n",
       "      <td>POINT (-118.21602 34.20453)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11</td>\n",
       "      <td>211</td>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>Respiratory Hospital</td>\n",
       "      <td></td>\n",
       "      <td>Barlow Respiratory Hospital - Los Angeles (Mai...</td>\n",
       "      <td>2000 Stadium Way</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>...</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=561</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.075693</td>\n",
       "      <td>-118.248312</td>\n",
       "      <td>2016-01-21 15:56:47+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.486475e+06</td>\n",
       "      <td>1.850019e+06</td>\n",
       "      <td>POINT (-118.24831 34.07569)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>211</td>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>911 Receiving</td>\n",
       "      <td></td>\n",
       "      <td>Glendora Community Hospital</td>\n",
       "      <td>150 W. Route 66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Glendora</td>\n",
       "      <td>...</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=568</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.127307</td>\n",
       "      <td>-117.865075</td>\n",
       "      <td>2016-01-22 14:39:39+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.602504e+06</td>\n",
       "      <td>1.868737e+06</td>\n",
       "      <td>POINT (-117.86507 34.12731)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>25</td>\n",
       "      <td>211</td>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>911 Receiving</td>\n",
       "      <td>Providence Little  Company of Mary Medical Center</td>\n",
       "      <td>Providence Little Company Of Mary Medical Cent...</td>\n",
       "      <td>4101 Torrance Blvd.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Torrance</td>\n",
       "      <td>...</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=569</td>\n",
       "      <td>publish</td>\n",
       "      <td>33.838634</td>\n",
       "      <td>-118.357113</td>\n",
       "      <td>2016-01-27 11:34:40+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.453221e+06</td>\n",
       "      <td>1.763848e+06</td>\n",
       "      <td>POINT (-118.35711 33.83863)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>35</td>\n",
       "      <td>211</td>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>911 Receiving</td>\n",
       "      <td></td>\n",
       "      <td>Glendale Memorial Hospital And Health Center</td>\n",
       "      <td>1420 S. Central Ave.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>...</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=570</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.128058</td>\n",
       "      <td>-118.257443</td>\n",
       "      <td>2016-01-22 16:10:02+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.483758e+06</td>\n",
       "      <td>1.869083e+06</td>\n",
       "      <td>POINT (-118.25744 34.12806)</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",
       "      <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>160</th>\n",
       "      <td>71348</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southern California Hospital at Culver City</td>\n",
       "      <td>3828 Delmas Ter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Culver City</td>\n",
       "      <td>...</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=80733</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.023195</td>\n",
       "      <td>-118.396943</td>\n",
       "      <td>2016-02-02 13:21:01+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.441390e+06</td>\n",
       "      <td>1.831059e+06</td>\n",
       "      <td>POINT (-118.39694 34.02320)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>71349</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>911 Receiving</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southern California Hospital at Culver City</td>\n",
       "      <td>3828 Delmas Ter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Culver City</td>\n",
       "      <td>...</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=80733</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.023195</td>\n",
       "      <td>-118.396943</td>\n",
       "      <td>2016-02-02 13:21:01+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.441390e+06</td>\n",
       "      <td>1.831059e+06</td>\n",
       "      <td>POINT (-118.39694 34.02320)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>71350</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>Acute Care</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southern California Hospital at Culver City</td>\n",
       "      <td>3828 Delmas Ter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Culver City</td>\n",
       "      <td>...</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=80733</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.023195</td>\n",
       "      <td>-118.396943</td>\n",
       "      <td>2016-02-02 13:21:01+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.441390e+06</td>\n",
       "      <td>1.831059e+06</td>\n",
       "      <td>POINT (-118.39694 34.02320)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>71351</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southern California Hospital at Hollywood</td>\n",
       "      <td>6245 De Longpre Avenue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hollywood</td>\n",
       "      <td>...</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=80738</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.096445</td>\n",
       "      <td>-118.325144</td>\n",
       "      <td>2016-02-03 11:38:45+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.463232e+06</td>\n",
       "      <td>1.857638e+06</td>\n",
       "      <td>POINT (-118.32514 34.09645)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>71352</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>Acute Care</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southern California Hospital at Hollywood</td>\n",
       "      <td>6245 De Longpre Avenue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hollywood</td>\n",
       "      <td>...</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=80738</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.096445</td>\n",
       "      <td>-118.325144</td>\n",
       "      <td>2016-02-03 11:38:45+00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.463232e+06</td>\n",
       "      <td>1.857638e+06</td>\n",
       "      <td>POINT (-118.32514 34.09645)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>165 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     OBJECTID source                      cat1                           cat2  \\\n",
       "0           9    211  Health and Mental Health  Hospitals and Medical Centers   \n",
       "1          11    211  Health and Mental Health  Hospitals and Medical Centers   \n",
       "2          20    211  Health and Mental Health  Hospitals and Medical Centers   \n",
       "3          25    211  Health and Mental Health  Hospitals and Medical Centers   \n",
       "4          35    211  Health and Mental Health  Hospitals and Medical Centers   \n",
       "..        ...    ...                       ...                            ...   \n",
       "160     71348    NaN  Health and Mental Health  Hospitals and Medical Centers   \n",
       "161     71349    NaN  Health and Mental Health  Hospitals and Medical Centers   \n",
       "162     71350    NaN  Health and Mental Health  Hospitals and Medical Centers   \n",
       "163     71351    NaN  Health and Mental Health  Hospitals and Medical Centers   \n",
       "164     71352    NaN  Health and Mental Health  Hospitals and Medical Centers   \n",
       "\n",
       "                     cat3                                           org_name  \\\n",
       "0           911 Receiving                                                      \n",
       "1    Respiratory Hospital                                                      \n",
       "2           911 Receiving                                                      \n",
       "3           911 Receiving  Providence Little  Company of Mary Medical Center   \n",
       "4           911 Receiving                                                      \n",
       "..                    ...                                                ...   \n",
       "160                   NaN                                                NaN   \n",
       "161         911 Receiving                                                NaN   \n",
       "162            Acute Care                                                NaN   \n",
       "163                   NaN                                                NaN   \n",
       "164            Acute Care                                                NaN   \n",
       "\n",
       "                                                  Name  \\\n",
       "0                               Verdugo Hills Hospital   \n",
       "1    Barlow Respiratory Hospital - Los Angeles (Mai...   \n",
       "2                          Glendora Community Hospital   \n",
       "3    Providence Little Company Of Mary Medical Cent...   \n",
       "4         Glendale Memorial Hospital And Health Center   \n",
       "..                                                 ...   \n",
       "160        Southern California Hospital at Culver City   \n",
       "161        Southern California Hospital at Culver City   \n",
       "162        Southern California Hospital at Culver City   \n",
       "163          Southern California Hospital at Hollywood   \n",
       "164          Southern California Hospital at Hollywood   \n",
       "\n",
       "                     addrln1 addrln2         city  ...  \\\n",
       "0         1812 Verdugo Blvd.     NaN     Glendale  ...   \n",
       "1           2000 Stadium Way     NaN  Los Angeles  ...   \n",
       "2            150 W. Route 66     NaN     Glendora  ...   \n",
       "3        4101 Torrance Blvd.     NaN     Torrance  ...   \n",
       "4       1420 S. Central Ave.     NaN     Glendale  ...   \n",
       "..                       ...     ...          ...  ...   \n",
       "160        3828 Delmas Ter       NaN  Culver City  ...   \n",
       "161        3828 Delmas Ter       NaN  Culver City  ...   \n",
       "162        3828 Delmas Ter       NaN  Culver City  ...   \n",
       "163  6245 De Longpre Avenue      NaN    Hollywood  ...   \n",
       "164  6245 De Longpre Avenue      NaN    Hollywood  ...   \n",
       "\n",
       "                                       link use_type   latitude   longitude  \\\n",
       "0      http://egis3.lacounty.gov/lms/?p=560  publish  34.204530 -118.216023   \n",
       "1      http://egis3.lacounty.gov/lms/?p=561  publish  34.075693 -118.248312   \n",
       "2      http://egis3.lacounty.gov/lms/?p=568  publish  34.127307 -117.865075   \n",
       "3      http://egis3.lacounty.gov/lms/?p=569  publish  33.838634 -118.357113   \n",
       "4      http://egis3.lacounty.gov/lms/?p=570  publish  34.128058 -118.257443   \n",
       "..                                      ...      ...        ...         ...   \n",
       "160  http://egis3.lacounty.gov/lms/?p=80733  publish  34.023195 -118.396943   \n",
       "161  http://egis3.lacounty.gov/lms/?p=80733  publish  34.023195 -118.396943   \n",
       "162  http://egis3.lacounty.gov/lms/?p=80733  publish  34.023195 -118.396943   \n",
       "163  http://egis3.lacounty.gov/lms/?p=80738  publish  34.096445 -118.325144   \n",
       "164  http://egis3.lacounty.gov/lms/?p=80738  publish  34.096445 -118.325144   \n",
       "\n",
       "                 date_updated email  dis_status       POINT_X       POINT_Y  \\\n",
       "0   2016-01-29 10:45:00+00:00   NaN         NaN  6.496353e+06  1.896883e+06   \n",
       "1   2016-01-21 15:56:47+00:00   NaN         NaN  6.486475e+06  1.850019e+06   \n",
       "2   2016-01-22 14:39:39+00:00   NaN         NaN  6.602504e+06  1.868737e+06   \n",
       "3   2016-01-27 11:34:40+00:00   NaN         NaN  6.453221e+06  1.763848e+06   \n",
       "4   2016-01-22 16:10:02+00:00   NaN         NaN  6.483758e+06  1.869083e+06   \n",
       "..                        ...   ...         ...           ...           ...   \n",
       "160 2016-02-02 13:21:01+00:00   NaN         NaN  6.441390e+06  1.831059e+06   \n",
       "161 2016-02-02 13:21:01+00:00   NaN         NaN  6.441390e+06  1.831059e+06   \n",
       "162 2016-02-02 13:21:01+00:00   NaN         NaN  6.441390e+06  1.831059e+06   \n",
       "163 2016-02-03 11:38:45+00:00   NaN         NaN  6.463232e+06  1.857638e+06   \n",
       "164 2016-02-03 11:38:45+00:00   NaN         NaN  6.463232e+06  1.857638e+06   \n",
       "\n",
       "                        geometry  \n",
       "0    POINT (-118.21602 34.20453)  \n",
       "1    POINT (-118.24831 34.07569)  \n",
       "2    POINT (-117.86507 34.12731)  \n",
       "3    POINT (-118.35711 33.83863)  \n",
       "4    POINT (-118.25744 34.12806)  \n",
       "..                           ...  \n",
       "160  POINT (-118.39694 34.02320)  \n",
       "161  POINT (-118.39694 34.02320)  \n",
       "162  POINT (-118.39694 34.02320)  \n",
       "163  POINT (-118.32514 34.09645)  \n",
       "164  POINT (-118.32514 34.09645)  \n",
       "\n",
       "[165 rows x 29 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hospital.drop(columns='ext_id', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hospital['cat1'].equals(hospital['cat2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['OBJECTID', 'source', 'ext_id', 'cat1', 'cat2', 'cat3', 'org_name',\n",
       "       'Name', 'addrln1', 'addrln2', 'city', 'state', 'hours', 'phones', 'url',\n",
       "       'info1', 'info2', 'post_id', 'description', 'zip', 'link', 'use_type',\n",
       "       'latitude', 'longitude', 'date_updated', 'email', 'dis_status',\n",
