main.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Finding The Best Location In California"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np, pandas as pd, pymongo, folium, orca\n",
    "import matplotlib.pyplot as plt, seaborn as sns, chart_studio.plotly as py, cufflinks as cf, plotly.express as px\n",
    "from pymongo import MongoClient\n",
    "from pandas.io.json import json_normalize\n",
    "from folium import plugins\n",
    "from ipywidgets import interact\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['admin', 'companies', 'config', 'local']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client = pymongo.MongoClient()\n",
    "client.list_database_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['companies']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies = client['companies']\n",
    "companies.list_collection_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Collection(Database(MongoClient(host=['localhost:27017'], document_class=dict, tz_aware=False, connect=True), 'companies'), 'companies')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "collection = companies['companies']\n",
    "collection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['_id', 'name', 'permalink', 'crunchbase_url', 'homepage_url', 'blog_url', 'blog_feed_url', 'twitter_username', 'category_code', 'number_of_employees', 'founded_year', 'founded_month', 'founded_day', 'deadpooled_year', 'tag_list', 'alias_list', 'email_address', 'phone_number', 'description', 'created_at', 'updated_at', 'overview', 'image', 'products', 'relationships', 'competitions', 'providerships', 'total_money_raised', 'funding_rounds', 'investments', 'acquisition', 'acquisitions', 'offices', 'milestones', 'video_embeds', 'screenshots', 'external_links', 'partners'])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keys = collection.find({})\n",
    "keys[0].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "collection_filter = collection.find({'$and':[{'offices':{'$not':{'$size':0}}},\n",
    "                                             {'category_code':'games_video'}]},\n",
    "                                    {'_id':0,'name':1,'category_code':1,'offices':1})\n",
    "#list(collection_filter.limit(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'name': 'Flektor',\n",
       " 'category_code': 'games_video',\n",
       " 'offices': [{'description': None,\n",
       "   'address1': '8536 National Blvd, Suite A',\n",
       "   'address2': None,\n",
       "   'zip_code': '90232',\n",
       "   'city': 'Culver City',\n",
       "   'state_code': 'CA',\n",
       "   'country_code': 'USA',\n",
       "   'latitude': 34.025958,\n",
       "   'longitude': -118.379768}]}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "colec = list(collection_filter)\n",
    "colec[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(839, 3)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies_df = pd.DataFrame(colec)\n",
    "companies_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>name</th>\n",
       "      <th>category_code</th>\n",
       "      <th>offices</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Flektor</td>\n",
       "      <td>games_video</td>\n",
       "      <td>[{'description': None, 'address1': '8536 Natio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lala</td>\n",
       "      <td>games_video</td>\n",
       "      <td>[{'description': 'Lala Headquarters', 'address...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Joost</td>\n",
       "      <td>games_video</td>\n",
       "      <td>[{'description': '', 'address1': '100 5th Ave ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Babelgum</td>\n",
       "      <td>games_video</td>\n",
       "      <td>[{'description': '', 'address1': '', 'address2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sparter</td>\n",
       "      <td>games_video</td>\n",
       "      <td>[{'description': None, 'address1': None, 'addr...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       name category_code                                            offices\n",
       "0   Flektor   games_video  [{'description': None, 'address1': '8536 Natio...\n",
       "1      Lala   games_video  [{'description': 'Lala Headquarters', 'address...\n",
       "2     Joost   games_video  [{'description': '', 'address1': '100 5th Ave ...\n",
       "3  Babelgum   games_video  [{'description': '', 'address1': '', 'address2...\n",
       "4   Sparter   games_video  [{'description': None, 'address1': None, 'addr..."
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_list = [pd.json_normalize(i) for i in companies_df['offices']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>description</th>\n",
       "      <th>address1</th>\n",
       "      <th>address2</th>\n",
       "      <th>zip_code</th>\n",
       "      <th>city</th>\n",
       "      <th>state_code</th>\n",
       "      <th>country_code</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Corporate Headquarters</td>\n",
       "      <td>901 Cherry Ave</td>\n",
       "      <td></td>\n",
       "      <td>94066</td>\n",
       "      <td>San Bruno</td>\n",
       "      <td>CA</td>\n",
       "      <td>USA</td>\n",
       "      <td>37.627971</td>\n",
       "      <td>-122.426804</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              description        address1 address2 zip_code       city  \\\n",
       "0  Corporate Headquarters  901 Cherry Ave             94066  San Bruno   \n",
       "\n",
       "  state_code country_code   latitude   longitude  \n",
       "0         CA          USA  37.627971 -122.426804  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_list[7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "839"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(companies_df['category_code'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "839"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i, item in enumerate(data_list):\n",
    "    item['company_name'] = companies_df['name'][i]\n",
    "    item['category_code'] = companies_df['category_code'][i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>description</th>\n",
       "      <th>address1</th>\n",
       "      <th>address2</th>\n",
       "      <th>zip_code</th>\n",
       "      <th>city</th>\n",
       "      <th>state_code</th>\n",
       "      <th>country_code</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>company_name</th>\n",
       "      <th>category_code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>None</td>\n",
       "      <td>8536 National Blvd, Suite A</td>\n",
       "      <td>None</td>\n",
       "      <td>90232</td>\n",
       "      <td>Culver City</td>\n",
       "      <td>CA</td>\n",
       "      <td>USA</td>\n",
       "      <td>34.025958</td>\n",
       "      <td>-118.379768</td>\n",
       "      <td>Flektor</td>\n",
       "      <td>games_video</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  description                     address1 address2 zip_code         city  \\\n",
       "0        None  8536 National Blvd, Suite A     None    90232  Culver City   \n",
       "\n",
       "  state_code country_code   latitude   longitude company_name category_code  \n",
       "0         CA          USA  34.025958 -118.379768      Flektor   games_video  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_list[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "temp_table = [i[['company_name','category_code','country_code',\n",
    "                 'state_code','city','latitude','longitude']] for i in data_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "companies_data = pd.DataFrame()\n",
    "for i in range(len(temp_table)):\n",
    "    companies_data = pd.concat([companies_data, temp_table[i]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>category_code</th>\n",
       "      <th>country_code</th>\n",
       "      <th>state_code</th>\n",
       "      <th>city</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Flektor</td>\n",
       "      <td>games_video</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>Culver City</td>\n",
       "      <td>34.025958</td>\n",
       "      <td>-118.379768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lala</td>\n",
       "      <td>games_video</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>Palo Alto</td>\n",
       "      <td>37.451151</td>\n",
       "      <td>-122.154369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Joost</td>\n",
       "      <td>games_video</td>\n",
       "      <td>USA</td>\n",
       "      <td>NY</td>\n",
       "      <td>New York</td>\n",
       "      <td>40.746497</td>\n",
       "      <td>-74.009447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Babelgum</td>\n",
       "      <td>games_video</td>\n",
       "      <td>GBR</td>\n",
       "      <td>None</td>\n",
       "      <td>London</td>\n",
       "      <td>53.344104</td>\n",
       "      <td>-6.267494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sparter</td>\n",
       "      <td>games_video</td>\n",
       "      <td>USA</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>37.090240</td>\n",
       "      <td>-95.712891</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  company_name category_code country_code state_code         city   latitude  \\\n",
       "0      Flektor   games_video          USA         CA  Culver City  34.025958   \n",
       "0         Lala   games_video          USA         CA    Palo Alto  37.451151   \n",
       "0        Joost   games_video          USA         NY     New York  40.746497   \n",
       "0     Babelgum   games_video          GBR       None       London  53.344104   \n",
       "0      Sparter   games_video          USA       None         None  37.090240   \n",
       "\n",
       "    longitude  \n",
       "0 -118.379768  \n",
       "0 -122.154369  \n",
       "0  -74.009447  \n",
       "0   -6.267494  \n",
       "0  -95.712891  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['USA', 'GBR', 'ISR', 'HUN', 'RUS', 'DEU', 'JPN', 'CAN', 'SGP',\n",
       "       'CHE', 'FRA', 'IRL', 'IND', 'NLD', 'SWE', 'QAT', 'MLT', 'KOR',\n",
       "       'AUS', 'NOR', 'CYP', 'MYS', 'FIN', 'AUT', 'ESP', 'ROM', 'LVA',\n",
       "       'ARM', 'MEX', 'BRB', 'CHN', 'CRI', 'ISL', 'ITA', 'ARG', 'EST',\n",
       "       'BGD', 'TUR', 'UKR', 'TWN', 'LBN', 'COL', 'BEL', 'GRC', 'BRA',\n",
       "       'DNK', 'ARA', 'HKG', 'CZE', 'NZL', 'IOT', 'SVN', 'PRT'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies_data['country_code'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['CA', 'NY', None, 'WA', 'AL', 'MA', 'TX', 'NV', 'PA', 'FL', 'MN',\n",
       "       'MI', 'MD', 'MO', 'NJ', 'CO', 'OK', 'VA', 'IA', 'IL', 'GA', 'NE',\n",
       "       'DE', 'AZ', 'CT', 'TN', 'NC', 'RI', 'OR', 'OH', 'ME', 'SC', 'KY',\n",
       "       'KS'], dtype=object)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies_data[companies_data['country_code']=='USA']['state_code'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>company_name</th>\n",
       "      <th>category_code</th>\n",
       "      <th>country_code</th>\n",
       "      <th>state_code</th>\n",
       "      <th>city</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Flektor</td>\n",
       "      <td>games_video</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>Culver City</td>\n",
       "      <td>34.025958</td>\n",
       "      <td>-118.379768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lala</td>\n",
       "      <td>games_video</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>Palo Alto</td>\n",
       "      <td>37.451151</td>\n",
       "      <td>-122.154369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Kyte</td>\n",
       "      <td>games_video</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>37.788482</td>\n",
       "      <td>-122.409173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Veoh</td>\n",
       "      <td>games_video</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>32.902266</td>\n",
       "      <td>-117.208340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>YouTube</td>\n",
       "      <td>games_video</td>\n",
       "      <td>USA</td>\n",
       "      <td>CA</td>\n",
       "      <td>San Bruno</td>\n",
       "      <td>37.627971</td>\n",
       "      <td>-122.426804</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  company_name category_code country_code state_code           city  \\\n",
       "0      Flektor   games_video          USA         CA    Culver City   \n",
       "1         Lala   games_video          USA         CA      Palo Alto   \n",
       "2         Kyte   games_video          USA         CA  San Francisco   \n",
       "3         Veoh   games_video          USA         CA      San Diego   \n",
       "4      YouTube   games_video          USA         CA      San Bruno   \n",
       "\n",
       "    latitude   longitude  \n",
       "0  34.025958 -118.379768  \n",
       "1  37.451151 -122.154369  \n",
       "2  37.788482 -122.409173  \n",
       "3  32.902266 -117.208340  \n",
       "4  37.627971 -122.426804  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies_data_ca = companies_data[(companies_data['country_code'] == 'USA') & (companies_data['state_code'] == 'CA')]\n",
    "companies_data_ca.reset_index(drop=True,inplace=True)\n",
    "companies_data_ca.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(279, 7)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies_data_ca.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Culver City', 'Palo Alto', 'San Francisco', 'San Diego',\n",
       "       'San Bruno', 'Los Angeles', 'San Mateo', 'Burlingame',\n",
       "       'Redwood City', 'Mountain View', 'Burbank', 'Belmont',\n",
       "       'Santa Monica', 'Corte Madera', 'San Jose', 'West Palm Beach',\n",
       "       'Berkeley', 'Solana Beach', 'Sunnyvale', 'Santa Clara', 'Campbell',\n",
       "       'Los Angleles', 'Sherman Oaks', 'Sausalito', 'Santa Cruz',\n",
       "       'Hollywood', 'Los Gatos', 'Beverly Hills', 'Fullerton', '',\n",
       "       'Van Nuys', 'Fremont', 'Torrance', 'Atherton', 'Carlsbad',\n",
       "       'Oakland', 'Emeryville', 'Yorba Linda', 'Daly City', 'Stockholm',\n",
       "       'El Segundo', 'Universal City', 'Santa Ana', 'Irvine',\n",
       "       'Menlo Park', 'Moreno Valley', 'Manhattan Beach', 'Milpitas',\n",
       "       'Encino', 'Inglewood', 'South San Francisco', 'Mill Valley',\n",
       "       'Brea', 'Marina del Rey', 'Century City', 'Agoura Hills',\n",
       "       'Lake Forest', 'Venice', 'West Hollywood', 'San Clemente',\n",
       "       'Pasadena', 'Oxnard', 'Calabasas', 'Aliso Viejo', 'La Jolla',\n",
       "       'Santa Barbara', 'North Hollywood', 'Bay Area', 'Playa Vista',\n",
       "       'California', 'Long Beach'], dtype=object)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies_data_ca['city'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "San Francisco          68\n",
       "Los Angeles            31\n",
       "Palo Alto              16\n",
       "Santa Monica           14\n",
       "                        9\n",
       "                       ..\n",
       "Playa Vista             1\n",
       "La Jolla                1\n",
       "South San Francisco     1\n",
       "Marina del Rey          1\n",
       "Stockholm               1\n",
       "Name: city, Length: 71, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies_data_ca['city'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As one of the requirements of the client is that the new office needs to be near to public transport and in the city where are the most videogames studios in California, the best option is San Francisco because this city has 68 videogame studio's and this city has acces to subway besides bus, city bikes among other transportation methods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "companies_data_sf = companies_data_ca[companies_data_ca['city'] == 'San Francisco'][['company_name','latitude','longitude']]"
   ]
  },
  {
   "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>company_name</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kyte</td>\n",
       "      <td>37.788482</td>\n",
       "      <td>-122.409173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ustream</td>\n",
       "      <td>37.392936</td>\n",
       "      <td>-122.079480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Revision3</td>\n",
       "      <td>37.757758</td>\n",
       "      <td>-122.388243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CastTV</td>\n",
       "      <td>37.780716</td>\n",
       "      <td>-122.393913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>blinkx</td>\n",
       "      <td>37.793819</td>\n",
       "      <td>-122.395089</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  company_name   latitude   longitude\n",
       "0         Kyte  37.788482 -122.409173\n",
       "1      Ustream  37.392936 -122.079480\n",
       "2    Revision3  37.757758 -122.388243\n",
       "3       CastTV  37.780716 -122.393913\n",
       "4       blinkx  37.793819 -122.395089"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies_data_sf.reset_index(drop=True, inplace=True)\n",
    "companies_data_sf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "company_name     0\n",
       "latitude        19\n",
       "longitude       19\n",
       "dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies_data_sf.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(68, 3)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies_data_sf.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "company_name    0\n",
       "latitude        0\n",
       "longitude       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies_data_sf.dropna(axis = 0, inplace = True)\n",
    "companies_data_sf.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(49, 3)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies_data_sf.reset_index(drop=True, inplace=True)\n",
    "companies_data_sf.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Geolocating of Video Games Studios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "location = folium.Map(location = [37.781448, -122.405578], zoom_start = 13)\n",
    "lat_long = companies_data_sf[['latitude','longitude']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generating a heatmap for visualization of the zone with more video games studios density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "location = location.add_child(plugins.HeatMap(lat_long,radius=15))\n",
    "location.save('data/maps/heatmap.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### San Francisco Heatmap and San Francisco Subway Map\n",
    "<table><tr>\n",
    "    <td><img src='data/maps/heatmap.jpg' style='width: 400px;'/></td>\n",
    "    <td><img src='data/maps/sf_subway.jpg' style='width: 400px;'/></td>\n",
    "</tr></table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Interactive Heatmap:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "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 src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=PCFET0NUWVBFIGh0bWw+CjxoZWFkPiAgICAKICAgIDxtZXRhIGh0dHAtZXF1aXY9ImNvbnRlbnQtdHlwZSIgY29udGVudD0idGV4dC9odG1sOyBjaGFyc2V0PVVURi04IiAvPgogICAgCiAgICAgICAgPHNjcmlwdD4KICAgICAgICAgICAgTF9OT19UT1VDSCA9IGZhbHNlOwogICAgICAgICAgICBMX0RJU0FCTEVfM0QgPSBmYWxzZTsKICAgICAgICA8L3NjcmlwdD4KICAgIAogICAgPHNjcmlwdCBzcmM9Imh0dHBzOi8vY2RuLmpzZGVsaXZyLm5ldC9ucG0vbGVhZmxldEAxLjYuMC9kaXN0L2xlYWZsZXQuanMiPjwvc2NyaXB0PgogICAgPHNjcmlwdCBzcmM9Imh0dHBzOi8vY29kZS5qcXVlcnkuY29tL2pxdWVyeS0xLjEyLjQubWluLmpzIj48L3NjcmlwdD4KICAgIDxzY3JpcHQgc3JjPSJodHRwczovL21heGNkbi5ib290c3RyYXBjZG4uY29tL2Jvb3RzdHJhcC8zLjIuMC9qcy9ib290c3RyYXAubWluLmpzIj48L3NjcmlwdD4KICAgIDxzY3JpcHQgc3JjPSJodHRwczovL2NkbmpzLmNsb3VkZmxhcmUuY29tL2FqYXgvbGlicy9MZWFmbGV0LmF3ZXNvbWUtbWFya2Vycy8yLjAuMi9sZWFmbGV0LmF3ZXNvbWUtbWFya2Vycy5qcyI+PC9zY3JpcHQ+CiAgICA8bGluayByZWw9InN0eWxlc2hlZXQiIGhyZWY9Imh0dHBzOi8vY2RuLmpzZGVsaXZyLm5ldC9ucG0vbGVhZmxldEAxLjYuMC9kaXN0L2xlYWZsZXQuY3NzIi8+CiAgICA8bGluayByZWw9InN0eWxlc2hlZXQiIGhyZWY9Imh0dHBzOi8vbWF4Y2RuLmJvb3RzdHJhcGNkbi5jb20vYm9vdHN0cmFwLzMuMi4wL2Nzcy9ib290c3RyYXAubWluLmNzcyIvPgogICAgPGxpbmsgcmVsPSJzdHlsZXNoZWV0IiBocmVmPSJodHRwczovL21heGNkbi5ib290c3RyYXBjZG4uY29tL2Jvb3RzdHJhcC8zLjIuMC9jc3MvYm9vdHN0cmFwLXRoZW1lLm1pbi5jc3MiLz4KICAgIDxsaW5rIHJlbD0ic3R5bGVzaGVldCIgaHJlZj0iaHR0cHM6Ly9tYXhjZG4uYm9vdHN0cmFwY2RuLmNvbS9mb250LWF3ZXNvbWUvNC42LjMvY3NzL2ZvbnQtYXdlc29tZS5taW4uY3NzIi8+CiAgICA8bGluayByZWw9InN0eWxlc2hlZXQiIGhyZWY9Imh0dHBzOi8vY2RuanMuY2xvdWRmbGFyZS5jb20vYWpheC9saWJzL0xlYWZsZXQuYXdlc29tZS1tYXJrZXJzLzIuMC4yL2xlYWZsZXQuYXdlc29tZS1tYXJrZXJzLmNzcyIvPgogICAgPGxpbmsgcmVsPSJzdHlsZXNoZWV0IiBocmVmPSJodHRwczovL3Jhd2Nkbi5naXRoYWNrLmNvbS9weXRob24tdmlzdWFsaXphdGlvbi9mb2xpdW0vbWFzdGVyL2ZvbGl1bS90ZW1wbGF0ZXMvbGVhZmxldC5hd2Vzb21lLnJvdGF0ZS5jc3MiLz4KICAgIDxzdHlsZT5odG1sLCBib2R5IHt3aWR0aDogMTAwJTtoZWlnaHQ6IDEwMCU7bWFyZ2luOiAwO3BhZGRpbmc6IDA7fTwvc3R5bGU+CiAgICA8c3R5bGU+I21hcCB7cG9zaXRpb246YWJzb2x1dGU7dG9wOjA7Ym90dG9tOjA7cmlnaHQ6MDtsZWZ0OjA7fTwvc3R5bGU+CiAgICAKICAgICAgICAgICAgPG1ldGEgbmFtZT0idmlld3BvcnQiIGNvbnRlbnQ9IndpZHRoPWRldmljZS13aWR0aCwKICAgICAgICAgICAgICAgIGluaXRpYWwtc2NhbGU9MS4wLCBtYXhpbXVtLXNjYWxlPTEuMCwgdXNlci1zY2FsYWJsZT1ubyIgLz4KICAgICAgICAgICAgPHN0eWxlPgogICAgICAgICAgICAgICAgI21hcF8xZjNhYmQ2NGE0MGI0YWMyYmU0YmNkMjk0MDQ0ZWFlNyB7CiAgICAgICAgICAgICAgICAgICAgcG9zaXRpb246IHJlbGF0aXZlOwogICAgICAgICAgICAgICAgICAgIHdpZHRoOiAxMDAuMCU7CiAgICAgICAgICAgICAgICAgICAgaGVpZ2h0OiAxMDAuMCU7CiAgICAgICAgICAgICAgICAgICAgbGVmdDogMC4wJTsKICAgICAgICAgICAgICAgICAgICB0b3A6IDAuMCU7CiAgICAgICAgICAgICAgICB9CiAgICAgICAgICAgIDwvc3R5bGU+CiAgICAgICAgCiAgICA8c2NyaXB0IHNyYz0iaHR0cHM6Ly9sZWFmbGV0LmdpdGh1Yi5pby9MZWFmbGV0LmhlYXQvZGlzdC9sZWFmbGV0LWhlYXQuanMiPjwvc2NyaXB0Pgo8L2hlYWQ+Cjxib2R5PiAgICAKICAgIAogICAgICAgICAgICA8ZGl2IGNsYXNzPSJmb2xpdW0tbWFwIiBpZD0ibWFwXzFmM2FiZDY0YTQwYjRhYzJiZTRiY2QyOTQwNDRlYWU3IiA+PC9kaXY+CiAgICAgICAgCjwvYm9keT4KPHNjcmlwdD4gICAgCiAgICAKICAgICAgICAgICAgdmFyIG1hcF8xZjNhYmQ2NGE0MGI0YWMyYmU0YmNkMjk0MDQ0ZWFlNyA9IEwubWFwKAogICAgICAgICAgICAgICAgIm1hcF8xZjNhYmQ2NGE0MGI0YWMyYmU0YmNkMjk0MDQ0ZWFlNyIsCiAgICAgICAgICAgICAgICB7CiAgICAgICAgICAgICAgICAgICAgY2VudGVyOiBbMzcuNzgxNDQ4LCAtMTIyLjQwNTU3OF0sCiAgICAgICAgICAgICAgICAgICAgY3JzOiBMLkNSUy5FUFNHMzg1NywKICAgICAgICAgICAgICAgICAgICB6b29tOiAxMywKICAgICAgICAgICAgICAgICAgICB6b29tQ29udHJvbDogdHJ1ZSwKICAgICAgICAgICAgICAgICAgICBwcmVmZXJDYW52YXM6IGZhbHNlLAogICAgICAgICAgICAgICAgfQogICAgICAgICAgICApOwoKICAgICAgICAgICAgCgogICAgICAgIAogICAgCiAgICAgICAgICAgIHZhciB0aWxlX2xheWVyXzNjM2FkOWM1NDhlNjRkYWE5Y2FkYjdjMTZhMzcxNWFmID0gTC50aWxlTGF5ZXIoCiAgICAgICAgICAgICAgICAiaHR0cHM6Ly97c30udGlsZS5vcGVuc3RyZWV0bWFwLm9yZy97en0ve3h9L3t5fS5wbmciLAogICAgICAgICAgICAgICAgeyJhdHRyaWJ1dGlvbiI6ICJEYXRhIGJ5IFx1MDAyNmNvcHk7IFx1MDAzY2EgaHJlZj1cImh0dHA6Ly9vcGVuc3RyZWV0bWFwLm9yZ1wiXHUwMDNlT3BlblN0cmVldE1hcFx1MDAzYy9hXHUwMDNlLCB1bmRlciBcdTAwM2NhIGhyZWY9XCJodHRwOi8vd3d3Lm9wZW5zdHJlZXRtYXAub3JnL2NvcHlyaWdodFwiXHUwMDNlT0RiTFx1MDAzYy9hXHUwMDNlLiIsICJkZXRlY3RSZXRpbmEiOiBmYWxzZSwgIm1heE5hdGl2ZVpvb20iOiAxOCwgIm1heFpvb20iOiAxOCwgIm1pblpvb20iOiAwLCAibm9XcmFwIjogZmFsc2UsICJvcGFjaXR5IjogMSwgInN1YmRvbWFpbnMiOiAiYWJjIiwgInRtcyI6IGZhbHNlfQogICAgICAgICAgICApLmFkZFRvKG1hcF8xZjNhYmQ2NGE0MGI0YWMyYmU0YmNkMjk0MDQ0ZWFlNyk7CiAgICAgICAgCiAgICAKICAgICAgICAgICAgdmFyIGhlYXRfbWFwX2Y5ZDMzNDAwNTNkMzQ4YWJiM2M5M2EyZmFiNzRkOWE4ID0gTC5oZWF0TGF5ZXIoCiAgICAgICAgICAgICAgICBbWzM3Ljc4ODQ4MiwgLTEyMi40MDkxNzNdLCBbMzcuMzkyOTM2LCAtMTIyLjA3OTQ4XSwgWzM3Ljc1Nzc1OCwgLTEyMi4zODgyNDNdLCBbMzcuNzgwNzE2LCAtMTIyLjM5MzkxM10sIFszNy43OTM4MTksIC0xMjIuMzk1MDg5XSwgWzM3Ljc4ODY2OCwgLTEyMi40MDA1NThdLCBbMzcuNzg3MDkyLCAtMTIyLjM5OTk3Ml0sIFszNy40MzczMjgsIC0xMjIuMTU5OTI4XSwgWzM3Ljc4MDEzNCwgLTEyMi4zOTY3NDRdLCBbMzcuNzg2OTQyLCAtMTIyLjQwMTI0NV0sIFszNy43ODE1NTcsIC0xMjIuNDA3OTU5XSwgWzM3Ljc4MjI2MywgLTEyMi4zOTIxNDJdLCBbMzcuNzgxMjY1LCAtMTIyLjM5MzIyOV0sIFszNy43ODM4OTgsIC0xMjIuMzk1MjM0XSwgWzM3Ljc5MDM0NiwgLTEyMi40MDE4NV0sIFszNy43NzUxOTYsIC0xMjIuNDE5MjA0XSwgWzM3Ljc2NTE1OCwgLTEyMi40MDQyMzRdLCBbMzcuNzc1MTk2LCAtMTIyLjQxOTIwNF0sIFszNy43NzUxOTYsIC0xMjIuNDE5MjA0XSwgWzM3Ljc1NjkyMiwgLTEyMi40MjA4N10sIFszNy43ODkzMjE1LCAtMTIyLjQwMTM2MjRdLCBbMzcuMzk0ND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onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x263b5795700>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "marked = folium.Map(location = [37.781448, -122.405578], zoom_start = 13)\n",
    "for i in range(len(companies_data_sf)):\n",
    "    folium.Marker([companies_data_sf.loc[i,'latitude'], companies_data_sf.loc[i,'longitude']],\n",
    "                 tooltip = companies_data_sf.loc[i,'company_name'],\n",
    "                 popup = companies_data_sf.loc[i,'company_name']).add_to(marked)\n",
    "marked.save('data/maps/studios_map.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Interactive Videogames Studios Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "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 src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_e3c41da0f09f4d8e963dd68920b0b496 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_e3c41da0f09f4d8e963dd68920b0b496" ></div>
        
</body>
<script>    
    
            var map_e3c41da0f09f4d8e963dd68920b0b496 = L.map(
                "map_e3c41da0f09f4d8e963dd68920b0b496",
                {
                    center: [37.781448, -122.405578],
                    crs: L.CRS.EPSG3857,
                    zoom: 13,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_bbc38c1b52c5450fb611a4e2c3ca658f = L.tileLayer(
                "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",
                {"attribution": "Data by \u0026copy; \u003ca href=\"http://openstreetmap.org\"\u003eOpenStreetMap\u003c/a\u003e, under \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eODbL\u003c/a\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_e3c41da0f09f4d8e963dd68920b0b496);
        
    
            var marker_2246eb4458514bf484509730ad9d91d7 = L.marker(
                [37.788482, -122.409173],
                {}
            ).addTo(map_e3c41da0f09f4d8e963dd68920b0b496);
        
    
        var popup_fa774af4136e430aa3df7cb654d4011c = L.popup({"maxWidth": "100%"});

        
            var html_7ede2d04f56448faaee7311b3f6111fc = $(`<div id="html_7ede2d04f56448faaee7311b3f6111fc" style="width: 100.0%; height: 100.0%;">Kyte</div>`)[0];
            popup_fa774af4136e430aa3df7cb654d4011c.setContent(html_7ede2d04f56448faaee7311b3f6111fc);
        

        marker_2246eb4458514bf484509730ad9d91d7.bindPopup(popup_fa774af4136e430aa3df7cb654d4011c)
        ;

