Moscow Cafe Map.ipynb

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   ],
   "source": [
    "import sys\n",
    "!{sys.executable} -m pip install pandas requests lxml html5lib tqdm openpyxl xlrd sklearn geopy folium matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import re\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "import pandas as pd\n",
    "import html5lib\n",
    "from xml.etree import ElementTree\n",
    "import os\n",
    "from geopy.geocoders import Nominatim # convert an address into latitude and longitude values\n",
    "import folium # map rendering library\n",
    "\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. We should collect all neighbourhoods of Moscow, Russia. At this tep we can get all postal codesfrom http://mosopen.ru/streets/post_codes_list. But we must pre-process data to have unique postal codes of regions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Download **Moscow** postal codes data from site"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "moscow_postcodes_link='http://mosopen.ru/streets/post_codes_list'\n",
    "raw_moscow_postcodes_page=requests.get(moscow_postcodes_link)\n",
    "moscow_postcodes_page=raw_moscow_postcodes_page.text"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find start and end of HTML table inside page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "17716 66404\n"
     ]
    }
   ],
   "source": [
    "page_table_start = moscow_postcodes_page.find('<table class=\"table_list\">')\n",
    "page_table_end = moscow_postcodes_page.find('</table>', page_table_start)\n",
    "print(page_table_start, page_table_end)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Parse HTML table from page to variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "moscow_postcodes_page_table = moscow_postcodes_page[page_table_start : page_table_end]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read HTML table to pandas DataFrame, rename columns and transform data type from _int_ to _str_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "moscow_postcodes_df = pd.read_html(moscow_postcodes_page_table, header =0)[0]\n",
    "# Rename columns\n",
    "moscow_postcodes_df.columns = ['city_code', 'postal_code']\n",
    "# Transform city_code to string\n",
    "moscow_postcodes_df['city_code']= moscow_postcodes_df['city_code'].astype(str)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Split joined postcodes in column to rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "postcodes = moscow_postcodes_df['postal_code'].str.split(',', expand=True).stack().str.strip().reset_index(level=1, drop=True)\n",
    "postcodes = postcodes.rename('postal_code')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Drop old column with joined postcodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "moscow_postcodes_df = moscow_postcodes_df.drop(['postal_code'], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Merge city codes with postal codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "moscow_postcodes_df = pd.concat([moscow_postcodes_df, postcodes], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Join city code with postal code into one column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "moscow_postcodes_df['postal_code'] = moscow_postcodes_df['city_code'] + moscow_postcodes_df['postal_code']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Drop unused city code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "moscow_postcodes_df = moscow_postcodes_df.drop(['city_code'], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convert **DataFrame** to **Series** and print result post codes list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    101000\n",
       "1    103070\n",
       "1    103132\n",
       "1    103274\n",
       "2    105005\n",
       "Name: postal_code, dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moscow_postcodes = moscow_postcodes_df['postal_code']\n",
    "moscow_postcodes.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. After that we have list of all Moscow postal codes and can get them coordinates from Openstreetmap with Nominatim API. URL must view like https://nominatim.openstreetmap.org/search?format=xml&city=Moscow&postalcode=117623"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create functiun to get **latitude** and **longitude** from **postal** code in Moscow\n",
    "<br>URL configured to get information in _JSON_ format, only from _Moscow_.\n",
    "<br>URL request return list of coordinates. Find only request on post code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_postal_code_location(postal_code):\n",
    "    # Inti null, if request in empty\n",
    "    latitude = ''\n",
    "    longitude = ''\n",
    "    # generate link for postal code\n",
    "    link_template='https://nominatim.openstreetmap.org/search?format=json&city=Moscow&postalcode={}'.format(postal_code)\n",
    "    # get link request in JSON\n",
    "    raw_json=requests.get(link_template).json()\n",
    "    \n",
    "    # Itterate all elements in JSON\n",
    "    for element in raw_json:\n",
    "        # Get only postcodes information instead city\n",
    "        if element['type'] == 'postcode':\n",
    "            # extract latitude and longitude\n",
    "            latitude = element['lat']\n",
    "            longitude = element['lon']\n",
    "    \n",
    "    return latitude, longitude    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Test function on different postal codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "129110 ('55.7852052906741', '37.6345827572715')\n",
      "117209 ('55.6624249494477', '37.5769160148382')\n"
     ]
    }
   ],
   "source": [
    "print('129110', get_postal_code_location('129110'))\n",
    "print('117209', get_postal_code_location('117209'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Apply function to all postal codes and insert informtion into DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def create_postcodes_file():\n",
    "    postcodes_loc_df = pd.DataFrame(columns=['postal_code', 'latitude', 'longitude'])\n",
    "\n",
    "    for postal_code in tqdm(moscow_postcodes):\n",
    "        # Get latitude and longitude from function\n",
    "        latitude, longitude = get_postal_code_location(postal_code)\n",
    "        # Add data to DataFrame\n",
    "        postcodes_loc_df = postcodes_loc_df.append({'postal_code' : postal_code , 'latitude' : latitude, 'longitude': longitude} , ignore_index=True)\n",
    "\n",
    "    # Drop null coordinates\n",
    "    postcodes_loc_df = postcodes_loc_df[postcodes_loc_df['latitude'] != '']\n",
    "        \n",
    "    # Write DataFrame to Excel file to improve performance\n",
    "    writer = pd.ExcelWriter('Moscow_postalcodes_coordinates.xlsx')\n",
    "    postcodes_loc_df.to_excel(writer,'main')\n",
    "    writer.save()\n",
    "    \n",
    "    print('Done')\n",
    "    \n",
    "    return postcodes_loc_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If Excel file exist, then load it, else create file with postal codes coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File exist. Load.\n"
     ]
    }
   ],
   "source": [
    "exists = os.path.isfile('Moscow_postalcodes_coordinates.xlsx')\n",
    "if exists:\n",
    "    print('File exist. Load.')\n",
    "    postcodes_loc_df = pd.read_excel('Moscow_postalcodes_coordinates.xlsx')\n",
    "else:\n",
    "    print('File not exist. Create.')\n",
    "    postcodes_loc_df = create_postcodes_file()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Print head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "scrolled": false
   },
   "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>postal_code</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>101000</td>\n",
       "      <td>55.760943</td>\n",
       "      <td>37.634282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>103274</td>\n",
       "      <td>55.752841</td>\n",
       "      <td>37.574511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>105005</td>\n",
       "      <td>55.767631</td>\n",
       "      <td>37.679706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>105037</td>\n",
       "      <td>55.793867</td>\n",
       "      <td>37.773689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>105043</td>\n",
       "      <td>55.792142</td>\n",
       "      <td>37.790378</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   postal_code   latitude  longitude\n",
       "0       101000  55.760943  37.634282\n",
       "3       103274  55.752841  37.574511\n",
       "4       105005  55.767631  37.679706\n",
       "5       105037  55.793867  37.773689\n",
       "6       105043  55.792142  37.790378"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "postcodes_loc_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For optimisation get top 100 postal codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "postcodes_loc_df = postcodes_loc_df.head(300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. After collecting all coordinates of postal codes in Moscow to pandas DataFrame we can get infromation about most populat venues from Foursquare."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define Foursquare Credentials and Version¶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentails:\n",
      "CLIENT_ID: Y3FU1X0JU1Z2YKUNLTUCCWH5K0DMDA0AZQAWWMFM4I3XIOZI\n",
      "CLIENT_SECRET:0G02XW3JUA4XIBNNBB5N1G4QUXC1MY3QZGT21DGJITJ2YYY3\n",
      "LIMIT =  100\n",
      "radius =  500\n"
     ]
    }
   ],
   "source": [
    "CLIENT_ID = 'Y3FU1X0JU1Z2YKUNLTUCCWH5K0DMDA0AZQAWWMFM4I3XIOZI' # your Foursquare ID\n",
    "CLIENT_SECRET = '0G02XW3JUA4XIBNNBB5N1G4QUXC1MY3QZGT21DGJITJ2YYY3' # your Foursquare Secret\n",
    "VERSION = '20180605' # Foursquare API version\n",
    "\n",
    "LIMIT = 100 # limit of number of venues returned by Foursquare API\n",
    "radius = 500 # define radius\n",
    "\n",
    "print('Your credentails:')\n",
    "print('CLIENT_ID: ' + CLIENT_ID)\n",
    "print('CLIENT_SECRET:' + CLIENT_SECRET)\n",
    "print('LIMIT = ', LIMIT)\n",
    "print('radius = ', radius)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create a function to repeat the same process to all the neighborhoods in Manhattan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getNearbyVenues(names, latitudes, longitudes, radius=500):\n",
    "    \n",
    "    venues_list=[]\n",
    "    for name, lat, lng in tqdm(zip(names, latitudes, longitudes), total=len(names)):\n",