       "       'POINT_X', 'POINT_Y', 'geometry'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hospital.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dropping the date update column\n",
    "hospital = hospital.drop(columns='date_updated', axis =1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hospital.dis_status.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "hospital = hospital.drop(columns='dis_status', axis =1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "hospital = hospital.drop(columns='email', axis =1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "hospital = hospital.drop(columns='phones', axis =1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(165, 26)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hospital.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "hospital = hospital.drop(columns='url', axis =1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "hospital = hospital.drop(columns='source', axis =1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "hospital = hospital.drop(columns='OBJECTID', axis =1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ext_id', 'cat1', 'cat2', 'cat3', 'org_name', 'Name', 'addrln1',\n",
       "       'addrln2', 'city', 'state', 'hours', 'info1', 'info2', 'post_id',\n",
       "       'description', 'zip', 'link', 'use_type', 'latitude', 'longitude',\n",
       "       'POINT_X', 'POINT_Y', 'geometry'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hospital.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'geopandas.geodataframe.GeoDataFrame'>\n",
      "RangeIndex: 165 entries, 0 to 164\n",
      "Data columns (total 23 columns):\n",
      " #   Column       Non-Null Count  Dtype   \n",
      "---  ------       --------------  -----   \n",
      " 0   ext_id       13 non-null     object  \n",
      " 1   cat1         165 non-null    object  \n",
      " 2   cat2         165 non-null    object  \n",
      " 3   cat3         110 non-null    object  \n",
      " 4   org_name     133 non-null    object  \n",
      " 5   Name         165 non-null    object  \n",
      " 6   addrln1      163 non-null    object  \n",
      " 7   addrln2      11 non-null     object  \n",
      " 8   city         163 non-null    object  \n",
      " 9   state        163 non-null    object  \n",
      " 10  hours        158 non-null    object  \n",
      " 11  info1        10 non-null     object  \n",
      " 12  info2        3 non-null      object  \n",
      " 13  post_id      165 non-null    int64   \n",
      " 14  description  165 non-null    object  \n",
      " 15  zip          163 non-null    object  \n",
      " 16  link         165 non-null    object  \n",
      " 17  use_type     165 non-null    object  \n",
      " 18  latitude     165 non-null    float64 \n",
      " 19  longitude    165 non-null    float64 \n",
      " 20  POINT_X      165 non-null    float64 \n",
      " 21  POINT_Y      165 non-null    float64 \n",
      " 22  geometry     165 non-null    geometry\n",
      "dtypes: float64(4), geometry(1), int64(1), object(17)\n",
      "memory usage: 29.8+ KB\n"
     ]
    }
   ],
   "source": [
    "hospital.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 'CA86',\n",
       "       'CA86', 'CA86', '1732851', '1732851', '1660655', '1732541',\n",
       "       '1732731', '1660298', '1732699', '2130123', '1724329', '2084607',\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], dtype=object)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hospital['ext_id'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "hospital = hospital.drop(columns='ext_id', axis =1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cat1             0\n",
       "cat2             0\n",
       "cat3            55\n",
       "org_name        32\n",
       "Name             0\n",
       "addrln1          2\n",
       "addrln2        154\n",
       "city             2\n",
       "state            2\n",
       "hours            7\n",
       "info1          155\n",
       "info2          162\n",
       "post_id          0\n",
       "description      0\n",
       "zip              2\n",
       "link             0\n",
       "use_type         0\n",
       "latitude         0\n",
       "longitude        0\n",
       "POINT_X          0\n",
       "POINT_Y          0\n",
       "geometry         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for null values\n",
    "hospital.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'geopandas.geodataframe.GeoDataFrame'>\n"
     ]
    }
   ],
   "source": [
    "print(type(hospital))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# removing null values from cat3, org_name, addrln1, city, state, hours, zip\n",
    "hospital = hospital.dropna(subset=['cat3', 'org_name', 'addrln1', 'city', 'state', 'hours', 'zip'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cat1</th>\n",
       "      <th>cat2</th>\n",
       "      <th>cat3</th>\n",
       "      <th>org_name</th>\n",
       "      <th>Name</th>\n",
       "      <th>addrln1</th>\n",
       "      <th>addrln2</th>\n",
       "      <th>city</th>\n",
       "      <th>state</th>\n",
       "      <th>hours</th>\n",
       "      <th>...</th>\n",
       "      <th>post_id</th>\n",
       "      <th>description</th>\n",
       "      <th>zip</th>\n",
       "      <th>link</th>\n",
       "      <th>use_type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>POINT_X</th>\n",
       "      <th>POINT_Y</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>911 Receiving</td>\n",
       "      <td></td>\n",
       "      <td>Verdugo Hills Hospital</td>\n",
       "      <td>1812 Verdugo Blvd.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>CA</td>\n",
       "      <td>Administrative hours are Monday through Friday...</td>\n",
       "      <td>...</td>\n",
       "      <td>560</td>\n",
       "      <td>The facility provides health education and hos...</td>\n",
       "      <td>91208</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=560</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.204530</td>\n",
       "      <td>-118.216023</td>\n",
       "      <td>6.496353e+06</td>\n",
       "      <td>1.896883e+06</td>\n",
       "      <td>POINT (-118.21602 34.20453)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>Respiratory Hospital</td>\n",
       "      <td></td>\n",
       "      <td>Barlow Respiratory Hospital - Los Angeles (Mai...</td>\n",
       "      <td>2000 Stadium Way</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>CA</td>\n",
       "      <td>Administrative hours are Monday through Friday...</td>\n",
       "      <td>...</td>\n",
       "      <td>561</td>\n",
       "      <td>For more than a century at Barlow Respiratory ...</td>\n",
       "      <td>90026</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=561</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.075693</td>\n",
       "      <td>-118.248312</td>\n",
       "      <td>6.486475e+06</td>\n",
       "      <td>1.850019e+06</td>\n",
       "      <td>POINT (-118.24831 34.07569)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>911 Receiving</td>\n",
       "      <td></td>\n",
       "      <td>Glendora Community Hospital</td>\n",
       "      <td>150 W. Route 66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Glendora</td>\n",
       "      <td>CA</td>\n",
       "      <td>24 hours a day</td>\n",
       "      <td>...</td>\n",
       "      <td>568</td>\n",
       "      <td>Services provided include comprehensive acute ...</td>\n",
       "      <td>91740</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=568</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.127307</td>\n",
       "      <td>-117.865075</td>\n",
       "      <td>6.602504e+06</td>\n",
       "      <td>1.868737e+06</td>\n",
       "      <td>POINT (-117.86507 34.12731)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>911 Receiving</td>\n",
       "      <td>Providence Little  Company of Mary Medical Center</td>\n",
       "      <td>Providence Little Company Of Mary Medical Cent...</td>\n",
       "      <td>4101 Torrance Blvd.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Torrance</td>\n",
       "      <td>CA</td>\n",
       "      <td>24 hours a day 7 days at week</td>\n",
       "      <td>...</td>\n",
       "      <td>569</td>\n",
       "      <td>Providence Little Company of Mary Medical Cent...</td>\n",
       "      <td>90503</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=569</td>\n",
       "      <td>publish</td>\n",
       "      <td>33.838634</td>\n",
       "      <td>-118.357113</td>\n",
       "      <td>6.453221e+06</td>\n",
       "      <td>1.763848e+06</td>\n",
       "      <td>POINT (-118.35711 33.83863)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>911 Receiving</td>\n",
       "      <td></td>\n",
       "      <td>Glendale Memorial Hospital And Health Center</td>\n",
       "      <td>1420 S. Central Ave.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>CA</td>\n",
       "      <td>Monday through Friday, 9:00am to 5:00pm.  Emer...</td>\n",
       "      <td>...</td>\n",
       "      <td>570</td>\n",
       "      <td>Established in 1926, Glendale Memorial Hospita...</td>\n",
       "      <td>91204</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=570</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.128058</td>\n",
       "      <td>-118.257443</td>\n",
       "      <td>6.483758e+06</td>\n",
       "      <td>1.869083e+06</td>\n",
       "      <td>POINT (-118.25744 34.12806)</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",
       "      <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>146</th>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>Acute Care</td>\n",
       "      <td>Kindred Hospital</td>\n",
       "      <td>Kindred Hospital - Baldwin Park</td>\n",
       "      <td>14148 Francisquito Avenue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Baldwin Park</td>\n",
       "      <td>CA</td>\n",
       "      <td>24 hours a day, 7 days at week.</td>\n",
       "      <td>...</td>\n",
       "      <td>80707</td>\n",
       "      <td>Our 91-bed transitional care hospital is locat...</td>\n",
       "      <td>91706</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=80707</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.063033</td>\n",
       "      <td>-117.967521</td>\n",
       "      <td>6.571507e+06</td>\n",
       "      <td>1.845321e+06</td>\n",
       "      <td>POINT (-117.96752 34.06303)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>911 Receiving</td>\n",
       "      <td>Verity</td>\n",
       "      <td>Saint Vincent Medical Center</td>\n",
       "      <td>2131 West Third Street</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>CA</td>\n",
       "      <td>GENERAL ACUTE CARE\\r\\n8:30 a.m. – 8:30 p.m.</td>\n",
       "      <td>...</td>\n",
       "      <td>80727</td>\n",
       "      <td>St. Vincent Medical Center is committed to imp...</td>\n",
       "      <td>90057</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=80727</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.063818</td>\n",
       "      <td>-118.273655</td>\n",
       "      <td>6.478789e+06</td>\n",
       "      <td>1.845718e+06</td>\n",
       "      <td>POINT (-118.27365 34.06382)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>Acute Care</td>\n",
       "      <td>Verity</td>\n",
       "      <td>Saint Vincent Medical Center</td>\n",
       "      <td>2131 West Third Street</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>CA</td>\n",
       "      <td>GENERAL ACUTE CARE\\r\\n8:30 a.m. – 8:30 p.m.</td>\n",
       "      <td>...</td>\n",
       "      <td>80727</td>\n",
       "      <td>St. Vincent Medical Center is committed to imp...</td>\n",
       "      <td>90057</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=80727</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.063818</td>\n",
       "      <td>-118.273655</td>\n",
       "      <td>6.478789e+06</td>\n",
       "      <td>1.845718e+06</td>\n",
       "      <td>POINT (-118.27365 34.06382)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>911 Receiving</td>\n",
       "      <td>Prime Healthcare Services</td>\n",
       "      <td>San Dimas Community Hospital</td>\n",
       "      <td>1350 W Covina Blvd,</td>\n",
       "      <td>NaN</td>\n",
       "      <td>San Dimas</td>\n",
       "      <td>CA</td>\n",
       "      <td>24 hours a day, 7 days a week.</td>\n",
       "      <td>...</td>\n",
       "      <td>80729</td>\n",
       "      <td>&lt;strong&gt;San Dimas Community Hospital&lt;/strong&gt; ...</td>\n",
       "      <td>91773</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=80729</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.097612</td>\n",
       "      <td>-117.834659</td>\n",
       "      <td>6.611727e+06</td>\n",
       "      <td>1.857944e+06</td>\n",
       "      <td>POINT (-117.83466 34.09761)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Health and Mental Health</td>\n",
       "      <td>Hospitals and Medical Centers</td>\n",
       "      <td>Acute Care</td>\n",
       "      <td>Prime Healthcare Services</td>\n",
       "      <td>San Dimas Community Hospital</td>\n",
       "      <td>1350 W Covina Blvd,</td>\n",
       "      <td>NaN</td>\n",
       "      <td>San Dimas</td>\n",
       "      <td>CA</td>\n",
       "      <td>24 hours a day, 7 days a week.</td>\n",
       "      <td>...</td>\n",
       "      <td>80729</td>\n",
       "      <td>&lt;strong&gt;San Dimas Community Hospital&lt;/strong&gt; ...</td>\n",
       "      <td>91773</td>\n",
       "      <td>http://egis3.lacounty.gov/lms/?p=80729</td>\n",
       "      <td>publish</td>\n",
       "      <td>34.097612</td>\n",
       "      <td>-117.834659</td>\n",
       "      <td>6.611727e+06</td>\n",
       "      <td>1.857944e+06</td>\n",