        
    
    
            marker_2246eb4458514bf484509730ad9d91d7.bindTooltip(
                `<div>
                     Kyte
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_1b2d7642eff84221b16ce1101ae9d2d9 = L.marker(
                [37.392936, -122.07948],
                {}
            ).addTo(map_e3c41da0f09f4d8e963dd68920b0b496);
        
    
        var popup_23a9edabec304adf88fec56d7e23809f = L.popup({"maxWidth": "100%"});

        
            var html_7fdf880b118c47d4998890f6c0b15133 = $(`<div id="html_7fdf880b118c47d4998890f6c0b15133" style="width: 100.0%; height: 100.0%;">Ustream</div>`)[0];
            popup_23a9edabec304adf88fec56d7e23809f.setContent(html_7fdf880b118c47d4998890f6c0b15133);
        

        marker_1b2d7642eff84221b16ce1101ae9d2d9.bindPopup(popup_23a9edabec304adf88fec56d7e23809f)
        ;

        
    
    
            marker_1b2d7642eff84221b16ce1101ae9d2d9.bindTooltip(
                `<div>
                     Ustream
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_8f4736d3aace403884bab3a09f5e3fdf = L.marker(
                [37.757758, -122.388243],
                {}
            ).addTo(map_e3c41da0f09f4d8e963dd68920b0b496);
        
    
        var popup_836be459c06a4a3ebb69d6cf3e421ba5 = L.popup({"maxWidth": "100%"});

        
            var html_8aec9b6121ce40ebb0bb4ec0ecf288f7 = $(`<div id="html_8aec9b6121ce40ebb0bb4ec0ecf288f7" style="width: 100.0%; height: 100.0%;">Revision3</div>`)[0];
            popup_836be459c06a4a3ebb69d6cf3e421ba5.setContent(html_8aec9b6121ce40ebb0bb4ec0ecf288f7);
        

        marker_8f4736d3aace403884bab3a09f5e3fdf.bindPopup(popup_836be459c06a4a3ebb69d6cf3e421ba5)
        ;

        
    
    
            marker_8f4736d3aace403884bab3a09f5e3fdf.bindTooltip(
                `<div>
                     Revision3
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_83c31790003142139ee488809482bdb1 = L.marker(
                [37.780716, -122.393913],
                {}
            ).addTo(map_e3c41da0f09f4d8e963dd68920b0b496);
        
    
        var popup_ec0127ef1a4f40c785af5fad793b43c1 = L.popup({"maxWidth": "100%"});

        
            var html_f2f8fe09211f49d9be71cb335756adf5 = $(`<div id="html_f2f8fe09211f49d9be71cb335756adf5" style="width: 100.0%; height: 100.0%;">CastTV</div>`)[0];
            popup_ec0127ef1a4f40c785af5fad793b43c1.setContent(html_f2f8fe09211f49d9be71cb335756adf5);
        

        marker_83c31790003142139ee488809482bdb1.bindPopup(popup_ec0127ef1a4f40c785af5fad793b43c1)
        ;

        
    
    
            marker_83c31790003142139ee488809482bdb1.bindTooltip(
                `<div>
                     CastTV
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_43a723f80a0641f3b90018e46ea04188 = L.marker(
                [37.793819, -122.395089],
                {}
            ).addTo(map_e3c41da0f09f4d8e963dd68920b0b496);
        
    
        var popup_5faeede080c64015837c3830fcf48c8f = L.popup({"maxWidth": "100%"});

        
            var html_b3a9551214ac4ecd844d7db7452bd41b = $(`<div id="html_b3a9551214ac4ecd844d7db7452bd41b" style="width: 100.0%; height: 100.0%;">blinkx</div>`)[0];
            popup_5faeede080c64015837c3830fcf48c8f.setContent(html_b3a9551214ac4ecd844d7db7452bd41b);
        

        marker_43a723f80a0641f3b90018e46ea04188.bindPopup(popup_5faeede080c64015837c3830fcf48c8f)
        ;

        
    
    
            marker_43a723f80a0641f3b90018e46ea04188.bindTooltip(
                `<div>
                     blinkx
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_5d589f1d9a924dafb370e9fe9e3679d9 = L.marker(
                [37.788668, -122.400558],
                {}
            ).addTo(map_e3c41da0f09f4d8e963dd68920b0b496);
        
    
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        var popup_a9cdbd5b95924fa59e38248ad0a8d7a7 = L.popup({"maxWidth": "100%"});

        
            var html_ad6698c2c5aa4c7c9264be3dde02c406 = $(`<div id="html_ad6698c2c5aa4c7c9264be3dde02c406" style="width: 100.0%; height: 100.0%;">Mondo Media</div>`)[0];
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        marker_b12394c835b14615805a0ab3cd9dc8ac.bindPopup(popup_a9cdbd5b95924fa59e38248ad0a8d7a7)
        ;

        
    
    
            marker_b12394c835b14615805a0ab3cd9dc8ac.bindTooltip(
                `<div>
                     Mondo Media
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_d59521dfe09e43d6a55f2959cb872add = L.marker(
                [37.7841737, -122.4494082],
                {}
            ).addTo(map_e3c41da0f09f4d8e963dd68920b0b496);
        
    
        var popup_8b4fbb6908a94b639f857a67de618348 = L.popup({"maxWidth": "100%"});

        
            var html_18bb263fb2404c8599ac1ea661e400d2 = $(`<div id="html_18bb263fb2404c8599ac1ea661e400d2" style="width: 100.0%; height: 100.0%;">DJ Nitrogen</div>`)[0];
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            marker_d59521dfe09e43d6a55f2959cb872add.bindTooltip(
                `<div>
                     DJ Nitrogen
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                {"sticky": true}
            );
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x263b5726c10>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "marked"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can observe in the heatmap the zone where the most video games studios are, is near subway and bus stations.\n",
    "The best place for the new office according with the client specifications is algon the 2nd Street near Montgomery Street or King St"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Finding Available Offices In San Francisco"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "from selenium import webdriver\n",
    "from selenium.webdriver.common.keys import Keys\n",
    "import time, requests\n",
    "from bs4 import BeautifulSoup as bs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "browser = webdriver.Chrome()\n",
    "browser.maximize_window()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "browser.get('https://www.instantoffices.com/en-us/us')\n",
    "time.sleep(2)\n",
    "search = browser.find_element_by_xpath('//*[@id=\"txtQuery\"]')\n",
    "time.sleep(2)\n",
    "search.send_keys('King St, San Francisco, CA, USA')\n",
    "search.send_keys(Keys.ENTER)\n",
    "time.sleep(3)\n",
    "click_offices = browser.find_element_by_xpath('//*[@id=\"listing-filters-panel\"]/div[1]/div[1]/div/a[1]')\n",
    "click_offices.click()\n",
    "time.sleep(1)\n",
    "size_selection = browser.find_element_by_xpath('//*[@id=\"listing-filters-panel\"]/div[1]/div[3]/button')\n",
    "size_selection.click()\n",
    "time.sleep(1)\n",
    "size_selection = browser.find_element_by_xpath('/html/body/div[1]/div/div[2]/div[1]/div/div[1]/div[3]/ul/li[4]/a')\n",
    "size_selection.click()\n",
    "time.sleep(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "currentURL = browser.current_url\n",
    "currentURL += '&page=%s'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://www.instantoffices.com/en-us/us/office-space/executive-suites?lat=37.775681&lng=-122.3946342&plid=Eh9LaW5nIFN0LCBTYW4gRnJhbmNpc2NvLCBDQSwgVVNBIi4qLAoUChIJEZYJptZ_j4AR_Yeq9A_Cz3gSFAoSCSEAaQBtmoWAEf-tdvBnE1BK&size=l&page=%s'"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "currentURL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "browser.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Response [200]>\n",
      "<Response [200]>\n",
      "<Response [200]>\n"
     ]
    },
    {
     "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>Address</th>\n",
       "      <th>Street</th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Occupancy</th>\n",
       "      <th>Payment / mth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>East Third Ave, San Mateo, 94401</td>\n",
       "      <td>East Third Ave</td>\n",
       "      <td>94401</td>\n",
       "      <td>1-99</td>\n",
       "      <td>920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5th Street, San Francisco, 94107</td>\n",
       "      <td>5th Street</td>\n",
       "      <td>94107</td>\n",
       "      <td>6-29</td>\n",
       "      <td>4,638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bryant Street, San Francisco, 94107</td>\n",
       "      <td>Bryant Street</td>\n",
       "      <td>94107</td>\n",
       "      <td>1-100</td>\n",
       "      <td>1,300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Folsom St, San Francisco, 94107</td>\n",
       "      <td>Folsom St</td>\n",
       "      <td>94107</td>\n",
       "      <td>46-55</td>\n",
       "      <td>35,558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Folsom Street, Financial District, San Francis...</td>\n",
       "      <td>Folsom Street</td>\n",
       "      <td>94107</td>\n",
       "      <td>1-50</td>\n",
       "      <td>460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Federal St, San Francisco, 94107</td>\n",
       "      <td>Federal St</td>\n",
       "      <td>94107</td>\n",
       "      <td>9-50</td>\n",
       "      <td>7,389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Clementina St. , San Francisco, 94103</td>\n",
       "      <td>Clementina St.</td>\n",
       "      <td>94103</td>\n",
       "      <td>25-30</td>\n",
       "      <td>21,875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>New Montgomery St., San Francisco, 94105</td>\n",
       "      <td>New Montgomery St.</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-300</td>\n",
       "      <td>800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Tehama St., San Francisco, 94105</td>\n",
       "      <td>Tehama St.</td>\n",
       "      <td>94105</td>\n",
       "      <td>4-75</td>\n",
       "      <td>2,200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Natoma street, San Francisco, 94105</td>\n",
       "      <td>Natoma street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-40</td>\n",
       "      <td>443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>New Montgomery Street, San Francisco, 94103</td>\n",
       "      <td>New Montgomery Street</td>\n",
       "      <td>94103</td>\n",
       "      <td>41-49</td>\n",
       "      <td>53,628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Market St. , San Francisco, 94130</td>\n",
       "      <td>Market St.</td>\n",
       "      <td>94130</td>\n",
       "      <td>5-22</td>\n",
       "      <td>2,665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Mission Street, San Francisco, 94105</td>\n",
       "      <td>Mission Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>2-21</td>\n",
       "      <td>2,000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mission Street, San Francisco, 94105</td>\n",
       "      <td>Mission Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-100</td>\n",
       "      <td>1,350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Market Street, San Francisco, 94105</td>\n",
       "      <td>Market Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-100</td>\n",
       "      <td>1,022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Market Street, San Francisco, 94104</td>\n",
       "      <td>Market Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>4-30</td>\n",
       "      <td>3,625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Geary St, San Francisco, 94108</td>\n",
       "      <td>Geary St</td>\n",
       "      <td>94108</td>\n",
       "      <td>10-24</td>\n",
       "      <td>8,430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Montgomery Street, San Francisco, 94104</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>1-50</td>\n",
       "      <td>813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Spear Street, San Francisco, 94105</td>\n",
       "      <td>Spear Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-50</td>\n",
       "      <td>987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Bush Street, San Francisco, 94104</td>\n",
       "      <td>Bush Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>4-33</td>\n",
       "      <td>4,598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Sutter Street, San Francisco, 94108</td>\n",
       "      <td>Sutter Street</td>\n",
       "      <td>94108</td>\n",
       "      <td>30-36</td>\n",
       "      <td>32,970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Montgomery Street, San Francisco, San Francisc...</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>1-28</td>\n",
       "      <td>290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>11th Street, San Francisco, 94103</td>\n",
       "      <td>11th Street</td>\n",
       "      <td>94103</td>\n",
       "      <td>1-100</td>\n",
       "      <td>595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Montgomery Street, San Francisco, 94111</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>15-34</td>\n",
       "      <td>15,000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>California Street, Financial District, San Fra...</td>\n",
       "      <td>California Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>1-50</td>\n",
       "      <td>507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Embarcadero Center, Financial District, San Fr...</td>\n",
       "      <td>Embarcadero Center</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-50</td>\n",
       "      <td>544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Commercial Street, San Francisco, 94111</td>\n",
       "      <td>Commercial Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>30-36</td>\n",
       "      <td>35,220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Montgomery Street , San Francisco, 94111</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-50</td>\n",
       "      <td>528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Mission St, San Francisco, 94103</td>\n",
       "      <td>Mission St</td>\n",
       "      <td>94103</td>\n",
       "      <td>1-100</td>\n",
       "      <td>580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Battery Street East , San Francisco, 94111</td>\n",
       "      <td>Battery Street East</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-99</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Montgomery Street, Telegraph Hill, San Francis...</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-50</td>\n",
       "      <td>872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Montgomery St, San Francisco, 94111</td>\n",
       "      <td>Montgomery St</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-100</td>\n",
       "      <td>805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>S King Street, Seattle, 98104</td>\n",
       "      <td>S King Street</td>\n",
       "      <td>98104</td>\n",
       "      <td>1-30</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Broadway, Oakland, 94607</td>\n",
       "      <td>Broadway</td>\n",
       "      <td>94607</td>\n",
       "      <td>1-50</td>\n",
       "      <td>600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Clay Street, Oakland, 94612</td>\n",
       "      <td>Clay Street</td>\n",
       "      <td>94612</td>\n",
       "      <td>1-100</td>\n",
       "      <td>1,200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Center Street, Berkeley, 94704</td>\n",
       "      <td>Center Street</td>\n",
       "      <td>94704</td>\n",
       "      <td>1-100</td>\n",
       "      <td>375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Airport Boulevard, Burlingame, 94010</td>\n",
       "      <td>Airport Boulevard</td>\n",
       "      <td>94010</td>\n",
       "      <td>2-50</td>\n",
       "      <td>600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>California Boulevard, Walnut Creek, 94596</td>\n",
       "      <td>California Boulevard</td>\n",
       "      <td>94596</td>\n",
       "      <td>1-100</td>\n",
       "      <td>936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>N. California Blvd, Walnut Creek, 94596</td>\n",
       "      <td>N. California Blvd</td>\n",
       "      <td>94596</td>\n",
       "      <td>1-100</td>\n",
       "      <td>899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Buskirk Street, Pleasant Hill, 94523</td>\n",
       "      <td>Buskirk Street</td>\n",
       "      <td>94523</td>\n",
       "      <td>1-100</td>\n",
       "      <td>600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Deerwood Road, San Ramon, San Ramon, 94583</td>\n",
       "      <td>Deerwood Road</td>\n",
       "      <td>94583</td>\n",
       "      <td>1-50</td>\n",
       "      <td>600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Jefferson Drive, Menlo Park, 94025</td>\n",
       "      <td>Jefferson Drive</td>\n",
       "      <td>94025</td>\n",
       "      <td>1-21</td>\n",
       "      <td>620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>East Bayshore Road, Palo Alto, 94303</td>\n",
       "      <td>East Bayshore Road</td>\n",
       "      <td>94303</td>\n",
       "      <td>1-44</td>\n",
       "      <td>850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Murphy Avenue, Sunnyvale, 94086</td>\n",
       "      <td>Murphy Avenue</td>\n",
       "      <td>94086</td>\n",
       "      <td>1-100</td>\n",
       "      <td>1,250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>N 1st Street, San Jose (California), 95134</td>\n",
       "      <td>N 1st Street</td>\n",
       "      <td>95134</td>\n",
       "      <td>1-99</td>\n",
       "      <td>380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Augustine Drive, Santa Clara, 95054</td>\n",
       "      <td>Augustine Drive</td>\n",
       "      <td>95054</td>\n",
       "      <td>1-99</td>\n",
       "      <td>510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>McCarthy Boulelvard, Milpitas, 95035</td>\n",
       "      <td>McCarthy Boulelvard</td>\n",
       "      <td>95035</td>\n",
       "      <td>1-50</td>\n",
       "      <td>600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Stevens Creek Boulevard, Cupertino, 95014</td>\n",
       "      <td>Stevens Creek Boulevard</td>\n",
       "      <td>95014</td>\n",
       "      <td>1-50</td>\n",
       "      <td>698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Coleman Avenue, Santa Clara, 95050</td>\n",
       "      <td>Coleman Avenue</td>\n",
       "      <td>95050</td>\n",
       "      <td>1-100</td>\n",
       "      <td>500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>North Market Street, San Jose, San Jose (Calif...</td>\n",
       "      <td>North Market Street</td>\n",
       "      <td>95113</td>\n",
       "      <td>2-50</td>\n",
       "      <td>1,400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              Address  \\\n",
       "0                    East Third Ave, San Mateo, 94401   \n",
       "1                    5th Street, San Francisco, 94107   \n",
       "2                 Bryant Street, San Francisco, 94107   \n",
       "3                     Folsom St, San Francisco, 94107   \n",
       "4   Folsom Street, Financial District, San Francis...   \n",
       "5                    Federal St, San Francisco, 94107   \n",
       "6               Clementina St. , San Francisco, 94103   \n",
       "7            New Montgomery St., San Francisco, 94105   \n",
       "8                    Tehama St., San Francisco, 94105   \n",
       "9                 Natoma street, San Francisco, 94105   \n",
       "10        New Montgomery Street, San Francisco, 94103   \n",
       "11                  Market St. , San Francisco, 94130   \n",
       "12               Mission Street, San Francisco, 94105   \n",
       "13               Mission Street, San Francisco, 94105   \n",
       "14                Market Street, San Francisco, 94105   \n",
       "15                Market Street, San Francisco, 94104   \n",
       "16                     Geary St, San Francisco, 94108   \n",
       "17            Montgomery Street, San Francisco, 94104   \n",
       "18                 Spear Street, San Francisco, 94105   \n",
       "19                  Bush Street, San Francisco, 94104   \n",
       "20                Sutter Street, San Francisco, 94108   \n",
       "21  Montgomery Street, San Francisco, San Francisc...   \n",
       "22                  11th Street, San Francisco, 94103   \n",
       "23            Montgomery Street, San Francisco, 94111   \n",
       "24  California Street, Financial District, San Fra...   \n",
       "25  Embarcadero Center, Financial District, San Fr...   \n",
       "26            Commercial Street, San Francisco, 94111   \n",
       "27           Montgomery Street , San Francisco, 94111   \n",
       "28                   Mission St, San Francisco, 94103   \n",
       "29         Battery Street East , San Francisco, 94111   \n",
       "30  Montgomery Street, Telegraph Hill, San Francis...   \n",
       "31                Montgomery St, San Francisco, 94111   \n",
       "32                      S King Street, Seattle, 98104   \n",
       "33                           Broadway, Oakland, 94607   \n",
       "34                        Clay Street, Oakland, 94612   \n",
       "35                     Center Street, Berkeley, 94704   \n",
       "36               Airport Boulevard, Burlingame, 94010   \n",
       "37          California Boulevard, Walnut Creek, 94596   \n",
       "38            N. California Blvd, Walnut Creek, 94596   \n",
       "39               Buskirk Street, Pleasant Hill, 94523   \n",
       "40         Deerwood Road, San Ramon, San Ramon, 94583   \n",
       "41                 Jefferson Drive, Menlo Park, 94025   \n",
       "42               East Bayshore Road, Palo Alto, 94303   \n",
       "43                    Murphy Avenue, Sunnyvale, 94086   \n",
       "44         N 1st Street, San Jose (California), 95134   \n",
       "45                Augustine Drive, Santa Clara, 95054   \n",
       "46               McCarthy Boulelvard, Milpitas, 95035   \n",
       "47          Stevens Creek Boulevard, Cupertino, 95014   \n",
       "48                 Coleman Avenue, Santa Clara, 95050   \n",
       "49  North Market Street, San Jose, San Jose (Calif...   \n",
       "\n",
       "                     Street Postal Code Occupancy Payment / mth  \n",
       "0            East Third Ave       94401      1-99           920  \n",
       "1                5th Street       94107      6-29         4,638  \n",
       "2             Bryant Street       94107     1-100         1,300  \n",
       "3                 Folsom St       94107     46-55        35,558  \n",
       "4             Folsom Street       94107      1-50           460  \n",
       "5                Federal St       94107      9-50         7,389  \n",
       "6           Clementina St.        94103     25-30        21,875  \n",
       "7        New Montgomery St.       94105     1-300           800  \n",
       "8                Tehama St.       94105      4-75         2,200  \n",
       "9             Natoma street       94105      1-40           443  \n",
       "10    New Montgomery Street       94103     41-49        53,628  \n",
       "11              Market St.        94130      5-22         2,665  \n",
       "12           Mission Street       94105      2-21         2,000  \n",
       "13           Mission Street       94105     1-100         1,350  \n",
       "14            Market Street       94105     1-100         1,022  \n",
       "15            Market Street       94104      4-30         3,625  \n",
       "16                 Geary St       94108     10-24         8,430  \n",
       "17        Montgomery Street       94104      1-50           813  \n",
       "18             Spear Street       94105      1-50           987  \n",
       "19              Bush Street       94104      4-33         4,598  \n",
       "20            Sutter Street       94108     30-36        32,970  \n",
       "21        Montgomery Street       94104      1-28           290  \n",
       "22              11th Street       94103     1-100           595  \n",
       "23        Montgomery Street       94111     15-34        15,000  \n",
       "24        California Street       94104      1-50           507  \n",
       "25       Embarcadero Center       94111      1-50           544  \n",
       "26        Commercial Street       94111     30-36        35,220  \n",
       "27       Montgomery Street        94111      1-50           528  \n",
       "28               Mission St       94103     1-100           580  \n",
       "29     Battery Street East        94111      1-99           300  \n",
       "30        Montgomery Street       94111      1-50           872  \n",
       "31            Montgomery St       94111     1-100           805  \n",
       "32            S King Street       98104      1-30           300  \n",
       "33                 Broadway       94607      1-50           600  \n",
       "34              Clay Street       94612     1-100         1,200  \n",
       "35            Center Street       94704     1-100           375  \n",
       "36        Airport Boulevard       94010      2-50           600  \n",
       "37     California Boulevard       94596     1-100           936  \n",
       "38       N. California Blvd       94596     1-100           899  \n",
       "39           Buskirk Street       94523     1-100           600  \n",
       "40            Deerwood Road       94583      1-50           600  \n",
       "41          Jefferson Drive       94025      1-21           620  \n",
       "42       East Bayshore Road       94303      1-44           850  \n",
       "43            Murphy Avenue       94086     1-100         1,250  \n",
       "44             N 1st Street       95134      1-99           380  \n",
       "45          Augustine Drive       95054      1-99           510  \n",
       "46      McCarthy Boulelvard       95035      1-50           600  \n",
       "47  Stevens Creek Boulevard       95014      1-50           698  \n",
       "48           Coleman Avenue       95050     1-100           500  \n",
       "49      North Market Street       95113      2-50         1,400  "
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pages_to_scrape = 3\n",
    "concat_df = pd.DataFrame()\n",
    "for i in range(1,pages_to_scrape+1):\n",
    "    url = currentURL % i\n",
    "    offices = requests.get(url, headers = {'User-Agent':'Chrome'})\n",
    "    print(offices)\n",
    "    offices = offices.content\n",
    "    soup = bs(offices, 'html.parser')\n",
    "    table = soup.find('div', {'class':'ListingLayout_listView__2QHKj ListingLayout_active__1sLz6'})\n",
    "    name = table.findAll('a',{'class':'Y_hY'})\n",
    "    info = table.findAll('div', {'class':'Z_h6 Z_h7'})\n",
    "    titles = [i.text for i in name]\n",
    "    description = [i.text for i in info]\n",
    "    street = [re.findall(r'^.*?(?=,)',i)[0] for i in titles]\n",
    "    cp = [re.findall(r'\\d+$',i)[0] for i in titles]\n",
    "    occupancy = [re.findall(r'\\d+\\-\\d+\\b',i)[0] for i in description]\n",
    "    payment = [re.findall(r'\\$(\\d+\\,?\\d+)',i)[0] for i in description]\n",
    "    dictionary = {'Address':titles,'Street':street,'Postal Code':cp,'Occupancy':occupancy, 'Payment / mth':payment}\n",
    "    offi_data = pd.DataFrame(dictionary)\n",
    "    concat_df = pd.concat([concat_df, offi_data])\n",
    "    time.sleep(3)\n",
    "    \n",
    "concat_df.reset_index(drop=True, inplace=True)    \n",
    "concat_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "#concat_df.to_csv('data/offices_options.csv')\n",
    "offi_data = concat_df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "offi_data = offi_data[offi_data['Address'].str.contains('San Francisco')] #drop rows that don't contain San Francisco\n",
    "#offi_data = offi_data[~offi_data['Name'].str.contains('San Mateo')] #drop rows that contain San Mateo\n",
    "offi_data.reset_index(drop=True,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "scrolled": true
   },
   "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>Address</th>\n",
       "      <th>Street</th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Occupancy</th>\n",
       "      <th>Payment / mth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5th Street, San Francisco, 94107</td>\n",
       "      <td>5th Street</td>\n",
       "      <td>94107</td>\n",
       "      <td>6-29</td>\n",
       "      <td>4,638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bryant Street, San Francisco, 94107</td>\n",
       "      <td>Bryant Street</td>\n",
       "      <td>94107</td>\n",
       "      <td>1-100</td>\n",
       "      <td>1,300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Folsom St, San Francisco, 94107</td>\n",
       "      <td>Folsom St</td>\n",
       "      <td>94107</td>\n",
       "      <td>46-55</td>\n",
       "      <td>35,558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Folsom Street, Financial District, San Francis...</td>\n",
       "      <td>Folsom Street</td>\n",
       "      <td>94107</td>\n",
       "      <td>1-50</td>\n",
       "      <td>460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Federal St, San Francisco, 94107</td>\n",
       "      <td>Federal St</td>\n",
       "      <td>94107</td>\n",
       "      <td>9-50</td>\n",
       "      <td>7,389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Clementina St. , San Francisco, 94103</td>\n",
       "      <td>Clementina St.</td>\n",
       "      <td>94103</td>\n",
       "      <td>25-30</td>\n",
       "      <td>21,875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>New Montgomery St., San Francisco, 94105</td>\n",
       "      <td>New Montgomery St.</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-300</td>\n",
       "      <td>800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Tehama St., San Francisco, 94105</td>\n",
       "      <td>Tehama St.</td>\n",
       "      <td>94105</td>\n",
       "      <td>4-75</td>\n",
       "      <td>2,200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Natoma street, San Francisco, 94105</td>\n",
       "      <td>Natoma street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-40</td>\n",
       "      <td>443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>New Montgomery Street, San Francisco, 94103</td>\n",
       "      <td>New Montgomery Street</td>\n",
       "      <td>94103</td>\n",
       "      <td>41-49</td>\n",
       "      <td>53,628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Market St. , San Francisco, 94130</td>\n",
       "      <td>Market St.</td>\n",
       "      <td>94130</td>\n",
       "      <td>5-22</td>\n",
       "      <td>2,665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Mission Street, San Francisco, 94105</td>\n",
       "      <td>Mission Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>2-21</td>\n",
       "      <td>2,000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Mission Street, San Francisco, 94105</td>\n",
       "      <td>Mission Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-100</td>\n",
       "      <td>1,350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Market Street, San Francisco, 94105</td>\n",
       "      <td>Market Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-100</td>\n",
       "      <td>1,022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Market Street, San Francisco, 94104</td>\n",
       "      <td>Market Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>4-30</td>\n",
       "      <td>3,625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Geary St, San Francisco, 94108</td>\n",
       "      <td>Geary St</td>\n",
       "      <td>94108</td>\n",
       "      <td>10-24</td>\n",
       "      <td>8,430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Montgomery Street, San Francisco, 94104</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>1-50</td>\n",
       "      <td>813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spear Street, San Francisco, 94105</td>\n",
       "      <td>Spear Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-50</td>\n",
       "      <td>987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Bush Street, San Francisco, 94104</td>\n",
       "      <td>Bush Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>4-33</td>\n",
       "      <td>4,598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Sutter Street, San Francisco, 94108</td>\n",
       "      <td>Sutter Street</td>\n",
       "      <td>94108</td>\n",
       "      <td>30-36</td>\n",
       "      <td>32,970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Montgomery Street, San Francisco, San Francisc...</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>1-28</td>\n",
       "      <td>290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>11th Street, San Francisco, 94103</td>\n",
       "      <td>11th Street</td>\n",
       "      <td>94103</td>\n",
       "      <td>1-100</td>\n",
       "      <td>595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Montgomery Street, San Francisco, 94111</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>15-34</td>\n",
       "      <td>15,000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>California Street, Financial District, San Fra...</td>\n",
       "      <td>California Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>1-50</td>\n",
       "      <td>507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Embarcadero Center, Financial District, San Fr...</td>\n",
       "      <td>Embarcadero Center</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-50</td>\n",
       "      <td>544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Commercial Street, San Francisco, 94111</td>\n",
       "      <td>Commercial Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>30-36</td>\n",
       "      <td>35,220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Montgomery Street , San Francisco, 94111</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-50</td>\n",
       "      <td>528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Mission St, San Francisco, 94103</td>\n",
       "      <td>Mission St</td>\n",
       "      <td>94103</td>\n",
       "      <td>1-100</td>\n",
       "      <td>580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Battery Street East , San Francisco, 94111</td>\n",
       "      <td>Battery Street East</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-99</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Montgomery Street, Telegraph Hill, San Francis...</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-50</td>\n",
       "      <td>872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Montgomery St, San Francisco, 94111</td>\n",
       "      <td>Montgomery St</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-100</td>\n",
       "      <td>805</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              Address                 Street  \\\n",
       "0                    5th Street, San Francisco, 94107             5th Street   \n",
       "1                 Bryant Street, San Francisco, 94107          Bryant Street   \n",
       "2                     Folsom St, San Francisco, 94107              Folsom St   \n",
       "3   Folsom Street, Financial District, San Francis...          Folsom Street   \n",
       "4                    Federal St, San Francisco, 94107             Federal St   \n",
       "5               Clementina St. , San Francisco, 94103        Clementina St.    \n",
       "6            New Montgomery St., San Francisco, 94105     New Montgomery St.   \n",
       "7                    Tehama St., San Francisco, 94105             Tehama St.   \n",
       "8                 Natoma street, San Francisco, 94105          Natoma street   \n",
       "9         New Montgomery Street, San Francisco, 94103  New Montgomery Street   \n",
       "10                  Market St. , San Francisco, 94130            Market St.    \n",
       "11               Mission Street, San Francisco, 94105         Mission Street   \n",
       "12               Mission Street, San Francisco, 94105         Mission Street   \n",
       "13                Market Street, San Francisco, 94105          Market Street   \n",
       "14                Market Street, San Francisco, 94104          Market Street   \n",
       "15                     Geary St, San Francisco, 94108               Geary St   \n",
       "16            Montgomery Street, San Francisco, 94104      Montgomery Street   \n",
       "17                 Spear Street, San Francisco, 94105           Spear Street   \n",
       "18                  Bush Street, San Francisco, 94104            Bush Street   \n",
       "19                Sutter Street, San Francisco, 94108          Sutter Street   \n",
       "20  Montgomery Street, San Francisco, San Francisc...      Montgomery Street   \n",
       "21                  11th Street, San Francisco, 94103            11th Street   \n",
       "22            Montgomery Street, San Francisco, 94111      Montgomery Street   \n",
       "23  California Street, Financial District, San Fra...      California Street   \n",
       "24  Embarcadero Center, Financial District, San Fr...     Embarcadero Center   \n",
       "25            Commercial Street, San Francisco, 94111      Commercial Street   \n",
       "26           Montgomery Street , San Francisco, 94111     Montgomery Street    \n",
       "27                   Mission St, San Francisco, 94103             Mission St   \n",
       "28         Battery Street East , San Francisco, 94111   Battery Street East    \n",
       "29  Montgomery Street, Telegraph Hill, San Francis...      Montgomery Street   \n",
       "30                Montgomery St, San Francisco, 94111          Montgomery St   \n",
       "\n",
       "   Postal Code Occupancy Payment / mth  \n",
       "0        94107      6-29         4,638  \n",
       "1        94107     1-100         1,300  \n",
       "2        94107     46-55        35,558  \n",
       "3        94107      1-50           460  \n",
       "4        94107      9-50         7,389  \n",
       "5        94103     25-30        21,875  \n",
       "6        94105     1-300           800  \n",
       "7        94105      4-75         2,200  \n",
       "8        94105      1-40           443  \n",
       "9        94103     41-49        53,628  \n",
       "10       94130      5-22         2,665  \n",
       "11       94105      2-21         2,000  \n",
       "12       94105     1-100         1,350  \n",
       "13       94105     1-100         1,022  \n",
       "14       94104      4-30         3,625  \n",
       "15       94108     10-24         8,430  \n",
       "16       94104      1-50           813  \n",
       "17       94105      1-50           987  \n",
       "18       94104      4-33         4,598  \n",
       "19       94108     30-36        32,970  \n",
       "20       94104      1-28           290  \n",
       "21       94103     1-100           595  \n",
       "22       94111     15-34        15,000  \n",
       "23       94104      1-50           507  \n",
       "24       94111      1-50           544  \n",
       "25       94111     30-36        35,220  \n",
       "26       94111      1-50           528  \n",
       "27       94103     1-100           580  \n",
       "28       94111      1-99           300  \n",
       "29       94111      1-50           872  \n",
       "30       94111     1-100           805  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "offi_data.to_csv('data/offices_options.csv')\n",
    "offi_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "#removing commas from Payment / mth\n",
    "offi_data['Payment / mth'] = offi_data['Payment / mth'].map(lambda x: x.replace(',',''))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Address          object\n",
       "Street           object\n",
       "Postal Code      object\n",
       "Occupancy        object\n",
       "Payment / mth    object\n",
       "dtype: object"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "offi_data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "offi_data['Payment / mth'] = offi_data['Payment / mth'].astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting the latitude and longitude of the available offices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "browser = webdriver.Chrome()\n",
    "browser.maximize_window()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "#browser.get('https://www.latlong.net/convert-address-to-lat-long.html') #this site has limited amount of searches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "address = list(offi_data.loc[:,'Address'])\n",
    "latitude = []\n",
    "longitude = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for i in tqdm(address):\n",
    "#     time.sleep(1)\n",
    "#     search = browser.find_element_by_xpath('//*[@id=\"cg2659\"]')\n",
    "#     time.sleep(3)\n",
    "#     search.clear()\n",
    "#     search.send_keys(address[5])\n",
    "#     search.send_keys(Keys.ENTER)\n",
    "#     time.sleep(5)\n",
    "#     lat_output = browser.find_element_by_xpath('//*[@id=\"lat\"]')\n",
    "#     lon_output = browser.find_element_by_xpath('//*[@id=\"lng\"]')\n",
    "#     latitude.append(lat_output.get_attribute('value'))\n",
    "#     longitude.append(lon_output.get_attribute('value'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "browser.get('https://www.google.com.mx/maps/@19.3508682,-99.1345575,15z?hl=es-419')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 31/31 [01:43<00:00,  3.33s/it]\n"
     ]
    }
   ],
   "source": [
    "for i in tqdm(address):\n",
    "    time.sleep(1)\n",
    "    search = browser.find_element_by_xpath('/html/body/jsl/div[3]/div[9]/div[3]/div[1]/div[1]/div[1]/div[2]/form/div/div[3]/div/input[1]')\n",
    "    time.sleep(1)\n",
    "    search.clear()\n",
    "    search.send_keys(i)\n",
    "    search.send_keys(Keys.ENTER)\n",
    "    time.sleep(1)\n",
    "    url = browser.current_url\n",
    "    lat_lon = re.findall(r'\\@(\\d+\\.\\d+\\,\\-?\\d+\\.\\d+)',url)[0].split(',')\n",
    "    latitude.append(lat_lon[0])\n",
    "    longitude.append(lat_lon[1])\n",
    "browser.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "lat_lon_dict = {'Address':address, 'Latitude':latitude, 'Longitude':longitude}\n",
    "lat_lon_df = pd.DataFrame(lat_lon_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_data = offi_data.merge(lat_lon_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "scrolled": true
   },
   "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>Address</th>\n",
       "      <th>Street</th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Occupancy</th>\n",
       "      <th>Payment / mth</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5th Street, San Francisco, 94107</td>\n",
       "      <td>5th Street</td>\n",
       "      <td>94107</td>\n",
       "      <td>6-29</td>\n",
       "      <td>4638</td>\n",
       "      <td>37.7785548</td>\n",
       "      <td>-122.4034342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bryant Street, San Francisco, 94107</td>\n",
       "      <td>Bryant Street</td>\n",
       "      <td>94107</td>\n",
       "      <td>1-100</td>\n",
       "      <td>1300</td>\n",
       "      <td>37.7785548</td>\n",
       "      <td>-122.4034342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Folsom St, San Francisco, 94107</td>\n",
       "      <td>Folsom St</td>\n",
       "      <td>94107</td>\n",
       "      <td>46-55</td>\n",
       "      <td>35558</td>\n",
       "      <td>37.779634</td>\n",
       "      <td>-122.4002044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Folsom Street, Financial District, San Francis...</td>\n",
       "      <td>Folsom Street</td>\n",
       "      <td>94107</td>\n",
       "      <td>1-50</td>\n",
       "      <td>460</td>\n",
       "      <td>37.7821754</td>\n",
       "      <td>-122.4032172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Federal St, San Francisco, 94107</td>\n",
       "      <td>Federal St</td>\n",
       "      <td>94107</td>\n",
       "      <td>9-50</td>\n",
       "      <td>7389</td>\n",
       "      <td>37.7821754</td>\n",
       "      <td>-122.4032172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Clementina St. , San Francisco, 94103</td>\n",
       "      <td>Clementina St.</td>\n",
       "      <td>94103</td>\n",
       "      <td>25-30</td>\n",
       "      <td>21875</td>\n",
       "      <td>37.7835587</td>\n",
       "      <td>-122.3941324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>New Montgomery St., San Francisco, 94105</td>\n",
       "      <td>New Montgomery St.</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-300</td>\n",
       "      <td>800</td>\n",
       "      <td>37.7807105</td>\n",
       "      <td>-122.4061346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Tehama St., San Francisco, 94105</td>\n",
       "      <td>Tehama St.</td>\n",
       "      <td>94105</td>\n",
       "      <td>4-75</td>\n",
       "      <td>2200</td>\n",
       "      <td>37.7874603</td>\n",
       "      <td>-122.4027121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Natoma street, San Francisco, 94105</td>\n",
       "      <td>Natoma street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-40</td>\n",
       "      <td>443</td>\n",
       "      <td>37.7859977</td>\n",
       "      <td>-122.4003979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>New Montgomery Street, San Francisco, 94103</td>\n",
       "      <td>New Montgomery Street</td>\n",
       "      <td>94103</td>\n",
       "      <td>41-49</td>\n",
       "      <td>53628</td>\n",
       "      <td>37.7875396</td>\n",
       "      <td>-122.400609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Market St. , San Francisco, 94130</td>\n",
       "      <td>Market St.</td>\n",
       "      <td>94130</td>\n",
       "      <td>5-22</td>\n",
       "      <td>2665</td>\n",
       "      <td>37.7873699</td>\n",
       "      <td>-122.4026192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Mission Street, San Francisco, 94105</td>\n",
       "      <td>Mission Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>2-21</td>\n",
       "      <td>2000</td>\n",
       "      <td>37.7889907</td>\n",
       "      <td>-122.4007748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Mission Street, San Francisco, 94105</td>\n",
       "      <td>Mission Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>2-21</td>\n",
       "      <td>2000</td>\n",
       "      <td>37.7889907</td>\n",
       "      <td>-122.4007748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mission Street, San Francisco, 94105</td>\n",
       "      <td>Mission Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-100</td>\n",
       "      <td>1350</td>\n",
       "      <td>37.7889907</td>\n",
       "      <td>-122.4007748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Mission Street, San Francisco, 94105</td>\n",
       "      <td>Mission Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-100</td>\n",
       "      <td>1350</td>\n",
       "      <td>37.7889907</td>\n",
       "      <td>-122.4007748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Market Street, San Francisco, 94105</td>\n",
       "      <td>Market Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-100</td>\n",
       "      <td>1022</td>\n",
       "      <td>37.7889907</td>\n",
       "      <td>-122.4007748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Market Street, San Francisco, 94104</td>\n",
       "      <td>Market Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>4-30</td>\n",
       "      <td>3625</td>\n",
       "      <td>37.790728</td>\n",
       "      <td>-122.4017771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Geary St, San Francisco, 94108</td>\n",
       "      <td>Geary St</td>\n",
       "      <td>94108</td>\n",
       "      <td>10-24</td>\n",
       "      <td>8430</td>\n",
       "      <td>37.7885979</td>\n",
       "      <td>-122.404472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Montgomery Street, San Francisco, 94104</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>1-50</td>\n",
       "      <td>813</td>\n",
       "      <td>37.7872661</td>\n",
       "      <td>-122.411257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Spear Street, San Francisco, 94105</td>\n",
       "      <td>Spear Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-50</td>\n",
       "      <td>987</td>\n",
       "      <td>37.79183</td>\n",
       "      <td>-122.4047784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Bush Street, San Francisco, 94104</td>\n",
       "      <td>Bush Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>4-33</td>\n",
       "      <td>4598</td>\n",
       "      <td>37.7908136</td>\n",
       "      <td>-122.394077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Sutter Street, San Francisco, 94108</td>\n",
       "      <td>Sutter Street</td>\n",
       "      <td>94108</td>\n",
       "      <td>30-36</td>\n",
       "      <td>32970</td>\n",
       "      <td>37.7911916</td>\n",
       "      <td>-122.4029712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Montgomery Street, San Francisco, San Francisc...</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>1-28</td>\n",
       "      <td>290</td>\n",
       "      <td>37.7891778</td>\n",
       "      <td>-122.4112123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>11th Street, San Francisco, 94103</td>\n",
       "      <td>11th Street</td>\n",
       "      <td>94103</td>\n",
       "      <td>1-100</td>\n",
       "      <td>595</td>\n",
       "      <td>37.7726508</td>\n",
       "      <td>-122.4172046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Montgomery Street, San Francisco, 94111</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>15-34</td>\n",
       "      <td>15000</td>\n",
       "      <td>37.7980534</td>\n",
       "      <td>-122.4060321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>California Street, Financial District, San Fra...</td>\n",
       "      <td>California Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>1-50</td>\n",
       "      <td>507</td>\n",
       "      <td>37.7980534</td>\n",
       "      <td>-122.4060321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Embarcadero Center, Financial District, San Fr...</td>\n",
       "      <td>Embarcadero Center</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-50</td>\n",
       "      <td>544</td>\n",
       "      <td>37.7930319</td>\n",
       "      <td>-122.4036806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Commercial Street, San Francisco, 94111</td>\n",
       "      <td>Commercial Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>30-36</td>\n",
       "      <td>35220</td>\n",
       "      <td>37.7946083</td>\n",
       "      <td>-122.3987301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Montgomery Street , San Francisco, 94111</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-50</td>\n",
       "      <td>528</td>\n",
       "      <td>37.7942914</td>\n",
       "      <td>-122.404886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Mission St, San Francisco, 94103</td>\n",
       "      <td>Mission St</td>\n",
       "      <td>94103</td>\n",
       "      <td>1-100</td>\n",
       "      <td>580</td>\n",
       "      <td>37.7783494</td>\n",
       "      <td>-122.4142472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Battery Street East , San Francisco, 94111</td>\n",
       "      <td>Battery Street East</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-99</td>\n",
       "      <td>300</td>\n",
       "      <td>37.7974706</td>\n",
       "      <td>-122.4030252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Montgomery Street, Telegraph Hill, San Francis...</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-50</td>\n",
       "      <td>872</td>\n",
       "      <td>37.7974706</td>\n",
       "      <td>-122.4030252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Montgomery St, San Francisco, 94111</td>\n",
       "      <td>Montgomery St</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-100</td>\n",
       "      <td>805</td>\n",
       "      <td>37.8016902</td>\n",
       "      <td>-122.4068222</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              Address                 Street  \\\n",
       "0                    5th Street, San Francisco, 94107             5th Street   \n",
       "1                 Bryant Street, San Francisco, 94107          Bryant Street   \n",
       "2                     Folsom St, San Francisco, 94107              Folsom St   \n",
       "3   Folsom Street, Financial District, San Francis...          Folsom Street   \n",
       "4                    Federal St, San Francisco, 94107             Federal St   \n",
       "5               Clementina St. , San Francisco, 94103        Clementina St.    \n",
       "6            New Montgomery St., San Francisco, 94105     New Montgomery St.   \n",
       "7                    Tehama St., San Francisco, 94105             Tehama St.   \n",
       "8                 Natoma street, San Francisco, 94105          Natoma street   \n",
       "9         New Montgomery Street, San Francisco, 94103  New Montgomery Street   \n",
       "10                  Market St. , San Francisco, 94130            Market St.    \n",
       "11               Mission Street, San Francisco, 94105         Mission Street   \n",
       "12               Mission Street, San Francisco, 94105         Mission Street   \n",
       "13               Mission Street, San Francisco, 94105         Mission Street   \n",
       "14               Mission Street, San Francisco, 94105         Mission Street   \n",
       "15                Market Street, San Francisco, 94105          Market Street   \n",
       "16                Market Street, San Francisco, 94104          Market Street   \n",
       "17                     Geary St, San Francisco, 94108               Geary St   \n",
       "18            Montgomery Street, San Francisco, 94104      Montgomery Street   \n",
       "19                 Spear Street, San Francisco, 94105           Spear Street   \n",
       "20                  Bush Street, San Francisco, 94104            Bush Street   \n",
       "21                Sutter Street, San Francisco, 94108          Sutter Street   \n",
       "22  Montgomery Street, San Francisco, San Francisc...      Montgomery Street   \n",
       "23                  11th Street, San Francisco, 94103            11th Street   \n",
       "24            Montgomery Street, San Francisco, 94111      Montgomery Street   \n",
       "25  California Street, Financial District, San Fra...      California Street   \n",
       "26  Embarcadero Center, Financial District, San Fr...     Embarcadero Center   \n",
       "27            Commercial Street, San Francisco, 94111      Commercial Street   \n",
       "28           Montgomery Street , San Francisco, 94111     Montgomery Street    \n",
       "29                   Mission St, San Francisco, 94103             Mission St   \n",
       "30         Battery Street East , San Francisco, 94111   Battery Street East    \n",
       "31  Montgomery Street, Telegraph Hill, San Francis...      Montgomery Street   \n",
       "32                Montgomery St, San Francisco, 94111          Montgomery St   \n",
       "\n",
       "   Postal Code Occupancy  Payment / mth    Latitude     Longitude  \n",
       "0        94107      6-29           4638  37.7785548  -122.4034342  \n",
       "1        94107     1-100           1300  37.7785548  -122.4034342  \n",
       "2        94107     46-55          35558   37.779634  -122.4002044  \n",
       "3        94107      1-50            460  37.7821754  -122.4032172  \n",
       "4        94107      9-50           7389  37.7821754  -122.4032172  \n",
       "5        94103     25-30          21875  37.7835587  -122.3941324  \n",
       "6        94105     1-300            800  37.7807105  -122.4061346  \n",
       "7        94105      4-75           2200  37.7874603  -122.4027121  \n",
       "8        94105      1-40            443  37.7859977  -122.4003979  \n",
       "9        94103     41-49          53628  37.7875396   -122.400609  \n",
       "10       94130      5-22           2665  37.7873699  -122.4026192  \n",
       "11       94105      2-21           2000  37.7889907  -122.4007748  \n",
       "12       94105      2-21           2000  37.7889907  -122.4007748  \n",
       "13       94105     1-100           1350  37.7889907  -122.4007748  \n",
       "14       94105     1-100           1350  37.7889907  -122.4007748  \n",
       "15       94105     1-100           1022  37.7889907  -122.4007748  \n",
       "16       94104      4-30           3625   37.790728  -122.4017771  \n",
       "17       94108     10-24           8430  37.7885979   -122.404472  \n",
       "18       94104      1-50            813  37.7872661   -122.411257  \n",
       "19       94105      1-50            987    37.79183  -122.4047784  \n",
       "20       94104      4-33           4598  37.7908136   -122.394077  \n",
       "21       94108     30-36          32970  37.7911916  -122.4029712  \n",
       "22       94104      1-28            290  37.7891778  -122.4112123  \n",
       "23       94103     1-100            595  37.7726508  -122.4172046  \n",
       "24       94111     15-34          15000  37.7980534  -122.4060321  \n",
       "25       94104      1-50            507  37.7980534  -122.4060321  \n",
       "26       94111      1-50            544  37.7930319  -122.4036806  \n",
       "27       94111     30-36          35220  37.7946083  -122.3987301  \n",
       "28       94111      1-50            528  37.7942914   -122.404886  \n",
       "29       94103     1-100            580  37.7783494  -122.4142472  \n",
       "30       94111      1-99            300  37.7974706  -122.4030252  \n",
       "31       94111      1-50            872  37.7974706  -122.4030252  \n",
       "32       94111     1-100            805  37.8016902  -122.4068222  "
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_data.to_csv('data/available_offices.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Getting the location of the available offices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "available = folium.Map(location = [37.781448, -122.405578], zoom_start = 13)\n",
    "for i in range(len(final_data)):\n",
    "    popup_str = f\"\"\"Occupancy: {final_data.loc[i,'Occupancy']}\n",
    "                    Price: ${final_data.loc[i,'Payment / mth']}/mth\"\"\"\n",
    "    folium.Marker([final_data.loc[i,'Latitude'], final_data.loc[i,'Longitude']],\n",
    "                  tooltip = final_data.loc[i, 'Address'],\n",
    "                  icon=folium.Icon(color='red', icon_color='white', icon='usd'),\n",
    "                  popup = popup_str).add_to(available)\n",
    "    \n",
    "available.save('data/maps/available_offices.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Interactive map "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "scrolled": true
   },
   "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 src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_494919a39bdc456db294cfcd1a0e441d {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_494919a39bdc456db294cfcd1a0e441d" ></div>
        