    "            \n",
    "        # create the API request URL\n",
    "        url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
    "            CLIENT_ID, \n",
    "            CLIENT_SECRET, \n",
    "            VERSION, \n",
    "            lat, \n",
    "            lng, \n",
    "            radius, \n",
    "            LIMIT)\n",
    "        \n",
    "#         print(url)\n",
    "        \n",
    "        # make the GET request\n",
    "        results = requests.get(url).json()[\"response\"]['groups'][0]['items']\n",
    "        \n",
    "        # return only relevant information for each nearby venue\n",
    "        venues_list.append([(\n",
    "            name, \n",
    "            lat, \n",
    "            lng, \n",
    "            v['venue']['name'], \n",
    "            v['venue']['location']['lat'], \n",
    "            v['venue']['location']['lng'],  \n",
    "            v['venue']['categories'][0]['name']) for v in results])\n",
    "\n",
    "    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n",
    "    nearby_venues.columns = ['Neighborhood', \n",
    "                  'Neighborhood Latitude', \n",
    "                  'Neighborhood Longitude', \n",
    "                  'Venue', \n",
    "                  'Venue Latitude', \n",
    "                  'Venue Longitude', \n",
    "                  'Venue Category']\n",
    "    \n",
    "    return(nearby_venues)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Now write the code to run the above function on each neighborhood and create a new dataframe called *manhattan_venues*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n",
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      "\u001b[A\u001b[A\u001b[A"
     ]
    }
   ],
   "source": [
    "moscow_venues = getNearbyVenues(postcodes_loc_df['postal_code'], postcodes_loc_df['latitude'], postcodes_loc_df['longitude'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6601, 7)\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>Neighborhood</th>\n",
       "      <th>Neighborhood Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
       "      <th>Venue Latitude</th>\n",
       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>101000</td>\n",
       "      <td>55.760943</td>\n",
       "      <td>37.634282</td>\n",
       "      <td>Хачапури</td>\n",
       "      <td>55.761583</td>\n",
       "      <td>37.635856</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>101000</td>\n",
       "      <td>55.760943</td>\n",
       "      <td>37.634282</td>\n",
       "      <td>Чайных дел мастерская</td>\n",
       "      <td>55.761063</td>\n",
       "      <td>37.635439</td>\n",
       "      <td>Tea Room</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>101000</td>\n",
       "      <td>55.760943</td>\n",
       "      <td>37.634282</td>\n",
       "      <td>Time Club «Убежище»</td>\n",
       "      <td>55.761148</td>\n",
       "      <td>37.637729</td>\n",
       "      <td>Gaming Cafe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>101000</td>\n",
       "      <td>55.760943</td>\n",
       "      <td>37.634282</td>\n",
       "      <td>Double B Coffee &amp; Tea</td>\n",
       "      <td>55.761527</td>\n",
       "      <td>37.631717</td>\n",
       "      <td>Coffee Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>101000</td>\n",
       "      <td>55.760943</td>\n",
       "      <td>37.634282</td>\n",
       "      <td>Особняк Салтыкова-Черткова</td>\n",
       "      <td>55.760387</td>\n",
       "      <td>37.631293</td>\n",
       "      <td>Historic Site</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Neighborhood  Neighborhood Latitude  Neighborhood Longitude  \\\n",
       "0        101000              55.760943               37.634282   \n",
       "1        101000              55.760943               37.634282   \n",
       "2        101000              55.760943               37.634282   \n",
       "3        101000              55.760943               37.634282   \n",
       "4        101000              55.760943               37.634282   \n",
       "\n",
       "                        Venue  Venue Latitude  Venue Longitude  \\\n",
       "0                    Хачапури       55.761583        37.635856   \n",
       "1       Чайных дел мастерская       55.761063        37.635439   \n",
       "2         Time Club «Убежище»       55.761148        37.637729   \n",
       "3       Double B Coffee & Tea       55.761527        37.631717   \n",
       "4  Особняк Салтыкова-Черткова       55.760387        37.631293   \n",
       "\n",
       "         Venue Category  \n",
       "0  Caucasian Restaurant  \n",
       "1              Tea Room  \n",
       "2           Gaming Cafe  \n",
       "3           Coffee Shop  \n",
       "4         Historic Site  "
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(moscow_venues.shape)\n",
    "moscow_venues.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\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>Neighborhood Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
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       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
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       "      <td>14</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>105175</th>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105187</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105203</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105215</th>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105264</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105275</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105318</th>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105425</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105484</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105523</th>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105554</th>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105568</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107014</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107023</th>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107031</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121096</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121099</th>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121108</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121151</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121165</th>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121170</th>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121248</th>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121309</th>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121351</th>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121352</th>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121353</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121354</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121357</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121359</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121374</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121433</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121467</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121471</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121552</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121596</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121601</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121609</th>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121614</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121615</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123001</th>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123007</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123022</th>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123056</th>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123060</th>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123098</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>298 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Neighborhood Latitude  Neighborhood Longitude  Venue  \\\n",
       "Neighborhood                                                         \n",
       "101000                           98                      98     98   \n",
       "103274                           23                      23     23   \n",
       "105005                           47                      47     47   \n",
       "105037                           17                      17     17   \n",
       "105043                           19                      19     19   \n",
       "105062                           65                      65     65   \n",
       "105064                           42                      42     42   \n",
       "105066                           32                      32     32   \n",
       "105077                            9                       9      9   \n",
       "105082                           14                      14     14   \n",
       "105094                           41                      41     41   \n",
       "105118                            5                       5      5   \n",
       "105120                           24                      24     24   \n",
       "105122                           13                      13     13   \n",
       "105173                            6                       6      6   \n",
       "105175                           35                      35     35   \n",
       "105187                           11                      11     11   \n",
       "105203                            6                       6      6   \n",
       "105215                           34                      34     34   \n",
       "105264                           16                      16     16   \n",
       "105275                            8                       8      8   \n",
       "105318                           75                      75     75   \n",
       "105425                           11                      11     11   \n",
       "105484                           10                      10     10   \n",
       "105523                           25                      25     25   \n",
       "105554                           27                      27     27   \n",
       "105568                            4                       4      4   \n",