       "      <td>POINT (-117.83466 34.09761)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         cat1                           cat2  \\\n",
       "0    Health and Mental Health  Hospitals and Medical Centers   \n",
       "1    Health and Mental Health  Hospitals and Medical Centers   \n",
       "2    Health and Mental Health  Hospitals and Medical Centers   \n",
       "3    Health and Mental Health  Hospitals and Medical Centers   \n",
       "4    Health and Mental Health  Hospitals and Medical Centers   \n",
       "..                        ...                            ...   \n",
       "146  Health and Mental Health  Hospitals and Medical Centers   \n",
       "155  Health and Mental Health  Hospitals and Medical Centers   \n",
       "156  Health and Mental Health  Hospitals and Medical Centers   \n",
       "158  Health and Mental Health  Hospitals and Medical Centers   \n",
       "159  Health and Mental Health  Hospitals and Medical Centers   \n",
       "\n",
       "                     cat3                                           org_name  \\\n",
       "0           911 Receiving                                                      \n",
       "1    Respiratory Hospital                                                      \n",
       "2           911 Receiving                                                      \n",
       "3           911 Receiving  Providence Little  Company of Mary Medical Center   \n",
       "4           911 Receiving                                                      \n",
       "..                    ...                                                ...   \n",
       "146            Acute Care                                   Kindred Hospital   \n",
       "155         911 Receiving                                             Verity   \n",
       "156            Acute Care                                             Verity   \n",
       "158         911 Receiving                          Prime Healthcare Services   \n",
       "159            Acute Care                          Prime Healthcare Services   \n",
       "\n",
       "                                                  Name  \\\n",
       "0                               Verdugo Hills Hospital   \n",
       "1    Barlow Respiratory Hospital - Los Angeles (Mai...   \n",
       "2                          Glendora Community Hospital   \n",
       "3    Providence Little Company Of Mary Medical Cent...   \n",
       "4         Glendale Memorial Hospital And Health Center   \n",
       "..                                                 ...   \n",
       "146                    Kindred Hospital - Baldwin Park   \n",
       "155                       Saint Vincent Medical Center   \n",
       "156                       Saint Vincent Medical Center   \n",
       "158                       San Dimas Community Hospital   \n",
       "159                       San Dimas Community Hospital   \n",
       "\n",
       "                       addrln1 addrln2          city state  \\\n",
       "0           1812 Verdugo Blvd.     NaN      Glendale    CA   \n",
       "1             2000 Stadium Way     NaN   Los Angeles    CA   \n",
       "2              150 W. Route 66     NaN      Glendora    CA   \n",
       "3          4101 Torrance Blvd.     NaN      Torrance    CA   \n",
       "4         1420 S. Central Ave.     NaN      Glendale    CA   \n",
       "..                         ...     ...           ...   ...   \n",
       "146  14148 Francisquito Avenue     NaN  Baldwin Park    CA   \n",
       "155     2131 West Third Street     NaN   Los Angeles    CA   \n",
       "156     2131 West Third Street     NaN   Los Angeles    CA   \n",
       "158       1350 W Covina Blvd,      NaN     San Dimas    CA   \n",
       "159       1350 W Covina Blvd,      NaN     San Dimas    CA   \n",
       "\n",
       "                                                 hours  ... post_id  \\\n",
       "0    Administrative hours are Monday through Friday...  ...     560   \n",
       "1    Administrative hours are Monday through Friday...  ...     561   \n",
       "2                                       24 hours a day  ...     568   \n",
       "3                        24 hours a day 7 days at week  ...     569   \n",
       "4    Monday through Friday, 9:00am to 5:00pm.  Emer...  ...     570   \n",
       "..                                                 ...  ...     ...   \n",
       "146                    24 hours a day, 7 days at week.  ...   80707   \n",
       "155        GENERAL ACUTE CARE\\r\\n8:30 a.m. – 8:30 p.m.  ...   80727   \n",
       "156        GENERAL ACUTE CARE\\r\\n8:30 a.m. – 8:30 p.m.  ...   80727   \n",
       "158                     24 hours a day, 7 days a week.  ...   80729   \n",
       "159                     24 hours a day, 7 days a week.  ...   80729   \n",
       "\n",
       "                                           description     zip  \\\n",
       "0    The facility provides health education and hos...   91208   \n",
       "1    For more than a century at Barlow Respiratory ...   90026   \n",
       "2    Services provided include comprehensive acute ...   91740   \n",
       "3    Providence Little Company of Mary Medical Cent...   90503   \n",
       "4    Established in 1926, Glendale Memorial Hospita...   91204   \n",
       "..                                                 ...     ...   \n",
       "146  Our 91-bed transitional care hospital is locat...   91706   \n",
       "155  St. Vincent Medical Center is committed to imp...   90057   \n",
       "156  St. Vincent Medical Center is committed to imp...   90057   \n",
       "158  <strong>San Dimas Community Hospital</strong> ...  91773    \n",
       "159  <strong>San Dimas Community Hospital</strong> ...  91773    \n",
       "\n",
       "                                       link use_type   latitude   longitude  \\\n",
       "0      http://egis3.lacounty.gov/lms/?p=560  publish  34.204530 -118.216023   \n",
       "1      http://egis3.lacounty.gov/lms/?p=561  publish  34.075693 -118.248312   \n",
       "2      http://egis3.lacounty.gov/lms/?p=568  publish  34.127307 -117.865075   \n",
       "3      http://egis3.lacounty.gov/lms/?p=569  publish  33.838634 -118.357113   \n",
       "4      http://egis3.lacounty.gov/lms/?p=570  publish  34.128058 -118.257443   \n",
       "..                                      ...      ...        ...         ...   \n",
       "146  http://egis3.lacounty.gov/lms/?p=80707  publish  34.063033 -117.967521   \n",
       "155  http://egis3.lacounty.gov/lms/?p=80727  publish  34.063818 -118.273655   \n",
       "156  http://egis3.lacounty.gov/lms/?p=80727  publish  34.063818 -118.273655   \n",
       "158  http://egis3.lacounty.gov/lms/?p=80729  publish  34.097612 -117.834659   \n",
       "159  http://egis3.lacounty.gov/lms/?p=80729  publish  34.097612 -117.834659   \n",
       "\n",
       "          POINT_X       POINT_Y                     geometry  \n",
       "0    6.496353e+06  1.896883e+06  POINT (-118.21602 34.20453)  \n",
       "1    6.486475e+06  1.850019e+06  POINT (-118.24831 34.07569)  \n",
       "2    6.602504e+06  1.868737e+06  POINT (-117.86507 34.12731)  \n",
       "3    6.453221e+06  1.763848e+06  POINT (-118.35711 33.83863)  \n",
       "4    6.483758e+06  1.869083e+06  POINT (-118.25744 34.12806)  \n",
       "..            ...           ...                          ...  \n",
       "146  6.571507e+06  1.845321e+06  POINT (-117.96752 34.06303)  \n",
       "155  6.478789e+06  1.845718e+06  POINT (-118.27365 34.06382)  \n",
       "156  6.478789e+06  1.845718e+06  POINT (-118.27365 34.06382)  \n",
       "158  6.611727e+06  1.857944e+06  POINT (-117.83466 34.09761)  \n",
       "159  6.611727e+06  1.857944e+06  POINT (-117.83466 34.09761)  \n",
       "\n",
       "[100 rows x 22 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hospital"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, '864', '864', nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], dtype=object)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hospital['info1'].values\n",
    "hospital['info2'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# info1 and info2 have number of bed spaces but have a lot of missing values and imputation wouldn't be a good idea on this\n",
    "hospital = hospital.drop(columns=['info1', 'info2'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 20)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hospital.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       'Mail Stop #59', 'Mail Stop #59', 'Mail Stop #59', nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan], dtype=object)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hospital['addrln2'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dropping the addrln2 column\n",
    "hospital = hospital.drop(columns='addrln2', axis =1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 19)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hospital.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hospital.plot(figsize=(10,10), color='#3B3C6E')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histogram Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'geopandas.geodataframe.GeoDataFrame'>\n",
      "Int64Index: 100 entries, 0 to 159\n",
      "Data columns (total 19 columns):\n",
      " #   Column       Non-Null Count  Dtype   \n",
      "---  ------       --------------  -----   \n",
      " 0   cat1         100 non-null    object  \n",
      " 1   cat2         100 non-null    object  \n",
      " 2   cat3         100 non-null    object  \n",
      " 3   org_name     100 non-null    object  \n",
      " 4   Name         100 non-null    object  \n",
      " 5   addrln1      100 non-null    object  \n",
      " 6   city         100 non-null    object  \n",
      " 7   state        100 non-null    object  \n",
      " 8   hours        100 non-null    object  \n",
      " 9   post_id      100 non-null    int64   \n",
      " 10  description  100 non-null    object  \n",
      " 11  zip          100 non-null    object  \n",
      " 12  link         100 non-null    object  \n",
      " 13  use_type     100 non-null    object  \n",
      " 14  latitude     100 non-null    float64 \n",
      " 15  longitude    100 non-null    float64 \n",
      " 16  POINT_X      100 non-null    float64 \n",
      " 17  POINT_Y      100 non-null    float64 \n",
      " 18  geometry     100 non-null    geometry\n",
      "dtypes: float64(4), geometry(1), int64(1), object(13)\n",
      "memory usage: 15.6+ KB\n"
     ]
    }
   ],
   "source": [
    "hospital.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Select the column you want to plot\n",
    "column = hospital['post_id']\n",
    "\n",
    "# Plot the histogram\n",
    "plt.hist(column, bins=20, color='blue', edgecolor='black')\n",
    "\n",
    "# Add labels and title to the plot\n",
    "plt.xlabel('ID')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Histogram of Your Column')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# there is a big variation in the values in the post id- maybe these ids are tied with location like zip code"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scatter plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the scatter plot\n",
    "plt.scatter(hospital['longitude'], hospital['latitude'], color='blue', edgecolor='black')\n",
    "\n",
    "# Add labels and title to the plot\n",
    "plt.xlabel('Longitude')\n",
    "plt.ylabel('Latitude')\n",
    "plt.title('Scatter Plot of Latitude and Longitude')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Map using Folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;html&gt;\n",
       "&lt;head&gt;\n",
       "    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_548c026e00d43ee9bb86c17f2dbb586d {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "                .leaflet-container { font-size: 1rem; }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_548c026e00d43ee9bb86c17f2dbb586d&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_548c026e00d43ee9bb86c17f2dbb586d = L.map(\n",
       "                &quot;map_548c026e00d43ee9bb86c17f2dbb586d&quot;,\n",
       "                {\n",
       "                    center: [20.0, 0.0],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 2,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_e95e03426fa01841f98693457c91ce65 = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1f885a37070>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# import the library\n",
    "import folium\n",
    "\n",
    "# # Make an empty map\n",
    "m = folium.Map(location=[20,0], tiles=\"OpenStreetMap\", zoom_start=2)\n",
    "\n",
    "# Show the map\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;html&gt;\n",
       "&lt;head&gt;\n",
       "    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_548c026e00d43ee9bb86c17f2dbb586d {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "                .leaflet-container { font-size: 1rem; }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_548c026e00d43ee9bb86c17f2dbb586d&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_548c026e00d43ee9bb86c17f2dbb586d = L.map(\n",
       "                &quot;map_548c026e00d43ee9bb86c17f2dbb586d&quot;,\n",
       "                {\n",
       "                    center: [20.0, 0.0],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 2,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_e95e03426fa01841f98693457c91ce65 = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "            var marker_280514421746a09e036da2049d181c37 = L.marker(\n",
       "                [34.2045296, -118.21602345],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_3be664b0f05b8c2b4a795b2ce0ff87d0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e6df5f9d4a6acf6d5e38b59d544ed118 = $(`&lt;div id=&quot;html_e6df5f9d4a6acf6d5e38b59d544ed118&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Glendale&lt;/div&gt;`)[0];\n",