</body>
<script>    
    
            var map_494919a39bdc456db294cfcd1a0e441d = L.map(
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                {
                    center: [37.781448, -122.405578],
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            var marker_1892188c95db4e79abfbfc3ded30c7d8 = L.marker(
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            var icon_a4f338720f53473f8a19c76053f31037 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
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            marker_1892188c95db4e79abfbfc3ded30c7d8.setIcon(icon_a4f338720f53473f8a19c76053f31037);
        
    
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        marker_1892188c95db4e79abfbfc3ded30c7d8.bindPopup(popup_512fc6b9bae140879e5bb5961a7b7126)
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            marker_1892188c95db4e79abfbfc3ded30c7d8.bindTooltip(
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                {"sticky": true}
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            var icon_7cdc0e84a55e4b449e932a2f599de1d2 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
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            marker_bd46bbe1636f4c57a1506f5f535f682a.setIcon(icon_7cdc0e84a55e4b449e932a2f599de1d2);
        
    
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        marker_bd46bbe1636f4c57a1506f5f535f682a.bindPopup(popup_22dd6cb6c042458ba0fa141c31b37f8d)
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            marker_bd46bbe1636f4c57a1506f5f535f682a.bindTooltip(
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                {}
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            marker_c5cbf6d4af584a118157ad8e358e4d36.setIcon(icon_28dc699705074918872dc4afc0ee4e62);
        
    
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            marker_c5cbf6d4af584a118157ad8e358e4d36.bindTooltip(
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            );
        
    
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                {}
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            var icon_9efa98ad935c41bda92334d0ff79d63c = L.AwesomeMarkers.icon(
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            marker_8b4ac5d96f9d4046b6bd0b8f687394a5.bindTooltip(
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                {"sticky": true}
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                {}
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            var icon_985dccdc5de84528918e12497ce9b85b = L.AwesomeMarkers.icon(
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            marker_22d4467af8c24b33973be21b95d9de76.bindTooltip(
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                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_8a42be8e46bf43789462ac0246eed465 = L.marker(
                [37.7807105, -122.4061346],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_0a24e3e915b242fe9854ebae71e48c42 = L.AwesomeMarkers.icon(
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            marker_8a42be8e46bf43789462ac0246eed465.bindTooltip(
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                {"sticky": true}
            );
        
    
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                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
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            );
            marker_7c96c037e9444603abf91418e3e63847.setIcon(icon_4599b66a46ab45a59a2637814d858176);
        
    
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            marker_7c96c037e9444603abf91418e3e63847.bindTooltip(
                `<div>
                     Tehama St., San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_5295c28a046c452298d90fe99df9ec92 = L.marker(
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                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_7a84dba0b249400bb4a98eee42a94952 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_5295c28a046c452298d90fe99df9ec92.setIcon(icon_7a84dba0b249400bb4a98eee42a94952);
        
    
        var popup_faa0ca9188d14ef39c413b2cd1e9a2b6 = L.popup({"maxWidth": "100%"});

        
            var html_284618b3c6754b12ac66a1348d994436 = $(`<div id="html_284618b3c6754b12ac66a1348d994436" style="width: 100.0%; height: 100.0%;">Occupancy: 1-40                     Price: $443/mth</div>`)[0];
            popup_faa0ca9188d14ef39c413b2cd1e9a2b6.setContent(html_284618b3c6754b12ac66a1348d994436);
        

        marker_5295c28a046c452298d90fe99df9ec92.bindPopup(popup_faa0ca9188d14ef39c413b2cd1e9a2b6)
        ;

        
    
    
            marker_5295c28a046c452298d90fe99df9ec92.bindTooltip(
                `<div>
                     Natoma street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_b44e8442e25d42c2bde72983b2d83927 = L.marker(
                [37.7875396, -122.400609],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_b5028bea03ce46479eb171d82d170ce8 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_b44e8442e25d42c2bde72983b2d83927.setIcon(icon_b5028bea03ce46479eb171d82d170ce8);
        
    
        var popup_9399e72c09954b7fa1eea17228d43c67 = L.popup({"maxWidth": "100%"});

        
            var html_a439dc73ce4e4e1693330997d7a6d0f7 = $(`<div id="html_a439dc73ce4e4e1693330997d7a6d0f7" style="width: 100.0%; height: 100.0%;">Occupancy: 41-49                     Price: $53628/mth</div>`)[0];
            popup_9399e72c09954b7fa1eea17228d43c67.setContent(html_a439dc73ce4e4e1693330997d7a6d0f7);
        

        marker_b44e8442e25d42c2bde72983b2d83927.bindPopup(popup_9399e72c09954b7fa1eea17228d43c67)
        ;

        
    
    
            marker_b44e8442e25d42c2bde72983b2d83927.bindTooltip(
                `<div>
                     New Montgomery Street, San Francisco, 94103
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_c5ae05cf05974c4fb109eb6352f3d5cc = L.marker(
                [37.7873699, -122.4026192],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_7114e106424d430f8299cdb9016ba2de = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_c5ae05cf05974c4fb109eb6352f3d5cc.setIcon(icon_7114e106424d430f8299cdb9016ba2de);
        
    
        var popup_9beec8cf468344b48fbba49963a8de9c = L.popup({"maxWidth": "100%"});

        
            var html_d3d5a06840724e5393eede6be8ea6548 = $(`<div id="html_d3d5a06840724e5393eede6be8ea6548" style="width: 100.0%; height: 100.0%;">Occupancy: 5-22                     Price: $2665/mth</div>`)[0];
            popup_9beec8cf468344b48fbba49963a8de9c.setContent(html_d3d5a06840724e5393eede6be8ea6548);
        

        marker_c5ae05cf05974c4fb109eb6352f3d5cc.bindPopup(popup_9beec8cf468344b48fbba49963a8de9c)
        ;

        
    
    
            marker_c5ae05cf05974c4fb109eb6352f3d5cc.bindTooltip(
                `<div>
                     Market St. , San Francisco, 94130
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_24bf93bf7c5c4e67bae7a55e993778cf = L.marker(
                [37.7889907, -122.4007748],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_3930fb2145484cf19cd9543d1d1334c9 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_24bf93bf7c5c4e67bae7a55e993778cf.setIcon(icon_3930fb2145484cf19cd9543d1d1334c9);
        
    
        var popup_685b6147272a4adfb68386fcfabfcb8e = L.popup({"maxWidth": "100%"});

        
            var html_43e0eff794b04a75aaff7a48025e4d30 = $(`<div id="html_43e0eff794b04a75aaff7a48025e4d30" style="width: 100.0%; height: 100.0%;">Occupancy: 2-21                     Price: $2000/mth</div>`)[0];
            popup_685b6147272a4adfb68386fcfabfcb8e.setContent(html_43e0eff794b04a75aaff7a48025e4d30);
        

        marker_24bf93bf7c5c4e67bae7a55e993778cf.bindPopup(popup_685b6147272a4adfb68386fcfabfcb8e)
        ;