       "107014                           15                      15     15   \n",
       "107023                           56                      56     56   \n",
       "107031                          100                     100    100   \n",
       "...                             ...                     ...    ...   \n",
       "121096                           13                      13     13   \n",
       "121099                           65                      65     65   \n",
       "121108                           12                      12     12   \n",
       "121151                           21                      21     21   \n",
       "121165                           49                      49     49   \n",
       "121170                           46                      46     46   \n",
       "121248                           98                      98     98   \n",
       "121309                           29                      29     29   \n",
       "121351                           22                      22     22   \n",
       "121352                           52                      52     52   \n",
       "121353                            3                       3      3   \n",
       "121354                           13                      13     13   \n",
       "121357                            8                       8      8   \n",
       "121359                           12                      12     12   \n",
       "121374                           17                      17     17   \n",
       "121433                           11                      11     11   \n",
       "121467                           12                      12     12   \n",
       "121471                            4                       4      4   \n",
       "121552                           13                      13     13   \n",
       "121596                           24                      24     24   \n",
       "121601                           13                      13     13   \n",
       "121609                           44                      44     44   \n",
       "121614                            4                       4      4   \n",
       "121615                           19                      19     19   \n",
       "123001                           86                      86     86   \n",
       "123007                           20                      20     20   \n",
       "123022                           63                      63     63   \n",
       "123056                           75                      75     75   \n",
       "123060                           47                      47     47   \n",
       "123098                            7                       7      7   \n",
       "\n",
       "              Venue Latitude  Venue Longitude  Venue Category  \n",
       "Neighborhood                                                   \n",
       "101000                    98               98              98  \n",
       "103274                    23               23              23  \n",
       "105005                    47               47              47  \n",
       "105037                    17               17              17  \n",
       "105043                    19               19              19  \n",
       "105062                    65               65              65  \n",
       "105064                    42               42              42  \n",
       "105066                    32               32              32  \n",
       "105077                     9                9               9  \n",
       "105082                    14               14              14  \n",
       "105094                    41               41              41  \n",
       "105118                     5                5               5  \n",
       "105120                    24               24              24  \n",
       "105122                    13               13              13  \n",
       "105173                     6                6               6  \n",
       "105175                    35               35              35  \n",
       "105187                    11               11              11  \n",
       "105203                     6                6               6  \n",
       "105215                    34               34              34  \n",
       "105264                    16               16              16  \n",
       "105275                     8                8               8  \n",
       "105318                    75               75              75  \n",
       "105425                    11               11              11  \n",
       "105484                    10               10              10  \n",
       "105523                    25               25              25  \n",
       "105554                    27               27              27  \n",
       "105568                     4                4               4  \n",
       "107014                    15               15              15  \n",
       "107023                    56               56              56  \n",
       "107031                   100              100             100  \n",
       "...                      ...              ...             ...  \n",
       "121096                    13               13              13  \n",
       "121099                    65               65              65  \n",
       "121108                    12               12              12  \n",
       "121151                    21               21              21  \n",
       "121165                    49               49              49  \n",
       "121170                    46               46              46  \n",
       "121248                    98               98              98  \n",
       "121309                    29               29              29  \n",
       "121351                    22               22              22  \n",
       "121352                    52               52              52  \n",
       "121353                     3                3               3  \n",
       "121354                    13               13              13  \n",
       "121357                     8                8               8  \n",
       "121359                    12               12              12  \n",
       "121374                    17               17              17  \n",
       "121433                    11               11              11  \n",
       "121467                    12               12              12  \n",
       "121471                     4                4               4  \n",
       "121552                    13               13              13  \n",
       "121596                    24               24              24  \n",
       "121601                    13               13              13  \n",
       "121609                    44               44              44  \n",
       "121614                     4                4               4  \n",
       "121615                    19               19              19  \n",
       "123001                    86               86              86  \n",
       "123007                    20               20              20  \n",
       "123022                    63               63              63  \n",
       "123056                    75               75              75  \n",
       "123060                    47               47              47  \n",
       "123098                     7                7               7  \n",
       "\n",
       "[298 rows x 6 columns]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moscow_venues.groupby('Neighborhood').count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's find out how many unique categories can be curated from all the returned venues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 370 uniques categories.\n"
     ]
    }
   ],
   "source": [
    "print('There are {} uniques categories.'.format(len(moscow_venues['Venue Category'].unique())))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Analyze Each Neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "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>Zoo Exhibit</th>\n",
       "      <th>Accessories Store</th>\n",
       "      <th>Adult Boutique</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Amphitheater</th>\n",
       "      <th>Antique Shop</th>\n",
       "      <th>Aquarium</th>\n",
       "      <th>Arcade</th>\n",
       "      <th>Argentinian Restaurant</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>...</th>\n",
       "      <th>Warehouse Store</th>\n",
       "      <th>Watch Shop</th>\n",
       "      <th>Water Park</th>\n",
       "      <th>Whisky Bar</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Wine Shop</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Women's Store</th>\n",
       "      <th>Yoga Studio</th>\n",
       "      <th>Zoo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 370 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Zoo Exhibit  Accessories Store  Adult Boutique  American Restaurant  \\\n",
       "0            0                  0               0                    0   \n",
       "1            0                  0               0                    0   \n",
       "2            0                  0               0                    0   \n",
       "3            0                  0               0                    0   \n",
       "4            0                  0               0                    0   \n",
       "\n",
       "   Amphitheater  Antique Shop  Aquarium  Arcade  Argentinian Restaurant  \\\n",
       "0             0             0         0       0                       0   \n",
       "1             0             0         0       0                       0   \n",
       "2             0             0         0       0                       0   \n",
       "3             0             0         0       0                       0   \n",
       "4             0             0         0       0                       0   \n",
       "\n",
       "   Art Gallery ...   Warehouse Store  Watch Shop  Water Park  Whisky Bar  \\\n",
       "0            0 ...                 0           0           0           0   \n",
       "1            0 ...                 0           0           0           0   \n",
       "2            0 ...                 0           0           0           0   \n",
       "3            0 ...                 0           0           0           0   \n",
       "4            0 ...                 0           0           0           0   \n",