       "                popup_3be664b0f05b8c2b4a795b2ce0ff87d0.setContent(html_e6df5f9d4a6acf6d5e38b59d544ed118);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_280514421746a09e036da2049d181c37.bindPopup(popup_3be664b0f05b8c2b4a795b2ce0ff87d0)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_77f08af4e3d10c8942707a87b2709186 = L.marker(\n",
       "                [34.07569271, -118.24831157],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_027a0c770e9a8f140989e064bfa030b6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_585391750f008b06cd6bcafbdb89934c = $(`&lt;div id=&quot;html_585391750f008b06cd6bcafbdb89934c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_027a0c770e9a8f140989e064bfa030b6.setContent(html_585391750f008b06cd6bcafbdb89934c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_77f08af4e3d10c8942707a87b2709186.bindPopup(popup_027a0c770e9a8f140989e064bfa030b6)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a49159875617dfd632c35fd51a880bc5 = L.marker(\n",
       "                [34.1273073, -117.8650746],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_fbc6ce03b758ebc641c8bdfe5d0cc91e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_9646643a0fdb94b9fed40de7b4124efc = $(`&lt;div id=&quot;html_9646643a0fdb94b9fed40de7b4124efc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Glendora&lt;/div&gt;`)[0];\n",
       "                popup_fbc6ce03b758ebc641c8bdfe5d0cc91e.setContent(html_9646643a0fdb94b9fed40de7b4124efc);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a49159875617dfd632c35fd51a880bc5.bindPopup(popup_fbc6ce03b758ebc641c8bdfe5d0cc91e)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_41bd5efff7ba05c92405bf85a597fec8 = L.marker(\n",
       "                [33.83863425, -118.357113],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_4029a79ebd5a1b108e70a3758ea1b839 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_578567b81d05aad7b9c9f60d3785bcc3 = $(`&lt;div id=&quot;html_578567b81d05aad7b9c9f60d3785bcc3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Torrance&lt;/div&gt;`)[0];\n",
       "                popup_4029a79ebd5a1b108e70a3758ea1b839.setContent(html_578567b81d05aad7b9c9f60d3785bcc3);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_41bd5efff7ba05c92405bf85a597fec8.bindPopup(popup_4029a79ebd5a1b108e70a3758ea1b839)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_3aa395a374d2511e5cf94e5387f594c6 = L.marker(\n",
       "                [34.12805844, -118.25744298],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_6d65e89e07dd0e218710a19bd71aaff3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_9904b58599bec4b60b237049a8577033 = $(`&lt;div id=&quot;html_9904b58599bec4b60b237049a8577033&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Glendale&lt;/div&gt;`)[0];\n",
       "                popup_6d65e89e07dd0e218710a19bd71aaff3.setContent(html_9904b58599bec4b60b237049a8577033);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_3aa395a374d2511e5cf94e5387f594c6.bindPopup(popup_6d65e89e07dd0e218710a19bd71aaff3)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_78812380644780dd57d422ec35038e73 = L.marker(\n",
       "                [34.0762194, -118.38103835],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_130b10668e0e5e0abb1e63690b9320a4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_3433a97798d630bffeafd2b4bff628fb = $(`&lt;div id=&quot;html_3433a97798d630bffeafd2b4bff628fb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_130b10668e0e5e0abb1e63690b9320a4.setContent(html_3433a97798d630bffeafd2b4bff628fb);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_78812380644780dd57d422ec35038e73.bindPopup(popup_130b10668e0e5e0abb1e63690b9320a4)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f4a7988b1d7c093e5cca75887b56f29e = L.marker(\n",
       "                [34.0762194, -118.38103835],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_5901cd9b7dfa0a16cba2913d680c4845 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_032de6b8c3f462cc45a70767f2e45eaf = $(`&lt;div id=&quot;html_032de6b8c3f462cc45a70767f2e45eaf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_5901cd9b7dfa0a16cba2913d680c4845.setContent(html_032de6b8c3f462cc45a70767f2e45eaf);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f4a7988b1d7c093e5cca75887b56f29e.bindPopup(popup_5901cd9b7dfa0a16cba2913d680c4845)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_edcc86c6bcc5b93a813030b39660013d = L.marker(\n",
       "                [34.0762194, -118.38103835],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_18e00e1913c4330fca0649c90e490c6a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c1169c902646734ec097e3230136802a = $(`&lt;div id=&quot;html_c1169c902646734ec097e3230136802a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_18e00e1913c4330fca0649c90e490c6a.setContent(html_c1169c902646734ec097e3230136802a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_edcc86c6bcc5b93a813030b39660013d.bindPopup(popup_18e00e1913c4330fca0649c90e490c6a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_053f97edaf3091acc153ab69dd6cdadf = L.marker(\n",
       "                [34.0762194, -118.38103835],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_a91070669fa16d21ffbf3faf7fef41fb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_9f352bbd88709a1acab1bc205a2c159d = $(`&lt;div id=&quot;html_9f352bbd88709a1acab1bc205a2c159d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_a91070669fa16d21ffbf3faf7fef41fb.setContent(html_9f352bbd88709a1acab1bc205a2c159d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_053f97edaf3091acc153ab69dd6cdadf.bindPopup(popup_a91070669fa16d21ffbf3faf7fef41fb)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d95dc1ac7fd9682fe0f45e203024b533 = L.marker(\n",
       "                [34.0762194, -118.38103835],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_98e3efb3ac70d8a04b3b8ba85689b832 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e768a5f56f3f6a054a2d75dd49e4dd1f = $(`&lt;div id=&quot;html_e768a5f56f3f6a054a2d75dd49e4dd1f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_98e3efb3ac70d8a04b3b8ba85689b832.setContent(html_e768a5f56f3f6a054a2d75dd49e4dd1f);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d95dc1ac7fd9682fe0f45e203024b533.bindPopup(popup_98e3efb3ac70d8a04b3b8ba85689b832)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c571118a98ac7859e11dc82eefef8c98 = L.marker(\n",
       "                [34.0762194, -118.38103835],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_21f8c5d5aa787a8001138891c934f5da = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_6a3a5db2c5d38cda1097478f8affba1d = $(`&lt;div id=&quot;html_6a3a5db2c5d38cda1097478f8affba1d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_21f8c5d5aa787a8001138891c934f5da.setContent(html_6a3a5db2c5d38cda1097478f8affba1d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c571118a98ac7859e11dc82eefef8c98.bindPopup(popup_21f8c5d5aa787a8001138891c934f5da)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5d38817e8f8c45d7764bee8043c6828a = L.marker(\n",
       "                [34.0762194, -118.38103835],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_9ef37117b1582fb306f33bbf842b386a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8a69e98db1b028a23c2e4dcd7ffb93ce = $(`&lt;div id=&quot;html_8a69e98db1b028a23c2e4dcd7ffb93ce&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_9ef37117b1582fb306f33bbf842b386a.setContent(html_8a69e98db1b028a23c2e4dcd7ffb93ce);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5d38817e8f8c45d7764bee8043c6828a.bindPopup(popup_9ef37117b1582fb306f33bbf842b386a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_947edea772388eb413d75b5b6adc570b = L.marker(\n",
       "                [34.0762194, -118.38103835],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_2e4700124693f11c3885fd736cc1af3c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2ff8b44a573d77d0a2f826cb3c364edc = $(`&lt;div id=&quot;html_2ff8b44a573d77d0a2f826cb3c364edc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_2e4700124693f11c3885fd736cc1af3c.setContent(html_2ff8b44a573d77d0a2f826cb3c364edc);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_947edea772388eb413d75b5b6adc570b.bindPopup(popup_2e4700124693f11c3885fd736cc1af3c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_823ea9cdd0e2cfcbe443c5dfdede1840 = L.marker(\n",
       "                [34.0762194, -118.38103835],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_f203d9f8de4ebc23c60c25e836e93bf2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_9613419859b3035a9a8703f5c3e3e804 = $(`&lt;div id=&quot;html_9613419859b3035a9a8703f5c3e3e804&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_f203d9f8de4ebc23c60c25e836e93bf2.setContent(html_9613419859b3035a9a8703f5c3e3e804);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_823ea9cdd0e2cfcbe443c5dfdede1840.bindPopup(popup_f203d9f8de4ebc23c60c25e836e93bf2)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_aa05f16f8423fa5add962a6b7f186855 = L.marker(\n",
       "                [34.08802107, -117.8934122],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_a0ef2d79285ac2d20e0f473103d8a93c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7cdb1c8ec4edac06f135d0b09f5a37f2 = $(`&lt;div id=&quot;html_7cdb1c8ec4edac06f135d0b09f5a37f2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Covina&lt;/div&gt;`)[0];\n",
       "                popup_a0ef2d79285ac2d20e0f473103d8a93c.setContent(html_7cdb1c8ec4edac06f135d0b09f5a37f2);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_aa05f16f8423fa5add962a6b7f186855.bindPopup(popup_a0ef2d79285ac2d20e0f473103d8a93c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7528d61848712cb640468ed094a4140f = L.marker(\n",
       "                [34.08802107, -117.8934122],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_2a14ed6713c65ee9e054a43ffec31c19 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_b70e854f007a5163c624511289ef622c = $(`&lt;div id=&quot;html_b70e854f007a5163c624511289ef622c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Covina&lt;/div&gt;`)[0];\n",
       "                popup_2a14ed6713c65ee9e054a43ffec31c19.setContent(html_b70e854f007a5163c624511289ef622c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7528d61848712cb640468ed094a4140f.bindPopup(popup_2a14ed6713c65ee9e054a43ffec31c19)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d912eab146aa20873f0c09720d5a0d1c = L.marker(\n",
       "                [34.04776599, -118.0434359],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_75d69cd116c866c94f660656d01d1f3e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_730e5f122221d54a5a09332a31e87c4d = $(`&lt;div id=&quot;html_730e5f122221d54a5a09332a31e87c4d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;South El Monte&lt;/div&gt;`)[0];\n",
       "                popup_75d69cd116c866c94f660656d01d1f3e.setContent(html_730e5f122221d54a5a09332a31e87c4d);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d912eab146aa20873f0c09720d5a0d1c.bindPopup(popup_75d69cd116c866c94f660656d01d1f3e)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5d554d2b7f9edfdedfffbe272bd59760 = L.marker(\n",
       "                [34.03736436, -118.26574624],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_9cfd6dcc1607d4735a90eb4fb8ec3ab1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_fdd40a7f14ce051470037a9b42f438d0 = $(`&lt;div id=&quot;html_fdd40a7f14ce051470037a9b42f438d0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_9cfd6dcc1607d4735a90eb4fb8ec3ab1.setContent(html_fdd40a7f14ce051470037a9b42f438d0);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5d554d2b7f9edfdedfffbe272bd59760.bindPopup(popup_9cfd6dcc1607d4735a90eb4fb8ec3ab1)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7c8d094d4876d3f3ada10b18471d3a69 = L.marker(\n",
       "                [34.03736436, -118.26574624],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_0b5f2cd15f1dbee74eea5dbe01cc0a06 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_906e2ee66a230a1513821257389fb760 = $(`&lt;div id=&quot;html_906e2ee66a230a1513821257389fb760&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_0b5f2cd15f1dbee74eea5dbe01cc0a06.setContent(html_906e2ee66a230a1513821257389fb760);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7c8d094d4876d3f3ada10b18471d3a69.bindPopup(popup_0b5f2cd15f1dbee74eea5dbe01cc0a06)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_cf3010ef5d2bfd284b321be8245f6d9e = L.marker(\n",
       "                [34.03736436, -118.26574624],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_3a58574caf89d95d5ce3685324fa893b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0bfad81ede933ed0fcf97abd0bfc0e45 = $(`&lt;div id=&quot;html_0bfad81ede933ed0fcf97abd0bfc0e45&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_3a58574caf89d95d5ce3685324fa893b.setContent(html_0bfad81ede933ed0fcf97abd0bfc0e45);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_cf3010ef5d2bfd284b321be8245f6d9e.bindPopup(popup_3a58574caf89d95d5ce3685324fa893b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a970c26402be89a9ad730ddc19bf2a1e = L.marker(\n",
       "                [34.03736436, -118.26574624],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_f6df4c241f6a077c24f0cbbf6f1a713d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4a0d8a2dbcfd8e141d67ad06f713afce = $(`&lt;div id=&quot;html_4a0d8a2dbcfd8e141d67ad06f713afce&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_f6df4c241f6a077c24f0cbbf6f1a713d.setContent(html_4a0d8a2dbcfd8e141d67ad06f713afce);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a970c26402be89a9ad730ddc19bf2a1e.bindPopup(popup_f6df4c241f6a077c24f0cbbf6f1a713d)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1c3f8cf3d8a4d42d93de32f8a4094f81 = L.marker(\n",