        
    
    
            marker_24bf93bf7c5c4e67bae7a55e993778cf.bindTooltip(
                `<div>
                     Mission Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_285c8925a70842daaace84721376f959 = L.marker(
                [37.7889907, -122.4007748],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_060345a996474732a91acdfb846745a9 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_285c8925a70842daaace84721376f959.setIcon(icon_060345a996474732a91acdfb846745a9);
        
    
        var popup_d48ec321c1e14c2fb4f5032a30cf413c = L.popup({"maxWidth": "100%"});

        
            var html_fddfd095406c4ef1ae3b7112e496ce39 = $(`<div id="html_fddfd095406c4ef1ae3b7112e496ce39" style="width: 100.0%; height: 100.0%;">Occupancy: 2-21                     Price: $2000/mth</div>`)[0];
            popup_d48ec321c1e14c2fb4f5032a30cf413c.setContent(html_fddfd095406c4ef1ae3b7112e496ce39);
        

        marker_285c8925a70842daaace84721376f959.bindPopup(popup_d48ec321c1e14c2fb4f5032a30cf413c)
        ;

        
    
    
            marker_285c8925a70842daaace84721376f959.bindTooltip(
                `<div>
                     Mission Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_705e82b14fd44dd2a7c11e7506eaf9b2 = L.marker(
                [37.7889907, -122.4007748],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_51b7aa47645d4aa58119f5fd46495e97 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_705e82b14fd44dd2a7c11e7506eaf9b2.setIcon(icon_51b7aa47645d4aa58119f5fd46495e97);
        
    
        var popup_cf16380adc7d40599eeea928c5b85b7e = L.popup({"maxWidth": "100%"});

        
            var html_ad33aa4c6d42411e836e3d10126e99f0 = $(`<div id="html_ad33aa4c6d42411e836e3d10126e99f0" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $1350/mth</div>`)[0];
            popup_cf16380adc7d40599eeea928c5b85b7e.setContent(html_ad33aa4c6d42411e836e3d10126e99f0);
        

        marker_705e82b14fd44dd2a7c11e7506eaf9b2.bindPopup(popup_cf16380adc7d40599eeea928c5b85b7e)
        ;

        
    
    
            marker_705e82b14fd44dd2a7c11e7506eaf9b2.bindTooltip(
                `<div>
                     Mission Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_3dc863b3a21248a59b3bfe3462195a41 = L.marker(
                [37.7889907, -122.4007748],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_d2f00f3400e84f399754a180538b30ee = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_3dc863b3a21248a59b3bfe3462195a41.setIcon(icon_d2f00f3400e84f399754a180538b30ee);
        
    
        var popup_61987ffdf8a846a685111d894fa7c2bb = L.popup({"maxWidth": "100%"});

        
            var html_6a6cc29bde964590b707441e02b8776f = $(`<div id="html_6a6cc29bde964590b707441e02b8776f" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $1350/mth</div>`)[0];
            popup_61987ffdf8a846a685111d894fa7c2bb.setContent(html_6a6cc29bde964590b707441e02b8776f);
        

        marker_3dc863b3a21248a59b3bfe3462195a41.bindPopup(popup_61987ffdf8a846a685111d894fa7c2bb)
        ;

        
    
    
            marker_3dc863b3a21248a59b3bfe3462195a41.bindTooltip(
                `<div>
                     Mission Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_a247aa68d1184400bc9b7522dbbd3bac = L.marker(
                [37.7889907, -122.4007748],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_db70f73ea7b2499ba8bc99e382071b8e = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_a247aa68d1184400bc9b7522dbbd3bac.setIcon(icon_db70f73ea7b2499ba8bc99e382071b8e);
        
    
        var popup_f0cd8bc5c0a847af92b76f48c743f6be = L.popup({"maxWidth": "100%"});

        
            var html_6a2e7a59a8f9451293d8e9779a31599d = $(`<div id="html_6a2e7a59a8f9451293d8e9779a31599d" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $1022/mth</div>`)[0];
            popup_f0cd8bc5c0a847af92b76f48c743f6be.setContent(html_6a2e7a59a8f9451293d8e9779a31599d);
        

        marker_a247aa68d1184400bc9b7522dbbd3bac.bindPopup(popup_f0cd8bc5c0a847af92b76f48c743f6be)
        ;

        
    
    
            marker_a247aa68d1184400bc9b7522dbbd3bac.bindTooltip(
                `<div>
                     Market Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_d8c83fb3023045978f85f6d27520b276 = L.marker(
                [37.790728, -122.4017771],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_214d81a8a9074e1c88675954d9b5dba3 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_d8c83fb3023045978f85f6d27520b276.setIcon(icon_214d81a8a9074e1c88675954d9b5dba3);
        
    
        var popup_9a7ebca8fdbc45b2ae0d56c174e81176 = L.popup({"maxWidth": "100%"});

        
            var html_08a7ebf14aec4eaeabdc9c258e4819ef = $(`<div id="html_08a7ebf14aec4eaeabdc9c258e4819ef" style="width: 100.0%; height: 100.0%;">Occupancy: 4-30                     Price: $3625/mth</div>`)[0];
            popup_9a7ebca8fdbc45b2ae0d56c174e81176.setContent(html_08a7ebf14aec4eaeabdc9c258e4819ef);
        

        marker_d8c83fb3023045978f85f6d27520b276.bindPopup(popup_9a7ebca8fdbc45b2ae0d56c174e81176)
        ;

        
    
    
            marker_d8c83fb3023045978f85f6d27520b276.bindTooltip(
                `<div>
                     Market Street, San Francisco, 94104
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_b1ac7ebb6796459bbd96ab78ff6c2d26 = L.marker(
                [37.7885979, -122.404472],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_816a6284682645c681107b533b67f405 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_b1ac7ebb6796459bbd96ab78ff6c2d26.setIcon(icon_816a6284682645c681107b533b67f405);
        
    
        var popup_5f957f1671734c04901c9a654c85192b = L.popup({"maxWidth": "100%"});

        
            var html_9b3059467df44867af39be5016b18482 = $(`<div id="html_9b3059467df44867af39be5016b18482" style="width: 100.0%; height: 100.0%;">Occupancy: 10-24                     Price: $8430/mth</div>`)[0];
            popup_5f957f1671734c04901c9a654c85192b.setContent(html_9b3059467df44867af39be5016b18482);
        

        marker_b1ac7ebb6796459bbd96ab78ff6c2d26.bindPopup(popup_5f957f1671734c04901c9a654c85192b)
        ;

        
    
    
            marker_b1ac7ebb6796459bbd96ab78ff6c2d26.bindTooltip(
                `<div>
                     Geary St, San Francisco, 94108
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_0002cd851a7b43b1b49728a77ea9dc68 = L.marker(
                [37.7872661, -122.411257],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_bdd042c56dbc4facbf08021bd57092d0 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_0002cd851a7b43b1b49728a77ea9dc68.setIcon(icon_bdd042c56dbc4facbf08021bd57092d0);
        
    
        var popup_cb8e366bcaa6430baf7d19193d32dbea = L.popup({"maxWidth": "100%"});

        
            var html_ac0f75c0638544efbd53f544f146c35a = $(`<div id="html_ac0f75c0638544efbd53f544f146c35a" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $813/mth</div>`)[0];
            popup_cb8e366bcaa6430baf7d19193d32dbea.setContent(html_ac0f75c0638544efbd53f544f146c35a);
        

        marker_0002cd851a7b43b1b49728a77ea9dc68.bindPopup(popup_cb8e366bcaa6430baf7d19193d32dbea)
        ;

        
    
    
            marker_0002cd851a7b43b1b49728a77ea9dc68.bindTooltip(
                `<div>
                     Montgomery Street, San Francisco, 94104
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_8b646d02d7fc4789aa62631e56f900a9 = L.marker(
                [37.79183, -122.4047784],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_1485733df5ad4628b7f58265dabd8782 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_8b646d02d7fc4789aa62631e56f900a9.setIcon(icon_1485733df5ad4628b7f58265dabd8782);
        
    
        var popup_41ccf736ac134c2fa1170f02f32350b4 = L.popup({"maxWidth": "100%"});

        
            var html_2f7eab58a1a84c3394bc83f8fe53fd5c = $(`<div id="html_2f7eab58a1a84c3394bc83f8fe53fd5c" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $987/mth</div>`)[0];
            popup_41ccf736ac134c2fa1170f02f32350b4.setContent(html_2f7eab58a1a84c3394bc83f8fe53fd5c);
        

        marker_8b646d02d7fc4789aa62631e56f900a9.bindPopup(popup_41ccf736ac134c2fa1170f02f32350b4)
        ;

        
    
    
            marker_8b646d02d7fc4789aa62631e56f900a9.bindTooltip(
                `<div>
                     Spear Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_a7c6f9190f8f49cc9b08898c4809d4ff = L.marker(
                [37.7908136, -122.394077],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_6325ed2eee194fa08c4a2c9b1696f97b = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_a7c6f9190f8f49cc9b08898c4809d4ff.setIcon(icon_6325ed2eee194fa08c4a2c9b1696f97b);
        
    
        var popup_a1c1aa84603442f78f5f0718c27fa2ba = L.popup({"maxWidth": "100%"});

        
            var html_e334bc13c5724d9695976b239ebcc0e4 = $(`<div id="html_e334bc13c5724d9695976b239ebcc0e4" style="width: 100.0%; height: 100.0%;">Occupancy: 4-33                     Price: $4598/mth</div>`)[0];
            popup_a1c1aa84603442f78f5f0718c27fa2ba.setContent(html_e334bc13c5724d9695976b239ebcc0e4);
        

        marker_a7c6f9190f8f49cc9b08898c4809d4ff.bindPopup(popup_a1c1aa84603442f78f5f0718c27fa2ba)
        ;

        
    
    
            marker_a7c6f9190f8f49cc9b08898c4809d4ff.bindTooltip(
                `<div>
                     Bush Street, San Francisco, 94104
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_c1c8e9412c1c4d05b6d02fe5cfe7275b = L.marker(
                [37.7911916, -122.4029712],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_aa03602a88ac41dd9db86c3569699bf3 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_c1c8e9412c1c4d05b6d02fe5cfe7275b.setIcon(icon_aa03602a88ac41dd9db86c3569699bf3);
        
    
        var popup_aa3b6fe8551a4fa9aae8bde932be1ebe = L.popup({"maxWidth": "100%"});

        
            var html_5224ce84e64c451b995acbd93ad6e6b9 = $(`<div id="html_5224ce84e64c451b995acbd93ad6e6b9" style="width: 100.0%; height: 100.0%;">Occupancy: 30-36                     Price: $32970/mth</div>`)[0];
            popup_aa3b6fe8551a4fa9aae8bde932be1ebe.setContent(html_5224ce84e64c451b995acbd93ad6e6b9);
        

        marker_c1c8e9412c1c4d05b6d02fe5cfe7275b.bindPopup(popup_aa3b6fe8551a4fa9aae8bde932be1ebe)
        ;

        
    
    
            marker_c1c8e9412c1c4d05b6d02fe5cfe7275b.bindTooltip(
                `<div>
                     Sutter Street, San Francisco, 94108
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_a4db8c541e704d8dbdca4eec28512a46 = L.marker(
                [37.7891778, -122.4112123],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_ea3315aef4cc4834be4eaef704c20cd8 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_a4db8c541e704d8dbdca4eec28512a46.setIcon(icon_ea3315aef4cc4834be4eaef704c20cd8);
        
    
        var popup_59257484d84a4d06874439ff8b89d27a = L.popup({"maxWidth": "100%"});

        
            var html_04a9a6f03dd74ae78d026a687f4fb267 = $(`<div id="html_04a9a6f03dd74ae78d026a687f4fb267" style="width: 100.0%; height: 100.0%;">Occupancy: 1-28                     Price: $290/mth</div>`)[0];
            popup_59257484d84a4d06874439ff8b89d27a.setContent(html_04a9a6f03dd74ae78d026a687f4fb267);
        

        marker_a4db8c541e704d8dbdca4eec28512a46.bindPopup(popup_59257484d84a4d06874439ff8b89d27a)
        ;

        
    
    
            marker_a4db8c541e704d8dbdca4eec28512a46.bindTooltip(
                `<div>
                     Montgomery Street, San Francisco, San Francisco, 94104
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_cdc9521d5513485f930e3f179585089b = L.marker(
                [37.7726508, -122.4172046],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_eb2b4803c3974753aac73be1103d0c6a = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_cdc9521d5513485f930e3f179585089b.setIcon(icon_eb2b4803c3974753aac73be1103d0c6a);
        
    
        var popup_32a97b945e264289a345b262edfe1dbd = L.popup({"maxWidth": "100%"});

        
            var html_18902d94c38f43d58cba1c5d1df63b8f = $(`<div id="html_18902d94c38f43d58cba1c5d1df63b8f" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $595/mth</div>`)[0];
            popup_32a97b945e264289a345b262edfe1dbd.setContent(html_18902d94c38f43d58cba1c5d1df63b8f);
        

        marker_cdc9521d5513485f930e3f179585089b.bindPopup(popup_32a97b945e264289a345b262edfe1dbd)
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            marker_cdc9521d5513485f930e3f179585089b.bindTooltip(
                `<div>
                     11th Street, San Francisco, 94103
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                {"sticky": true}
            );
        
    
            var marker_ca53799557ad4597a1e232298bf21247 = L.marker(
                [37.7980534, -122.4060321],
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            var icon_9de983a25b3648f191d176dd0a48a239 = L.AwesomeMarkers.icon(
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            marker_ca53799557ad4597a1e232298bf21247.setIcon(icon_9de983a25b3648f191d176dd0a48a239);
        
    
        var popup_d4e12dc3592f41dd9070f4e42eaf3fd3 = L.popup({"maxWidth": "100%"});

        
            var html_fce6efc9c67744f98d8917d788fd14d4 = $(`<div id="html_fce6efc9c67744f98d8917d788fd14d4" style="width: 100.0%; height: 100.0%;">Occupancy: 15-34                     Price: $15000/mth</div>`)[0];
            popup_d4e12dc3592f41dd9070f4e42eaf3fd3.setContent(html_fce6efc9c67744f98d8917d788fd14d4);
        

        marker_ca53799557ad4597a1e232298bf21247.bindPopup(popup_d4e12dc3592f41dd9070f4e42eaf3fd3)
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            marker_ca53799557ad4597a1e232298bf21247.bindTooltip(
                `<div>
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                {"sticky": true}
            );
        
    
            var marker_5051788c069f434f86c839f196cff629 = L.marker(
                [37.7980534, -122.4060321],
                {}
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            var icon_c673ec47b6e9451b8897c0971e85a377 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_5051788c069f434f86c839f196cff629.setIcon(icon_c673ec47b6e9451b8897c0971e85a377);
        
    
        var popup_4de96aed4ff14bb2859266605571604d = L.popup({"maxWidth": "100%"});

        
            var html_88cb24ad37c94e1cb2f9e027f86158bf = $(`<div id="html_88cb24ad37c94e1cb2f9e027f86158bf" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $507/mth</div>`)[0];
            popup_4de96aed4ff14bb2859266605571604d.setContent(html_88cb24ad37c94e1cb2f9e027f86158bf);
        

        marker_5051788c069f434f86c839f196cff629.bindPopup(popup_4de96aed4ff14bb2859266605571604d)
        ;

        
    
    
            marker_5051788c069f434f86c839f196cff629.bindTooltip(
                `<div>
                     California Street, Financial District, San Francisco, 94104
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                {"sticky": true}
            );
        
    
            var marker_e6fe43451a97442aa88861dcb3724c50 = L.marker(
                [37.7930319, -122.4036806],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_a07f8a93348441adb70db577c723ca44 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_e6fe43451a97442aa88861dcb3724c50.setIcon(icon_a07f8a93348441adb70db577c723ca44);
        
    
        var popup_3773227ca1ff4cc6a4f4e8649fe19446 = L.popup({"maxWidth": "100%"});

        
            var html_9dc444c1f4c945418e07130c6f5eec5e = $(`<div id="html_9dc444c1f4c945418e07130c6f5eec5e" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $544/mth</div>`)[0];
            popup_3773227ca1ff4cc6a4f4e8649fe19446.setContent(html_9dc444c1f4c945418e07130c6f5eec5e);
        

        marker_e6fe43451a97442aa88861dcb3724c50.bindPopup(popup_3773227ca1ff4cc6a4f4e8649fe19446)
        ;

        
    
    
            marker_e6fe43451a97442aa88861dcb3724c50.bindTooltip(
                `<div>
                     Embarcadero Center, Financial District, San Francisco, San Francisco, 94111
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                {"sticky": true}
            );
        
    
            var marker_598e8434ffe74de59fea4a3aed59d86c = L.marker(
                [37.7946083, -122.3987301],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_daf107db483d466b8f7454512c31aba5 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_598e8434ffe74de59fea4a3aed59d86c.setIcon(icon_daf107db483d466b8f7454512c31aba5);
        
    
        var popup_60b73420f65842818b4fb58265e81426 = L.popup({"maxWidth": "100%"});

        
            var html_f3bdcc7e3b4445d487003b92d3895c8f = $(`<div id="html_f3bdcc7e3b4445d487003b92d3895c8f" style="width: 100.0%; height: 100.0%;">Occupancy: 30-36                     Price: $35220/mth</div>`)[0];
            popup_60b73420f65842818b4fb58265e81426.setContent(html_f3bdcc7e3b4445d487003b92d3895c8f);
        

        marker_598e8434ffe74de59fea4a3aed59d86c.bindPopup(popup_60b73420f65842818b4fb58265e81426)
        ;

        
    
    
            marker_598e8434ffe74de59fea4a3aed59d86c.bindTooltip(
                `<div>
                     Commercial Street, San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_bab912bd9c0b4ab09146a48d6919410b = L.marker(
                [37.7942914, -122.404886],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_34ef42153bee488b9b021957874e3b4a = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_bab912bd9c0b4ab09146a48d6919410b.setIcon(icon_34ef42153bee488b9b021957874e3b4a);
        
    
        var popup_648b3961d912430d94a966a9306fee4b = L.popup({"maxWidth": "100%"});

        
            var html_013f31fbccd24eb5a8cac3c3f0385027 = $(`<div id="html_013f31fbccd24eb5a8cac3c3f0385027" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $528/mth</div>`)[0];
            popup_648b3961d912430d94a966a9306fee4b.setContent(html_013f31fbccd24eb5a8cac3c3f0385027);
        

        marker_bab912bd9c0b4ab09146a48d6919410b.bindPopup(popup_648b3961d912430d94a966a9306fee4b)
        ;

        
    
    
            marker_bab912bd9c0b4ab09146a48d6919410b.bindTooltip(
                `<div>
                     Montgomery Street , San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_a0295bb538524d009f81d0b947b95fe2 = L.marker(
                [37.7783494, -122.4142472],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_7ba75be006cb462aaa6a8080155f8518 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_a0295bb538524d009f81d0b947b95fe2.setIcon(icon_7ba75be006cb462aaa6a8080155f8518);
        
    
        var popup_c1d9890add364eba8c0a76885dee16bb = L.popup({"maxWidth": "100%"});

        
            var html_cbadce46464d4e2697d2e5aa6e509253 = $(`<div id="html_cbadce46464d4e2697d2e5aa6e509253" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $580/mth</div>`)[0];
            popup_c1d9890add364eba8c0a76885dee16bb.setContent(html_cbadce46464d4e2697d2e5aa6e509253);
        

        marker_a0295bb538524d009f81d0b947b95fe2.bindPopup(popup_c1d9890add364eba8c0a76885dee16bb)
        ;

        
    
    
            marker_a0295bb538524d009f81d0b947b95fe2.bindTooltip(
                `<div>
                     Mission St, San Francisco, 94103
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_d286f12954b5428b8a9a159992dd0d09 = L.marker(
                [37.7974706, -122.4030252],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_13db9cbd263d4eed854f51246ac5742c = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_d286f12954b5428b8a9a159992dd0d09.setIcon(icon_13db9cbd263d4eed854f51246ac5742c);
        
    
        var popup_5dc3eb5bbf4f4a52a979e96c80999016 = L.popup({"maxWidth": "100%"});

        
            var html_8efcbb70b81b4f3792614ffca92a949d = $(`<div id="html_8efcbb70b81b4f3792614ffca92a949d" style="width: 100.0%; height: 100.0%;">Occupancy: 1-99                     Price: $300/mth</div>`)[0];
            popup_5dc3eb5bbf4f4a52a979e96c80999016.setContent(html_8efcbb70b81b4f3792614ffca92a949d);
        

        marker_d286f12954b5428b8a9a159992dd0d09.bindPopup(popup_5dc3eb5bbf4f4a52a979e96c80999016)
        ;

        
    
    
            marker_d286f12954b5428b8a9a159992dd0d09.bindTooltip(
                `<div>
                     Battery Street East , San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_9ad3da8bbc244044b02805e4d717056e = L.marker(
                [37.7974706, -122.4030252],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_fbdb4aa44b0e4ef0b6784ecdae4b26aa = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_9ad3da8bbc244044b02805e4d717056e.setIcon(icon_fbdb4aa44b0e4ef0b6784ecdae4b26aa);
        
    
        var popup_d371cda8212d454b85ccbd78fba49606 = L.popup({"maxWidth": "100%"});

        
            var html_c7cf090b8fa4475f87d5d8f53b840daa = $(`<div id="html_c7cf090b8fa4475f87d5d8f53b840daa" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $872/mth</div>`)[0];
            popup_d371cda8212d454b85ccbd78fba49606.setContent(html_c7cf090b8fa4475f87d5d8f53b840daa);
        

        marker_9ad3da8bbc244044b02805e4d717056e.bindPopup(popup_d371cda8212d454b85ccbd78fba49606)
        ;

        
    
    
            marker_9ad3da8bbc244044b02805e4d717056e.bindTooltip(
                `<div>
                     Montgomery Street, Telegraph Hill, San Francisco, San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_877c0a4baf22463d9ce4e70768952925 = L.marker(
                [37.8016902, -122.4068222],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_77c16cd92aa647cfa1e1f6911fd9597a = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_877c0a4baf22463d9ce4e70768952925.setIcon(icon_77c16cd92aa647cfa1e1f6911fd9597a);
        
    
        var popup_e0079da95868401c950b777377fcb9c1 = L.popup({"maxWidth": "100%"});

        
            var html_c12db8757f8340b18632bb0b2a8a8011 = $(`<div id="html_c12db8757f8340b18632bb0b2a8a8011" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $805/mth</div>`)[0];
            popup_e0079da95868401c950b777377fcb9c1.setContent(html_c12db8757f8340b18632bb0b2a8a8011);
        

        marker_877c0a4baf22463d9ce4e70768952925.bindPopup(popup_e0079da95868401c950b777377fcb9c1)
        ;

        
    
    
            marker_877c0a4baf22463d9ce4e70768952925.bindTooltip(
                `<div>
                     Montgomery St, San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x263b623a370>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "lat_long = companies_data_sf[['latitude','longitude']]\n",
    "av_heatmap = available.add_child(plugins.HeatMap(lat_long,radius=20))\n",
    "av_heatmap.save('data/maps/available_offices_with_heatmap_of_video_games_studios.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "scrolled": false
   },
   "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 src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_494919a39bdc456db294cfcd1a0e441d {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
    <script src="https://leaflet.github.io/Leaflet.heat/dist/leaflet-heat.js"></script>
</head>
<body>    
    
            <div class="folium-map" id="map_494919a39bdc456db294cfcd1a0e441d" ></div>
        
</body>
<script>    
    
            var map_494919a39bdc456db294cfcd1a0e441d = L.map(
                "map_494919a39bdc456db294cfcd1a0e441d",
                {
                    center: [37.781448, -122.405578],
                    crs: L.CRS.EPSG3857,
                    zoom: 13,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_d510ceed52614226a1a94450b08d8239 = L.tileLayer(
                "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",
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            var marker_1892188c95db4e79abfbfc3ded30c7d8 = L.marker(
                [37.7785548, -122.4034342],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_a4f338720f53473f8a19c76053f31037 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_1892188c95db4e79abfbfc3ded30c7d8.setIcon(icon_a4f338720f53473f8a19c76053f31037);
        
    
        var popup_512fc6b9bae140879e5bb5961a7b7126 = L.popup({"maxWidth": "100%"});

        
            var html_f4818e0fd11441ccac04f5bc76c72add = $(`<div id="html_f4818e0fd11441ccac04f5bc76c72add" style="width: 100.0%; height: 100.0%;">Occupancy: 6-29                     Price: $4638/mth</div>`)[0];
            popup_512fc6b9bae140879e5bb5961a7b7126.setContent(html_f4818e0fd11441ccac04f5bc76c72add);
        

        marker_1892188c95db4e79abfbfc3ded30c7d8.bindPopup(popup_512fc6b9bae140879e5bb5961a7b7126)
        ;

        
    
    
            marker_1892188c95db4e79abfbfc3ded30c7d8.bindTooltip(
                `<div>
                     5th Street, San Francisco, 94107
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                {"sticky": true}
            );
        
    
            var marker_bd46bbe1636f4c57a1506f5f535f682a = L.marker(
                [37.7785548, -122.4034342],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_7cdc0e84a55e4b449e932a2f599de1d2 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_bd46bbe1636f4c57a1506f5f535f682a.setIcon(icon_7cdc0e84a55e4b449e932a2f599de1d2);
        
    
        var popup_22dd6cb6c042458ba0fa141c31b37f8d = L.popup({"maxWidth": "100%"});

        
            var html_0a8fb7b8a5c64444847adfc4906d2911 = $(`<div id="html_0a8fb7b8a5c64444847adfc4906d2911" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $1300/mth</div>`)[0];
            popup_22dd6cb6c042458ba0fa141c31b37f8d.setContent(html_0a8fb7b8a5c64444847adfc4906d2911);
        

        marker_bd46bbe1636f4c57a1506f5f535f682a.bindPopup(popup_22dd6cb6c042458ba0fa141c31b37f8d)
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            marker_bd46bbe1636f4c57a1506f5f535f682a.bindTooltip(
                `<div>
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                {"sticky": true}
            );
        
    
            var marker_c5cbf6d4af584a118157ad8e358e4d36 = L.marker(
                [37.779634, -122.4002044],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_28dc699705074918872dc4afc0ee4e62 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_c5cbf6d4af584a118157ad8e358e4d36.setIcon(icon_28dc699705074918872dc4afc0ee4e62);
        
    
        var popup_7f67d7483cf44aa7b89519619d6f4e2b = L.popup({"maxWidth": "100%"});

        
            var html_61e23e9055a34d9089f756414da842cd = $(`<div id="html_61e23e9055a34d9089f756414da842cd" style="width: 100.0%; height: 100.0%;">Occupancy: 46-55                     Price: $35558/mth</div>`)[0];
            popup_7f67d7483cf44aa7b89519619d6f4e2b.setContent(html_61e23e9055a34d9089f756414da842cd);
        

        marker_c5cbf6d4af584a118157ad8e358e4d36.bindPopup(popup_7f67d7483cf44aa7b89519619d6f4e2b)
        ;

        
    
    
            marker_c5cbf6d4af584a118157ad8e358e4d36.bindTooltip(
                `<div>
                     Folsom St, San Francisco, 94107
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_8b4ac5d96f9d4046b6bd0b8f687394a5 = L.marker(
                [37.7821754, -122.4032172],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_9efa98ad935c41bda92334d0ff79d63c = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_8b4ac5d96f9d4046b6bd0b8f687394a5.setIcon(icon_9efa98ad935c41bda92334d0ff79d63c);
        
    
        var popup_6defa69812ef4ab287ffa4823c75078a = L.popup({"maxWidth": "100%"});

        
            var html_7f73b38e1251457890532f856bbf59f2 = $(`<div id="html_7f73b38e1251457890532f856bbf59f2" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $460/mth</div>`)[0];
            popup_6defa69812ef4ab287ffa4823c75078a.setContent(html_7f73b38e1251457890532f856bbf59f2);
        

        marker_8b4ac5d96f9d4046b6bd0b8f687394a5.bindPopup(popup_6defa69812ef4ab287ffa4823c75078a)
        ;