       "\n",
       "   Wine Bar  Wine Shop  Wings Joint  Women's Store  Yoga Studio  Zoo  \n",
       "0         0          0            0              0            0    0  \n",
       "1         0          0            0              0            0    0  \n",
       "2         0          0            0              0            0    0  \n",
       "3         0          0            0              0            0    0  \n",
       "4         0          0            0              0            0    0  \n",
       "\n",
       "[5 rows x 370 columns]"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# one hot encoding\n",
    "moscow_onehot = pd.get_dummies(moscow_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
    "\n",
    "# add neighborhood column back to dataframe\n",
    "moscow_onehot['Neighborhood'] = moscow_venues['Neighborhood'] \n",
    "\n",
    "# move neighborhood column to the first column\n",
    "fixed_columns = [moscow_onehot.columns[-1]] + list(moscow_onehot.columns[:-1])\n",
    "moscow_onehot = moscow_onehot[fixed_columns]\n",
    "\n",
    "moscow_onehot.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And let's examine the new dataframe size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6601, 370)"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moscow_onehot.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Next, let's group rows by neighborhood and by taking the mean of the frequency of occurrence of each category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "\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>Neighborhood</th>\n",
       "      <th>Zoo Exhibit</th>\n",
       "      <th>Accessories Store</th>\n",
       "      <th>Adult Boutique</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Amphitheater</th>\n",
       "      <th>Antique Shop</th>\n",
       "      <th>Aquarium</th>\n",
       "      <th>Arcade</th>\n",
       "      <th>Argentinian Restaurant</th>\n",
       "      <th>...</th>\n",
       "      <th>Warehouse Store</th>\n",
       "      <th>Watch Shop</th>\n",
       "      <th>Water Park</th>\n",
       "      <th>Whisky Bar</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Wine Shop</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Women's Store</th>\n",
       "      <th>Yoga Studio</th>\n",
       "      <th>Zoo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>101000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.020408</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.030612</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>103274</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.000000</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>105005</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>105037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>105043</td>\n",
       "      <td>0.052632</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 370 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Neighborhood  Zoo Exhibit  Accessories Store  Adult Boutique  \\\n",
       "0        101000     0.000000                0.0        0.010204   \n",
       "1        103274     0.000000                0.0        0.000000   \n",
       "2        105005     0.000000                0.0        0.000000   \n",
       "3        105037     0.000000                0.0        0.000000   \n",
       "4        105043     0.052632                0.0        0.000000   \n",
       "\n",
       "   American Restaurant  Amphitheater  Antique Shop  Aquarium    Arcade  \\\n",
       "0                  0.0           0.0           0.0       0.0  0.020408   \n",
       "1                  0.0           0.0           0.0       0.0  0.000000   \n",
       "2                  0.0           0.0           0.0       0.0  0.021277   \n",
       "3                  0.0           0.0           0.0       0.0  0.000000   \n",
       "4                  0.0           0.0           0.0       0.0  0.000000   \n",
       "\n",
       "   Argentinian Restaurant ...   Warehouse Store  Watch Shop  Water Park  \\\n",
       "0                     0.0 ...               0.0         0.0         0.0   \n",
       "1                     0.0 ...               0.0         0.0         0.0   \n",
       "2                     0.0 ...               0.0         0.0         0.0   \n",
       "3                     0.0 ...               0.0         0.0         0.0   \n",
       "4                     0.0 ...               0.0         0.0         0.0   \n",
       "\n",
       "   Whisky Bar  Wine Bar  Wine Shop  Wings Joint  Women's Store  Yoga Studio  \\\n",
       "0         0.0  0.020408        0.0          0.0            0.0     0.030612   \n",
       "1         0.0  0.000000        0.0          0.0            0.0     0.000000   \n",
       "2         0.0  0.000000        0.0          0.0            0.0     0.000000   \n",
       "3         0.0  0.000000        0.0          0.0            0.0     0.000000   \n",
       "4         0.0  0.000000        0.0          0.0            0.0     0.000000   \n",
       "\n",
       "   Zoo  \n",
       "0  0.0  \n",
       "1  0.0  \n",
       "2  0.0  \n",
       "3  0.0  \n",
       "4  0.0  \n",
       "\n",
       "[5 rows x 370 columns]"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moscow_grouped = moscow_onehot.groupby('Neighborhood').mean().reset_index()\n",
    "moscow_grouped.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's confirm the new size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(298, 370)"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moscow_grouped.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's print each neighborhood along with the top 5 most common venues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----101000----\n",
      "                  venue  freq\n",
      "0           Coffee Shop  0.09\n",
      "1                Hostel  0.05\n",
      "2           Gaming Cafe  0.04\n",
      "3  Caucasian Restaurant  0.04\n",
      "4          Dance Studio  0.04\n",
      "\n",
      "\n",
      "----103274----\n",
      "                venue  freq\n",
      "0  Seafood Restaurant  0.13\n",
      "1  Italian Restaurant  0.09\n",
      "2         Karaoke Bar  0.04\n",
      "3        Gourmet Shop  0.04\n",
      "4          Steakhouse  0.04\n",
      "\n",
      "\n",
      "----105005----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.09\n",
      "1           Hookah Bar  0.06\n",
      "2         Dance Studio  0.04\n",
      "3  Dumpling Restaurant  0.04\n",
      "4                Hotel  0.02\n",
      "\n",
      "\n",
      "----105037----\n",
      "                 venue  freq\n",
      "0        Grocery Store  0.12\n",
      "1          Supermarket  0.12\n",
      "2  Arts & Crafts Store  0.06\n",
      "3                 Café  0.06\n",
      "4            Bookstore  0.06\n",
      "\n",
      "\n",
      "----105043----\n",
      "                 venue  freq\n",
      "0  Sporting Goods Shop  0.11\n",
      "1          Supermarket  0.11\n",
      "2          Zoo Exhibit  0.05\n",
      "3               Bakery  0.05\n",
      "4   Salon / Barbershop  0.05\n",
      "\n",
      "\n",
      "----105062----\n",
      "                  venue  freq\n",
      "0           Coffee Shop  0.15\n",
      "1                  Café  0.06\n",
      "2              Beer Bar  0.06\n",
      "3               Theater  0.05\n",
      "4  Gym / Fitness Center  0.03\n",
      "\n",
      "\n",
      "----105064----\n",
      "                           venue  freq\n",
      "0                    Coffee Shop  0.17\n",
      "1           Gym / Fitness Center  0.10\n",
      "2  Vegetarian / Vegan Restaurant  0.05\n",
      "3             Italian Restaurant  0.05\n",
      "4                        Theater  0.05\n",
      "\n",
      "\n",
      "----105066----\n",
      "                  venue  freq\n",
      "0           Coffee Shop  0.12\n",
      "1  Caucasian Restaurant  0.06\n",
      "2  Gym / Fitness Center  0.06\n",
      "3                  Café  0.06\n",
      "4             Gift Shop  0.03\n",
      "\n",
      "\n",
      "----105077----\n",
      "               venue  freq\n",
      "0            Theater  0.11\n",
      "1           Bus Stop  0.11\n",
      "2    Bed & Breakfast  0.11\n",
      "3  French Restaurant  0.11\n",
      "4             Garden  0.11\n",
      "\n",
      "\n",
      "----105082----\n",
      "          venue  freq\n",
      "0  Dessert Shop  0.07\n",
      "1  Dance Studio  0.07\n",
      "2   Tailor Shop  0.07\n",
      "3      Tea Room  0.07\n",
      "4       Theater  0.07\n",
      "\n",
      "\n",
      "----105094----\n",
      "                         venue  freq\n",
      "0                         Café  0.10\n",
      "1            Electronics Store  0.07\n",
      "2                  Coffee Shop  0.07\n",
      "3                          Bar  0.05\n",
      "4  Eastern European Restaurant  0.05\n",
      "\n",
      "\n",
      "----105118----\n",
      "               venue  freq\n",
      "0  Convenience Store   0.2\n",
      "1        Supermarket   0.2\n",
      "2               Park   0.2\n",
      "3            Stadium   0.2\n",
      "4     Cosmetics Shop   0.2\n",
      "\n",
      "\n",
      "----105120----\n",
      "              venue  freq\n",
      "0        Restaurant  0.08\n",
      "1      Gourmet Shop  0.04\n",
      "2  Recording Studio  0.04\n",
      "3       Music Store  0.04\n",
      "4         Nightclub  0.04\n",
      "\n",
      "\n",
      "----105122----\n",
      "                       venue  freq\n",
      "0               Gourmet Shop  0.08\n",
      "1                     Arcade  0.08\n",
      "2  Middle Eastern Restaurant  0.08\n",
      "3                Coffee Shop  0.08\n",
      "4                     Garden  0.08\n",
      "\n",
      "\n",
      "----105173----\n",
      "               venue  freq\n",
      "0        Supermarket  0.33\n",
      "1  Convenience Store  0.17\n",
      "2              Trail  0.17\n",
      "3           Bus Stop  0.17\n",
      "4      Big Box Store  0.17\n",
      "\n",
      "\n",
      "----105175----\n",
      "                       venue  freq\n",
      "0                 Restaurant  0.09\n",
      "1                      Plaza  0.06\n",
      "2  Middle Eastern Restaurant  0.06\n",
      "3       Gym / Fitness Center  0.06\n",
      "4        Lebanese Restaurant  0.03\n",
      "\n",
      "\n",
      "----105187----\n",
      "                          venue  freq\n",