       "                [34.03736436, -118.26574624],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_a83a96b922a2b38eb8b8643f730c0612 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_5bfb88f1e4549dda5dcb547267d21385 = $(`&lt;div id=&quot;html_5bfb88f1e4549dda5dcb547267d21385&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_a83a96b922a2b38eb8b8643f730c0612.setContent(html_5bfb88f1e4549dda5dcb547267d21385);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1c3f8cf3d8a4d42d93de32f8a4094f81.bindPopup(popup_a83a96b922a2b38eb8b8643f730c0612)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_15b3d3210036d599a65d293061543de3 = L.marker(\n",
       "                [34.03736436, -118.26574624],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_609c8a51710486107bf218822bb1d214 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_705da989e215f1bb44fb4dd3286b2858 = $(`&lt;div id=&quot;html_705da989e215f1bb44fb4dd3286b2858&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_609c8a51710486107bf218822bb1d214.setContent(html_705da989e215f1bb44fb4dd3286b2858);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_15b3d3210036d599a65d293061543de3.bindPopup(popup_609c8a51710486107bf218822bb1d214)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4fea3cda48d919a8ea78f9c4413e7b32 = L.marker(\n",
       "                [34.03736436, -118.26574624],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_1c82769ffd0c31f3dcbc73d5e2ec0528 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_5f7149e2de1e1c216ca5cdeba15f36f9 = $(`&lt;div id=&quot;html_5f7149e2de1e1c216ca5cdeba15f36f9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_1c82769ffd0c31f3dcbc73d5e2ec0528.setContent(html_5f7149e2de1e1c216ca5cdeba15f36f9);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4fea3cda48d919a8ea78f9c4413e7b32.bindPopup(popup_1c82769ffd0c31f3dcbc73d5e2ec0528)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_eb6e408ff3cf60d070e735617eed1b53 = L.marker(\n",
       "                [34.09801883, -118.29101264],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_6e74f6c51d2db60adadb50c2672c22ca = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_1ab3c0ce11065513d22e726e075e0377 = $(`&lt;div id=&quot;html_1ab3c0ce11065513d22e726e075e0377&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_6e74f6c51d2db60adadb50c2672c22ca.setContent(html_1ab3c0ce11065513d22e726e075e0377);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_eb6e408ff3cf60d070e735617eed1b53.bindPopup(popup_6e74f6c51d2db60adadb50c2672c22ca)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2dfb3f7d11d308f270ea9b2bb4b6512f = L.marker(\n",
       "                [34.09801883, -118.29101264],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_0c229cac4f7986ef26377854c00cb42f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_9e36ce40f5cddaddded9e79a78269867 = $(`&lt;div id=&quot;html_9e36ce40f5cddaddded9e79a78269867&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_0c229cac4f7986ef26377854c00cb42f.setContent(html_9e36ce40f5cddaddded9e79a78269867);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2dfb3f7d11d308f270ea9b2bb4b6512f.bindPopup(popup_0c229cac4f7986ef26377854c00cb42f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_951e15f686f714961e643da58d96189d = L.marker(\n",
       "                [34.09801883, -118.29101264],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_5a71191fcf4a3e9c080ffce1b760d845 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_285f2e65b1ca93f4b8c61646b7cb50d2 = $(`&lt;div id=&quot;html_285f2e65b1ca93f4b8c61646b7cb50d2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_5a71191fcf4a3e9c080ffce1b760d845.setContent(html_285f2e65b1ca93f4b8c61646b7cb50d2);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_951e15f686f714961e643da58d96189d.bindPopup(popup_5a71191fcf4a3e9c080ffce1b760d845)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ae1aff7c851c3a83cb80e8353dda2be5 = L.marker(\n",
       "                [33.8081073, -118.1867435],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_110bc51c993e691e9b1ef996261c6359 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_9e4d574fcc3454af727db3b9e9104a11 = $(`&lt;div id=&quot;html_9e4d574fcc3454af727db3b9e9104a11&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Long Beach&lt;/div&gt;`)[0];\n",
       "                popup_110bc51c993e691e9b1ef996261c6359.setContent(html_9e4d574fcc3454af727db3b9e9104a11);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ae1aff7c851c3a83cb80e8353dda2be5.bindPopup(popup_110bc51c993e691e9b1ef996261c6359)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c41fd8752a79037ff8d0415adb8d18d2 = L.marker(\n",
       "                [34.05446389, -118.26505423],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_66fa8d5c26fa9eb9df7f18884a7f8116 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2f22482cee62d2b83634977121478eb4 = $(`&lt;div id=&quot;html_2f22482cee62d2b83634977121478eb4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_66fa8d5c26fa9eb9df7f18884a7f8116.setContent(html_2f22482cee62d2b83634977121478eb4);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c41fd8752a79037ff8d0415adb8d18d2.bindPopup(popup_66fa8d5c26fa9eb9df7f18884a7f8116)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ce1c1841731ef64e4618e6abda02ec5c = L.marker(\n",
       "                [33.96979361, -118.0493598],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_3acf8f077ccc704a98c5d112783c5666 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e9b6ba2cfa437f736ad56a162c2148b5 = $(`&lt;div id=&quot;html_e9b6ba2cfa437f736ad56a162c2148b5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Whittier&lt;/div&gt;`)[0];\n",
       "                popup_3acf8f077ccc704a98c5d112783c5666.setContent(html_e9b6ba2cfa437f736ad56a162c2148b5);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_ce1c1841731ef64e4618e6abda02ec5c.bindPopup(popup_3acf8f077ccc704a98c5d112783c5666)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_323de7c4167d3449eb2c69c22eefa646 = L.marker(\n",
       "                [33.7383615, -118.3050431],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_f52966de96739b1a4bfec429896851d1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_918ce1511876e10fa2deaa1e0e664df9 = $(`&lt;div id=&quot;html_918ce1511876e10fa2deaa1e0e664df9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;San Pedro&lt;/div&gt;`)[0];\n",
       "                popup_f52966de96739b1a4bfec429896851d1.setContent(html_918ce1511876e10fa2deaa1e0e664df9);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_323de7c4167d3449eb2c69c22eefa646.bindPopup(popup_f52966de96739b1a4bfec429896851d1)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5f03bea5cb1ec495792c50231bbcf155 = L.marker(\n",
       "                [34.19427981, -118.46272401],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_1cfca1452b0d47e9b39a0435d4fb3507 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_1162ddabbcb19d8ecd82fdb74438cb45 = $(`&lt;div id=&quot;html_1162ddabbcb19d8ecd82fdb74438cb45&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Van Nuys&lt;/div&gt;`)[0];\n",
       "                popup_1cfca1452b0d47e9b39a0435d4fb3507.setContent(html_1162ddabbcb19d8ecd82fdb74438cb45);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5f03bea5cb1ec495792c50231bbcf155.bindPopup(popup_1cfca1452b0d47e9b39a0435d4fb3507)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_09a365a2efff20b812b3e95f5f92e913 = L.marker(\n",
       "                [34.24015348, -118.39620352],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_14d3f8c61078c1540bcfb926e3185c55 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_6dd70834960718aa659e833633f14000 = $(`&lt;div id=&quot;html_6dd70834960718aa659e833633f14000&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Sun Valley&lt;/div&gt;`)[0];\n",
       "                popup_14d3f8c61078c1540bcfb926e3185c55.setContent(html_6dd70834960718aa659e833633f14000);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_09a365a2efff20b812b3e95f5f92e913.bindPopup(popup_14d3f8c61078c1540bcfb926e3185c55)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0c4fe67c2cfd6b7da20b824d6a26214b = L.marker(\n",
       "                [34.0354478, -118.3092498],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_adc58c339a1f7559f4378c5cfe5f83a4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_9940303f0f638bb62ccbafc896e4d3f6 = $(`&lt;div id=&quot;html_9940303f0f638bb62ccbafc896e4d3f6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_adc58c339a1f7559f4378c5cfe5f83a4.setContent(html_9940303f0f638bb62ccbafc896e4d3f6);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0c4fe67c2cfd6b7da20b824d6a26214b.bindPopup(popup_adc58c339a1f7559f4378c5cfe5f83a4)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5d3dd2e903c0706852fae5688f241745 = L.marker(\n",
       "                [33.9697943, -118.049255],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_1c8d7aa91e84a2b36a3c15b4643e0cf5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e1ed4051b30d56c64c4ae870e3728078 = $(`&lt;div id=&quot;html_e1ed4051b30d56c64c4ae870e3728078&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Whittier&lt;/div&gt;`)[0];\n",
       "                popup_1c8d7aa91e84a2b36a3c15b4643e0cf5.setContent(html_e1ed4051b30d56c64c4ae870e3728078);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5d3dd2e903c0706852fae5688f241745.bindPopup(popup_1c8d7aa91e84a2b36a3c15b4643e0cf5)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c7d516f44c720d83d8aa2af64d2e6ff4 = L.marker(\n",
       "                [34.03079538, -118.47934404],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_011e029a8e5b014fe0faecad1ed110f1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_1417655761607671cd7cd28098bd9ebd = $(`&lt;div id=&quot;html_1417655761607671cd7cd28098bd9ebd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Santa Monica&lt;/div&gt;`)[0];\n",
       "                popup_011e029a8e5b014fe0faecad1ed110f1.setContent(html_1417655761607671cd7cd28098bd9ebd);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c7d516f44c720d83d8aa2af64d2e6ff4.bindPopup(popup_011e029a8e5b014fe0faecad1ed110f1)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_29ef73a524ef8d501b942c86ffcf73dd = L.marker(\n",
       "                [34.2204258, -118.4565487],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_bb2954002371d6597bf8f9af8e2c7e43 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_29fd65c73506ee7df36bfbee9b636ba0 = $(`&lt;div id=&quot;html_29fd65c73506ee7df36bfbee9b636ba0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Panorama City&lt;/div&gt;`)[0];\n",
       "                popup_bb2954002371d6597bf8f9af8e2c7e43.setContent(html_29fd65c73506ee7df36bfbee9b636ba0);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_29ef73a524ef8d501b942c86ffcf73dd.bindPopup(popup_bb2954002371d6597bf8f9af8e2c7e43)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_277401fefc475a388800a83b0918cd07 = L.marker(\n",
       "                [34.19480986, -118.4630549],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_55a5f611d0d2cc9aacdb2ec8df7e438f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ec3f3ee38dbb192fb64dba8b0e7f7bb8 = $(`&lt;div id=&quot;html_ec3f3ee38dbb192fb64dba8b0e7f7bb8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Van Nuys&lt;/div&gt;`)[0];\n",
       "                popup_55a5f611d0d2cc9aacdb2ec8df7e438f.setContent(html_ec3f3ee38dbb192fb64dba8b0e7f7bb8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_277401fefc475a388800a83b0918cd07.bindPopup(popup_55a5f611d0d2cc9aacdb2ec8df7e438f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b53e7e0f2221f22f2869c4cccf6c5fc0 = L.marker(\n",
       "                [34.0770077, -117.7514976],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_fdcc3abb534d56ea6a281fccfc836a78 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_78b2a56374a7da0e2b80fc20be584f53 = $(`&lt;div id=&quot;html_78b2a56374a7da0e2b80fc20be584f53&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Pomona&lt;/div&gt;`)[0];\n",
       "                popup_fdcc3abb534d56ea6a281fccfc836a78.setContent(html_78b2a56374a7da0e2b80fc20be584f53);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b53e7e0f2221f22f2869c4cccf6c5fc0.bindPopup(popup_fdcc3abb534d56ea6a281fccfc836a78)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_279fdcb32948508accec76d648f48a2d = L.marker(\n",
       "                [33.8598696, -118.14869158],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_d559645887de485fdbf16e216747850b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_95e7f389c2b77a7a83c6bb4423fc1dec = $(`&lt;div id=&quot;html_95e7f389c2b77a7a83c6bb4423fc1dec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Lakewood&lt;/div&gt;`)[0];\n",
       "                popup_d559645887de485fdbf16e216747850b.setContent(html_95e7f389c2b77a7a83c6bb4423fc1dec);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_279fdcb32948508accec76d648f48a2d.bindPopup(popup_d559645887de485fdbf16e216747850b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_aeb6d28bf3ace66666422856ab2a5c7e = L.marker(\n",
       "                [33.98196171, -118.43944073],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_47e774a062af14d4aa13ebb53403bcb8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_68beb84f16307cc4669cd915709572f2 = $(`&lt;div id=&quot;html_68beb84f16307cc4669cd915709572f2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Marina Del Rey&lt;/div&gt;`)[0];\n",
       "                popup_47e774a062af14d4aa13ebb53403bcb8.setContent(html_68beb84f16307cc4669cd915709572f2);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_aeb6d28bf3ace66666422856ab2a5c7e.bindPopup(popup_47e774a062af14d4aa13ebb53403bcb8)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1752bf1f146db816c24bcf30b89baf25 = L.marker(\n",
       "                [34.17043421, -118.58989487],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_16532814c12eb9dd8c0aafdd038ae77e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_ef99592f05f987dc115485edabf06902 = $(`&lt;div id=&quot;html_ef99592f05f987dc115485edabf06902&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Woodland Hills&lt;/div&gt;`)[0];\n",