        
    
    
            marker_8b4ac5d96f9d4046b6bd0b8f687394a5.bindTooltip(
                `<div>
                     Folsom Street, Financial District, San Francisco, San Francisco, 94107
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_b0c56457473c4762895f7af35d5695f5 = L.marker(
                [37.7821754, -122.4032172],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_5828ee4a6f124c3d9a0cf4fbde2ec54b = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_b0c56457473c4762895f7af35d5695f5.setIcon(icon_5828ee4a6f124c3d9a0cf4fbde2ec54b);
        
    
        var popup_8c5962b921bb4576adff769d5b995583 = L.popup({"maxWidth": "100%"});

        
            var html_0ae0bc0315014c159cae6c8221d9f85b = $(`<div id="html_0ae0bc0315014c159cae6c8221d9f85b" style="width: 100.0%; height: 100.0%;">Occupancy: 9-50                     Price: $7389/mth</div>`)[0];
            popup_8c5962b921bb4576adff769d5b995583.setContent(html_0ae0bc0315014c159cae6c8221d9f85b);
        

        marker_b0c56457473c4762895f7af35d5695f5.bindPopup(popup_8c5962b921bb4576adff769d5b995583)
        ;

        
    
    
            marker_b0c56457473c4762895f7af35d5695f5.bindTooltip(
                `<div>
                     Federal St, San Francisco, 94107
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_22d4467af8c24b33973be21b95d9de76 = L.marker(
                [37.7835587, -122.3941324],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_985dccdc5de84528918e12497ce9b85b = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_22d4467af8c24b33973be21b95d9de76.setIcon(icon_985dccdc5de84528918e12497ce9b85b);
        
    
        var popup_ab4d737a131c49539bc9f45d031102cf = L.popup({"maxWidth": "100%"});

        
            var html_22d1340d1e12406c943935d250d309e3 = $(`<div id="html_22d1340d1e12406c943935d250d309e3" style="width: 100.0%; height: 100.0%;">Occupancy: 25-30                     Price: $21875/mth</div>`)[0];
            popup_ab4d737a131c49539bc9f45d031102cf.setContent(html_22d1340d1e12406c943935d250d309e3);
        

        marker_22d4467af8c24b33973be21b95d9de76.bindPopup(popup_ab4d737a131c49539bc9f45d031102cf)
        ;

        
    
    
            marker_22d4467af8c24b33973be21b95d9de76.bindTooltip(
                `<div>
                     Clementina St. , San Francisco, 94103
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_8a42be8e46bf43789462ac0246eed465 = L.marker(
                [37.7807105, -122.4061346],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_0a24e3e915b242fe9854ebae71e48c42 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_8a42be8e46bf43789462ac0246eed465.setIcon(icon_0a24e3e915b242fe9854ebae71e48c42);
        
    
        var popup_00577f11d4504929ac218c92578abdcc = L.popup({"maxWidth": "100%"});

        
            var html_1cdec67472b34d2699022929d28aaab1 = $(`<div id="html_1cdec67472b34d2699022929d28aaab1" style="width: 100.0%; height: 100.0%;">Occupancy: 1-300                     Price: $800/mth</div>`)[0];
            popup_00577f11d4504929ac218c92578abdcc.setContent(html_1cdec67472b34d2699022929d28aaab1);
        

        marker_8a42be8e46bf43789462ac0246eed465.bindPopup(popup_00577f11d4504929ac218c92578abdcc)
        ;

        
    
    
            marker_8a42be8e46bf43789462ac0246eed465.bindTooltip(
                `<div>
                     New Montgomery St., San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_7c96c037e9444603abf91418e3e63847 = L.marker(
                [37.7874603, -122.4027121],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_4599b66a46ab45a59a2637814d858176 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_7c96c037e9444603abf91418e3e63847.setIcon(icon_4599b66a46ab45a59a2637814d858176);
        
    
        var popup_273de1952d02466fbc8605412ef816f4 = L.popup({"maxWidth": "100%"});

        
            var html_dda8a17cc39a40ecb82600347cc247c0 = $(`<div id="html_dda8a17cc39a40ecb82600347cc247c0" style="width: 100.0%; height: 100.0%;">Occupancy: 4-75                     Price: $2200/mth</div>`)[0];
            popup_273de1952d02466fbc8605412ef816f4.setContent(html_dda8a17cc39a40ecb82600347cc247c0);
        

        marker_7c96c037e9444603abf91418e3e63847.bindPopup(popup_273de1952d02466fbc8605412ef816f4)
        ;

        
    
    
            marker_7c96c037e9444603abf91418e3e63847.bindTooltip(
                `<div>
                     Tehama St., San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_5295c28a046c452298d90fe99df9ec92 = L.marker(
                [37.7859977, -122.4003979],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_7a84dba0b249400bb4a98eee42a94952 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_5295c28a046c452298d90fe99df9ec92.setIcon(icon_7a84dba0b249400bb4a98eee42a94952);
        
    
        var popup_faa0ca9188d14ef39c413b2cd1e9a2b6 = L.popup({"maxWidth": "100%"});

        
            var html_284618b3c6754b12ac66a1348d994436 = $(`<div id="html_284618b3c6754b12ac66a1348d994436" style="width: 100.0%; height: 100.0%;">Occupancy: 1-40                     Price: $443/mth</div>`)[0];
            popup_faa0ca9188d14ef39c413b2cd1e9a2b6.setContent(html_284618b3c6754b12ac66a1348d994436);
        

        marker_5295c28a046c452298d90fe99df9ec92.bindPopup(popup_faa0ca9188d14ef39c413b2cd1e9a2b6)
        ;

        
    
    
            marker_5295c28a046c452298d90fe99df9ec92.bindTooltip(
                `<div>
                     Natoma street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_b44e8442e25d42c2bde72983b2d83927 = L.marker(
                [37.7875396, -122.400609],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_b5028bea03ce46479eb171d82d170ce8 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_b44e8442e25d42c2bde72983b2d83927.setIcon(icon_b5028bea03ce46479eb171d82d170ce8);
        
    
        var popup_9399e72c09954b7fa1eea17228d43c67 = L.popup({"maxWidth": "100%"});

        
            var html_a439dc73ce4e4e1693330997d7a6d0f7 = $(`<div id="html_a439dc73ce4e4e1693330997d7a6d0f7" style="width: 100.0%; height: 100.0%;">Occupancy: 41-49                     Price: $53628/mth</div>`)[0];
            popup_9399e72c09954b7fa1eea17228d43c67.setContent(html_a439dc73ce4e4e1693330997d7a6d0f7);
        

        marker_b44e8442e25d42c2bde72983b2d83927.bindPopup(popup_9399e72c09954b7fa1eea17228d43c67)
        ;

        
    
    
            marker_b44e8442e25d42c2bde72983b2d83927.bindTooltip(
                `<div>
                     New Montgomery Street, San Francisco, 94103
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_c5ae05cf05974c4fb109eb6352f3d5cc = L.marker(
                [37.7873699, -122.4026192],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_7114e106424d430f8299cdb9016ba2de = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_c5ae05cf05974c4fb109eb6352f3d5cc.setIcon(icon_7114e106424d430f8299cdb9016ba2de);
        
    
        var popup_9beec8cf468344b48fbba49963a8de9c = L.popup({"maxWidth": "100%"});

        
            var html_d3d5a06840724e5393eede6be8ea6548 = $(`<div id="html_d3d5a06840724e5393eede6be8ea6548" style="width: 100.0%; height: 100.0%;">Occupancy: 5-22                     Price: $2665/mth</div>`)[0];
            popup_9beec8cf468344b48fbba49963a8de9c.setContent(html_d3d5a06840724e5393eede6be8ea6548);
        

        marker_c5ae05cf05974c4fb109eb6352f3d5cc.bindPopup(popup_9beec8cf468344b48fbba49963a8de9c)
        ;

        
    
    
            marker_c5ae05cf05974c4fb109eb6352f3d5cc.bindTooltip(
                `<div>
                     Market St. , San Francisco, 94130
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_24bf93bf7c5c4e67bae7a55e993778cf = L.marker(
                [37.7889907, -122.4007748],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_3930fb2145484cf19cd9543d1d1334c9 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_24bf93bf7c5c4e67bae7a55e993778cf.setIcon(icon_3930fb2145484cf19cd9543d1d1334c9);
        
    
        var popup_685b6147272a4adfb68386fcfabfcb8e = L.popup({"maxWidth": "100%"});

        
            var html_43e0eff794b04a75aaff7a48025e4d30 = $(`<div id="html_43e0eff794b04a75aaff7a48025e4d30" style="width: 100.0%; height: 100.0%;">Occupancy: 2-21                     Price: $2000/mth</div>`)[0];
            popup_685b6147272a4adfb68386fcfabfcb8e.setContent(html_43e0eff794b04a75aaff7a48025e4d30);
        

        marker_24bf93bf7c5c4e67bae7a55e993778cf.bindPopup(popup_685b6147272a4adfb68386fcfabfcb8e)
        ;

        
    
    
            marker_24bf93bf7c5c4e67bae7a55e993778cf.bindTooltip(
                `<div>
                     Mission Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_285c8925a70842daaace84721376f959 = L.marker(
                [37.7889907, -122.4007748],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_060345a996474732a91acdfb846745a9 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_285c8925a70842daaace84721376f959.setIcon(icon_060345a996474732a91acdfb846745a9);
        
    
        var popup_d48ec321c1e14c2fb4f5032a30cf413c = L.popup({"maxWidth": "100%"});

        
            var html_fddfd095406c4ef1ae3b7112e496ce39 = $(`<div id="html_fddfd095406c4ef1ae3b7112e496ce39" style="width: 100.0%; height: 100.0%;">Occupancy: 2-21                     Price: $2000/mth</div>`)[0];
            popup_d48ec321c1e14c2fb4f5032a30cf413c.setContent(html_fddfd095406c4ef1ae3b7112e496ce39);
        

        marker_285c8925a70842daaace84721376f959.bindPopup(popup_d48ec321c1e14c2fb4f5032a30cf413c)
        ;

        
    
    
            marker_285c8925a70842daaace84721376f959.bindTooltip(
                `<div>
                     Mission Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_705e82b14fd44dd2a7c11e7506eaf9b2 = L.marker(
                [37.7889907, -122.4007748],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_51b7aa47645d4aa58119f5fd46495e97 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_705e82b14fd44dd2a7c11e7506eaf9b2.setIcon(icon_51b7aa47645d4aa58119f5fd46495e97);
        
    
        var popup_cf16380adc7d40599eeea928c5b85b7e = L.popup({"maxWidth": "100%"});

        
            var html_ad33aa4c6d42411e836e3d10126e99f0 = $(`<div id="html_ad33aa4c6d42411e836e3d10126e99f0" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $1350/mth</div>`)[0];
            popup_cf16380adc7d40599eeea928c5b85b7e.setContent(html_ad33aa4c6d42411e836e3d10126e99f0);
        

        marker_705e82b14fd44dd2a7c11e7506eaf9b2.bindPopup(popup_cf16380adc7d40599eeea928c5b85b7e)
        ;

        
    
    
            marker_705e82b14fd44dd2a7c11e7506eaf9b2.bindTooltip(
                `<div>
                     Mission Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_3dc863b3a21248a59b3bfe3462195a41 = L.marker(
                [37.7889907, -122.4007748],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_d2f00f3400e84f399754a180538b30ee = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_3dc863b3a21248a59b3bfe3462195a41.setIcon(icon_d2f00f3400e84f399754a180538b30ee);
        
    
        var popup_61987ffdf8a846a685111d894fa7c2bb = L.popup({"maxWidth": "100%"});

        
            var html_6a6cc29bde964590b707441e02b8776f = $(`<div id="html_6a6cc29bde964590b707441e02b8776f" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $1350/mth</div>`)[0];
            popup_61987ffdf8a846a685111d894fa7c2bb.setContent(html_6a6cc29bde964590b707441e02b8776f);
        

        marker_3dc863b3a21248a59b3bfe3462195a41.bindPopup(popup_61987ffdf8a846a685111d894fa7c2bb)
        ;

        
    
    
            marker_3dc863b3a21248a59b3bfe3462195a41.bindTooltip(
                `<div>
                     Mission Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_a247aa68d1184400bc9b7522dbbd3bac = L.marker(
                [37.7889907, -122.4007748],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_db70f73ea7b2499ba8bc99e382071b8e = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_a247aa68d1184400bc9b7522dbbd3bac.setIcon(icon_db70f73ea7b2499ba8bc99e382071b8e);
        
    
        var popup_f0cd8bc5c0a847af92b76f48c743f6be = L.popup({"maxWidth": "100%"});

        
            var html_6a2e7a59a8f9451293d8e9779a31599d = $(`<div id="html_6a2e7a59a8f9451293d8e9779a31599d" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $1022/mth</div>`)[0];
            popup_f0cd8bc5c0a847af92b76f48c743f6be.setContent(html_6a2e7a59a8f9451293d8e9779a31599d);
        

        marker_a247aa68d1184400bc9b7522dbbd3bac.bindPopup(popup_f0cd8bc5c0a847af92b76f48c743f6be)
        ;

        
    
    
            marker_a247aa68d1184400bc9b7522dbbd3bac.bindTooltip(
                `<div>
                     Market Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_d8c83fb3023045978f85f6d27520b276 = L.marker(
                [37.790728, -122.4017771],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_214d81a8a9074e1c88675954d9b5dba3 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_d8c83fb3023045978f85f6d27520b276.setIcon(icon_214d81a8a9074e1c88675954d9b5dba3);
        
    
        var popup_9a7ebca8fdbc45b2ae0d56c174e81176 = L.popup({"maxWidth": "100%"});

        
            var html_08a7ebf14aec4eaeabdc9c258e4819ef = $(`<div id="html_08a7ebf14aec4eaeabdc9c258e4819ef" style="width: 100.0%; height: 100.0%;">Occupancy: 4-30                     Price: $3625/mth</div>`)[0];
            popup_9a7ebca8fdbc45b2ae0d56c174e81176.setContent(html_08a7ebf14aec4eaeabdc9c258e4819ef);
        

        marker_d8c83fb3023045978f85f6d27520b276.bindPopup(popup_9a7ebca8fdbc45b2ae0d56c174e81176)
        ;

        
    
    
            marker_d8c83fb3023045978f85f6d27520b276.bindTooltip(
                `<div>
                     Market Street, San Francisco, 94104
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_b1ac7ebb6796459bbd96ab78ff6c2d26 = L.marker(
                [37.7885979, -122.404472],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_816a6284682645c681107b533b67f405 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_b1ac7ebb6796459bbd96ab78ff6c2d26.setIcon(icon_816a6284682645c681107b533b67f405);
        
    
        var popup_5f957f1671734c04901c9a654c85192b = L.popup({"maxWidth": "100%"});

        
            var html_9b3059467df44867af39be5016b18482 = $(`<div id="html_9b3059467df44867af39be5016b18482" style="width: 100.0%; height: 100.0%;">Occupancy: 10-24                     Price: $8430/mth</div>`)[0];
            popup_5f957f1671734c04901c9a654c85192b.setContent(html_9b3059467df44867af39be5016b18482);
        

        marker_b1ac7ebb6796459bbd96ab78ff6c2d26.bindPopup(popup_5f957f1671734c04901c9a654c85192b)
        ;

        
    
    
            marker_b1ac7ebb6796459bbd96ab78ff6c2d26.bindTooltip(
                `<div>
                     Geary St, San Francisco, 94108
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_0002cd851a7b43b1b49728a77ea9dc68 = L.marker(
                [37.7872661, -122.411257],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_bdd042c56dbc4facbf08021bd57092d0 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_0002cd851a7b43b1b49728a77ea9dc68.setIcon(icon_bdd042c56dbc4facbf08021bd57092d0);
        
    
        var popup_cb8e366bcaa6430baf7d19193d32dbea = L.popup({"maxWidth": "100%"});

        
            var html_ac0f75c0638544efbd53f544f146c35a = $(`<div id="html_ac0f75c0638544efbd53f544f146c35a" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $813/mth</div>`)[0];
            popup_cb8e366bcaa6430baf7d19193d32dbea.setContent(html_ac0f75c0638544efbd53f544f146c35a);
        

        marker_0002cd851a7b43b1b49728a77ea9dc68.bindPopup(popup_cb8e366bcaa6430baf7d19193d32dbea)
        ;

        
    
    
            marker_0002cd851a7b43b1b49728a77ea9dc68.bindTooltip(
                `<div>
                     Montgomery Street, San Francisco, 94104
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_8b646d02d7fc4789aa62631e56f900a9 = L.marker(
                [37.79183, -122.4047784],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_1485733df5ad4628b7f58265dabd8782 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_8b646d02d7fc4789aa62631e56f900a9.setIcon(icon_1485733df5ad4628b7f58265dabd8782);
        
    
        var popup_41ccf736ac134c2fa1170f02f32350b4 = L.popup({"maxWidth": "100%"});

        
            var html_2f7eab58a1a84c3394bc83f8fe53fd5c = $(`<div id="html_2f7eab58a1a84c3394bc83f8fe53fd5c" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $987/mth</div>`)[0];
            popup_41ccf736ac134c2fa1170f02f32350b4.setContent(html_2f7eab58a1a84c3394bc83f8fe53fd5c);
        

        marker_8b646d02d7fc4789aa62631e56f900a9.bindPopup(popup_41ccf736ac134c2fa1170f02f32350b4)
        ;

        
    
    
            marker_8b646d02d7fc4789aa62631e56f900a9.bindTooltip(
                `<div>
                     Spear Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_a7c6f9190f8f49cc9b08898c4809d4ff = L.marker(
                [37.7908136, -122.394077],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_6325ed2eee194fa08c4a2c9b1696f97b = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_a7c6f9190f8f49cc9b08898c4809d4ff.setIcon(icon_6325ed2eee194fa08c4a2c9b1696f97b);
        
    
        var popup_a1c1aa84603442f78f5f0718c27fa2ba = L.popup({"maxWidth": "100%"});

        
            var html_e334bc13c5724d9695976b239ebcc0e4 = $(`<div id="html_e334bc13c5724d9695976b239ebcc0e4" style="width: 100.0%; height: 100.0%;">Occupancy: 4-33                     Price: $4598/mth</div>`)[0];
            popup_a1c1aa84603442f78f5f0718c27fa2ba.setContent(html_e334bc13c5724d9695976b239ebcc0e4);
        

        marker_a7c6f9190f8f49cc9b08898c4809d4ff.bindPopup(popup_a1c1aa84603442f78f5f0718c27fa2ba)
        ;

        
    
    
            marker_a7c6f9190f8f49cc9b08898c4809d4ff.bindTooltip(
                `<div>
                     Bush Street, San Francisco, 94104
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_c1c8e9412c1c4d05b6d02fe5cfe7275b = L.marker(
                [37.7911916, -122.4029712],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_aa03602a88ac41dd9db86c3569699bf3 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_c1c8e9412c1c4d05b6d02fe5cfe7275b.setIcon(icon_aa03602a88ac41dd9db86c3569699bf3);
        
    
        var popup_aa3b6fe8551a4fa9aae8bde932be1ebe = L.popup({"maxWidth": "100%"});

        
            var html_5224ce84e64c451b995acbd93ad6e6b9 = $(`<div id="html_5224ce84e64c451b995acbd93ad6e6b9" style="width: 100.0%; height: 100.0%;">Occupancy: 30-36                     Price: $32970/mth</div>`)[0];
            popup_aa3b6fe8551a4fa9aae8bde932be1ebe.setContent(html_5224ce84e64c451b995acbd93ad6e6b9);
        

        marker_c1c8e9412c1c4d05b6d02fe5cfe7275b.bindPopup(popup_aa3b6fe8551a4fa9aae8bde932be1ebe)
        ;

        
    
    
            marker_c1c8e9412c1c4d05b6d02fe5cfe7275b.bindTooltip(
                `<div>
                     Sutter Street, San Francisco, 94108
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_a4db8c541e704d8dbdca4eec28512a46 = L.marker(
                [37.7891778, -122.4112123],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_ea3315aef4cc4834be4eaef704c20cd8 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_a4db8c541e704d8dbdca4eec28512a46.setIcon(icon_ea3315aef4cc4834be4eaef704c20cd8);
        
    
        var popup_59257484d84a4d06874439ff8b89d27a = L.popup({"maxWidth": "100%"});

        
            var html_04a9a6f03dd74ae78d026a687f4fb267 = $(`<div id="html_04a9a6f03dd74ae78d026a687f4fb267" style="width: 100.0%; height: 100.0%;">Occupancy: 1-28                     Price: $290/mth</div>`)[0];
            popup_59257484d84a4d06874439ff8b89d27a.setContent(html_04a9a6f03dd74ae78d026a687f4fb267);
        

        marker_a4db8c541e704d8dbdca4eec28512a46.bindPopup(popup_59257484d84a4d06874439ff8b89d27a)
        ;

        
    
    
            marker_a4db8c541e704d8dbdca4eec28512a46.bindTooltip(
                `<div>
                     Montgomery Street, San Francisco, San Francisco, 94104
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_cdc9521d5513485f930e3f179585089b = L.marker(
                [37.7726508, -122.4172046],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_eb2b4803c3974753aac73be1103d0c6a = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_cdc9521d5513485f930e3f179585089b.setIcon(icon_eb2b4803c3974753aac73be1103d0c6a);
        
    
        var popup_32a97b945e264289a345b262edfe1dbd = L.popup({"maxWidth": "100%"});

        
            var html_18902d94c38f43d58cba1c5d1df63b8f = $(`<div id="html_18902d94c38f43d58cba1c5d1df63b8f" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $595/mth</div>`)[0];
            popup_32a97b945e264289a345b262edfe1dbd.setContent(html_18902d94c38f43d58cba1c5d1df63b8f);
        

        marker_cdc9521d5513485f930e3f179585089b.bindPopup(popup_32a97b945e264289a345b262edfe1dbd)
        ;

        
    
    
            marker_cdc9521d5513485f930e3f179585089b.bindTooltip(
                `<div>
                     11th Street, San Francisco, 94103
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_ca53799557ad4597a1e232298bf21247 = L.marker(
                [37.7980534, -122.4060321],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_9de983a25b3648f191d176dd0a48a239 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_ca53799557ad4597a1e232298bf21247.setIcon(icon_9de983a25b3648f191d176dd0a48a239);
        
    
        var popup_d4e12dc3592f41dd9070f4e42eaf3fd3 = L.popup({"maxWidth": "100%"});

        
            var html_fce6efc9c67744f98d8917d788fd14d4 = $(`<div id="html_fce6efc9c67744f98d8917d788fd14d4" style="width: 100.0%; height: 100.0%;">Occupancy: 15-34                     Price: $15000/mth</div>`)[0];
            popup_d4e12dc3592f41dd9070f4e42eaf3fd3.setContent(html_fce6efc9c67744f98d8917d788fd14d4);
        

        marker_ca53799557ad4597a1e232298bf21247.bindPopup(popup_d4e12dc3592f41dd9070f4e42eaf3fd3)
        ;

        
    
    
            marker_ca53799557ad4597a1e232298bf21247.bindTooltip(
                `<div>
                     Montgomery Street, San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_5051788c069f434f86c839f196cff629 = L.marker(
                [37.7980534, -122.4060321],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_c673ec47b6e9451b8897c0971e85a377 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_5051788c069f434f86c839f196cff629.setIcon(icon_c673ec47b6e9451b8897c0971e85a377);
        
    
        var popup_4de96aed4ff14bb2859266605571604d = L.popup({"maxWidth": "100%"});

        
            var html_88cb24ad37c94e1cb2f9e027f86158bf = $(`<div id="html_88cb24ad37c94e1cb2f9e027f86158bf" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $507/mth</div>`)[0];
            popup_4de96aed4ff14bb2859266605571604d.setContent(html_88cb24ad37c94e1cb2f9e027f86158bf);
        

        marker_5051788c069f434f86c839f196cff629.bindPopup(popup_4de96aed4ff14bb2859266605571604d)
        ;

        
    
    
            marker_5051788c069f434f86c839f196cff629.bindTooltip(
                `<div>
                     California Street, Financial District, San Francisco, 94104
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_e6fe43451a97442aa88861dcb3724c50 = L.marker(
                [37.7930319, -122.4036806],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_a07f8a93348441adb70db577c723ca44 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_e6fe43451a97442aa88861dcb3724c50.setIcon(icon_a07f8a93348441adb70db577c723ca44);
        
    
        var popup_3773227ca1ff4cc6a4f4e8649fe19446 = L.popup({"maxWidth": "100%"});

        
            var html_9dc444c1f4c945418e07130c6f5eec5e = $(`<div id="html_9dc444c1f4c945418e07130c6f5eec5e" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $544/mth</div>`)[0];
            popup_3773227ca1ff4cc6a4f4e8649fe19446.setContent(html_9dc444c1f4c945418e07130c6f5eec5e);
        

        marker_e6fe43451a97442aa88861dcb3724c50.bindPopup(popup_3773227ca1ff4cc6a4f4e8649fe19446)
        ;

        
    
    
            marker_e6fe43451a97442aa88861dcb3724c50.bindTooltip(
                `<div>
                     Embarcadero Center, Financial District, San Francisco, San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_598e8434ffe74de59fea4a3aed59d86c = L.marker(
                [37.7946083, -122.3987301],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_daf107db483d466b8f7454512c31aba5 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_598e8434ffe74de59fea4a3aed59d86c.setIcon(icon_daf107db483d466b8f7454512c31aba5);
        
    
        var popup_60b73420f65842818b4fb58265e81426 = L.popup({"maxWidth": "100%"});

        
            var html_f3bdcc7e3b4445d487003b92d3895c8f = $(`<div id="html_f3bdcc7e3b4445d487003b92d3895c8f" style="width: 100.0%; height: 100.0%;">Occupancy: 30-36                     Price: $35220/mth</div>`)[0];
            popup_60b73420f65842818b4fb58265e81426.setContent(html_f3bdcc7e3b4445d487003b92d3895c8f);
        

        marker_598e8434ffe74de59fea4a3aed59d86c.bindPopup(popup_60b73420f65842818b4fb58265e81426)
        ;

        
    
    
            marker_598e8434ffe74de59fea4a3aed59d86c.bindTooltip(
                `<div>
                     Commercial Street, San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_bab912bd9c0b4ab09146a48d6919410b = L.marker(
                [37.7942914, -122.404886],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_34ef42153bee488b9b021957874e3b4a = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_bab912bd9c0b4ab09146a48d6919410b.setIcon(icon_34ef42153bee488b9b021957874e3b4a);
        
    
        var popup_648b3961d912430d94a966a9306fee4b = L.popup({"maxWidth": "100%"});

        
            var html_013f31fbccd24eb5a8cac3c3f0385027 = $(`<div id="html_013f31fbccd24eb5a8cac3c3f0385027" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $528/mth</div>`)[0];
            popup_648b3961d912430d94a966a9306fee4b.setContent(html_013f31fbccd24eb5a8cac3c3f0385027);
        

        marker_bab912bd9c0b4ab09146a48d6919410b.bindPopup(popup_648b3961d912430d94a966a9306fee4b)
        ;

        
    
    
            marker_bab912bd9c0b4ab09146a48d6919410b.bindTooltip(
                `<div>
                     Montgomery Street , San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_a0295bb538524d009f81d0b947b95fe2 = L.marker(
                [37.7783494, -122.4142472],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_7ba75be006cb462aaa6a8080155f8518 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_a0295bb538524d009f81d0b947b95fe2.setIcon(icon_7ba75be006cb462aaa6a8080155f8518);
        
    
        var popup_c1d9890add364eba8c0a76885dee16bb = L.popup({"maxWidth": "100%"});

        
            var html_cbadce46464d4e2697d2e5aa6e509253 = $(`<div id="html_cbadce46464d4e2697d2e5aa6e509253" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $580/mth</div>`)[0];
            popup_c1d9890add364eba8c0a76885dee16bb.setContent(html_cbadce46464d4e2697d2e5aa6e509253);
        

        marker_a0295bb538524d009f81d0b947b95fe2.bindPopup(popup_c1d9890add364eba8c0a76885dee16bb)
        ;

        
    
    
            marker_a0295bb538524d009f81d0b947b95fe2.bindTooltip(
                `<div>
                     Mission St, San Francisco, 94103
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_d286f12954b5428b8a9a159992dd0d09 = L.marker(
                [37.7974706, -122.4030252],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_13db9cbd263d4eed854f51246ac5742c = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_d286f12954b5428b8a9a159992dd0d09.setIcon(icon_13db9cbd263d4eed854f51246ac5742c);
        
    
        var popup_5dc3eb5bbf4f4a52a979e96c80999016 = L.popup({"maxWidth": "100%"});

        
            var html_8efcbb70b81b4f3792614ffca92a949d = $(`<div id="html_8efcbb70b81b4f3792614ffca92a949d" style="width: 100.0%; height: 100.0%;">Occupancy: 1-99                     Price: $300/mth</div>`)[0];
            popup_5dc3eb5bbf4f4a52a979e96c80999016.setContent(html_8efcbb70b81b4f3792614ffca92a949d);
        

        marker_d286f12954b5428b8a9a159992dd0d09.bindPopup(popup_5dc3eb5bbf4f4a52a979e96c80999016)
        ;