      "0  Theme Park Ride / Attraction  0.18\n",
      "1                       Brewery  0.09\n",
      "2                           Pub  0.09\n",
      "3                          Park  0.09\n",
      "4                    Theme Park  0.09\n",
      "\n",
      "\n",
      "----105203----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.33\n",
      "1           Supermarket  0.17\n",
      "2             Rest Area  0.17\n",
      "3                 Plaza  0.17\n",
      "4                Market  0.17\n",
      "\n",
      "\n",
      "----105215----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.12\n",
      "1              Bus Line  0.09\n",
      "2          Gourmet Shop  0.06\n",
      "3           Flower Shop  0.06\n",
      "4              Gym Pool  0.06\n",
      "\n",
      "\n",
      "----105264----\n",
      "                  venue  freq\n",
      "0              Pharmacy  0.19\n",
      "1          Dance Studio  0.12\n",
      "2                  Road  0.06\n",
      "3    Athletics & Sports  0.06\n",
      "4  Gym / Fitness Center  0.06\n",
      "\n",
      "\n",
      "----105275----\n",
      "                venue  freq\n",
      "0            Pharmacy  0.25\n",
      "1  Athletics & Sports  0.12\n",
      "2         Supermarket  0.12\n",
      "3     Bed & Breakfast  0.12\n",
      "4        Food Service  0.12\n",
      "\n",
      "\n",
      "----105318----\n",
      "                  venue  freq\n",
      "0           Coffee Shop  0.07\n",
      "1  Fast Food Restaurant  0.05\n",
      "2          Dance Studio  0.05\n",
      "3  Gym / Fitness Center  0.04\n",
      "4            Hobby Shop  0.04\n",
      "\n",
      "\n",
      "----105425----\n",
      "           venue  freq\n",
      "0     Restaurant  0.27\n",
      "1  Grocery Store  0.18\n",
      "2    Supermarket  0.09\n",
      "3    Pizza Place  0.09\n",
      "4       Pharmacy  0.09\n",
      "\n",
      "\n",
      "----105484----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center   0.3\n",
      "1                 Plaza   0.1\n",
      "2                Market   0.1\n",
      "3             Pool Hall   0.1\n",
      "4       Automotive Shop   0.1\n",
      "\n",
      "\n",
      "----105523----\n",
      "                  venue  freq\n",
      "0        Clothing Store  0.08\n",
      "1     Electronics Store  0.08\n",
      "2  Gym / Fitness Center  0.08\n",
      "3             Pool Hall  0.08\n",
      "4     Convenience Store  0.08\n",
      "\n",
      "\n",
      "----105554----\n",
      "          venue  freq\n",
      "0    Playground  0.07\n",
      "1          Park  0.07\n",
      "2     Bookstore  0.07\n",
      "3  Burger Joint  0.04\n",
      "4           Gym  0.04\n",
      "\n",
      "\n",
      "----105568----\n",
      "                   venue  freq\n",
      "0            Supermarket  0.50\n",
      "1                    Gym  0.25\n",
      "2              Cafeteria  0.25\n",
      "3            Zoo Exhibit  0.00\n",
      "4  Performing Arts Venue  0.00\n",
      "\n",
      "\n",
      "----107014----\n",
      "         venue  freq\n",
      "0         Lake  0.20\n",
      "1        Trail  0.13\n",
      "2  Pizza Place  0.07\n",
      "3    BBQ Joint  0.07\n",
      "4         Café  0.07\n",
      "\n",
      "\n",
      "----107023----\n",
      "                venue  freq\n",
      "0  Photography Studio  0.16\n",
      "1   Electronics Store  0.07\n",
      "2                Café  0.07\n",
      "3         Coffee Shop  0.05\n",
      "4        Camera Store  0.04\n",
      "\n",
      "\n",
      "----107031----\n",
      "          venue  freq\n",
      "0      Boutique  0.07\n",
      "1   Coffee Shop  0.06\n",
      "2  Cocktail Bar  0.05\n",
      "3    Restaurant  0.04\n",
      "4   Yoga Studio  0.04\n",
      "\n",
      "\n",
      "----107045----\n",
      "         venue  freq\n",
      "0      Theater  0.08\n",
      "1       Bakery  0.05\n",
      "2          Bar  0.05\n",
      "3  Coffee Shop  0.05\n",
      "4   Restaurant  0.03\n",
      "\n",
      "\n",
      "----107061----\n",
      "               venue  freq\n",
      "0        Coffee Shop  0.09\n",
      "1       Dance Studio  0.09\n",
      "2  Health Food Store  0.06\n",
      "3             Arcade  0.06\n",
      "4               Café  0.03\n",
      "\n",
      "\n",
      "----107065----\n",
      "            venue  freq\n",
      "0     Supermarket   0.3\n",
      "1     Dairy Store   0.1\n",
      "2  Shop & Service   0.1\n",
      "3          Bakery   0.1\n",
      "4       Pet Store   0.1\n",
      "\n",
      "\n",
      "----107076----\n",
      "                 venue  freq\n",
      "0                 Café  0.11\n",
      "1          Music Venue  0.11\n",
      "2          Coffee Shop  0.11\n",
      "3  Japanese Restaurant  0.06\n",
      "4   Photography Studio  0.06\n",
      "\n",
      "\n",
      "----107078----\n",
      "               venue  freq\n",
      "0        Coffee Shop  0.08\n",
      "1         Restaurant  0.05\n",
      "2              Diner  0.04\n",
      "3  Electronics Store  0.04\n",
      "4             Bakery  0.04\n",
      "\n",
      "\n",
      "----107113----\n",
      "                 venue  freq\n",
      "0           Playground  0.14\n",
      "1  Sporting Goods Shop  0.09\n",
      "2          Zoo Exhibit  0.05\n",
      "3                Trail  0.05\n",
      "4         Hockey Field  0.05\n",
      "\n",
      "\n",
      "----107140----\n",
      "                   venue  freq\n",
      "0            Coffee Shop  0.15\n",
      "1               Platform  0.11\n",
      "2   Fast Food Restaurant  0.11\n",
      "3   Gym / Fitness Center  0.07\n",
      "4  Vietnamese Restaurant  0.04\n",
      "\n",
      "\n",
      "----107143----\n",
      "                  venue  freq\n",
      "0                 Hotel   0.2\n",
      "1          Hockey Arena   0.2\n",
      "2  Gym / Fitness Center   0.2\n",
      "3     Martial Arts Dojo   0.2\n",
      "4         Auto Workshop   0.2\n",
      "\n",
      "\n",
      "----107150----\n",
      "                  venue  freq\n",
      "0          Dance Studio  0.29\n",
      "1  Gym / Fitness Center  0.29\n",
      "2               Brewery  0.14\n",
      "3      Department Store  0.14\n",
      "4                  Park  0.14\n",
      "\n",
      "\n",
      "----107207----\n",
      "               venue  freq\n",
      "0               Café  0.33\n",
      "1     Cosmetics Shop  0.17\n",
      "2          Bookstore  0.17\n",
      "3  Convenience Store  0.17\n",
      "4   Sushi Restaurant  0.17\n",
      "\n",
      "\n",
      "----107241----\n",
      "            venue  freq\n",
      "0            Café  0.33\n",
      "1       Bookstore  0.11\n",
      "2        Car Wash  0.11\n",
      "3  Cosmetics Shop  0.11\n",
      "4        Bus Stop  0.11\n",
      "\n",
      "\n",
      "----107258----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.17\n",
      "1           Coffee Shop  0.08\n",
      "2     Convenience Store  0.08\n",
      "3          Tennis Court  0.08\n",
      "4                  Café  0.08\n",
      "\n",
      "\n",
      "----107370----\n",
      "                  venue  freq\n",
      "0            Playground   0.2\n",
      "1  Gym / Fitness Center   0.2\n",
      "2                  Park   0.2\n",
      "3                 Track   0.2\n",
      "4               Butcher   0.2\n",
      "\n",
      "\n",
      "----107392----\n",
      "                  venue  freq\n",
      "0            Playground  0.14\n",
      "1  Gym / Fitness Center  0.14\n",
      "2            Vape Store  0.14\n",
      "3        Cosmetics Shop  0.14\n",
      "4          Cupcake Shop  0.14\n",
      "\n",
      "\n",
      "----107497----\n",
      "           venue  freq\n",
      "0    Supermarket  0.17\n",
      "1        Dog Run  0.17\n",
      "2       Bus Stop  0.17\n",
      "3           Café  0.17\n",
      "4  Auto Workshop  0.17\n",
      "\n",
      "\n",
      "----107553----\n",
      "               venue  freq\n",
      "0         Hookah Bar  0.07\n",
      "1         Sports Bar  0.07\n",
      "2  Convenience Store  0.07\n",
      "3             Museum  0.07\n",
      "4     Ice Cream Shop  0.07\n",
      "\n",
      "\n",
      "----107564----\n",
      "               venue  freq\n",
      "0        Supermarket   0.4\n",
      "1  Convenience Store   0.2\n",
      "2             Bakery   0.2\n",
      "3        Pizza Place   0.2\n",
      "4             Palace   0.0\n",
      "\n",
      "\n",
      "----107589----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               venue  freq\n",
      "0        Supermarket  0.13\n",
      "1  Outdoor Sculpture  0.07\n",
      "2     Farmers Market  0.07\n",
      "3        Pizza Place  0.07\n",
      "4           Fountain  0.07\n",
      "\n",
      "\n",
      "----109004----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.08\n",
      "1            Restaurant  0.08\n",
      "2           Coffee Shop  0.08\n",
      "3           Karaoke Bar  0.04\n",
      "4                Bakery  0.04\n",
      "\n",
      "\n",
      "----109028----\n",
      "                venue  freq\n",
      "0         Art Gallery  0.07\n",
      "1                Café  0.07\n",
      "2               Plaza  0.07\n",
      "3         Coffee Shop  0.04\n",
      "4  Miscellaneous Shop  0.04\n",
      "\n",
      "\n",
      "----109029----\n",
      "                   venue  freq\n",
      "0   Gym / Fitness Center  0.14\n",
      "1                   Park  0.09\n",
      "2  Performing Arts Venue  0.09\n",
      "3                    Gym  0.05\n",
      "4          Auto Workshop  0.05\n",
      "\n",
      "\n",
      "----109044----\n",
      "                           venue  freq\n",
      "0                    Coffee Shop  0.09\n",
      "1                Bed & Breakfast  0.05\n",
      "2  Vegetarian / Vegan Restaurant  0.05\n",
      "3                           Café  0.05\n",
      "4               Sushi Restaurant  0.05\n",
      "\n",
      "\n",
      "----109052----\n",
      "                 venue  freq\n",
      "0   Photography Studio  0.18\n",
      "1    Convenience Store  0.12\n",
      "2          Supermarket  0.06\n",
      "3  Arts & Crafts Store  0.06\n",
      "4         Burger Joint  0.06\n",
      "\n",
      "\n",
      "----109074----\n",
      "                venue  freq\n",
      "0               Plaza  0.06\n",
      "1         Coffee Shop  0.06\n",
      "2                Park  0.05\n",
      "3              Bakery  0.04\n",