       "                popup_16532814c12eb9dd8c0aafdd038ae77e.setContent(html_ef99592f05f987dc115485edabf06902);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1752bf1f146db816c24bcf30b89baf25.bindPopup(popup_16532814c12eb9dd8c0aafdd038ae77e)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f8be92e25dbd5aab034090a1fd060a2d = L.marker(\n",
       "                [33.7798524, -118.1859548],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_9fab7b96d28bd6544257cd18c4733037 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8bb3dbaa6e781915a216dddf08b8aaf1 = $(`&lt;div id=&quot;html_8bb3dbaa6e781915a216dddf08b8aaf1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Long Beach&lt;/div&gt;`)[0];\n",
       "                popup_9fab7b96d28bd6544257cd18c4733037.setContent(html_8bb3dbaa6e781915a216dddf08b8aaf1);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f8be92e25dbd5aab034090a1fd060a2d.bindPopup(popup_9fab7b96d28bd6544257cd18c4733037)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_58643e917545f14bcb4a26416317f294 = L.marker(\n",
       "                [33.9500226, -118.0034266],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_6c55c752f3f46fa73961fe5015654636 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_9db711d488c41da9cfd0c211de8279ef = $(`&lt;div id=&quot;html_9db711d488c41da9cfd0c211de8279ef&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Whittier&lt;/div&gt;`)[0];\n",
       "                popup_6c55c752f3f46fa73961fe5015654636.setContent(html_9db711d488c41da9cfd0c211de8279ef);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_58643e917545f14bcb4a26416317f294.bindPopup(popup_6c55c752f3f46fa73961fe5015654636)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_dd5d11f5b484a14f2732b86f3ad3d631 = L.marker(\n",
       "                [34.68807791, -118.15816015],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_e9ed2f21c05c896d86f8f89cf736cf5e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2722d65e5fbd57e99c33c29a187af29c = $(`&lt;div id=&quot;html_2722d65e5fbd57e99c33c29a187af29c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Lancaster&lt;/div&gt;`)[0];\n",
       "                popup_e9ed2f21c05c896d86f8f89cf736cf5e.setContent(html_2722d65e5fbd57e99c33c29a187af29c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_dd5d11f5b484a14f2732b86f3ad3d631.bindPopup(popup_e9ed2f21c05c896d86f8f89cf736cf5e)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4ccd5b2d3682884d05979526632fc660 = L.marker(\n",
       "                [34.68807791, -118.15816015],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_65bb025c889f550841f83f46bf25879a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_430bb4f83c3132b0187f6b7684f08eb0 = $(`&lt;div id=&quot;html_430bb4f83c3132b0187f6b7684f08eb0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Lancaster&lt;/div&gt;`)[0];\n",
       "                popup_65bb025c889f550841f83f46bf25879a.setContent(html_430bb4f83c3132b0187f6b7684f08eb0);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4ccd5b2d3682884d05979526632fc660.bindPopup(popup_65bb025c889f550841f83f46bf25879a)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_87d0828b3866b151fc1f39c53b8f6695 = L.marker(\n",
       "                [34.68807791, -118.15816015],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_f64e93ec7ebe9afe0546d075ef0bd909 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_95a4b58ae32e4b0675bc1edca93c2d5e = $(`&lt;div id=&quot;html_95a4b58ae32e4b0675bc1edca93c2d5e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Lancaster&lt;/div&gt;`)[0];\n",
       "                popup_f64e93ec7ebe9afe0546d075ef0bd909.setContent(html_95a4b58ae32e4b0675bc1edca93c2d5e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_87d0828b3866b151fc1f39c53b8f6695.bindPopup(popup_f64e93ec7ebe9afe0546d075ef0bd909)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1d25620ab371cf39b7af809b3abddb23 = L.marker(\n",
       "                [34.68807791, -118.15816015],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_d99009af4c615e3cd5d98e1d7e38e21b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_938a434fcf764ef661708078d6ed563b = $(`&lt;div id=&quot;html_938a434fcf764ef661708078d6ed563b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Lancaster&lt;/div&gt;`)[0];\n",
       "                popup_d99009af4c615e3cd5d98e1d7e38e21b.setContent(html_938a434fcf764ef661708078d6ed563b);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1d25620ab371cf39b7af809b3abddb23.bindPopup(popup_d99009af4c615e3cd5d98e1d7e38e21b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_27a016ef534e039a0ee3745774875757 = L.marker(\n",
       "                [34.68807791, -118.15816015],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_2d1842046cdceb5c635fc7825175fe8e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2f3e876bce059ee255cb422f7634b137 = $(`&lt;div id=&quot;html_2f3e876bce059ee255cb422f7634b137&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Lancaster&lt;/div&gt;`)[0];\n",
       "                popup_2d1842046cdceb5c635fc7825175fe8e.setContent(html_2f3e876bce059ee255cb422f7634b137);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_27a016ef534e039a0ee3745774875757.bindPopup(popup_2d1842046cdceb5c635fc7825175fe8e)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_8d95def1972135c800e942268e046d14 = L.marker(\n",
       "                [34.15692206, -118.32813995],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_2f419a786f7c6755e3225318583de452 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_16000829b5f03e63dad8182fbbf2464e = $(`&lt;div id=&quot;html_16000829b5f03e63dad8182fbbf2464e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Burbank&lt;/div&gt;`)[0];\n",
       "                popup_2f419a786f7c6755e3225318583de452.setContent(html_16000829b5f03e63dad8182fbbf2464e);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_8d95def1972135c800e942268e046d14.bindPopup(popup_2f419a786f7c6755e3225318583de452)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_62a95422d989215aad06951f7571699a = L.marker(\n",
       "                [34.4213064, -118.56313454],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_402572dca3540791b81a0b543c822c97 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_92a3d7fc2107fd596f54577c7269fdbb = $(`&lt;div id=&quot;html_92a3d7fc2107fd596f54577c7269fdbb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Valencia&lt;/div&gt;`)[0];\n",
       "                popup_402572dca3540791b81a0b543c822c97.setContent(html_92a3d7fc2107fd596f54577c7269fdbb);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_62a95422d989215aad06951f7571699a.bindPopup(popup_402572dca3540791b81a0b543c822c97)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_485b12234474f7c4dd226001900cd02e = L.marker(\n",
       "                [33.89295021, -118.29468191],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_fc6076cf86be9116b02eeb97d0ca3ba8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4f8ae94364e627203e87945d390bfc46 = $(`&lt;div id=&quot;html_4f8ae94364e627203e87945d390bfc46&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Gardena&lt;/div&gt;`)[0];\n",
       "                popup_fc6076cf86be9116b02eeb97d0ca3ba8.setContent(html_4f8ae94364e627203e87945d390bfc46);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_485b12234474f7c4dd226001900cd02e.bindPopup(popup_fc6076cf86be9116b02eeb97d0ca3ba8)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_df58d2b4da749f8b2879e4ac8f0e81fe = L.marker(\n",
       "                [33.33918526, -118.33069845],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_48d28adf049da8ace648d637f7759aeb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7d8cd583af8c0dd61e0a8992b5998997 = $(`&lt;div id=&quot;html_7d8cd583af8c0dd61e0a8992b5998997&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Avalon&lt;/div&gt;`)[0];\n",
       "                popup_48d28adf049da8ace648d637f7759aeb.setContent(html_7d8cd583af8c0dd61e0a8992b5998997);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_df58d2b4da749f8b2879e4ac8f0e81fe.bindPopup(popup_48d28adf049da8ace648d637f7759aeb)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9a7460971539efa506bcb24f7018c6b9 = L.marker(\n",
       "                [33.91243939, -118.09859359],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_e78f81fe2335bf8a0f7c8b86b55dbf71 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4129638dbf0e96f8db2d665180d206e2 = $(`&lt;div id=&quot;html_4129638dbf0e96f8db2d665180d206e2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Norwalk&lt;/div&gt;`)[0];\n",
       "                popup_e78f81fe2335bf8a0f7c8b86b55dbf71.setContent(html_4129638dbf0e96f8db2d665180d206e2);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9a7460971539efa506bcb24f7018c6b9.bindPopup(popup_e78f81fe2335bf8a0f7c8b86b55dbf71)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b0fa05aeea939e01422f2a9dbcf62e67 = L.marker(\n",
       "                [34.02339094, -118.18454657],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_a967606fb3beebb80fb3202b0ced6939 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_5faaeef1afe63bedf83d1da7021e3fee = $(`&lt;div id=&quot;html_5faaeef1afe63bedf83d1da7021e3fee&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_a967606fb3beebb80fb3202b0ced6939.setContent(html_5faaeef1afe63bedf83d1da7021e3fee);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b0fa05aeea939e01422f2a9dbcf62e67.bindPopup(popup_a967606fb3beebb80fb3202b0ced6939)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_e4a2e60416083b1c4ac595c7e5fd0c36 = L.marker(\n",
       "                [34.133639, -118.152753],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_257f933860678999a376dd7d5aec9af4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_35725144c33dfb5becb9d487a13f92b8 = $(`&lt;div id=&quot;html_35725144c33dfb5becb9d487a13f92b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Pasadena&lt;/div&gt;`)[0];\n",
       "                popup_257f933860678999a376dd7d5aec9af4.setContent(html_35725144c33dfb5becb9d487a13f92b8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_e4a2e60416083b1c4ac595c7e5fd0c36.bindPopup(popup_257f933860678999a376dd7d5aec9af4)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c224f86ae17f43a63673c01cea53b119 = L.marker(\n",
       "                [34.01501546, -118.1006362],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_6a2df01edc0edcf7c043c9de957d8428 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7a574ec59062592fdf44463976157db2 = $(`&lt;div id=&quot;html_7a574ec59062592fdf44463976157db2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Montebello&lt;/div&gt;`)[0];\n",
       "                popup_6a2df01edc0edcf7c043c9de957d8428.setContent(html_7a574ec59062592fdf44463976157db2);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c224f86ae17f43a63673c01cea53b119.bindPopup(popup_6a2df01edc0edcf7c043c9de957d8428)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7ded8585dfa9102817aaa7b89939cc5f = L.marker(\n",
       "                [34.01501546, -118.1006362],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_46bf5d84f977f82c4cd9655666898b03 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_1611ff3ad922f6f83d7b0f28804b8d50 = $(`&lt;div id=&quot;html_1611ff3ad922f6f83d7b0f28804b8d50&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Montebello&lt;/div&gt;`)[0];\n",
       "                popup_46bf5d84f977f82c4cd9655666898b03.setContent(html_1611ff3ad922f6f83d7b0f28804b8d50);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7ded8585dfa9102817aaa7b89939cc5f.bindPopup(popup_46bf5d84f977f82c4cd9655666898b03)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9f6f874a6157e46ee609e6ea1e48b03d = L.marker(\n",
       "                [34.01501546, -118.1006362],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_0d87a5ba6012ecaf99fb11ceced4cc4c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4f96180abbc7b0e76117a782b0220d7a = $(`&lt;div id=&quot;html_4f96180abbc7b0e76117a782b0220d7a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Montebello&lt;/div&gt;`)[0];\n",
       "                popup_0d87a5ba6012ecaf99fb11ceced4cc4c.setContent(html_4f96180abbc7b0e76117a782b0220d7a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9f6f874a6157e46ee609e6ea1e48b03d.bindPopup(popup_0d87a5ba6012ecaf99fb11ceced4cc4c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_977d973941c6316283d3019200d2ba7b = L.marker(\n",
       "                [34.01501546, -118.1006362],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_538df6bfa53db3fd75e420fa8d7ac56f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_40e89c269c71b25607771f39cc68f2e8 = $(`&lt;div id=&quot;html_40e89c269c71b25607771f39cc68f2e8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Montebello&lt;/div&gt;`)[0];\n",
       "                popup_538df6bfa53db3fd75e420fa8d7ac56f.setContent(html_40e89c269c71b25607771f39cc68f2e8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_977d973941c6316283d3019200d2ba7b.bindPopup(popup_538df6bfa53db3fd75e420fa8d7ac56f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c26a986b71a1eade7db726eaeb77c149 = L.marker(\n",
       "                [34.01501546, -118.1006362],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_f87cc870082073dffbb3029371e407f8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8c350aae86a16bf32a29b72222bb79a8 = $(`&lt;div id=&quot;html_8c350aae86a16bf32a29b72222bb79a8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Montebello&lt;/div&gt;`)[0];\n",
       "                popup_f87cc870082073dffbb3029371e407f8.setContent(html_8c350aae86a16bf32a29b72222bb79a8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c26a986b71a1eade7db726eaeb77c149.bindPopup(popup_f87cc870082073dffbb3029371e407f8)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_999ff760992f8c4dec1f2b4be169e0f9 = L.marker(\n",
       "                [34.2799501, -118.46005605],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_dbab5d4627d9aee306a2a73c4c585d32 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d17764ffd7f8360562de9b0e6f1b58b4 = $(`&lt;div id=&quot;html_d17764ffd7f8360562de9b0e6f1b58b4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Mission Hills&lt;/div&gt;`)[0];\n",