        
    
    
            marker_d286f12954b5428b8a9a159992dd0d09.bindTooltip(
                `<div>
                     Battery Street East , San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_9ad3da8bbc244044b02805e4d717056e = L.marker(
                [37.7974706, -122.4030252],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_fbdb4aa44b0e4ef0b6784ecdae4b26aa = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_9ad3da8bbc244044b02805e4d717056e.setIcon(icon_fbdb4aa44b0e4ef0b6784ecdae4b26aa);
        
    
        var popup_d371cda8212d454b85ccbd78fba49606 = L.popup({"maxWidth": "100%"});

        
            var html_c7cf090b8fa4475f87d5d8f53b840daa = $(`<div id="html_c7cf090b8fa4475f87d5d8f53b840daa" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $872/mth</div>`)[0];
            popup_d371cda8212d454b85ccbd78fba49606.setContent(html_c7cf090b8fa4475f87d5d8f53b840daa);
        

        marker_9ad3da8bbc244044b02805e4d717056e.bindPopup(popup_d371cda8212d454b85ccbd78fba49606)
        ;

        
    
    
            marker_9ad3da8bbc244044b02805e4d717056e.bindTooltip(
                `<div>
                     Montgomery Street, Telegraph Hill, San Francisco, San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_877c0a4baf22463d9ce4e70768952925 = L.marker(
                [37.8016902, -122.4068222],
                {}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
    
            var icon_77c16cd92aa647cfa1e1f6911fd9597a = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_877c0a4baf22463d9ce4e70768952925.setIcon(icon_77c16cd92aa647cfa1e1f6911fd9597a);
        
    
        var popup_e0079da95868401c950b777377fcb9c1 = L.popup({"maxWidth": "100%"});

        
            var html_c12db8757f8340b18632bb0b2a8a8011 = $(`<div id="html_c12db8757f8340b18632bb0b2a8a8011" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $805/mth</div>`)[0];
            popup_e0079da95868401c950b777377fcb9c1.setContent(html_c12db8757f8340b18632bb0b2a8a8011);
        

        marker_877c0a4baf22463d9ce4e70768952925.bindPopup(popup_e0079da95868401c950b777377fcb9c1)
        ;

        
    
    
            marker_877c0a4baf22463d9ce4e70768952925.bindTooltip(
                `<div>
                     Montgomery St, San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var heat_map_7c7085e15b514b499694ea3939f42c8c = L.heatLayer(
                [[37.788482, -122.409173], [37.392936, -122.07948], [37.757758, -122.388243], [37.780716, -122.393913], [37.793819, -122.395089], [37.788668, -122.400558], [37.787092, -122.399972], [37.437328, -122.159928], [37.780134, -122.396744], [37.786942, -122.401245], [37.781557, -122.407959], [37.782263, -122.392142], [37.781265, -122.393229], [37.783898, -122.395234], [37.790346, -122.40185], [37.775196, -122.419204], [37.765158, -122.404234], [37.775196, -122.419204], [37.775196, -122.419204], [37.756922, -122.42087], [37.7893215, -122.4013624], [37.3944561, -122.0785314], [37.777513, -122.397044], [37.781689, -122.391061], [37.775196, -122.419204], [37.786393, -122.3987745], [37.791391, -122.402859], [37.780134, -122.396744], [37.786906, -122.397672], [37.7705096, -122.4015807], [37.783046, -122.394067], [37.80204, -122.438231], [37.783046, -122.394067], [37.80204, -122.438231], [37.804619, -122.371203], [37.775196, -122.419204], [37.420728, -122.2103414], [37.77772, -122.395785], [37.8448035, -122.290897], [37.781386, -122.421406], [37.8053241, -122.4052761], [37.7905538, -122.4041485], [37.775196, -122.419204], [55.6924605, 12.530107], [37.7875304, -122.3989996], [37.8093381, -122.4166061], [37.787646, -122.402759], [37.764169, -122.402021], [37.7841737, -122.4494082]],
                {"blur": 15, "max": 1.0, "maxZoom": 18, "minOpacity": 0.5, "radius": 20}
            ).addTo(map_494919a39bdc456db294cfcd1a0e441d);
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x263b623a370>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "av_heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "av_vs_occupied = folium.Map(location = [37.781448, -122.405578], zoom_start = 13)\n",
    "\n",
    "for i in range(len(final_data)):\n",
    "    popup_str = f\"\"\"Occupancy: {final_data.loc[i,'Occupancy']}\n",
    "                    Price: ${final_data.loc[i,'Payment / mth']}/mth\"\"\"\n",
    "    folium.Marker([final_data.loc[i,'Latitude'], final_data.loc[i,'Longitude']],\n",
    "                  tooltip = final_data.loc[i, 'Address'],\n",
    "                  icon=folium.Icon(color='red', icon_color='white', icon='usd'),\n",
    "                  popup = popup_str).add_to(av_vs_occupied)\n",
    "    \n",
    "for i in range(len(companies_data_sf)):\n",
    "    folium.Marker([companies_data_sf.loc[i,'latitude'], companies_data_sf.loc[i,'longitude']],\n",
    "                  tooltip = companies_data_sf.loc[i,'company_name'],\n",
    "                  icon=folium.Icon(color='blue', icon_color='white'),\n",
    "                  popup = companies_data_sf.loc[i,'company_name']).add_to(av_vs_occupied)\n",
    "    \n",
    "av_vs_occupied.save('data/maps/available_vs_occupied.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<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 src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
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    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_c4c6fe3e12994ff0bbe918b5dfd44734 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_c4c6fe3e12994ff0bbe918b5dfd44734" ></div>
        
</body>
<script>    
    
            var map_c4c6fe3e12994ff0bbe918b5dfd44734 = L.map(
                "map_c4c6fe3e12994ff0bbe918b5dfd44734",
                {
                    center: [37.781448, -122.405578],
                    crs: L.CRS.EPSG3857,
                    zoom: 13,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_b10e123556b64ab1a4694da328e2bf19 = L.tileLayer(
                "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",
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            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var marker_c082e8c85e994b36ac7734f7550dbf60 = L.marker(
                [37.7785548, -122.4034342],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_94176afff74b40a7a10be3080d161ddd = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_c082e8c85e994b36ac7734f7550dbf60.setIcon(icon_94176afff74b40a7a10be3080d161ddd);
        
    
        var popup_cfeb69a41a4a43868833dcdb4131a97a = L.popup({"maxWidth": "100%"});

        
            var html_b4f4c79a7f5c4d7fa342c49deded0b0b = $(`<div id="html_b4f4c79a7f5c4d7fa342c49deded0b0b" style="width: 100.0%; height: 100.0%;">Occupancy: 6-29                     Price: $4638/mth</div>`)[0];
            popup_cfeb69a41a4a43868833dcdb4131a97a.setContent(html_b4f4c79a7f5c4d7fa342c49deded0b0b);
        

        marker_c082e8c85e994b36ac7734f7550dbf60.bindPopup(popup_cfeb69a41a4a43868833dcdb4131a97a)
        ;

        
    
    
            marker_c082e8c85e994b36ac7734f7550dbf60.bindTooltip(
                `<div>
                     5th Street, San Francisco, 94107
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_4479c4610f324e9692fe793f727c6037 = L.marker(
                [37.7785548, -122.4034342],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_3746d405c8c840b88d3d5b42edc6935c = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_4479c4610f324e9692fe793f727c6037.setIcon(icon_3746d405c8c840b88d3d5b42edc6935c);
        
    
        var popup_70e26774e9bc46479e51c15f72c9a3ac = L.popup({"maxWidth": "100%"});

        
            var html_967795a202594a3295eed6cb82514ab4 = $(`<div id="html_967795a202594a3295eed6cb82514ab4" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $1300/mth</div>`)[0];
            popup_70e26774e9bc46479e51c15f72c9a3ac.setContent(html_967795a202594a3295eed6cb82514ab4);
        

        marker_4479c4610f324e9692fe793f727c6037.bindPopup(popup_70e26774e9bc46479e51c15f72c9a3ac)
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            marker_4479c4610f324e9692fe793f727c6037.bindTooltip(
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                     Bryant Street, San Francisco, 94107
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_4122c2af378846a1b550fcaa56ae625c = L.marker(
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                {}
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            var icon_631d2b7bc5bb41f5b63070451e09d32a = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_4122c2af378846a1b550fcaa56ae625c.setIcon(icon_631d2b7bc5bb41f5b63070451e09d32a);
        
    
        var popup_5f9238b35a2a413db1c4820be17c6822 = L.popup({"maxWidth": "100%"});

        
            var html_7a5cf2223a9e4a2ba747ba22777cb5a2 = $(`<div id="html_7a5cf2223a9e4a2ba747ba22777cb5a2" style="width: 100.0%; height: 100.0%;">Occupancy: 46-55                     Price: $35558/mth</div>`)[0];
            popup_5f9238b35a2a413db1c4820be17c6822.setContent(html_7a5cf2223a9e4a2ba747ba22777cb5a2);
        

        marker_4122c2af378846a1b550fcaa56ae625c.bindPopup(popup_5f9238b35a2a413db1c4820be17c6822)
        ;

        
    
    
            marker_4122c2af378846a1b550fcaa56ae625c.bindTooltip(
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                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_906f0644b90a4777be008732e15a8121 = L.marker(
                [37.7821754, -122.4032172],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_6316020dedb945a6b164cc14a0bb54ed = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_906f0644b90a4777be008732e15a8121.setIcon(icon_6316020dedb945a6b164cc14a0bb54ed);
        
    
        var popup_537dd3f2a910458493141d896a0d36ca = L.popup({"maxWidth": "100%"});

        
            var html_7328730c3b354c31b303b37ab36b318e = $(`<div id="html_7328730c3b354c31b303b37ab36b318e" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $460/mth</div>`)[0];
            popup_537dd3f2a910458493141d896a0d36ca.setContent(html_7328730c3b354c31b303b37ab36b318e);
        

        marker_906f0644b90a4777be008732e15a8121.bindPopup(popup_537dd3f2a910458493141d896a0d36ca)
        ;

        
    
    
            marker_906f0644b90a4777be008732e15a8121.bindTooltip(
                `<div>
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                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_57714f20b10340e1ac015df9a162b365 = L.marker(
                [37.7821754, -122.4032172],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_bfe7667462fd431f9123719b552092ee = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_57714f20b10340e1ac015df9a162b365.setIcon(icon_bfe7667462fd431f9123719b552092ee);
        
    
        var popup_107229222bf5420abd6e558ce88158d3 = L.popup({"maxWidth": "100%"});

        
            var html_8b87c052a12a42398d6aef2170e49791 = $(`<div id="html_8b87c052a12a42398d6aef2170e49791" style="width: 100.0%; height: 100.0%;">Occupancy: 9-50                     Price: $7389/mth</div>`)[0];
            popup_107229222bf5420abd6e558ce88158d3.setContent(html_8b87c052a12a42398d6aef2170e49791);
        

        marker_57714f20b10340e1ac015df9a162b365.bindPopup(popup_107229222bf5420abd6e558ce88158d3)
        ;

        
    
    
            marker_57714f20b10340e1ac015df9a162b365.bindTooltip(
                `<div>
                     Federal St, San Francisco, 94107
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_876e68ea4a5d4011a54c4ce6170ffab4 = L.marker(
                [37.7835587, -122.3941324],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_c5045dbdc19e42d993a19a651b562bd8 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_876e68ea4a5d4011a54c4ce6170ffab4.setIcon(icon_c5045dbdc19e42d993a19a651b562bd8);
        
    
        var popup_c35290b0702b4dbd8704507347e2909c = L.popup({"maxWidth": "100%"});

        
            var html_cb15d81aae6e4738b9f66808d66fe05b = $(`<div id="html_cb15d81aae6e4738b9f66808d66fe05b" style="width: 100.0%; height: 100.0%;">Occupancy: 25-30                     Price: $21875/mth</div>`)[0];
            popup_c35290b0702b4dbd8704507347e2909c.setContent(html_cb15d81aae6e4738b9f66808d66fe05b);
        

        marker_876e68ea4a5d4011a54c4ce6170ffab4.bindPopup(popup_c35290b0702b4dbd8704507347e2909c)
        ;

        
    
    
            marker_876e68ea4a5d4011a54c4ce6170ffab4.bindTooltip(
                `<div>
                     Clementina St. , San Francisco, 94103
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_0fa2b488c85f4122a85fad3e05521414 = L.marker(
                [37.7807105, -122.4061346],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_45619f2cd8154f94b3038f64832f5f93 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_0fa2b488c85f4122a85fad3e05521414.setIcon(icon_45619f2cd8154f94b3038f64832f5f93);
        
    
        var popup_cb78becf308c43849cd32a1d9a1425ed = L.popup({"maxWidth": "100%"});

        
            var html_a00b74b5a0814f709aac8b20e515caf4 = $(`<div id="html_a00b74b5a0814f709aac8b20e515caf4" style="width: 100.0%; height: 100.0%;">Occupancy: 1-300                     Price: $800/mth</div>`)[0];
            popup_cb78becf308c43849cd32a1d9a1425ed.setContent(html_a00b74b5a0814f709aac8b20e515caf4);
        

        marker_0fa2b488c85f4122a85fad3e05521414.bindPopup(popup_cb78becf308c43849cd32a1d9a1425ed)
        ;

        
    
    
            marker_0fa2b488c85f4122a85fad3e05521414.bindTooltip(
                `<div>
                     New Montgomery St., San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_e7b8b770b9944e50b2f073ed2783e5c7 = L.marker(
                [37.7874603, -122.4027121],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_4307de69d0fa4b7a896da3ef6574a7a7 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_e7b8b770b9944e50b2f073ed2783e5c7.setIcon(icon_4307de69d0fa4b7a896da3ef6574a7a7);
        
    
        var popup_0ea4d95be2004d52b2c213527e7ab845 = L.popup({"maxWidth": "100%"});

        
            var html_91d1c8764a1147ecbbdb932e8f4b8c2f = $(`<div id="html_91d1c8764a1147ecbbdb932e8f4b8c2f" style="width: 100.0%; height: 100.0%;">Occupancy: 4-75                     Price: $2200/mth</div>`)[0];
            popup_0ea4d95be2004d52b2c213527e7ab845.setContent(html_91d1c8764a1147ecbbdb932e8f4b8c2f);
        

        marker_e7b8b770b9944e50b2f073ed2783e5c7.bindPopup(popup_0ea4d95be2004d52b2c213527e7ab845)
        ;

        
    
    
            marker_e7b8b770b9944e50b2f073ed2783e5c7.bindTooltip(
                `<div>
                     Tehama St., San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_fa629f6f7df14d3ab5b0bc8090b749fc = L.marker(
                [37.7859977, -122.4003979],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_a4376af2e6a44640972dfc4635710510 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_fa629f6f7df14d3ab5b0bc8090b749fc.setIcon(icon_a4376af2e6a44640972dfc4635710510);
        
    
        var popup_37b56989c7e9434fb8fa366a647476dc = L.popup({"maxWidth": "100%"});

        
            var html_e23aa32b1a8d454e824393732cbc3d34 = $(`<div id="html_e23aa32b1a8d454e824393732cbc3d34" style="width: 100.0%; height: 100.0%;">Occupancy: 1-40                     Price: $443/mth</div>`)[0];
            popup_37b56989c7e9434fb8fa366a647476dc.setContent(html_e23aa32b1a8d454e824393732cbc3d34);
        

        marker_fa629f6f7df14d3ab5b0bc8090b749fc.bindPopup(popup_37b56989c7e9434fb8fa366a647476dc)
        ;

        
    
    
            marker_fa629f6f7df14d3ab5b0bc8090b749fc.bindTooltip(
                `<div>
                     Natoma street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_dd9e1f4e18b2461096d6cc048895cdd7 = L.marker(
                [37.7875396, -122.400609],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_f2de17741b4a43ce8182211209367053 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_dd9e1f4e18b2461096d6cc048895cdd7.setIcon(icon_f2de17741b4a43ce8182211209367053);
        
    
        var popup_8f82e19db89a4cbe878c3789cf7fb66c = L.popup({"maxWidth": "100%"});

        
            var html_e3856bccfc2c4a269cf1e2bc9a312ae9 = $(`<div id="html_e3856bccfc2c4a269cf1e2bc9a312ae9" style="width: 100.0%; height: 100.0%;">Occupancy: 41-49                     Price: $53628/mth</div>`)[0];
            popup_8f82e19db89a4cbe878c3789cf7fb66c.setContent(html_e3856bccfc2c4a269cf1e2bc9a312ae9);
        

        marker_dd9e1f4e18b2461096d6cc048895cdd7.bindPopup(popup_8f82e19db89a4cbe878c3789cf7fb66c)
        ;

        
    
    
            marker_dd9e1f4e18b2461096d6cc048895cdd7.bindTooltip(
                `<div>
                     New Montgomery Street, San Francisco, 94103
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_2b450012c492409c931ee877734e5059 = L.marker(
                [37.7873699, -122.4026192],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_481120d0634b42a49f97215c5eaa28d8 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_2b450012c492409c931ee877734e5059.setIcon(icon_481120d0634b42a49f97215c5eaa28d8);
        
    
        var popup_4f143661d118489d991e2273b0273830 = L.popup({"maxWidth": "100%"});

        
            var html_1e53a4f04aaa4255a50d266b6d44bcb9 = $(`<div id="html_1e53a4f04aaa4255a50d266b6d44bcb9" style="width: 100.0%; height: 100.0%;">Occupancy: 5-22                     Price: $2665/mth</div>`)[0];
            popup_4f143661d118489d991e2273b0273830.setContent(html_1e53a4f04aaa4255a50d266b6d44bcb9);
        

        marker_2b450012c492409c931ee877734e5059.bindPopup(popup_4f143661d118489d991e2273b0273830)
        ;

        
    
    
            marker_2b450012c492409c931ee877734e5059.bindTooltip(
                `<div>
                     Market St. , San Francisco, 94130
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_e0eb89d01e4b441fb5e5e27f8515e62c = L.marker(
                [37.7889907, -122.4007748],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_887a8297d1b847938e86f05cc3fa44e5 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_e0eb89d01e4b441fb5e5e27f8515e62c.setIcon(icon_887a8297d1b847938e86f05cc3fa44e5);
        
    
        var popup_a7631957979d4b9eb8e9645eb86bc92f = L.popup({"maxWidth": "100%"});

        
            var html_14713e74a19246468f82bfe084404a78 = $(`<div id="html_14713e74a19246468f82bfe084404a78" style="width: 100.0%; height: 100.0%;">Occupancy: 2-21                     Price: $2000/mth</div>`)[0];
            popup_a7631957979d4b9eb8e9645eb86bc92f.setContent(html_14713e74a19246468f82bfe084404a78);
        

        marker_e0eb89d01e4b441fb5e5e27f8515e62c.bindPopup(popup_a7631957979d4b9eb8e9645eb86bc92f)
        ;

        
    
    
            marker_e0eb89d01e4b441fb5e5e27f8515e62c.bindTooltip(
                `<div>
                     Mission Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_4e3d473cacf54ce99f6f3f2850b2ae86 = L.marker(
                [37.7889907, -122.4007748],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_0fd4820246eb4d9bb8a5043d5dcd3e86 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_4e3d473cacf54ce99f6f3f2850b2ae86.setIcon(icon_0fd4820246eb4d9bb8a5043d5dcd3e86);
        
    
        var popup_0391ffceb039483386a5d0230ce684e1 = L.popup({"maxWidth": "100%"});

        
            var html_c1f9e49b1ae1438ea5d6f706a62f5c4a = $(`<div id="html_c1f9e49b1ae1438ea5d6f706a62f5c4a" style="width: 100.0%; height: 100.0%;">Occupancy: 2-21                     Price: $2000/mth</div>`)[0];
            popup_0391ffceb039483386a5d0230ce684e1.setContent(html_c1f9e49b1ae1438ea5d6f706a62f5c4a);
        

        marker_4e3d473cacf54ce99f6f3f2850b2ae86.bindPopup(popup_0391ffceb039483386a5d0230ce684e1)
        ;

        
    
    
            marker_4e3d473cacf54ce99f6f3f2850b2ae86.bindTooltip(
                `<div>
                     Mission Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_559006e2633e4e1ea1348e4b6ce6a076 = L.marker(
                [37.7889907, -122.4007748],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_e661425cc2ed4b7f83e89665fb2b4bee = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_559006e2633e4e1ea1348e4b6ce6a076.setIcon(icon_e661425cc2ed4b7f83e89665fb2b4bee);
        
    
        var popup_4d0ebf638fa44e089b790c05ecca6c3c = L.popup({"maxWidth": "100%"});

        
            var html_0b884eee76da443d8381898c69ef1f51 = $(`<div id="html_0b884eee76da443d8381898c69ef1f51" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $1350/mth</div>`)[0];
            popup_4d0ebf638fa44e089b790c05ecca6c3c.setContent(html_0b884eee76da443d8381898c69ef1f51);
        

        marker_559006e2633e4e1ea1348e4b6ce6a076.bindPopup(popup_4d0ebf638fa44e089b790c05ecca6c3c)
        ;

        
    
    
            marker_559006e2633e4e1ea1348e4b6ce6a076.bindTooltip(
                `<div>
                     Mission Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_fb834f97a1394a7f8243183b8672cf02 = L.marker(
                [37.7889907, -122.4007748],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_588db0b27a834489874a1f6c712afc25 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_fb834f97a1394a7f8243183b8672cf02.setIcon(icon_588db0b27a834489874a1f6c712afc25);
        
    
        var popup_973390dd366c400b9123f73ca1b6617c = L.popup({"maxWidth": "100%"});

        
            var html_ac79c7e43d7e4158a41abd5d6bc01a1b = $(`<div id="html_ac79c7e43d7e4158a41abd5d6bc01a1b" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $1350/mth</div>`)[0];
            popup_973390dd366c400b9123f73ca1b6617c.setContent(html_ac79c7e43d7e4158a41abd5d6bc01a1b);
        

        marker_fb834f97a1394a7f8243183b8672cf02.bindPopup(popup_973390dd366c400b9123f73ca1b6617c)
        ;

        
    
    
            marker_fb834f97a1394a7f8243183b8672cf02.bindTooltip(
                `<div>
                     Mission Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_3e103d615e254c4da6c3729c0f768327 = L.marker(
                [37.7889907, -122.4007748],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_7c7f098d46534f72a2f905e12508c320 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_3e103d615e254c4da6c3729c0f768327.setIcon(icon_7c7f098d46534f72a2f905e12508c320);
        
    
        var popup_25ae4036463f4a7c9ebc4a000b133283 = L.popup({"maxWidth": "100%"});

        
            var html_3d5d61eede39440da173e286efa22e61 = $(`<div id="html_3d5d61eede39440da173e286efa22e61" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $1022/mth</div>`)[0];
            popup_25ae4036463f4a7c9ebc4a000b133283.setContent(html_3d5d61eede39440da173e286efa22e61);
        

        marker_3e103d615e254c4da6c3729c0f768327.bindPopup(popup_25ae4036463f4a7c9ebc4a000b133283)
        ;

        
    
    
            marker_3e103d615e254c4da6c3729c0f768327.bindTooltip(
                `<div>
                     Market Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_feecd0e88f6d44b2b378a4337b05b5ff = L.marker(
                [37.790728, -122.4017771],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_f1bde0ff64184ec3aefcfb8f56a13cba = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_feecd0e88f6d44b2b378a4337b05b5ff.setIcon(icon_f1bde0ff64184ec3aefcfb8f56a13cba);
        
    
        var popup_0331c0eeec9f462c96129636e618d92c = L.popup({"maxWidth": "100%"});

        
            var html_1f56da61633d4b5db15078efdee87b99 = $(`<div id="html_1f56da61633d4b5db15078efdee87b99" style="width: 100.0%; height: 100.0%;">Occupancy: 4-30                     Price: $3625/mth</div>`)[0];
            popup_0331c0eeec9f462c96129636e618d92c.setContent(html_1f56da61633d4b5db15078efdee87b99);
        

        marker_feecd0e88f6d44b2b378a4337b05b5ff.bindPopup(popup_0331c0eeec9f462c96129636e618d92c)
        ;

        
    
    
            marker_feecd0e88f6d44b2b378a4337b05b5ff.bindTooltip(
                `<div>
                     Market Street, San Francisco, 94104
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_b09a4109fce244f6a708230b79bfd99f = L.marker(
                [37.7885979, -122.404472],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_7de435156a2d495b9f6f98ced9764150 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_b09a4109fce244f6a708230b79bfd99f.setIcon(icon_7de435156a2d495b9f6f98ced9764150);
        
    
        var popup_ab4f52235e084f44b06f534d6df19199 = L.popup({"maxWidth": "100%"});

        
            var html_dde084fb051f41bb807cd4ef2738c3f7 = $(`<div id="html_dde084fb051f41bb807cd4ef2738c3f7" style="width: 100.0%; height: 100.0%;">Occupancy: 10-24                     Price: $8430/mth</div>`)[0];
            popup_ab4f52235e084f44b06f534d6df19199.setContent(html_dde084fb051f41bb807cd4ef2738c3f7);
        

        marker_b09a4109fce244f6a708230b79bfd99f.bindPopup(popup_ab4f52235e084f44b06f534d6df19199)
        ;

        
    
    
            marker_b09a4109fce244f6a708230b79bfd99f.bindTooltip(
                `<div>
                     Geary St, San Francisco, 94108
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_a72de99462e94c78952c53d97fcd8ac1 = L.marker(
                [37.7872661, -122.411257],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_f49818d4a8984c6e8b48b5e3823f0417 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_a72de99462e94c78952c53d97fcd8ac1.setIcon(icon_f49818d4a8984c6e8b48b5e3823f0417);
        
    
        var popup_eb238fda9ab84ff08eb8ca7fdd7ac915 = L.popup({"maxWidth": "100%"});

        
            var html_fdcf7c8d7a464c32b55d4b7c3b09d961 = $(`<div id="html_fdcf7c8d7a464c32b55d4b7c3b09d961" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $813/mth</div>`)[0];
            popup_eb238fda9ab84ff08eb8ca7fdd7ac915.setContent(html_fdcf7c8d7a464c32b55d4b7c3b09d961);
        

        marker_a72de99462e94c78952c53d97fcd8ac1.bindPopup(popup_eb238fda9ab84ff08eb8ca7fdd7ac915)
        ;

        
    
    
            marker_a72de99462e94c78952c53d97fcd8ac1.bindTooltip(
                `<div>
                     Montgomery Street, San Francisco, 94104
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_20ccc0960a5d47dea4c90f667628f05d = L.marker(
                [37.79183, -122.4047784],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_7dfbb5b8b846418e9499230cae45e0ed = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_20ccc0960a5d47dea4c90f667628f05d.setIcon(icon_7dfbb5b8b846418e9499230cae45e0ed);
        
    
        var popup_ef6750ca320b40e88adeb0d9fdd969fd = L.popup({"maxWidth": "100%"});

        
            var html_f88c1a366e364fb9a161488eb2ad6a24 = $(`<div id="html_f88c1a366e364fb9a161488eb2ad6a24" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $987/mth</div>`)[0];
            popup_ef6750ca320b40e88adeb0d9fdd969fd.setContent(html_f88c1a366e364fb9a161488eb2ad6a24);
        

        marker_20ccc0960a5d47dea4c90f667628f05d.bindPopup(popup_ef6750ca320b40e88adeb0d9fdd969fd)
        ;

        
    
    
            marker_20ccc0960a5d47dea4c90f667628f05d.bindTooltip(
                `<div>
                     Spear Street, San Francisco, 94105
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_42fed272cb664881821ab8a8af16c62f = L.marker(
                [37.7908136, -122.394077],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_d7e12a30704c4e6b8a73f50977db4c44 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_42fed272cb664881821ab8a8af16c62f.setIcon(icon_d7e12a30704c4e6b8a73f50977db4c44);
        
    
        var popup_8d9d513a5a5c4e3597ec07d45d7d5972 = L.popup({"maxWidth": "100%"});

        
            var html_30a0bef26cc84b20a8cd81ab827a757e = $(`<div id="html_30a0bef26cc84b20a8cd81ab827a757e" style="width: 100.0%; height: 100.0%;">Occupancy: 4-33                     Price: $4598/mth</div>`)[0];
            popup_8d9d513a5a5c4e3597ec07d45d7d5972.setContent(html_30a0bef26cc84b20a8cd81ab827a757e);
        

        marker_42fed272cb664881821ab8a8af16c62f.bindPopup(popup_8d9d513a5a5c4e3597ec07d45d7d5972)
        ;