      "4  Seafood Restaurant  0.04\n",
      "\n",
      "\n",
      "----109117----\n",
      "              venue  freq\n",
      "0       Supermarket   0.2\n",
      "1           Dog Run   0.2\n",
      "2              Park   0.2\n",
      "3  Pedestrian Plaza   0.2\n",
      "4              Café   0.2\n",
      "\n",
      "\n",
      "----109125----\n",
      "                venue  freq\n",
      "0         Supermarket   0.2\n",
      "1        Soccer Field   0.2\n",
      "2  Italian Restaurant   0.2\n",
      "3       Auto Workshop   0.2\n",
      "4   Convenience Store   0.2\n",
      "\n",
      "\n",
      "----109129----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.27\n",
      "1           Pizza Place  0.09\n",
      "2              Bus Stop  0.09\n",
      "3                 Hotel  0.09\n",
      "4              Pharmacy  0.09\n",
      "\n",
      "\n",
      "----109145----\n",
      "            venue  freq\n",
      "0   Grocery Store  0.14\n",
      "1     Supermarket  0.14\n",
      "2  Massage Studio  0.07\n",
      "3  Hardware Store  0.07\n",
      "4   Big Box Store  0.07\n",
      "\n",
      "\n",
      "----109147----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.07\n",
      "1                Café  0.05\n",
      "2          Restaurant  0.04\n",
      "3                Park  0.04\n",
      "4  Italian Restaurant  0.04\n",
      "\n",
      "\n",
      "----109153----\n",
      "                  venue  freq\n",
      "0           Supermarket  0.18\n",
      "1  Fast Food Restaurant  0.09\n",
      "2        Cosmetics Shop  0.09\n",
      "3           Karaoke Bar  0.05\n",
      "4           Pizza Place  0.05\n",
      "\n",
      "\n",
      "----109156----\n",
      "                  venue  freq\n",
      "0           Supermarket  0.21\n",
      "1      Sushi Restaurant  0.07\n",
      "2  Fast Food Restaurant  0.07\n",
      "3        Cosmetics Shop  0.07\n",
      "4           Coffee Shop  0.07\n",
      "\n",
      "\n",
      "----109202----\n",
      "               venue  freq\n",
      "0        Supermarket  0.17\n",
      "1        Bus Station  0.17\n",
      "2           Pharmacy  0.17\n",
      "3               Café  0.17\n",
      "4  Food & Drink Shop  0.17\n",
      "\n",
      "\n",
      "----109235----\n",
      "               venue  freq\n",
      "0  Convenience Store  0.17\n",
      "1  Food & Drink Shop  0.17\n",
      "2         Restaurant  0.17\n",
      "3       Soccer Field  0.17\n",
      "4              Track  0.17\n",
      "\n",
      "\n",
      "----109240----\n",
      "                           venue  freq\n",
      "0                         Arcade  0.09\n",
      "1                           Café  0.07\n",
      "2             Salon / Barbershop  0.05\n",
      "3  Vegetarian / Vegan Restaurant  0.05\n",
      "4                    Supermarket  0.05\n",
      "\n",
      "\n",
      "----109263----\n",
      "          venue  freq\n",
      "0   Supermarket  0.12\n",
      "1  Soccer Field  0.12\n",
      "2      Bus Stop  0.12\n",
      "3        Notary  0.12\n",
      "4     Pool Hall  0.12\n",
      "\n",
      "\n",
      "----109316----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.12\n",
      "1                 Track  0.06\n",
      "2                 Plaza  0.06\n",
      "3     Convenience Store  0.06\n",
      "4         Auto Workshop  0.06\n",
      "\n",
      "\n",
      "----109341----\n",
      "               venue  freq\n",
      "0        Supermarket  0.18\n",
      "1      Big Box Store  0.05\n",
      "2     Farmers Market  0.05\n",
      "3  Convenience Store  0.05\n",
      "4            Theater  0.05\n",
      "\n",
      "\n",
      "----109369----\n",
      "                       venue  freq\n",
      "0                Music Store  0.12\n",
      "1                Supermarket  0.12\n",
      "2  Middle Eastern Restaurant  0.12\n",
      "3                        Gym  0.12\n",
      "4                   Bus Stop  0.12\n",
      "\n",
      "\n",
      "----109377----\n",
      "                           venue  freq\n",
      "0              Mobile Phone Shop  0.11\n",
      "1                 Cosmetics Shop  0.11\n",
      "2  Paper / Office Supplies Store  0.06\n",
      "3                           Café  0.06\n",
      "4                    Flower Shop  0.06\n",
      "\n",
      "\n",
      "----109378----\n",
      "                 venue  freq\n",
      "0          Supermarket  0.22\n",
      "1             Bus Line  0.11\n",
      "2        Moving Target  0.11\n",
      "3             Bus Stop  0.11\n",
      "4  Rental Car Location  0.11\n",
      "\n",
      "\n",
      "----109380----\n",
      "                 venue  freq\n",
      "0          Supermarket  0.25\n",
      "1    Food & Drink Shop  0.25\n",
      "2          Bus Station  0.25\n",
      "3       Tennis Stadium  0.25\n",
      "4  Peruvian Restaurant  0.00\n",
      "\n",
      "\n",
      "----109382----\n",
      "                venue  freq\n",
      "0       Auto Workshop  0.75\n",
      "1  Photography Studio  0.25\n",
      "2         Zoo Exhibit  0.00\n",
      "3         Planetarium  0.00\n",
      "4      Pilates Studio  0.00\n",
      "\n",
      "\n",
      "----109383----\n",
      "                           venue  freq\n",
      "0                   Skating Rink  0.25\n",
      "1           Gym / Fitness Center  0.25\n",
      "2                           Café  0.25\n",
      "3              Convenience Store  0.25\n",
      "4  Paper / Office Supplies Store  0.00\n",
      "\n",
      "\n",
      "----109386----\n",
      "              venue  freq\n",
      "0              Park  0.19\n",
      "1               Gym  0.06\n",
      "2  Asian Restaurant  0.06\n",
      "3          Bus Stop  0.06\n",
      "4     Bowling Alley  0.06\n",
      "\n",
      "\n",
      "----109387----\n",
      "           venue  freq\n",
      "0     Restaurant  0.50\n",
      "1   Dance Studio  0.25\n",
      "2  Auto Workshop  0.25\n",
      "3    Zoo Exhibit  0.00\n",
      "4       Pet Café  0.00\n",
      "\n",
      "\n",
      "----109388----\n",
      "               venue  freq\n",
      "0       Skating Rink  0.33\n",
      "1               Café  0.33\n",
      "2  Convenience Store  0.33\n",
      "3             Palace  0.00\n",
      "4        Pet Service  0.00\n",
      "\n",
      "\n",
      "----109390----\n",
      "               venue  freq\n",
      "0        Supermarket  0.14\n",
      "1           Pharmacy  0.14\n",
      "2        Pizza Place  0.07\n",
      "3  Electronics Store  0.07\n",
      "4     Cosmetics Shop  0.07\n",
      "\n",
      "\n",
      "----109428----\n",
      "               venue  freq\n",
      "0  Food & Drink Shop  0.14\n",
      "1           Pharmacy  0.14\n",
      "2   Indoor Play Area  0.07\n",
      "3   Sushi Restaurant  0.07\n",
      "4           Bus Line  0.07\n",
      "\n",
      "\n",
      "----109429----\n",
      "                 venue  freq\n",
      "0             Bus Stop  0.50\n",
      "1            Cafeteria  0.25\n",
      "2             Bus Line  0.25\n",
      "3  Peruvian Restaurant  0.00\n",
      "4                 Pier  0.00\n",
      "\n",
      "\n",
      "----109431----\n",
      "                  venue  freq\n",
      "0  Fast Food Restaurant  0.17\n",
      "1           Supermarket  0.11\n",
      "2      Toy / Game Store  0.06\n",
      "3             Pet Store  0.06\n",
      "4          Soccer Field  0.06\n",
      "\n",
      "\n",
      "----109439----\n",
      "                       venue  freq\n",
      "0         Athletics & Sports  0.09\n",
      "1             Breakfast Spot  0.09\n",
      "2  Middle Eastern Restaurant  0.09\n",
      "3          Convenience Store  0.09\n",
      "4                   Gym Pool  0.09\n",
      "\n",
      "\n",
      "----109443----\n",
      "              venue  freq\n",
      "0            Bakery  0.07\n",
      "1  Sushi Restaurant  0.07\n",
      "2       Pizza Place  0.07\n",
      "3           Theater  0.07\n",
      "4    Clothing Store  0.07\n",
      "\n",
      "\n",
      "----109444----\n",
      "           venue  freq\n",
      "0    Supermarket  0.18\n",
      "1           Café  0.09\n",
      "2  Shopping Mall  0.09\n",
      "3       Pharmacy  0.09\n",
      "4  Auto Workshop  0.09\n",
      "\n",
      "\n",
      "----109451----\n",
      "                  venue  freq\n",
      "0  Fast Food Restaurant  0.06\n",
      "1           Yoga Studio  0.06\n",
      "2                  Park  0.06\n",
      "3            Beer Store  0.06\n",
      "4           Supermarket  0.06\n",
      "\n",
      "\n",
      "----109456----\n",
      "                           venue  freq\n",
      "0                    Supermarket  0.11\n",
      "1                 Cosmetics Shop  0.11\n",
      "2  Paper / Office Supplies Store  0.05\n",
      "3                           Park  0.05\n",
      "4                            Gym  0.05\n",
      "\n",
      "\n",
      "----109457----\n",
      "                  venue  freq\n",
      "0      Sushi Restaurant  0.08\n",
      "1           Supermarket  0.08\n",
      "2                  Road  0.08\n",
      "3         Bowling Alley  0.08\n",
      "4  Gym / Fitness Center  0.08\n",
      "\n",
      "\n",
      "----109462----\n",
      "               venue  freq\n",
      "0        Pizza Place  0.14\n",
      "1               Park  0.14\n",
      "2  Food & Drink Shop  0.14\n",
      "3       Soccer Field  0.14\n",
      "4           Fountain  0.14\n",
      "\n",
      "\n",
      "----109469----\n",
      "                       venue  freq\n",
      "0                Pizza Place  0.11\n",
      "1                Karaoke Bar  0.06\n",
      "2                 Hobby Shop  0.06\n",
      "3  Middle Eastern Restaurant  0.06\n",
      "4                       Bank  0.06\n",
      "\n",
      "\n",
      "----109472----\n",
      "                venue  freq\n",
      "0                Park  0.19\n",
      "1                Café  0.12\n",
      "2       Historic Site  0.12\n",
      "3   Convenience Store  0.06\n",
      "4  Athletics & Sports  0.06\n",
      "\n",
      "\n",
      "----109507----\n",
      "             venue  freq\n",
      "0      Supermarket  0.17\n",
      "1    Grocery Store  0.17\n",
      "2  Bed & Breakfast  0.17\n",
      "3              Bar  0.17\n",
      "4     Soccer Field  0.17\n",
      "\n",
      "\n",
      "----109518----\n",
      "               venue  freq\n",
      "0           Bus Stop  0.17\n",
      "1       Soccer Field  0.08\n",