       "                popup_dbab5d4627d9aee306a2a73c4c585d32.setContent(html_d17764ffd7f8360562de9b0e6f1b58b4);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_999ff760992f8c4dec1f2b4be169e0f9.bindPopup(popup_dbab5d4627d9aee306a2a73c4c585d32)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_77bc1ae3213eb7aa274914482964ffbe = L.marker(\n",
       "                [33.83354719, -118.07942229],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_8cffd7e7a9c91bffa15f0ee83f732af9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_74f5e877b618696a5282af27f5a8a56c = $(`&lt;div id=&quot;html_74f5e877b618696a5282af27f5a8a56c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Hawaiian Gardens&lt;/div&gt;`)[0];\n",
       "                popup_8cffd7e7a9c91bffa15f0ee83f732af9.setContent(html_74f5e877b618696a5282af27f5a8a56c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_77bc1ae3213eb7aa274914482964ffbe.bindPopup(popup_8cffd7e7a9c91bffa15f0ee83f732af9)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_46fb9f3417bab11253313d06e14c1df0 = L.marker(\n",
       "                [34.20269861, -118.62857938],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_68aa319314a311c456768421c9dfc858 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_fade0be31bd4c4321cd0a83aa0b40e4a = $(`&lt;div id=&quot;html_fade0be31bd4c4321cd0a83aa0b40e4a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;West Hills&lt;/div&gt;`)[0];\n",
       "                popup_68aa319314a311c456768421c9dfc858.setContent(html_fade0be31bd4c4321cd0a83aa0b40e4a);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_46fb9f3417bab11253313d06e14c1df0.bindPopup(popup_68aa319314a311c456768421c9dfc858)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_42e0074763952a775e7a564b286e16a6 = L.marker(\n",
       "                [33.9343061, -118.1309876],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_372e8f84e20a41eb64c7cffc0f3ff96e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d4dd6231d0ecc6d5a91280253c9c809c = $(`&lt;div id=&quot;html_d4dd6231d0ecc6d5a91280253c9c809c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Downey&lt;/div&gt;`)[0];\n",
       "                popup_372e8f84e20a41eb64c7cffc0f3ff96e.setContent(html_d4dd6231d0ecc6d5a91280253c9c809c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_42e0074763952a775e7a564b286e16a6.bindPopup(popup_372e8f84e20a41eb64c7cffc0f3ff96e)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_f72ca4d61ca2a9eb074f28d0117a3730 = L.marker(\n",
       "                [34.0678947, -118.1238043],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_f2f891cc75907fdd57ab8aa072badcf9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_77931eb46eaebd293b847acc4fbb028c = $(`&lt;div id=&quot;html_77931eb46eaebd293b847acc4fbb028c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Monterey Park&lt;/div&gt;`)[0];\n",
       "                popup_f2f891cc75907fdd57ab8aa072badcf9.setContent(html_77931eb46eaebd293b847acc4fbb028c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_f72ca4d61ca2a9eb074f28d0117a3730.bindPopup(popup_f2f891cc75907fdd57ab8aa072badcf9)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_bc0b9aef56cdc868e9e8531b6abe436a = L.marker(\n",
       "                [33.8119157, -118.3434945],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_693700563892ff9a4a237d7f874c2e71 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_deaa660fb102123955741fa5d1cd582c = $(`&lt;div id=&quot;html_deaa660fb102123955741fa5d1cd582c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Torrance&lt;/div&gt;`)[0];\n",
       "                popup_693700563892ff9a4a237d7f874c2e71.setContent(html_deaa660fb102123955741fa5d1cd582c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_bc0b9aef56cdc868e9e8531b6abe436a.bindPopup(popup_693700563892ff9a4a237d7f874c2e71)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_a6ce0edacf631b5cda6a46c4ddfc18fd = L.marker(\n",
       "                [34.1340217, -118.0421512],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_fd02a7c55f86f0a9ad8210d7c0e85411 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7f8812517ffc191e28e01572a635f586 = $(`&lt;div id=&quot;html_7f8812517ffc191e28e01572a635f586&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Arcadia&lt;/div&gt;`)[0];\n",
       "                popup_fd02a7c55f86f0a9ad8210d7c0e85411.setContent(html_7f8812517ffc191e28e01572a635f586);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_a6ce0edacf631b5cda6a46c4ddfc18fd.bindPopup(popup_fd02a7c55f86f0a9ad8210d7c0e85411)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9d9edcd0fe7298b8837b27d763c8ae78 = L.marker(\n",
       "                [33.9107914, -118.0640049],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_61eb9efeab4377ec49c22c27351ea264 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_259de96ff0ec8a806b2ee15697c80eed = $(`&lt;div id=&quot;html_259de96ff0ec8a806b2ee15697c80eed&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Norwalk&lt;/div&gt;`)[0];\n",
       "                popup_61eb9efeab4377ec49c22c27351ea264.setContent(html_259de96ff0ec8a806b2ee15697c80eed);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9d9edcd0fe7298b8837b27d763c8ae78.bindPopup(popup_61eb9efeab4377ec49c22c27351ea264)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d20a3eabe451a627eabd5aeb671b867e = L.marker(\n",
       "                [34.09623143, -118.29107165],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_e2c637892e778f7a3deb49ffd7d68416 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d6693c75dfc934780f7e1cc0eed2a1b5 = $(`&lt;div id=&quot;html_d6693c75dfc934780f7e1cc0eed2a1b5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_e2c637892e778f7a3deb49ffd7d68416.setContent(html_d6693c75dfc934780f7e1cc0eed2a1b5);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d20a3eabe451a627eabd5aeb671b867e.bindPopup(popup_e2c637892e778f7a3deb49ffd7d68416)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5efaee551628971f6e62b1f2628ebb3f = L.marker(\n",
       "                [33.92949178, -118.2033205],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_ade2cbe6e6273f316e1ce4410c6d0133 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7fa78cc38c586135f9c4e2508b405c00 = $(`&lt;div id=&quot;html_7fa78cc38c586135f9c4e2508b405c00&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Lynwood&lt;/div&gt;`)[0];\n",
       "                popup_ade2cbe6e6273f316e1ce4410c6d0133.setContent(html_7fa78cc38c586135f9c4e2508b405c00);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5efaee551628971f6e62b1f2628ebb3f.bindPopup(popup_ade2cbe6e6273f316e1ce4410c6d0133)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_26ff0abced5942925396bdf8c37c03c8 = L.marker(\n",
       "                [34.15040076, -118.22978854],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_ea31f50fa9a0aa63965a7974eb143e0e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_fcb632f15f1b407deb0cfbe750c7ba87 = $(`&lt;div id=&quot;html_fcb632f15f1b407deb0cfbe750c7ba87&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Glendale&lt;/div&gt;`)[0];\n",
       "                popup_ea31f50fa9a0aa63965a7974eb143e0e.setContent(html_fcb632f15f1b407deb0cfbe750c7ba87);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_26ff0abced5942925396bdf8c37c03c8.bindPopup(popup_ea31f50fa9a0aa63965a7974eb143e0e)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_34f259ed28b1ff9517ba4d22c9fa0455 = L.marker(\n",
       "                [34.0492579, -118.2172453],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_114297e4e4604fc756ccb3f2526a6433 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_89e96da4b68d709cafab6d2b86c6f404 = $(`&lt;div id=&quot;html_89e96da4b68d709cafab6d2b86c6f404&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_114297e4e4604fc756ccb3f2526a6433.setContent(html_89e96da4b68d709cafab6d2b86c6f404);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_34f259ed28b1ff9517ba4d22c9fa0455.bindPopup(popup_114297e4e4604fc756ccb3f2526a6433)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_70c06e415b4a736f418a897aed2b4d4b = L.marker(\n",
       "                [33.9507827, -118.3482572],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_31b91af7b23561436473939fe6450a20 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c497eba0079d52d5a37e99f4aa639119 = $(`&lt;div id=&quot;html_c497eba0079d52d5a37e99f4aa639119&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Inglewood&lt;/div&gt;`)[0];\n",
       "                popup_31b91af7b23561436473939fe6450a20.setContent(html_c497eba0079d52d5a37e99f4aa639119);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_70c06e415b4a736f418a897aed2b4d4b.bindPopup(popup_31b91af7b23561436473939fe6450a20)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b33417f52e16ad7a1bdfda1b3e54acc8 = L.marker(\n",
       "                [33.9507827, -118.3482572],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_ed222f001d32d9664581588ded14a6d2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_82eb0c87c579f0c346422eac26d6dff3 = $(`&lt;div id=&quot;html_82eb0c87c579f0c346422eac26d6dff3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Inglewood&lt;/div&gt;`)[0];\n",
       "                popup_ed222f001d32d9664581588ded14a6d2.setContent(html_82eb0c87c579f0c346422eac26d6dff3);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b33417f52e16ad7a1bdfda1b3e54acc8.bindPopup(popup_ed222f001d32d9664581588ded14a6d2)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_61b6598481924c4833515edfdfd454a1 = L.marker(\n",
       "                [33.9507827, -118.3482572],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_f7eae90ca29824a34bb574701d582e92 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_7eb35abb7e00d1eb46d713359b15efef = $(`&lt;div id=&quot;html_7eb35abb7e00d1eb46d713359b15efef&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Inglewood&lt;/div&gt;`)[0];\n",
       "                popup_f7eae90ca29824a34bb574701d582e92.setContent(html_7eb35abb7e00d1eb46d713359b15efef);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_61b6598481924c4833515edfdfd454a1.bindPopup(popup_f7eae90ca29824a34bb574701d582e92)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_c839f675256e66d0ef67b4b384ffce87 = L.marker(\n",
       "                [33.9507827, -118.3482572],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_f4bb0dc286ec9068d5c49e7402e1a9e1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_75cce37889036249b11ea9b798a90f78 = $(`&lt;div id=&quot;html_75cce37889036249b11ea9b798a90f78&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Inglewood&lt;/div&gt;`)[0];\n",
       "                popup_f4bb0dc286ec9068d5c49e7402e1a9e1.setContent(html_75cce37889036249b11ea9b798a90f78);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_c839f675256e66d0ef67b4b384ffce87.bindPopup(popup_f4bb0dc286ec9068d5c49e7402e1a9e1)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_2ee4673bc07cc33e0077fae1cd97ef73 = L.marker(\n",
       "                [33.9507827, -118.3482572],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_426467150e431df9d96e7fcad7ba42e2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_25b47c1b20b8fdb54904d8c1f0843117 = $(`&lt;div id=&quot;html_25b47c1b20b8fdb54904d8c1f0843117&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Inglewood&lt;/div&gt;`)[0];\n",
       "                popup_426467150e431df9d96e7fcad7ba42e2.setContent(html_25b47c1b20b8fdb54904d8c1f0843117);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_2ee4673bc07cc33e0077fae1cd97ef73.bindPopup(popup_426467150e431df9d96e7fcad7ba42e2)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_e1aae3990ff35ee8c7bf1a7ff4867a9a = L.marker(\n",
       "                [34.17020056, -118.5322725],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_d4f051de2334202b870e409fbd4e6666 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_92e1e8f9190264d355629dae0c79b4d3 = $(`&lt;div id=&quot;html_92e1e8f9190264d355629dae0c79b4d3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Tarzana&lt;/div&gt;`)[0];\n",
       "                popup_d4f051de2334202b870e409fbd4e6666.setContent(html_92e1e8f9190264d355629dae0c79b4d3);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_e1aae3990ff35ee8c7bf1a7ff4867a9a.bindPopup(popup_d4f051de2334202b870e409fbd4e6666)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4ebede0ea059ba27536290974d5d4d90 = L.marker(\n",
       "                [34.09020084, -118.14396858],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_b7aa727c60d8a53708d160c20391b5ec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_5f6c7f955acf20af3ae79970b1e8da00 = $(`&lt;div id=&quot;html_5f6c7f955acf20af3ae79970b1e8da00&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Alhambra&lt;/div&gt;`)[0];\n",
       "                popup_b7aa727c60d8a53708d160c20391b5ec.setContent(html_5f6c7f955acf20af3ae79970b1e8da00);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4ebede0ea059ba27536290974d5d4d90.bindPopup(popup_b7aa727c60d8a53708d160c20391b5ec)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_de859158a6329a33c1546a487a85522b = L.marker(\n",
       "                [34.0571449, -118.3602519],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_d5b865c5abd0d61d9cd8c2503827b54c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d98c745bac0f4daa9ec497b36cd3c7c1 = $(`&lt;div id=&quot;html_d98c745bac0f4daa9ec497b36cd3c7c1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_d5b865c5abd0d61d9cd8c2503827b54c.setContent(html_d98c745bac0f4daa9ec497b36cd3c7c1);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_de859158a6329a33c1546a487a85522b.bindPopup(popup_d5b865c5abd0d61d9cd8c2503827b54c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b6dd01b9d79afc581b97ccedd0d87392 = L.marker(\n",