        
    
    
            marker_42fed272cb664881821ab8a8af16c62f.bindTooltip(
                `<div>
                     Bush Street, San Francisco, 94104
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_74fc9a4e8f964d40a1a02917bd16dbf3 = L.marker(
                [37.7911916, -122.4029712],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_85889324ed084edfb98897096c6827f4 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_74fc9a4e8f964d40a1a02917bd16dbf3.setIcon(icon_85889324ed084edfb98897096c6827f4);
        
    
        var popup_6255863642334bde80ccd2acbb57b4af = L.popup({"maxWidth": "100%"});

        
            var html_241c5592a20e4e87b96309d148d2cbad = $(`<div id="html_241c5592a20e4e87b96309d148d2cbad" style="width: 100.0%; height: 100.0%;">Occupancy: 30-36                     Price: $32970/mth</div>`)[0];
            popup_6255863642334bde80ccd2acbb57b4af.setContent(html_241c5592a20e4e87b96309d148d2cbad);
        

        marker_74fc9a4e8f964d40a1a02917bd16dbf3.bindPopup(popup_6255863642334bde80ccd2acbb57b4af)
        ;

        
    
    
            marker_74fc9a4e8f964d40a1a02917bd16dbf3.bindTooltip(
                `<div>
                     Sutter Street, San Francisco, 94108
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_10ead8874b394a00a563500144753db6 = L.marker(
                [37.7891778, -122.4112123],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_93ec46734eca4508adeb3e27cb56d820 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_10ead8874b394a00a563500144753db6.setIcon(icon_93ec46734eca4508adeb3e27cb56d820);
        
    
        var popup_7ef3023390544ad3a60417ac15a22603 = L.popup({"maxWidth": "100%"});

        
            var html_57a11b9d34844caa8be238ad4c51206f = $(`<div id="html_57a11b9d34844caa8be238ad4c51206f" style="width: 100.0%; height: 100.0%;">Occupancy: 1-28                     Price: $290/mth</div>`)[0];
            popup_7ef3023390544ad3a60417ac15a22603.setContent(html_57a11b9d34844caa8be238ad4c51206f);
        

        marker_10ead8874b394a00a563500144753db6.bindPopup(popup_7ef3023390544ad3a60417ac15a22603)
        ;

        
    
    
            marker_10ead8874b394a00a563500144753db6.bindTooltip(
                `<div>
                     Montgomery Street, San Francisco, San Francisco, 94104
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_13f90cd4299d4b01b8d170581509a12c = L.marker(
                [37.7726508, -122.4172046],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_e34e3b49fc684eed84af38e3418a7e0d = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_13f90cd4299d4b01b8d170581509a12c.setIcon(icon_e34e3b49fc684eed84af38e3418a7e0d);
        
    
        var popup_265e849e9e9547de8f9eea1d9d5946f9 = L.popup({"maxWidth": "100%"});

        
            var html_1413e7662f1642e6923c6ff41cf5084e = $(`<div id="html_1413e7662f1642e6923c6ff41cf5084e" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $595/mth</div>`)[0];
            popup_265e849e9e9547de8f9eea1d9d5946f9.setContent(html_1413e7662f1642e6923c6ff41cf5084e);
        

        marker_13f90cd4299d4b01b8d170581509a12c.bindPopup(popup_265e849e9e9547de8f9eea1d9d5946f9)
        ;

        
    
    
            marker_13f90cd4299d4b01b8d170581509a12c.bindTooltip(
                `<div>
                     11th Street, San Francisco, 94103
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_2c7e5ea2f9ac419aa8ed5447f38698e7 = L.marker(
                [37.7980534, -122.4060321],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_cd531a5b73b54ec394bf2258a57933e0 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_2c7e5ea2f9ac419aa8ed5447f38698e7.setIcon(icon_cd531a5b73b54ec394bf2258a57933e0);
        
    
        var popup_6bdb6a4a40fd484da9c2a845530d6887 = L.popup({"maxWidth": "100%"});

        
            var html_c996dbeb68ef44d799aba55a4675030e = $(`<div id="html_c996dbeb68ef44d799aba55a4675030e" style="width: 100.0%; height: 100.0%;">Occupancy: 15-34                     Price: $15000/mth</div>`)[0];
            popup_6bdb6a4a40fd484da9c2a845530d6887.setContent(html_c996dbeb68ef44d799aba55a4675030e);
        

        marker_2c7e5ea2f9ac419aa8ed5447f38698e7.bindPopup(popup_6bdb6a4a40fd484da9c2a845530d6887)
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            marker_2c7e5ea2f9ac419aa8ed5447f38698e7.bindTooltip(
                `<div>
                     Montgomery Street, San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_4803772c34cd4173bf140c6f7e8d97c1 = L.marker(
                [37.7980534, -122.4060321],
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            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_36b03c52f1f8497daf4a5457342bba16 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_4803772c34cd4173bf140c6f7e8d97c1.setIcon(icon_36b03c52f1f8497daf4a5457342bba16);
        
    
        var popup_9ba02f409be347c6a4b9e07ec9671604 = L.popup({"maxWidth": "100%"});

        
            var html_370c4f50291b4c7c9ef561d06f6a1be8 = $(`<div id="html_370c4f50291b4c7c9ef561d06f6a1be8" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $507/mth</div>`)[0];
            popup_9ba02f409be347c6a4b9e07ec9671604.setContent(html_370c4f50291b4c7c9ef561d06f6a1be8);
        

        marker_4803772c34cd4173bf140c6f7e8d97c1.bindPopup(popup_9ba02f409be347c6a4b9e07ec9671604)
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            marker_4803772c34cd4173bf140c6f7e8d97c1.bindTooltip(
                `<div>
                     California Street, Financial District, San Francisco, 94104
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_c1cce358d8e24ade967aab9b04d77deb = L.marker(
                [37.7930319, -122.4036806],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_8437cb6970ed4db59d2c22cbab05ffeb = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_c1cce358d8e24ade967aab9b04d77deb.setIcon(icon_8437cb6970ed4db59d2c22cbab05ffeb);
        
    
        var popup_2f295f1983864a2cb70cf646628ef881 = L.popup({"maxWidth": "100%"});

        
            var html_21b31e5c6cc341b6ae5950d05d01ea17 = $(`<div id="html_21b31e5c6cc341b6ae5950d05d01ea17" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $544/mth</div>`)[0];
            popup_2f295f1983864a2cb70cf646628ef881.setContent(html_21b31e5c6cc341b6ae5950d05d01ea17);
        

        marker_c1cce358d8e24ade967aab9b04d77deb.bindPopup(popup_2f295f1983864a2cb70cf646628ef881)
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            marker_c1cce358d8e24ade967aab9b04d77deb.bindTooltip(
                `<div>
                     Embarcadero Center, Financial District, San Francisco, San Francisco, 94111
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                {"sticky": true}
            );
        
    
            var marker_8836bf56a4fb4620afa694626d7194a6 = L.marker(
                [37.7946083, -122.3987301],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_a459826e2fce45669fbbd89e72a9963c = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_8836bf56a4fb4620afa694626d7194a6.setIcon(icon_a459826e2fce45669fbbd89e72a9963c);
        
    
        var popup_6963bd4a263341d58723d0bbc0c8ce9c = L.popup({"maxWidth": "100%"});

        
            var html_441d0180daeb4c55897e024e0985203b = $(`<div id="html_441d0180daeb4c55897e024e0985203b" style="width: 100.0%; height: 100.0%;">Occupancy: 30-36                     Price: $35220/mth</div>`)[0];
            popup_6963bd4a263341d58723d0bbc0c8ce9c.setContent(html_441d0180daeb4c55897e024e0985203b);
        

        marker_8836bf56a4fb4620afa694626d7194a6.bindPopup(popup_6963bd4a263341d58723d0bbc0c8ce9c)
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            marker_8836bf56a4fb4620afa694626d7194a6.bindTooltip(
                `<div>
                     Commercial Street, San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_b768ae5281e644a4b30d807e749e552e = L.marker(
                [37.7942914, -122.404886],
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            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_25d8af21c60b4398913e6b13a82a1bd5 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_b768ae5281e644a4b30d807e749e552e.setIcon(icon_25d8af21c60b4398913e6b13a82a1bd5);
        
    
        var popup_40dcd76adb3a4dd397be7c3d8816700f = L.popup({"maxWidth": "100%"});

        
            var html_f954702eeda047ea88796836d20186e3 = $(`<div id="html_f954702eeda047ea88796836d20186e3" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $528/mth</div>`)[0];
            popup_40dcd76adb3a4dd397be7c3d8816700f.setContent(html_f954702eeda047ea88796836d20186e3);
        

        marker_b768ae5281e644a4b30d807e749e552e.bindPopup(popup_40dcd76adb3a4dd397be7c3d8816700f)
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            marker_b768ae5281e644a4b30d807e749e552e.bindTooltip(
                `<div>
                     Montgomery Street , San Francisco, 94111
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                {"sticky": true}
            );
        
    
            var marker_4c3aa161ba2e45a9b051428c34c319db = L.marker(
                [37.7783494, -122.4142472],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_d53cac04faa442f59259b4b554e3c7ac = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_4c3aa161ba2e45a9b051428c34c319db.setIcon(icon_d53cac04faa442f59259b4b554e3c7ac);
        
    
        var popup_2c7e4d40a1684f4faaa185723dbabc9a = L.popup({"maxWidth": "100%"});

        
            var html_d3dcd4f882a84e2b90ae7373f325c3c1 = $(`<div id="html_d3dcd4f882a84e2b90ae7373f325c3c1" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $580/mth</div>`)[0];
            popup_2c7e4d40a1684f4faaa185723dbabc9a.setContent(html_d3dcd4f882a84e2b90ae7373f325c3c1);
        

        marker_4c3aa161ba2e45a9b051428c34c319db.bindPopup(popup_2c7e4d40a1684f4faaa185723dbabc9a)
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            marker_4c3aa161ba2e45a9b051428c34c319db.bindTooltip(
                `<div>
                     Mission St, San Francisco, 94103
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_3873f28303614f33b90c7a7da4acdedf = L.marker(
                [37.7974706, -122.4030252],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_cd5eca4b647848be833ea34187b64a4c = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_3873f28303614f33b90c7a7da4acdedf.setIcon(icon_cd5eca4b647848be833ea34187b64a4c);
        
    
        var popup_2b65f9222b254d599d75969d70d927c0 = L.popup({"maxWidth": "100%"});

        
            var html_f74d7035004d4cc9b84a26211106e969 = $(`<div id="html_f74d7035004d4cc9b84a26211106e969" style="width: 100.0%; height: 100.0%;">Occupancy: 1-99                     Price: $300/mth</div>`)[0];
            popup_2b65f9222b254d599d75969d70d927c0.setContent(html_f74d7035004d4cc9b84a26211106e969);
        

        marker_3873f28303614f33b90c7a7da4acdedf.bindPopup(popup_2b65f9222b254d599d75969d70d927c0)
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            marker_3873f28303614f33b90c7a7da4acdedf.bindTooltip(
                `<div>
                     Battery Street East , San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_27a8a0041ba645dda8207f4e654d72cc = L.marker(
                [37.7974706, -122.4030252],
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            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_2c94b75fd1934df49e89ab52f312e85a = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_27a8a0041ba645dda8207f4e654d72cc.setIcon(icon_2c94b75fd1934df49e89ab52f312e85a);
        
    
        var popup_4ec9ecd526bf4b5a885f0583d47019ee = L.popup({"maxWidth": "100%"});

        
            var html_2825553964ce4de88fe68b541071c265 = $(`<div id="html_2825553964ce4de88fe68b541071c265" style="width: 100.0%; height: 100.0%;">Occupancy: 1-50                     Price: $872/mth</div>`)[0];
            popup_4ec9ecd526bf4b5a885f0583d47019ee.setContent(html_2825553964ce4de88fe68b541071c265);
        

        marker_27a8a0041ba645dda8207f4e654d72cc.bindPopup(popup_4ec9ecd526bf4b5a885f0583d47019ee)
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            marker_27a8a0041ba645dda8207f4e654d72cc.bindTooltip(
                `<div>
                     Montgomery Street, Telegraph Hill, San Francisco, San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_3ea38e24a14541a894cd808e58b30955 = L.marker(
                [37.8016902, -122.4068222],
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            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_62a21e890c08459da82e4e56db343c23 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "usd", "iconColor": "white", "markerColor": "red", "prefix": "glyphicon"}
            );
            marker_3ea38e24a14541a894cd808e58b30955.setIcon(icon_62a21e890c08459da82e4e56db343c23);
        
    
        var popup_26ec0134cb5c4409afee94a748d87623 = L.popup({"maxWidth": "100%"});

        
            var html_03e023f4b3074d01bfa6a98ba1873bf7 = $(`<div id="html_03e023f4b3074d01bfa6a98ba1873bf7" style="width: 100.0%; height: 100.0%;">Occupancy: 1-100                     Price: $805/mth</div>`)[0];
            popup_26ec0134cb5c4409afee94a748d87623.setContent(html_03e023f4b3074d01bfa6a98ba1873bf7);
        

        marker_3ea38e24a14541a894cd808e58b30955.bindPopup(popup_26ec0134cb5c4409afee94a748d87623)
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            marker_3ea38e24a14541a894cd808e58b30955.bindTooltip(
                `<div>
                     Montgomery St, San Francisco, 94111
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_5d23d4299c1f46f7b5be70f6420a1450 = L.marker(
                [37.788482, -122.409173],
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            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_97d6b790c6f643bca86d6a7861345d24 = L.AwesomeMarkers.icon(
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            );
            marker_5d23d4299c1f46f7b5be70f6420a1450.setIcon(icon_97d6b790c6f643bca86d6a7861345d24);
        
    
        var popup_03931d9b1417420385c2f7f23877e9ae = L.popup({"maxWidth": "100%"});

        
            var html_3aabf47c9fba42ffaefe1474d1472c86 = $(`<div id="html_3aabf47c9fba42ffaefe1474d1472c86" style="width: 100.0%; height: 100.0%;">Kyte</div>`)[0];
            popup_03931d9b1417420385c2f7f23877e9ae.setContent(html_3aabf47c9fba42ffaefe1474d1472c86);
        

        marker_5d23d4299c1f46f7b5be70f6420a1450.bindPopup(popup_03931d9b1417420385c2f7f23877e9ae)
        ;

        
    
    
            marker_5d23d4299c1f46f7b5be70f6420a1450.bindTooltip(
                `<div>
                     Kyte
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_a3d7deb5acb446b8994611d1e67aa1f3 = L.marker(
                [37.392936, -122.07948],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_e04d01a9dfb546608a7e5492b0650908 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "info-sign", "iconColor": "white", "markerColor": "blue", "prefix": "glyphicon"}
            );
            marker_a3d7deb5acb446b8994611d1e67aa1f3.setIcon(icon_e04d01a9dfb546608a7e5492b0650908);
        
    
        var popup_078b31ff1bd54ecea2a950d5433ee536 = L.popup({"maxWidth": "100%"});

        
            var html_1886baae54344c0ab3c8efb8468dbc45 = $(`<div id="html_1886baae54344c0ab3c8efb8468dbc45" style="width: 100.0%; height: 100.0%;">Ustream</div>`)[0];
            popup_078b31ff1bd54ecea2a950d5433ee536.setContent(html_1886baae54344c0ab3c8efb8468dbc45);
        

        marker_a3d7deb5acb446b8994611d1e67aa1f3.bindPopup(popup_078b31ff1bd54ecea2a950d5433ee536)
        ;

        
    
    
            marker_a3d7deb5acb446b8994611d1e67aa1f3.bindTooltip(
                `<div>
                     Ustream
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_6f92c083c1054ab2bdb7c745bff3ec91 = L.marker(
                [37.757758, -122.388243],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_e9e93a13db4e45be8d482c891799dc87 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "info-sign", "iconColor": "white", "markerColor": "blue", "prefix": "glyphicon"}
            );
            marker_6f92c083c1054ab2bdb7c745bff3ec91.setIcon(icon_e9e93a13db4e45be8d482c891799dc87);
        
    
        var popup_f193c01d6d614bb7a2f90592fefc57f8 = L.popup({"maxWidth": "100%"});

        
            var html_880133b7cd3f4b00a1434edce3df6f76 = $(`<div id="html_880133b7cd3f4b00a1434edce3df6f76" style="width: 100.0%; height: 100.0%;">Revision3</div>`)[0];
            popup_f193c01d6d614bb7a2f90592fefc57f8.setContent(html_880133b7cd3f4b00a1434edce3df6f76);
        

        marker_6f92c083c1054ab2bdb7c745bff3ec91.bindPopup(popup_f193c01d6d614bb7a2f90592fefc57f8)
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            marker_6f92c083c1054ab2bdb7c745bff3ec91.bindTooltip(
                `<div>
                     Revision3
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_fb9a4372ce3e4384b0ae8e3fa0eb7c3a = L.marker(
                [37.780716, -122.393913],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_bf7e89b937834285b0f6dda9f9c77301 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "info-sign", "iconColor": "white", "markerColor": "blue", "prefix": "glyphicon"}
            );
            marker_fb9a4372ce3e4384b0ae8e3fa0eb7c3a.setIcon(icon_bf7e89b937834285b0f6dda9f9c77301);
        
    
        var popup_3ba165b2d20c48d8be1cd33727f9dd8e = L.popup({"maxWidth": "100%"});

        
            var html_d4fe4b732fd04c02a10ac02a1b67cca7 = $(`<div id="html_d4fe4b732fd04c02a10ac02a1b67cca7" style="width: 100.0%; height: 100.0%;">CastTV</div>`)[0];
            popup_3ba165b2d20c48d8be1cd33727f9dd8e.setContent(html_d4fe4b732fd04c02a10ac02a1b67cca7);
        

        marker_fb9a4372ce3e4384b0ae8e3fa0eb7c3a.bindPopup(popup_3ba165b2d20c48d8be1cd33727f9dd8e)
        ;

        
    
    
            marker_fb9a4372ce3e4384b0ae8e3fa0eb7c3a.bindTooltip(
                `<div>
                     CastTV
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_3aa413f47654432dab3c7643037d4e34 = L.marker(
                [37.793819, -122.395089],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_8e26805d57ea4b709f9019e342fc21b1 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "info-sign", "iconColor": "white", "markerColor": "blue", "prefix": "glyphicon"}
            );
            marker_3aa413f47654432dab3c7643037d4e34.setIcon(icon_8e26805d57ea4b709f9019e342fc21b1);
        
    
        var popup_f17d8919c9cb490f8ae6350c8b416b13 = L.popup({"maxWidth": "100%"});

        
            var html_94f9973028f24f7dabc1d5eb6a13e27f = $(`<div id="html_94f9973028f24f7dabc1d5eb6a13e27f" style="width: 100.0%; height: 100.0%;">blinkx</div>`)[0];
            popup_f17d8919c9cb490f8ae6350c8b416b13.setContent(html_94f9973028f24f7dabc1d5eb6a13e27f);
        

        marker_3aa413f47654432dab3c7643037d4e34.bindPopup(popup_f17d8919c9cb490f8ae6350c8b416b13)
        ;

        
    
    
            marker_3aa413f47654432dab3c7643037d4e34.bindTooltip(
                `<div>
                     blinkx
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_1a9b1595016441a0936ff09510a564da = L.marker(
                [37.788668, -122.400558],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_264364ec143b4d4e8c72f53f54cb9596 = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "info-sign", "iconColor": "white", "markerColor": "blue", "prefix": "glyphicon"}
            );
            marker_1a9b1595016441a0936ff09510a564da.setIcon(icon_264364ec143b4d4e8c72f53f54cb9596);
        
    
        var popup_763bf4f7fcb04d22acc81203fd5ff451 = L.popup({"maxWidth": "100%"});

        
            var html_a37a158f474045bf988814434cb647f2 = $(`<div id="html_a37a158f474045bf988814434cb647f2" style="width: 100.0%; height: 100.0%;">hi5</div>`)[0];
            popup_763bf4f7fcb04d22acc81203fd5ff451.setContent(html_a37a158f474045bf988814434cb647f2);
        

        marker_1a9b1595016441a0936ff09510a564da.bindPopup(popup_763bf4f7fcb04d22acc81203fd5ff451)
        ;

        
    
    
            marker_1a9b1595016441a0936ff09510a564da.bindTooltip(
                `<div>
                     hi5
                 </div>`,
                {"sticky": true}
            );
        
    
            var marker_4099acc8ec6a471d963e5da1d4a0f98d = L.marker(
                [37.787092, -122.399972],
                {}
            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_b44ad29a35dd47f0922ae9701fa68e0b = L.AwesomeMarkers.icon(
                {"extraClasses": "fa-rotate-0", "icon": "info-sign", "iconColor": "white", "markerColor": "blue", "prefix": "glyphicon"}
            );
            marker_4099acc8ec6a471d963e5da1d4a0f98d.setIcon(icon_b44ad29a35dd47f0922ae9701fa68e0b);
        
    
        var popup_b1bf1c6e415d459085f1ad8bba61d40b = L.popup({"maxWidth": "100%"});

        
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            var icon_71584bdec54e474b8acdcfef3eb5b1ca = L.AwesomeMarkers.icon(
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            var html_7acc18013ab949efb0fd56eda3c2ca47 = $(`<div id="html_7acc18013ab949efb0fd56eda3c2ca47" style="width: 100.0%; height: 100.0%;">Metacafe</div>`)[0];
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        marker_d7a5ef235ad74e6d98002bc7c52c222a.bindPopup(popup_b280dc117b8541ae91e0cd97bf7c4ecd)
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            marker_d7a5ef235ad74e6d98002bc7c52c222a.bindTooltip(
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            var html_b4b93cc53a744c78b7798c5b57c95847 = $(`<div id="html_b4b93cc53a744c78b7798c5b57c95847" style="width: 100.0%; height: 100.0%;">IODA</div>`)[0];
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        marker_31f8ab2447ac4c89b85afc57c107e5b9.bindPopup(popup_f301b21cfdda4a6fac6759bb08b4314e)
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        marker_052d2b2dc15044ffaa17562145ce51bf.bindPopup(popup_aa2cc5d605aa455fa61ecb77d44287ae)
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            marker_052d2b2dc15044ffaa17562145ce51bf.bindTooltip(
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        marker_7f9ec20808864a76b56135101a584d5c.bindPopup(popup_324dc6288ee24ad1a885ae85cc33c0e8)
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            marker_7f9ec20808864a76b56135101a584d5c.bindTooltip(
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            marker_23c184efd6034da6b5da619f1d152573.bindTooltip(
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        marker_e20f760a2e8b49cdbd798896d121af1f.bindPopup(popup_05ad0e47179f4ad8bffbaa0ebb895372)
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            marker_e20f760a2e8b49cdbd798896d121af1f.bindTooltip(
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        marker_44b4c1ce28484abe9548b18a046fb907.bindPopup(popup_965d65cb32bb46a19048c1a757e76bc7)
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            marker_44b4c1ce28484abe9548b18a046fb907.bindTooltip(
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            marker_d9e9508fe0684f1782d3f63186f705b1.bindTooltip(
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        marker_128ad0646e944c33aaf6af4b1a71aac9.bindPopup(popup_f9da7d50155f42df869097a32a7d2c6b)
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            marker_128ad0646e944c33aaf6af4b1a71aac9.bindTooltip(
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            marker_21a12d9ffa07494d86a3b4da9056b683.setIcon(icon_1349e6deb33a4512be1c22cada27920c);
        
    
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        marker_21a12d9ffa07494d86a3b4da9056b683.bindPopup(popup_aa1b3582578f41e59b2767ccf0aaa4d7)
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            marker_21a12d9ffa07494d86a3b4da9056b683.bindTooltip(
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            var icon_a5c6f3215614493f90af282873c79bf9 = L.AwesomeMarkers.icon(
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            marker_45203e5d95704aa7a50b904b36fcd7a9.setIcon(icon_a5c6f3215614493f90af282873c79bf9);
        
    
        var popup_1fb6c8963d7a4812b73dce87c16838be = L.popup({"maxWidth": "100%"});

        
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        marker_45203e5d95704aa7a50b904b36fcd7a9.bindPopup(popup_1fb6c8963d7a4812b73dce87c16838be)
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            marker_45203e5d95704aa7a50b904b36fcd7a9.bindTooltip(
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                {"sticky": true}
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            var marker_21d328223379458b991ea6b7009445c2 = L.marker(
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            var icon_086cf617279b49e281cdd3112961dd80 = L.AwesomeMarkers.icon(
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            marker_21d328223379458b991ea6b7009445c2.setIcon(icon_086cf617279b49e281cdd3112961dd80);
        
    
        var popup_acffd92f8e73431c89ac0b80d48a078e = L.popup({"maxWidth": "100%"});

        
            var html_8b25b8ee39c249aa8bc425d7016be0f7 = $(`<div id="html_8b25b8ee39c249aa8bc425d7016be0f7" style="width: 100.0%; height: 100.0%;">stickychicken</div>`)[0];
            popup_acffd92f8e73431c89ac0b80d48a078e.setContent(html_8b25b8ee39c249aa8bc425d7016be0f7);
        

        marker_21d328223379458b991ea6b7009445c2.bindPopup(popup_acffd92f8e73431c89ac0b80d48a078e)
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            marker_21d328223379458b991ea6b7009445c2.bindTooltip(
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                     stickychicken
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                {"sticky": true}
            );
        
    
            var marker_854646dc165d4bc78bbc6d93e3b52c98 = L.marker(
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            var icon_17be335f24784eb985f6e9492734b9f9 = L.AwesomeMarkers.icon(
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            );
            marker_854646dc165d4bc78bbc6d93e3b52c98.setIcon(icon_17be335f24784eb985f6e9492734b9f9);
        
    
        var popup_c9c0e08cb3e144ec98124e466109a5c4 = L.popup({"maxWidth": "100%"});

        
            var html_3f4444c646af4c15b48dc74d7d1dc54f = $(`<div id="html_3f4444c646af4c15b48dc74d7d1dc54f" style="width: 100.0%; height: 100.0%;">Sutros</div>`)[0];
            popup_c9c0e08cb3e144ec98124e466109a5c4.setContent(html_3f4444c646af4c15b48dc74d7d1dc54f);
        

        marker_854646dc165d4bc78bbc6d93e3b52c98.bindPopup(popup_c9c0e08cb3e144ec98124e466109a5c4)
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            marker_854646dc165d4bc78bbc6d93e3b52c98.bindTooltip(
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            var icon_1c015779a9d54935ba6a405d14c7e9f8 = L.AwesomeMarkers.icon(
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            marker_71cb79f5242b4ee386f527207715b221.setIcon(icon_1c015779a9d54935ba6a405d14c7e9f8);
        
    
        var popup_155f82ce7c9946f1a3f148f9b5917590 = L.popup({"maxWidth": "100%"});

        
            var html_042425dc04b94453bc4ce13f65c299a2 = $(`<div id="html_042425dc04b94453bc4ce13f65c299a2" style="width: 100.0%; height: 100.0%;">Serious Business</div>`)[0];
            popup_155f82ce7c9946f1a3f148f9b5917590.setContent(html_042425dc04b94453bc4ce13f65c299a2);
        

        marker_71cb79f5242b4ee386f527207715b221.bindPopup(popup_155f82ce7c9946f1a3f148f9b5917590)
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            marker_71cb79f5242b4ee386f527207715b221.bindTooltip(
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                {"sticky": true}
            );
        
    
            var marker_6b0b591457cf46f08c4e52009d67539f = L.marker(
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            var icon_ffb5225700c84455a8ffd34f97dd92a4 = L.AwesomeMarkers.icon(
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            );
            marker_6b0b591457cf46f08c4e52009d67539f.setIcon(icon_ffb5225700c84455a8ffd34f97dd92a4);
        
    
        var popup_69750af02614464bae51e629590cf37e = L.popup({"maxWidth": "100%"});

        
            var html_cfae0a8711964282865513ff3f197be4 = $(`<div id="html_cfae0a8711964282865513ff3f197be4" style="width: 100.0%; height: 100.0%;">Kabam</div>`)[0];
            popup_69750af02614464bae51e629590cf37e.setContent(html_cfae0a8711964282865513ff3f197be4);
        

        marker_6b0b591457cf46f08c4e52009d67539f.bindPopup(popup_69750af02614464bae51e629590cf37e)
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            marker_6b0b591457cf46f08c4e52009d67539f.bindTooltip(
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            var marker_ed21d60ec9b6446084f9e8a2593062f5 = L.marker(
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            var html_e4c4d67cc7294fb5a87be5cfb98d96cc = $(`<div id="html_e4c4d67cc7294fb5a87be5cfb98d96cc" style="width: 100.0%; height: 100.0%;">Citizen Sports</div>`)[0];
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        marker_ed21d60ec9b6446084f9e8a2593062f5.bindPopup(popup_bd76ef463e3c4f11927aeef9f534308a)
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            marker_ed21d60ec9b6446084f9e8a2593062f5.bindTooltip(
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        var popup_91d3195bf0354d25b01c9142a5d503c7 = L.popup({"maxWidth": "100%"});

        
            var html_23b732244bef4d51aba7d2d9c7c54c3a = $(`<div id="html_23b732244bef4d51aba7d2d9c7c54c3a" style="width: 100.0%; height: 100.0%;">iWin</div>`)[0];
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        marker_b438fe420a994377b7a64933ba424909.bindPopup(popup_91d3195bf0354d25b01c9142a5d503c7)
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            marker_b438fe420a994377b7a64933ba424909.bindTooltip(
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        marker_bdffcac7b78c4f40941f3b465d8717a2.bindPopup(popup_d08085afc8174aa0ac507e8ecb3e4222)
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            marker_bdffcac7b78c4f40941f3b465d8717a2.bindTooltip(
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            var marker_d4a1d147256f4afcae0ade8ec5acb459 = L.marker(
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            var html_f6f3bd6affe445f08f746074b48f745d = $(`<div id="html_f6f3bd6affe445f08f746074b48f745d" style="width: 100.0%; height: 100.0%;">eBaum's World</div>`)[0];
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        marker_d4a1d147256f4afcae0ade8ec5acb459.bindPopup(popup_7713485deeae47e29dd1ed3d9a651b4c)
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            marker_d4a1d147256f4afcae0ade8ec5acb459.bindTooltip(
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        marker_ff4aa4c981e1429ea90b177a17524762.bindPopup(popup_ef826f70a2de4e33908ba1d7fcf59e57)
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            marker_ff4aa4c981e1429ea90b177a17524762.bindTooltip(
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        marker_c67ec7d8699e4eae88b2dac9d21c5223.bindPopup(popup_ee570acce2f146b7ab2588e85bb205bf)
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            marker_c67ec7d8699e4eae88b2dac9d21c5223.bindTooltip(
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        marker_86ff8d49f46c4629b6f0a0c02429315c.bindPopup(popup_fb01d7c527824698ac7e182e3880d2f8)
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            marker_86ff8d49f46c4629b6f0a0c02429315c.bindTooltip(
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        marker_95b8e41d548f4a9d9c60344c606d1ef8.bindPopup(popup_ef42b04d3e044263a90d5cd393ae817d)
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            marker_95b8e41d548f4a9d9c60344c606d1ef8.bindTooltip(
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            var html_e6695a2b125d466da136c404ae4001d5 = $(`<div id="html_e6695a2b125d466da136c404ae4001d5" style="width: 100.0%; height: 100.0%;">Shattered Reality Interactive</div>`)[0];
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        marker_98c3b5c54d6148f29fcc7d392fadd9f2.bindPopup(popup_2abac62c77cc47f9a2baac34f1644477)
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            marker_98c3b5c54d6148f29fcc7d392fadd9f2.bindTooltip(
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            marker_5126a527c5e14e5d82a5164d413e3609.bindTooltip(
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            marker_a6d31cda25e0402fa9e3c52d3f6f212c.setIcon(icon_c9c13b82c3ee4f1b89325a10dd8857a0);
        