      "2          Pet Store  0.08\n",
      "3            Dog Run  0.08\n",
      "4  Food & Drink Shop  0.08\n",
      "\n",
      "\n",
      "----109542----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.19\n",
      "1    Convenience Store  0.12\n",
      "2          Supermarket  0.06\n",
      "3  Sporting Goods Shop  0.06\n",
      "4        Shopping Mall  0.06\n",
      "\n",
      "\n",
      "----109544----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               venue  freq\n",
      "0        Pizza Place  0.08\n",
      "1               Café  0.08\n",
      "2              Plaza  0.08\n",
      "3        Coffee Shop  0.04\n",
      "4  Convenience Store  0.04\n",
      "\n",
      "\n",
      "----109548----\n",
      "               venue  freq\n",
      "0        Pizza Place  0.13\n",
      "1     Cosmetics Shop  0.07\n",
      "2                Gym  0.07\n",
      "3   Pedestrian Plaza  0.07\n",
      "4  Health Food Store  0.07\n",
      "\n",
      "\n",
      "----109559----\n",
      "                   venue  freq\n",
      "0             Restaurant   0.1\n",
      "1  Vietnamese Restaurant   0.1\n",
      "2            Tailor Shop   0.1\n",
      "3     Chinese Restaurant   0.1\n",
      "4      Food & Drink Shop   0.1\n",
      "\n",
      "\n",
      "----109649----\n",
      "                 venue  freq\n",
      "0    Korean Restaurant  0.25\n",
      "1              Dog Run  0.25\n",
      "2        Garden Center  0.25\n",
      "3             Bus Stop  0.25\n",
      "4  Peruvian Restaurant  0.00\n",
      "\n",
      "\n",
      "----109651----\n",
      "          venue  freq\n",
      "0   Supermarket  0.25\n",
      "1          Café  0.12\n",
      "2  Dance Studio  0.12\n",
      "3          Park  0.12\n",
      "4      Pharmacy  0.12\n",
      "\n",
      "\n",
      "----109652----\n",
      "                  venue  freq\n",
      "0           Karaoke Bar  0.25\n",
      "1              Beer Bar  0.25\n",
      "2               Dog Run  0.25\n",
      "3  Fast Food Restaurant  0.25\n",
      "4              Pet Café  0.00\n",
      "\n",
      "\n",
      "----111020----\n",
      "                           venue  freq\n",
      "0                    Supermarket  0.22\n",
      "1                    Flower Shop  0.11\n",
      "2  Paper / Office Supplies Store  0.11\n",
      "3                       Boutique  0.11\n",
      "4                           Park  0.11\n",
      "\n",
      "\n",
      "----111024----\n",
      "                 venue  freq\n",
      "0       Clothing Store  0.14\n",
      "1          Coffee Shop  0.09\n",
      "2       Cosmetics Shop  0.07\n",
      "3  Sporting Goods Shop  0.07\n",
      "4    Mobile Phone Shop  0.05\n",
      "\n",
      "\n",
      "----111033----\n",
      "                  venue  freq\n",
      "0           Music Venue  0.25\n",
      "1                Bakery  0.25\n",
      "2  Gym / Fitness Center  0.25\n",
      "3                Lounge  0.25\n",
      "4              Pet Café  0.00\n",
      "\n",
      "\n",
      "----111116----\n",
      "                  venue  freq\n",
      "0    Turkish Restaurant  0.25\n",
      "1  Caucasian Restaurant  0.25\n",
      "2         Auto Workshop  0.25\n",
      "3      Recording Studio  0.25\n",
      "4           Zoo Exhibit  0.00\n",
      "\n",
      "\n",
      "----111123----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.33\n",
      "1          Skating Rink  0.08\n",
      "2                 Track  0.08\n",
      "3             Rest Area  0.08\n",
      "4                 Hotel  0.08\n",
      "\n",
      "\n",
      "----111141----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.13\n",
      "1           Supermarket  0.09\n",
      "2              Bus Line  0.04\n",
      "3    Italian Restaurant  0.04\n",
      "4          Soccer Field  0.04\n",
      "\n",
      "\n",
      "----111250----\n",
      "         venue  freq\n",
      "0         Park  0.17\n",
      "1         Lake  0.11\n",
      "2  Flower Shop  0.11\n",
      "3  Blini House  0.06\n",
      "4   Playground  0.06\n",
      "\n",
      "\n",
      "----111394----\n",
      "                           venue  freq\n",
      "0                    Yoga Studio  0.11\n",
      "1  Paper / Office Supplies Store  0.11\n",
      "2                           Park  0.11\n",
      "3                  Movie Theater  0.11\n",
      "4                            Pub  0.11\n",
      "\n",
      "\n",
      "----111395----\n",
      "                  venue  freq\n",
      "0              Bus Stop  0.29\n",
      "1           Supermarket  0.14\n",
      "2                  Lake  0.14\n",
      "3                 Trail  0.14\n",
      "4  Gym / Fitness Center  0.14\n",
      "\n",
      "\n",
      "----111396----\n",
      "                  venue  freq\n",
      "0      Sushi Restaurant  0.09\n",
      "1        Cosmetics Shop  0.09\n",
      "2  Fast Food Restaurant  0.09\n",
      "3           Flower Shop  0.04\n",
      "4     Mobile Phone Shop  0.04\n",
      "\n",
      "\n",
      "----111397----\n",
      "               venue  freq\n",
      "0     Cosmetics Shop  0.15\n",
      "1       Gourmet Shop  0.08\n",
      "2          BBQ Joint  0.08\n",
      "3  Convenience Store  0.08\n",
      "4  Health Food Store  0.08\n",
      "\n",
      "\n",
      "----111398----\n",
      "            venue  freq\n",
      "0     Supermarket  0.14\n",
      "1      Playground  0.14\n",
      "2            Park  0.14\n",
      "3       Nightclub  0.14\n",
      "4  Farmers Market  0.14\n",
      "\n",
      "\n",
      "----111399----\n",
      "                venue  freq\n",
      "0                 Pub  0.29\n",
      "1   Convenience Store  0.14\n",
      "2  Athletics & Sports  0.14\n",
      "3           BBQ Joint  0.14\n",
      "4             Stables  0.14\n",
      "\n",
      "\n",
      "----111402----\n",
      "         venue  freq\n",
      "0  Supermarket  0.25\n",
      "1    BBQ Joint  0.25\n",
      "2     Bus Stop  0.25\n",
      "3      Theater  0.25\n",
      "4  Zoo Exhibit  0.00\n",
      "\n",
      "\n",
      "----111524----\n",
      "           venue  freq\n",
      "0    Supermarket  0.18\n",
      "1  Shopping Mall  0.09\n",
      "2  Grocery Store  0.09\n",
      "3       Bus Line  0.09\n",
      "4           Park  0.09\n",
      "\n",
      "\n",
      "----111531----\n",
      "                  venue  freq\n",
      "0     Convenience Store  0.25\n",
      "1            Restaurant  0.25\n",
      "2             Wine Shop  0.25\n",
      "3  Fast Food Restaurant  0.25\n",
      "4   Peruvian Restaurant  0.00\n",
      "\n",
      "\n",
      "----111538----\n",
      "            venue  freq\n",
      "0     Supermarket  0.13\n",
      "1  Farmers Market  0.07\n",
      "2             Gym  0.07\n",
      "3       Bookstore  0.07\n",
      "4     Pizza Place  0.07\n",
      "\n",
      "\n",
      "----111539----\n",
      "                  venue  freq\n",
      "0     Convenience Store  0.18\n",
      "1        Cosmetics Shop  0.09\n",
      "2           Supermarket  0.09\n",
      "3             Wine Shop  0.09\n",
      "4  Gym / Fitness Center  0.09\n",
      "\n",
      "\n",
      "----111555----\n",
      "                  venue  freq\n",
      "0        Clothing Store  0.19\n",
      "1         Women's Store  0.07\n",
      "2  Gym / Fitness Center  0.07\n",
      "3   Sporting Goods Shop  0.07\n",
      "4                 Diner  0.04\n",
      "\n",
      "\n",
      "----111558----\n",
      "                  venue  freq\n",
      "0        Cosmetics Shop  0.12\n",
      "1      Sushi Restaurant  0.09\n",
      "2  Fast Food Restaurant  0.09\n",
      "3              Pharmacy  0.06\n",
      "4           Coffee Shop  0.06\n",
      "\n",
      "\n",
      "----111621----\n",
      "                  venue  freq\n",
      "0             Racetrack  0.11\n",
      "1  Arts & Entertainment  0.11\n",
      "2                  Lake  0.11\n",
      "3                  Park  0.11\n",
      "4                  Café  0.11\n",
      "\n",
      "\n",
      "----111622----\n",
      "              venue  freq\n",
      "0        Skate Park   0.2\n",
      "1              Lake   0.2\n",
      "2  Department Store   0.2\n",
      "3          Bus Stop   0.2\n",
      "4     Auto Workshop   0.2\n",
      "\n",
      "\n",
      "----111625----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.25\n",
      "1      Sushi Restaurant  0.12\n",
      "2          Soccer Field  0.12\n",
      "3            Restaurant  0.12\n",
      "4              Bus Stop  0.12\n",
      "\n",
      "\n",
      "----111672----\n",
      "              venue  freq\n",
      "0              Park  0.08\n",
      "1       Supermarket  0.08\n",
      "2         Bookstore  0.08\n",
      "3  Department Store  0.08\n",
      "4     Grocery Store  0.04\n",
      "\n",
      "\n",
      "----111673----\n",
      "              venue  freq\n",
      "0       Supermarket   0.3\n",
      "1  Sushi Restaurant   0.1\n",
      "2        Restaurant   0.1\n",
      "3       Coffee Shop   0.1\n",
      "4               Gym   0.1\n",
      "\n",
      "\n",
      "----111674----\n",
      "                  venue  freq\n",
      "0           Supermarket   0.2\n",
      "1           Bridal Shop   0.1\n",
      "2  Gym / Fitness Center   0.1\n",
      "3  Fast Food Restaurant   0.1\n",
      "4     Electronics Store   0.1\n",
      "\n",
      "\n",
      "----115035----\n",
      "                venue  freq\n",
      "0         Yoga Studio  0.07\n",
      "1               Hotel  0.06\n",
      "2         Coffee Shop  0.04\n",
      "3           Bookstore  0.04\n",
      "4  Photography Studio  0.03\n",
      "\n",
      "\n",
      "----115054----\n",
      "          venue  freq\n",
      "0   Coffee Shop  0.06\n",
      "1        Bakery  0.06\n",
      "2   Supermarket  0.04\n",
      "3  Burger Joint  0.04\n",
      "4         Hotel  0.04\n",
      "\n",
      "\n",
      "----115088----\n",
      "                   venue  freq\n",
      "0      Electronics Store  0.07\n",
      "1  Vietnamese Restaurant  0.07\n",
      "2           Dance Studio  0.07\n",
      "3            Film Studio  0.07\n",
      "4               Boutique  0.05\n",
      "\n",
      "\n",
      "----115093----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.07\n",
      "1  Supermarket  0.04\n",
      "2       Arcade  0.04\n",
      "3         Park  0.04\n",
      "4         Café  0.04\n",
      "\n",
      "\n",