       "                [34.0632472, -117.9446757],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_0fcf45d9f504775043d715ca93082501 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_a814be99ab6c622158674babdcf243c6 = $(`&lt;div id=&quot;html_a814be99ab6c622158674babdcf243c6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;West Covina&lt;/div&gt;`)[0];\n",
       "                popup_0fcf45d9f504775043d715ca93082501.setContent(html_a814be99ab6c622158674babdcf243c6);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b6dd01b9d79afc581b97ccedd0d87392.bindPopup(popup_0fcf45d9f504775043d715ca93082501)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_241e776829e2fc2707867c6ecb300523 = L.marker(\n",
       "                [34.10122134, -118.1058004],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_5eb540a5736ec1c8aa08b80faf3c1abd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_d4cddd3706cdde8820dfd67de9f613a4 = $(`&lt;div id=&quot;html_d4cddd3706cdde8820dfd67de9f613a4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;San Gabriel&lt;/div&gt;`)[0];\n",
       "                popup_5eb540a5736ec1c8aa08b80faf3c1abd.setContent(html_d4cddd3706cdde8820dfd67de9f613a4);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_241e776829e2fc2707867c6ecb300523.bindPopup(popup_5eb540a5736ec1c8aa08b80faf3c1abd)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7ccdcc1605f4ff8e1a28a88d7f34a446 = L.marker(\n",
       "                [33.78881547, -118.29573333],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_a5d926084bc8b7c6b908abc8461e7607 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_8d0db85b5c32acc8b1bd2fbdeb63f849 = $(`&lt;div id=&quot;html_8d0db85b5c32acc8b1bd2fbdeb63f849&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Harbor City&lt;/div&gt;`)[0];\n",
       "                popup_a5d926084bc8b7c6b908abc8461e7607.setContent(html_8d0db85b5c32acc8b1bd2fbdeb63f849);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7ccdcc1605f4ff8e1a28a88d7f34a446.bindPopup(popup_a5d926084bc8b7c6b908abc8461e7607)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_5c7235c62dfd31b65bae6d757a562fae = L.marker(\n",
       "                [34.03864209, -118.37461174],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_d7bcd8542dfcc2d88e603c60f819ae07 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_b3ba8e2b41e3bf217a8046bfd32cbecf = $(`&lt;div id=&quot;html_b3ba8e2b41e3bf217a8046bfd32cbecf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_d7bcd8542dfcc2d88e603c60f819ae07.setContent(html_b3ba8e2b41e3bf217a8046bfd32cbecf);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_5c7235c62dfd31b65bae6d757a562fae.bindPopup(popup_d7bcd8542dfcc2d88e603c60f819ae07)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_7320cc9b5314f3e0f5f27cc3e5e1974a = L.marker(\n",
       "                [34.21858038, -118.42999935],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_1bd67a8cfdd567fc043ca5c4fcd8f875 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_f2ed9c8ab9640959992241b8ca757c44 = $(`&lt;div id=&quot;html_f2ed9c8ab9640959992241b8ca757c44&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Panorama City&lt;/div&gt;`)[0];\n",
       "                popup_1bd67a8cfdd567fc043ca5c4fcd8f875.setContent(html_f2ed9c8ab9640959992241b8ca757c44);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_7320cc9b5314f3e0f5f27cc3e5e1974a.bindPopup(popup_1bd67a8cfdd567fc043ca5c4fcd8f875)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_0b9298cede747fc6cbb0d9674b278948 = L.marker(\n",
       "                [34.09853249, -118.29509497],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_cfaa3f0e2f82212eded9ee405570a724 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_745916de4ea50fb1e6eab85453fea099 = $(`&lt;div id=&quot;html_745916de4ea50fb1e6eab85453fea099&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_cfaa3f0e2f82212eded9ee405570a724.setContent(html_745916de4ea50fb1e6eab85453fea099);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_0b9298cede747fc6cbb0d9674b278948.bindPopup(popup_cfaa3f0e2f82212eded9ee405570a724)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4d215d7437ffb35e39fc7f0d39c70fc6 = L.marker(\n",
       "                [34.22034742, -118.53299439],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_970a98ae65df12dda1a79da4fe772055 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e77dbd457b84b437207da6fba0b4e917 = $(`&lt;div id=&quot;html_e77dbd457b84b437207da6fba0b4e917&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Northridge&lt;/div&gt;`)[0];\n",
       "                popup_970a98ae65df12dda1a79da4fe772055.setContent(html_e77dbd457b84b437207da6fba0b4e917);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4d215d7437ffb35e39fc7f0d39c70fc6.bindPopup(popup_970a98ae65df12dda1a79da4fe772055)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d351b6006cdbf41e99ae9debd8c1a56a = L.marker(\n",
       "                [34.22034742, -118.53299439],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_ca7106a6456cea754e0698fb9bdca195 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_e803f1275ae7bf403f56a6625abc0ea0 = $(`&lt;div id=&quot;html_e803f1275ae7bf403f56a6625abc0ea0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Northridge&lt;/div&gt;`)[0];\n",
       "                popup_ca7106a6456cea754e0698fb9bdca195.setContent(html_e803f1275ae7bf403f56a6625abc0ea0);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d351b6006cdbf41e99ae9debd8c1a56a.bindPopup(popup_ca7106a6456cea754e0698fb9bdca195)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_d49f11060d30bb1e5063c92fca11918e = L.marker(\n",
       "                [34.049413, -118.1383146],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_a5bf1becb1fa677a547115a0510f5044 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_bdc0c7007e3967ba6f61cba51443ee15 = $(`&lt;div id=&quot;html_bdc0c7007e3967ba6f61cba51443ee15&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Monterey Park&lt;/div&gt;`)[0];\n",
       "                popup_a5bf1becb1fa677a547115a0510f5044.setContent(html_bdc0c7007e3967ba6f61cba51443ee15);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_d49f11060d30bb1e5063c92fca11918e.bindPopup(popup_a5bf1becb1fa677a547115a0510f5044)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_76b14d1f58e6c61f7fdab29aa84cc5dc = L.marker(\n",
       "                [34.0664433, -118.4463136],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_e5fb9cabc5f2ab70ce7f770b7373e504 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_161bb7f7c51cf99ee0fe90c99fbcf2a8 = $(`&lt;div id=&quot;html_161bb7f7c51cf99ee0fe90c99fbcf2a8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_e5fb9cabc5f2ab70ce7f770b7373e504.setContent(html_161bb7f7c51cf99ee0fe90c99fbcf2a8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_76b14d1f58e6c61f7fdab29aa84cc5dc.bindPopup(popup_e5fb9cabc5f2ab70ce7f770b7373e504)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_b9509bcd6721d51c2bf014e349795ac9 = L.marker(\n",
       "                [34.0655016, -117.9864524],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_9cd6c96343eb8b170baccdfc05ad5382 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_2a646ee49e3fece5d5e3768303f724d1 = $(`&lt;div id=&quot;html_2a646ee49e3fece5d5e3768303f724d1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Baldwin Park&lt;/div&gt;`)[0];\n",
       "                popup_9cd6c96343eb8b170baccdfc05ad5382.setContent(html_2a646ee49e3fece5d5e3768303f724d1);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_b9509bcd6721d51c2bf014e349795ac9.bindPopup(popup_9cd6c96343eb8b170baccdfc05ad5382)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_44478bac942be3831134008cf107db61 = L.marker(\n",
       "                [34.09709766, -117.74691582],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_3196ff40416086de67b58c495a05c53b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_44da4846c1c89d5159ea18b2f5e7f4ec = $(`&lt;div id=&quot;html_44da4846c1c89d5159ea18b2f5e7f4ec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Pomona&lt;/div&gt;`)[0];\n",
       "                popup_3196ff40416086de67b58c495a05c53b.setContent(html_44da4846c1c89d5159ea18b2f5e7f4ec);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_44478bac942be3831134008cf107db61.bindPopup(popup_3196ff40416086de67b58c495a05c53b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1eb786d2a797af24ca800590a6121e67 = L.marker(\n",
       "                [33.92352994, -118.24277957],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_8ceada95cedec97f13af2e2b03b9d678 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_5a1fe57093b7cdd423085f498c5b0674 = $(`&lt;div id=&quot;html_5a1fe57093b7cdd423085f498c5b0674&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_8ceada95cedec97f13af2e2b03b9d678.setContent(html_5a1fe57093b7cdd423085f498c5b0674);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1eb786d2a797af24ca800590a6121e67.bindPopup(popup_8ceada95cedec97f13af2e2b03b9d678)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9c206e80c1da44863c042d923feb0eb5 = L.marker(\n",
       "                [33.92352994, -118.24277957],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_0d670f0f5a36ec00125f4ba7096f43b9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_eb91bf45f01db60d703c19c08861fa59 = $(`&lt;div id=&quot;html_eb91bf45f01db60d703c19c08861fa59&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_0d670f0f5a36ec00125f4ba7096f43b9.setContent(html_eb91bf45f01db60d703c19c08861fa59);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9c206e80c1da44863c042d923feb0eb5.bindPopup(popup_0d670f0f5a36ec00125f4ba7096f43b9)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_21d9601b2e91c77ed3e16b90bfd86171 = L.marker(\n",
       "                [34.0630326, -117.967521],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_1784526cdc86035c5375bc6696e2e584 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_4a0fa00112053c95ac655ecbc14b878c = $(`&lt;div id=&quot;html_4a0fa00112053c95ac655ecbc14b878c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Baldwin Park&lt;/div&gt;`)[0];\n",
       "                popup_1784526cdc86035c5375bc6696e2e584.setContent(html_4a0fa00112053c95ac655ecbc14b878c);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_21d9601b2e91c77ed3e16b90bfd86171.bindPopup(popup_1784526cdc86035c5375bc6696e2e584)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_1550563e525d76764a282c169995bdac = L.marker(\n",
       "                [34.0638176, -118.2736547],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_ec7b6afb30f69ddd4e6870e6f47c835c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_0366a03947e0dd8fc1cc1daf31b5e0d1 = $(`&lt;div id=&quot;html_0366a03947e0dd8fc1cc1daf31b5e0d1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_ec7b6afb30f69ddd4e6870e6f47c835c.setContent(html_0366a03947e0dd8fc1cc1daf31b5e0d1);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_1550563e525d76764a282c169995bdac.bindPopup(popup_ec7b6afb30f69ddd4e6870e6f47c835c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_9d92e3fcaf356724c37bde65e75ff721 = L.marker(\n",
       "                [34.0638176, -118.2736547],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_a3679b5eb87330a07a2c58e4ac941b21 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_6b09065884a0efba22e5a9e9961c34b3 = $(`&lt;div id=&quot;html_6b09065884a0efba22e5a9e9961c34b3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Los Angeles&lt;/div&gt;`)[0];\n",
       "                popup_a3679b5eb87330a07a2c58e4ac941b21.setContent(html_6b09065884a0efba22e5a9e9961c34b3);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_9d92e3fcaf356724c37bde65e75ff721.bindPopup(popup_a3679b5eb87330a07a2c58e4ac941b21)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_10d05645ed48529578a0b89425e28da9 = L.marker(\n",
       "                [34.0976119, -117.8346593],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_16bab6ae26253f5582e01446e57961e0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_57be7e88878eeb872eb4a465b818dde8 = $(`&lt;div id=&quot;html_57be7e88878eeb872eb4a465b818dde8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;San Dimas&lt;/div&gt;`)[0];\n",
       "                popup_16bab6ae26253f5582e01446e57961e0.setContent(html_57be7e88878eeb872eb4a465b818dde8);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_10d05645ed48529578a0b89425e28da9.bindPopup(popup_16bab6ae26253f5582e01446e57961e0)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_4349a96996d9b8aff1761967d4e46480 = L.marker(\n",
       "                [34.0976119, -117.8346593],\n",
       "                {}\n",
       "            ).addTo(map_548c026e00d43ee9bb86c17f2dbb586d);\n",
       "        \n",
       "    \n",
       "        var popup_24489328367c7420abb5d6f19587cc07 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            \n",
       "                var html_c45bc00bbbc81041e7db18e77a9cf653 = $(`&lt;div id=&quot;html_c45bc00bbbc81041e7db18e77a9cf653&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;San Dimas&lt;/div&gt;`)[0];\n",
       "                popup_24489328367c7420abb5d6f19587cc07.setContent(html_c45bc00bbbc81041e7db18e77a9cf653);\n",
       "            \n",
       "        \n",
       "\n",
       "        marker_4349a96996d9b8aff1761967d4e46480.bindPopup(popup_24489328367c7420abb5d6f19587cc07)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1f885a37070>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add marker one by one on the map\n",
    "for i in range(0,len(hospital)):\n",
    "   folium.Marker(\n",
    "      location=[hospital.iloc[i]['latitude'], hospital.iloc[i]['longitude']],\n",
    "      popup=hospital.iloc[i]['city'],\n",
    "   ).add_to(m)\n",
    "\n",
    "# Show the map again\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Omdena_LA",
   "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": "3.10.9"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "248399f7f6d7e8b0139d283b377283516f3b60e35cdb72b62917931144f2f336"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}