    
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            var html_d1e88144fae7419488f513e38263a1fa = $(`<div id="html_d1e88144fae7419488f513e38263a1fa" style="width: 100.0%; height: 100.0%;">Shattered Reality Interactive</div>`)[0];
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        marker_a6d31cda25e0402fa9e3c52d3f6f212c.bindPopup(popup_873b60f18a284bb689b49ff085fc2d70)
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            marker_a6d31cda25e0402fa9e3c52d3f6f212c.bindTooltip(
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            var marker_1edfabc8aec941d5a8064af495274371 = L.marker(
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            var icon_e2c11cdd38bc4e5a959102bc8718821d = L.AwesomeMarkers.icon(
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            marker_1edfabc8aec941d5a8064af495274371.setIcon(icon_e2c11cdd38bc4e5a959102bc8718821d);
        
    
        var popup_e3b552f9e7df4cbb9da446accf92bfcb = L.popup({"maxWidth": "100%"});

        
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        marker_1edfabc8aec941d5a8064af495274371.bindPopup(popup_e3b552f9e7df4cbb9da446accf92bfcb)
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            marker_1edfabc8aec941d5a8064af495274371.bindTooltip(
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            var marker_8fd388d6dd6943ce94ae9e3ed04c7a5c = L.marker(
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            var icon_69e18f26a57b4f268a0bf9772055b672 = L.AwesomeMarkers.icon(
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            marker_8fd388d6dd6943ce94ae9e3ed04c7a5c.setIcon(icon_69e18f26a57b4f268a0bf9772055b672);
        
    
        var popup_018a15369a5648019fb00434b84ffeb6 = L.popup({"maxWidth": "100%"});

        
            var html_b216764e0d27454ba653a79b11a4ef8d = $(`<div id="html_b216764e0d27454ba653a79b11a4ef8d" style="width: 100.0%; height: 100.0%;">Brightstorm</div>`)[0];
            popup_018a15369a5648019fb00434b84ffeb6.setContent(html_b216764e0d27454ba653a79b11a4ef8d);
        

        marker_8fd388d6dd6943ce94ae9e3ed04c7a5c.bindPopup(popup_018a15369a5648019fb00434b84ffeb6)
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            marker_8fd388d6dd6943ce94ae9e3ed04c7a5c.bindTooltip(
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            var marker_8aab75c1b2294bd3b562dc85880806f2 = L.marker(
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            var icon_7522deee9e094a65ba70679891894b6c = L.AwesomeMarkers.icon(
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            );
            marker_8aab75c1b2294bd3b562dc85880806f2.setIcon(icon_7522deee9e094a65ba70679891894b6c);
        
    
        var popup_a2a9893811a749b6bd8290fb5034de4d = L.popup({"maxWidth": "100%"});

        
            var html_09d88348037c4ac38eede5f96e2d1f3b = $(`<div id="html_09d88348037c4ac38eede5f96e2d1f3b" style="width: 100.0%; height: 100.0%;">One Season</div>`)[0];
            popup_a2a9893811a749b6bd8290fb5034de4d.setContent(html_09d88348037c4ac38eede5f96e2d1f3b);
        

        marker_8aab75c1b2294bd3b562dc85880806f2.bindPopup(popup_a2a9893811a749b6bd8290fb5034de4d)
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            marker_8aab75c1b2294bd3b562dc85880806f2.bindTooltip(
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                {"sticky": true}
            );
        
    
            var marker_e1d99b7db431424098bb42008e29dbad = L.marker(
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            var icon_03eed87702794b38af8b46ec61c2fc1c = L.AwesomeMarkers.icon(
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            );
            marker_e1d99b7db431424098bb42008e29dbad.setIcon(icon_03eed87702794b38af8b46ec61c2fc1c);
        
    
        var popup_0cb150aeb4a34daba19a77f46c946751 = L.popup({"maxWidth": "100%"});

        
            var html_ac6aa59a49fe4ed2b880bafd16896f4f = $(`<div id="html_ac6aa59a49fe4ed2b880bafd16896f4f" style="width: 100.0%; height: 100.0%;">Booyah</div>`)[0];
            popup_0cb150aeb4a34daba19a77f46c946751.setContent(html_ac6aa59a49fe4ed2b880bafd16896f4f);
        

        marker_e1d99b7db431424098bb42008e29dbad.bindPopup(popup_0cb150aeb4a34daba19a77f46c946751)
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            marker_e1d99b7db431424098bb42008e29dbad.bindTooltip(
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                {"sticky": true}
            );
        
    
            var marker_71ce19e1db484a5494f061236e7ac861 = L.marker(
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            ).addTo(map_c4c6fe3e12994ff0bbe918b5dfd44734);
        
    
            var icon_655920f5512a44b0b1009e4813f6185a = L.AwesomeMarkers.icon(
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            );
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     },
     "execution_count": 76,
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  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
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       "      <td>41-49</td>\n",
       "      <td>53628</td>\n",
       "      <td>37.7875396</td>\n",
       "      <td>-122.400609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Market St. , San Francisco, 94130</td>\n",
       "      <td>Market St.</td>\n",
       "      <td>94130</td>\n",
       "      <td>5-22</td>\n",
       "      <td>2665</td>\n",
       "      <td>37.7873699</td>\n",
       "      <td>-122.4026192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Mission Street, San Francisco, 94105</td>\n",
       "      <td>Mission Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>2-21</td>\n",
       "      <td>2000</td>\n",
       "      <td>37.7889907</td>\n",
       "      <td>-122.4007748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Mission Street, San Francisco, 94105</td>\n",
       "      <td>Mission Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>2-21</td>\n",
       "      <td>2000</td>\n",
       "      <td>37.7889907</td>\n",
       "      <td>-122.4007748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mission Street, San Francisco, 94105</td>\n",
       "      <td>Mission Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-100</td>\n",
       "      <td>1350</td>\n",
       "      <td>37.7889907</td>\n",
       "      <td>-122.4007748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Mission Street, San Francisco, 94105</td>\n",
       "      <td>Mission Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-100</td>\n",
       "      <td>1350</td>\n",
       "      <td>37.7889907</td>\n",
       "      <td>-122.4007748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Market Street, San Francisco, 94105</td>\n",
       "      <td>Market Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-100</td>\n",
       "      <td>1022</td>\n",
       "      <td>37.7889907</td>\n",
       "      <td>-122.4007748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Market Street, San Francisco, 94104</td>\n",
       "      <td>Market Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>4-30</td>\n",
       "      <td>3625</td>\n",
       "      <td>37.790728</td>\n",
       "      <td>-122.4017771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Geary St, San Francisco, 94108</td>\n",
       "      <td>Geary St</td>\n",
       "      <td>94108</td>\n",
       "      <td>10-24</td>\n",
       "      <td>8430</td>\n",
       "      <td>37.7885979</td>\n",
       "      <td>-122.404472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Montgomery Street, San Francisco, 94104</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>1-50</td>\n",
       "      <td>813</td>\n",
       "      <td>37.7872661</td>\n",
       "      <td>-122.411257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Spear Street, San Francisco, 94105</td>\n",
       "      <td>Spear Street</td>\n",
       "      <td>94105</td>\n",
       "      <td>1-50</td>\n",
       "      <td>987</td>\n",
       "      <td>37.79183</td>\n",
       "      <td>-122.4047784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Bush Street, San Francisco, 94104</td>\n",
       "      <td>Bush Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>4-33</td>\n",
       "      <td>4598</td>\n",
       "      <td>37.7908136</td>\n",
       "      <td>-122.394077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Sutter Street, San Francisco, 94108</td>\n",
       "      <td>Sutter Street</td>\n",
       "      <td>94108</td>\n",
       "      <td>30-36</td>\n",
       "      <td>32970</td>\n",
       "      <td>37.7911916</td>\n",
       "      <td>-122.4029712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Montgomery Street, San Francisco, San Francisc...</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>1-28</td>\n",
       "      <td>290</td>\n",
       "      <td>37.7891778</td>\n",
       "      <td>-122.4112123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>11th Street, San Francisco, 94103</td>\n",
       "      <td>11th Street</td>\n",
       "      <td>94103</td>\n",
       "      <td>1-100</td>\n",
       "      <td>595</td>\n",
       "      <td>37.7726508</td>\n",
       "      <td>-122.4172046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Montgomery Street, San Francisco, 94111</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>15-34</td>\n",
       "      <td>15000</td>\n",
       "      <td>37.7980534</td>\n",
       "      <td>-122.4060321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>California Street, Financial District, San Fra...</td>\n",
       "      <td>California Street</td>\n",
       "      <td>94104</td>\n",
       "      <td>1-50</td>\n",
       "      <td>507</td>\n",
       "      <td>37.7980534</td>\n",
       "      <td>-122.4060321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Embarcadero Center, Financial District, San Fr...</td>\n",
       "      <td>Embarcadero Center</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-50</td>\n",
       "      <td>544</td>\n",
       "      <td>37.7930319</td>\n",
       "      <td>-122.4036806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Commercial Street, San Francisco, 94111</td>\n",
       "      <td>Commercial Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>30-36</td>\n",
       "      <td>35220</td>\n",
       "      <td>37.7946083</td>\n",
       "      <td>-122.3987301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Montgomery Street , San Francisco, 94111</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-50</td>\n",
       "      <td>528</td>\n",
       "      <td>37.7942914</td>\n",
       "      <td>-122.404886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Mission St, San Francisco, 94103</td>\n",
       "      <td>Mission St</td>\n",
       "      <td>94103</td>\n",
       "      <td>1-100</td>\n",
       "      <td>580</td>\n",
       "      <td>37.7783494</td>\n",
       "      <td>-122.4142472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Battery Street East , San Francisco, 94111</td>\n",
       "      <td>Battery Street East</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-99</td>\n",
       "      <td>300</td>\n",
       "      <td>37.7974706</td>\n",
       "      <td>-122.4030252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Montgomery Street, Telegraph Hill, San Francis...</td>\n",
       "      <td>Montgomery Street</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-50</td>\n",
       "      <td>872</td>\n",
       "      <td>37.7974706</td>\n",
       "      <td>-122.4030252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Montgomery St, San Francisco, 94111</td>\n",
       "      <td>Montgomery St</td>\n",
       "      <td>94111</td>\n",
       "      <td>1-100</td>\n",
       "      <td>805</td>\n",
       "      <td>37.8016902</td>\n",
       "      <td>-122.4068222</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              Address                 Street  \\\n",
       "0                    5th Street, San Francisco, 94107             5th Street   \n",
       "1                 Bryant Street, San Francisco, 94107          Bryant Street   \n",
       "2                     Folsom St, San Francisco, 94107              Folsom St   \n",
       "3   Folsom Street, Financial District, San Francis...          Folsom Street   \n",
       "4                    Federal St, San Francisco, 94107             Federal St   \n",
       "5               Clementina St. , San Francisco, 94103        Clementina St.    \n",
       "6            New Montgomery St., San Francisco, 94105     New Montgomery St.   \n",
       "7                    Tehama St., San Francisco, 94105             Tehama St.   \n",
       "8                 Natoma street, San Francisco, 94105          Natoma street   \n",
       "9         New Montgomery Street, San Francisco, 94103  New Montgomery Street   \n",
       "10                  Market St. , San Francisco, 94130            Market St.    \n",
       "11               Mission Street, San Francisco, 94105         Mission Street   \n",
       "12               Mission Street, San Francisco, 94105         Mission Street   \n",
       "13               Mission Street, San Francisco, 94105         Mission Street   \n",
       "14               Mission Street, San Francisco, 94105         Mission Street   \n",
       "15                Market Street, San Francisco, 94105          Market Street   \n",
       "16                Market Street, San Francisco, 94104          Market Street   \n",
       "17                     Geary St, San Francisco, 94108               Geary St   \n",
       "18            Montgomery Street, San Francisco, 94104      Montgomery Street   \n",
       "19                 Spear Street, San Francisco, 94105           Spear Street   \n",
       "20                  Bush Street, San Francisco, 94104            Bush Street   \n",
       "21                Sutter Street, San Francisco, 94108          Sutter Street   \n",
       "22  Montgomery Street, San Francisco, San Francisc...      Montgomery Street   \n",
       "23                  11th Street, San Francisco, 94103            11th Street   \n",
       "24            Montgomery Street, San Francisco, 94111      Montgomery Street   \n",
       "25  California Street, Financial District, San Fra...      California Street   \n",
       "26  Embarcadero Center, Financial District, San Fr...     Embarcadero Center   \n",
       "27            Commercial Street, San Francisco, 94111      Commercial Street   \n",
       "28           Montgomery Street , San Francisco, 94111     Montgomery Street    \n",
       "29                   Mission St, San Francisco, 94103             Mission St   \n",
       "30         Battery Street East , San Francisco, 94111   Battery Street East    \n",
       "31  Montgomery Street, Telegraph Hill, San Francis...      Montgomery Street   \n",
       "32                Montgomery St, San Francisco, 94111          Montgomery St   \n",
       "\n",
       "   Postal Code Occupancy  Payment / mth    Latitude     Longitude  \n",
       "0        94107      6-29           4638  37.7785548  -122.4034342  \n",
       "1        94107     1-100           1300  37.7785548  -122.4034342  \n",
       "2        94107     46-55          35558   37.779634  -122.4002044  \n",
       "3        94107      1-50            460  37.7821754  -122.4032172  \n",
       "4        94107      9-50           7389  37.7821754  -122.4032172  \n",
       "5        94103     25-30          21875  37.7835587  -122.3941324  \n",
       "6        94105     1-300            800  37.7807105  -122.4061346  \n",
       "7        94105      4-75           2200  37.7874603  -122.4027121  \n",
       "8        94105      1-40            443  37.7859977  -122.4003979  \n",
       "9        94103     41-49          53628  37.7875396   -122.400609  \n",
       "10       94130      5-22           2665  37.7873699  -122.4026192  \n",
       "11       94105      2-21           2000  37.7889907  -122.4007748  \n",
       "12       94105      2-21           2000  37.7889907  -122.4007748  \n",
       "13       94105     1-100           1350  37.7889907  -122.4007748  \n",
       "14       94105     1-100           1350  37.7889907  -122.4007748  \n",
       "15       94105     1-100           1022  37.7889907  -122.4007748  \n",
       "16       94104      4-30           3625   37.790728  -122.4017771  \n",
       "17       94108     10-24           8430  37.7885979   -122.404472  \n",
       "18       94104      1-50            813  37.7872661   -122.411257  \n",
       "19       94105      1-50            987    37.79183  -122.4047784  \n",
       "20       94104      4-33           4598  37.7908136   -122.394077  \n",
       "21       94108     30-36          32970  37.7911916  -122.4029712  \n",
       "22       94104      1-28            290  37.7891778  -122.4112123  \n",
       "23       94103     1-100            595  37.7726508  -122.4172046  \n",
       "24       94111     15-34          15000  37.7980534  -122.4060321  \n",
       "25       94104      1-50            507  37.7980534  -122.4060321  \n",
       "26       94111      1-50            544  37.7930319  -122.4036806  \n",
       "27       94111     30-36          35220  37.7946083  -122.3987301  \n",
       "28       94111      1-50            528  37.7942914   -122.404886  \n",
       "29       94103     1-100            580  37.7783494  -122.4142472  \n",
       "30       94111      1-99            300  37.7974706  -122.4030252  \n",
       "31       94111      1-50            872  37.7974706  -122.4030252  \n",
       "32       94111     1-100            805  37.8016902  -122.4068222  "
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Price breakdown by capacity and location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "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></th>\n",
       "      <th>Payment / mth</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Street</th>\n",
       "      <th>Occupancy</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11th Street</th>\n",
       "      <th>1-100</th>\n",
       "      <td>595.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5th Street</th>\n",
       "      <th>6-29</th>\n",
       "      <td>4638.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Battery Street East</th>\n",
       "      <th>1-99</th>\n",
       "      <td>300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bryant Street</th>\n",
       "      <th>1-100</th>\n",
       "      <td>1300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bush Street</th>\n",
       "      <th>4-33</th>\n",
       "      <td>4598.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>California Street</th>\n",
       "      <th>1-50</th>\n",
       "      <td>507.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clementina St.</th>\n",
       "      <th>25-30</th>\n",
       "      <td>21875.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Commercial Street</th>\n",
       "      <th>30-36</th>\n",
       "      <td>35220.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Embarcadero Center</th>\n",
       "      <th>1-50</th>\n",
       "      <td>544.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Federal St</th>\n",
       "      <th>9-50</th>\n",
       "      <td>7389.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Folsom St</th>\n",
       "      <th>46-55</th>\n",
       "      <td>35558.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Folsom Street</th>\n",
       "      <th>1-50</th>\n",
       "      <td>460.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Geary St</th>\n",
       "      <th>10-24</th>\n",
       "      <td>8430.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Market St.</th>\n",
       "      <th>5-22</th>\n",
       "      <td>2665.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Market Street</th>\n",
       "      <th>1-100</th>\n",
       "      <td>1022.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4-30</th>\n",
       "      <td>3625.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mission St</th>\n",
       "      <th>1-100</th>\n",
       "      <td>580.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Mission Street</th>\n",
       "      <th>1-100</th>\n",
       "      <td>1350.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2-21</th>\n",
       "      <td>2000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Montgomery St</th>\n",
       "      <th>1-100</th>\n",
       "      <td>805.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Montgomery Street</th>\n",
       "      <th>1-28</th>\n",
       "      <td>290.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1-50</th>\n",
       "      <td>842.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15-34</th>\n",
       "      <td>15000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Montgomery Street</th>\n",
       "      <th>1-50</th>\n",
       "      <td>528.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Natoma street</th>\n",
       "      <th>1-40</th>\n",
       "      <td>443.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Montgomery St.</th>\n",
       "      <th>1-300</th>\n",
       "      <td>800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Montgomery Street</th>\n",
       "      <th>41-49</th>\n",
       "      <td>53628.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spear Street</th>\n",
       "      <th>1-50</th>\n",
       "      <td>987.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sutter Street</th>\n",
       "      <th>30-36</th>\n",
       "      <td>32970.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tehama St.</th>\n",
       "      <th>4-75</th>\n",
       "      <td>2200.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Payment / mth\n",
       "Street                Occupancy               \n",
       "11th Street           1-100              595.0\n",
       "5th Street            6-29              4638.0\n",
       "Battery Street East   1-99               300.0\n",
       "Bryant Street         1-100             1300.0\n",
       "Bush Street           4-33              4598.0\n",
       "California Street     1-50               507.0\n",
       "Clementina St.        25-30            21875.0\n",
       "Commercial Street     30-36            35220.0\n",
       "Embarcadero Center    1-50               544.0\n",
       "Federal St            9-50              7389.0\n",
       "Folsom St             46-55            35558.0\n",
       "Folsom Street         1-50               460.0\n",
       "Geary St              10-24             8430.0\n",
       "Market St.            5-22              2665.0\n",
       "Market Street         1-100             1022.0\n",
       "                      4-30              3625.0\n",
       "Mission St            1-100              580.0\n",
       "Mission Street        1-100             1350.0\n",
       "                      2-21              2000.0\n",
       "Montgomery St         1-100              805.0\n",
       "Montgomery Street     1-28               290.0\n",
       "                      1-50               842.5\n",
       "                      15-34            15000.0\n",
       "Montgomery Street     1-50               528.0\n",
       "Natoma street         1-40               443.0\n",
       "New Montgomery St.    1-300              800.0\n",
       "New Montgomery Street 41-49            53628.0\n",
       "Spear Street          1-50               987.0\n",
       "Sutter Street         30-36            32970.0\n",
       "Tehama St.            4-75              2200.0"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "filtered_data = pd.pivot_table(final_data, index =['Street', 'Occupancy'], values='Payment / mth')\n",
    "filtered_data.to_csv('data/options_by_street.csv')\n",
    "filtered_data"
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   "source": [
    "# Plotting retrived information"
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  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
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    "filter1 = final_data.groupby('Street').agg({'Payment / mth':np.mean}).sort_values('Payment / mth', ascending=True)"
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       "                        [{\"alignmentgroup\": \"True\", \"hovertemplate\": \"variable=Payment / mth<br>value=%{x}<br>Street=%{y}<extra></extra>\", \"legendgroup\": \"Payment / mth\", \"marker\": {\"color\": \"#FF9900\"}, \"name\": \"Payment / mth\", \"offsetgroup\": \"Payment / mth\", \"orientation\": \"h\", \"showlegend\": true, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [300.0, 443.0, 460.0, 507.0, 528.0, 544.0, 580.0, 595.0, 800.0, 805.0, 987.0, 1300.0, 1675.0, 2200.0, 2323.5, 2665.0, 4243.75, 4598.0, 4638.0, 7389.0, 8430.0, 21875.0, 32970.0, 35220.0, 35558.0, 53628.0], \"xaxis\": \"x\", \"y\": [\"Battery Street East \", \"Natoma street\", \"Folsom Street\", \"California Street\", \"Montgomery Street \", \"Embarcadero Center\", \"Mission St\", \"11th Street\", \"New Montgomery St.\", \"Montgomery St\", \"Spear Street\", \"Bryant Street\", \"Mission Street\", \"Tehama St.\", \"Market Street\", \"Market St. \", \"Montgomery Street\", \"Bush Street\", \"5th Street\", \"Federal St\", \"Geary St\", \"Clementina St. \", \"Sutter Street\", \"Commercial Street\", \"Folsom St\", \"New Montgomery Street\"], \"yaxis\": \"y\"}],\n",
       "                        {\"barmode\": \"relative\", \"legend\": {\"title\": {\"text\": \"variable\"}, \"tracegroupgap\": 0}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, 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{\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Payment / mth mean by Street\"}, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"value\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"Street\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('9f2cd6b1-f1c8-49ee-b124-4007c4ccfad8');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
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       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
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       "\n",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#fig = filter1.iplot(kind='barh', xTitle='Street', title='Payment / mth mean by Street')\n",
    "fig = px.bar(filter1, orientation='h', color_discrete_sequence=['#FF9900'], title='Payment / mth mean by Street')\n",
    "fig.write_html('data/plots/payment_by_street.html')\n",
    "fig.write_image('data/plots/payment_by_street.png')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "rad = list(final_data.loc[:,'Payment / mth'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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            ).addTo(map_45cabdd57f3746b287ad5d848f70e4de);
        
    
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                [37.7974706, -122.4030252],
                {"bubblingMouseEvents": true, "color": "crimson", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "crimson", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 2.9066666666666667, "stroke": true, "weight": 3}
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x263b6cd8a60>"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = folium.Map(location = [37.789078, -122.405578] ,zoom_start = 15)\n",
    "\n",
    "for i in range(len(final_data)):\n",
    "    popup_str = f\"\"\"Occupancy: {final_data.loc[i,'Occupancy']}\n",
    "                    Price: ${final_data.loc[i,'Payment / mth']}/mth\"\"\"\n",
    "    folium.Circle(location = [final_data.loc[i,'Latitude'], final_data.loc[i,'Longitude']],\n",
    "                  popup = popup_str,\n",
    "                  radius = rad[i]/300,\n",
    "                  color='crimson',\n",
    "                  fill = True,\n",
    "                  fill_color = 'crimson').add_to(m)\n",
    "m.save('data/plots/bubble_price_map.html')\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "final_data['Street'] = final_data['Street'].str.replace('.','')\n",
    "def street_cleaner(x):\n",
    "    if bool(re.search(r'(st\\.?)',x.lower())):\n",
    "        st = re.findall(r'(^.+)\\b\\w+',x)[0]\n",
    "        if bool(re.search(r'(st\\.?)',st.lower())):\n",
    "            return st\n",
    "        st += 'Street'\n",
    "        return st\n",
    "    else:\n",
    "        return x\n",
    "\n",
    "final_data['Street'] = final_data['Street'].apply(street_cleaner)\n",
    "final_data.to_csv('data/available_offices.csv')\n",
    "#final_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "temp_data = final_data.copy()\n",
    "temp_data['Occupancy'] = temp_data['Occupancy'].apply(lambda x: int(re.findall(f'\\-(\\d+)',x)[0]))\n",
    "#final_data.iplot(kind='scatter',x=ocup,y='Payment / mth', categories='Postal Code', color='crimson')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
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    "fig = px.bar(final_data,x='Street',y ='Payment / mth',color='Payment / mth',title='Prices by Street')\n",
    "fig.write_html('data/plots/prices_by_street.html')\n",
    "fig.write_image('data/plots/prices_by_street.png')\n",
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  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.treemap(temp_data, path=['Street','Occupancy'], values='Payment / mth',\n",
    "                 color='Payment / mth',color_continuous_scale=px.colors.sequential.Viridis)\n",
    "fig.write_html('data/plots/treemap.html')\n",
    "fig.write_image('data/plots/treemap.png')\n",
    "fig.show()"
   ]
  }
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