      "----115114----\n",
      "            venue  freq\n",
      "0            Café  0.11\n",
      "1           Diner  0.06\n",
      "2   Auto Workshop  0.06\n",
      "3       Cafeteria  0.06\n",
      "4  Breakfast Spot  0.06\n",
      "\n",
      "\n",
      "----115142----\n",
      "               venue  freq\n",
      "0      Auto Workshop  0.15\n",
      "1           Bus Stop  0.15\n",
      "2  Convenience Store  0.15\n",
      "3      Shopping Mall  0.15\n",
      "4     Mattress Store  0.08\n",
      "\n",
      "\n",
      "----115162----\n",
      "                     venue  freq\n",
      "0              Coffee Shop  0.09\n",
      "1  Health & Beauty Service  0.06\n",
      "2     Fast Food Restaurant  0.06\n",
      "3              Yoga Studio  0.06\n",
      "4        Convenience Store  0.03\n",
      "\n",
      "\n",
      "----115172----\n",
      "                 venue  freq\n",
      "0                  Pub  0.09\n",
      "1            BBQ Joint  0.04\n",
      "2            Gastropub  0.04\n",
      "3               Bakery  0.04\n",
      "4  Sporting Goods Shop  0.04\n",
      "\n",
      "\n",
      "----115184----\n",
      "          venue  freq\n",
      "0   Yoga Studio  0.05\n",
      "1   Flower Shop  0.04\n",
      "2     Bookstore  0.04\n",
      "3   Art Gallery  0.04\n",
      "4  Dance Studio  0.04\n",
      "\n",
      "\n",
      "----115191----\n",
      "            venue  freq\n",
      "0   Auto Workshop  0.75\n",
      "1   Boat or Ferry  0.25\n",
      "2     Zoo Exhibit  0.00\n",
      "3        Pet Café  0.00\n",
      "4  Pilates Studio  0.00\n",
      "\n",
      "\n",
      "----115193----\n",
      "                  venue  freq\n",
      "0           Coffee Shop  0.11\n",
      "1        Clothing Store  0.11\n",
      "2     Electronics Store  0.11\n",
      "3  Fast Food Restaurant  0.11\n",
      "4                   Zoo  0.05\n",
      "\n",
      "\n",
      "----115201----\n",
      "            venue  freq\n",
      "0   Auto Workshop   1.0\n",
      "1     Zoo Exhibit   0.0\n",
      "2     Planetarium   0.0\n",
      "3  Pilates Studio   0.0\n",
      "4            Pier   0.0\n",
      "\n",
      "\n",
      "----115211----\n",
      "         venue  freq\n",
      "0     Bus Stop   0.4\n",
      "1         Café   0.2\n",
      "2         Pier   0.2\n",
      "3    Laser Tag   0.2\n",
      "4  Zoo Exhibit   0.0\n",
      "\n",
      "\n",
      "----115230----\n",
      "                  venue  freq\n",
      "0         Auto Workshop  0.21\n",
      "1      Toy / Game Store  0.14\n",
      "2             Gift Shop  0.07\n",
      "3  Gym / Fitness Center  0.07\n",
      "4   Sporting Goods Shop  0.07\n",
      "\n",
      "\n",
      "----115280----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.13\n",
      "1  Photography Studio  0.06\n",
      "2               Hotel  0.06\n",
      "3                Café  0.06\n",
      "4       Auto Workshop  0.06\n",
      "\n",
      "\n",
      "----115304----\n",
      "                       venue  freq\n",
      "0                       Park   0.2\n",
      "1                        Gym   0.2\n",
      "2             Cosmetics Shop   0.1\n",
      "3                   Bus Stop   0.1\n",
      "4  Middle Eastern Restaurant   0.1\n",
      "\n",
      "\n",
      "----115372----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               venue  freq\n",
      "0        Supermarket  0.12\n",
      "1           Bus Stop  0.12\n",
      "2  Convenience Store  0.06\n",
      "3               Park  0.06\n",
      "4           Bus Line  0.06\n",
      "\n",
      "\n",
      "----115404----\n",
      "               venue  freq\n",
      "0        Supermarket   0.2\n",
      "1  Convenience Store   0.2\n",
      "2             Bakery   0.2\n",
      "3           Bus Stop   0.2\n",
      "4  Health Food Store   0.2\n",
      "\n",
      "\n",
      "----115407----\n",
      "               venue  freq\n",
      "0       Tram Station   0.1\n",
      "1  Convenience Store   0.1\n",
      "2           Pharmacy   0.1\n",
      "3     Farmers Market   0.1\n",
      "4   Sculpture Garden   0.1\n",
      "\n",
      "\n",
      "----115408----\n",
      "            venue  freq\n",
      "0      Playground  0.75\n",
      "1   Metro Station  0.25\n",
      "2     Zoo Exhibit  0.00\n",
      "3     Planetarium  0.00\n",
      "4  Pilates Studio  0.00\n",
      "\n",
      "\n",
      "----115409----\n",
      "          venue  freq\n",
      "0          Park  0.17\n",
      "1   Supermarket  0.08\n",
      "2      Bus Stop  0.08\n",
      "3         Hotel  0.08\n",
      "4  Soccer Field  0.08\n",
      "\n",
      "\n",
      "----115419----\n",
      "                  venue  freq\n",
      "0            Board Shop  0.12\n",
      "1  Gym / Fitness Center  0.12\n",
      "2                Bakery  0.06\n",
      "3          Concert Hall  0.06\n",
      "4         Auto Workshop  0.06\n",
      "\n",
      "\n",
      "----115432----\n",
      "                    venue  freq\n",
      "0             Zoo Exhibit  0.12\n",
      "1               Multiplex  0.12\n",
      "2          Cosmetics Shop  0.12\n",
      "3             Coffee Shop  0.12\n",
      "4  Furniture / Home Store  0.12\n",
      "\n",
      "\n",
      "----115446----\n",
      "               venue  freq\n",
      "0        Pizza Place  0.14\n",
      "1               Café  0.14\n",
      "2  Food & Drink Shop  0.14\n",
      "3      Grocery Store  0.14\n",
      "4               Pool  0.14\n",
      "\n",
      "\n",
      "----115470----\n",
      "                  venue  freq\n",
      "0           Candy Store  0.11\n",
      "1     Electronics Store  0.11\n",
      "2           Flower Shop  0.11\n",
      "3        Discount Store  0.06\n",
      "4  Fast Food Restaurant  0.06\n",
      "\n",
      "\n",
      "----115477----\n",
      "                 venue  freq\n",
      "0          Supermarket  0.33\n",
      "1    Food & Drink Shop  0.33\n",
      "2             Pharmacy  0.33\n",
      "3          Zoo Exhibit  0.00\n",
      "4  Peruvian Restaurant  0.00\n",
      "\n",
      "\n",
      "----115478----\n",
      "                  venue  freq\n",
      "0  Fast Food Restaurant  0.06\n",
      "1            Donut Shop  0.06\n",
      "2          Burger Joint  0.03\n",
      "3        Clothing Store  0.03\n",
      "4     Mobile Phone Shop  0.03\n",
      "\n",
      "\n",
      "----115487----\n",
      "                  venue  freq\n",
      "0  Caucasian Restaurant  0.12\n",
      "1              Pharmacy  0.12\n",
      "2           Flower Shop  0.09\n",
      "3     Health Food Store  0.06\n",
      "4      Sushi Restaurant  0.06\n",
      "\n",
      "\n",
      "----115516----\n",
      "               venue  freq\n",
      "0               Park  0.18\n",
      "1         Playground  0.18\n",
      "2  Convenience Store  0.09\n",
      "3          BBQ Joint  0.09\n",
      "4           Bus Stop  0.09\n",
      "\n",
      "\n",
      "----115522----\n",
      "                venue  freq\n",
      "0  Athletics & Sports  0.09\n",
      "1            Pharmacy  0.09\n",
      "2         Pizza Place  0.09\n",
      "3          Restaurant  0.09\n",
      "4    Department Store  0.09\n",
      "\n",
      "\n",
      "----115533----\n",
      "                   venue  freq\n",
      "0            Supermarket  0.14\n",
      "1           Burger Joint  0.09\n",
      "2                Butcher  0.05\n",
      "3  Vietnamese Restaurant  0.05\n",
      "4           Soccer Field  0.05\n",
      "\n",
      "\n",
      "----115547----\n",
      "                  venue  freq\n",
      "0              Bus Stop  0.33\n",
      "1           Supermarket  0.17\n",
      "2                   Bar  0.17\n",
      "3          Food Service  0.17\n",
      "4  Gym / Fitness Center  0.17\n",
      "\n",
      "\n",
      "----115551----\n",
      "         venue  freq\n",
      "0  Supermarket  0.17\n",
      "1  Pizza Place  0.17\n",
      "2    Wine Shop  0.17\n",
      "3        Track  0.17\n",
      "4     Pharmacy  0.17\n",
      "\n",
      "\n",
      "----115563----\n",
      "               venue  freq\n",
      "0  Food & Drink Shop  0.25\n",
      "1         Hookah Bar  0.12\n",
      "2        Supermarket  0.12\n",
      "3      Shopping Mall  0.12\n",
      "4      Grocery Store  0.12\n",
      "\n",
      "\n",
      "----115569----\n",
      "               venue  freq\n",
      "0  Convenience Store  0.33\n",
      "1       Skating Rink  0.11\n",
      "2               Park  0.11\n",
      "3        Dairy Store  0.11\n",
      "4             Castle  0.11\n",
      "\n",
      "\n",
      "----115573----\n",
      "          venue  freq\n",
      "0   Supermarket  0.16\n",
      "1  Soccer Field  0.16\n",
      "2      Bus Stop  0.11\n",
      "3     Pool Hall  0.05\n",
      "4       Brewery  0.05\n",
      "\n",
      "\n",
      "----115580----\n",
      "                venue  freq\n",
      "0  Athletics & Sports   0.2\n",
      "1               River   0.2\n",
      "2        Soccer Field   0.2\n",
      "3              Notary   0.2\n",
      "4         Sports Club   0.2\n",
      "\n",
      "\n",
      "----115582----\n",
      "                  venue  freq\n",
      "0   Japanese Restaurant  0.25\n",
      "1                Notary  0.25\n",
      "2  Gym / Fitness Center  0.25\n",
      "3          Liquor Store  0.25\n",
      "4           Zoo Exhibit  0.00\n",
      "\n",
      "\n",
      "----115583----\n",
      "                  venue  freq\n",
      "0           Supermarket  0.21\n",
      "1                   Gym  0.14\n",
      "2        Cosmetics Shop  0.07\n",
      "3      Sushi Restaurant  0.07\n",
      "4  Gym / Fitness Center  0.07\n",
      "\n",
      "\n",
      "----115597----\n",
      "                  venue  freq\n",
      "0           Supermarket  0.44\n",
      "1      Sushi Restaurant  0.11\n",
      "2         Grocery Store  0.11\n",
      "3  Gym / Fitness Center  0.11\n",
      "4            Beer Store  0.11\n",
      "\n",
      "\n",
      "----115598----\n",
      "                  venue  freq\n",
      "0            Beer Store  0.25\n",
      "1  Caucasian Restaurant  0.25\n",
      "2   Sporting Goods Shop  0.25\n",
      "3     Convenience Store  0.25\n",
      "4           Zoo Exhibit  0.00\n",
      "\n",
      "\n",
      "----115612----\n",
      "              venue  freq\n",
      "0    Cosmetics Shop   0.2\n",
      "1  Sushi Restaurant   0.1\n",
      "2        Kids Store   0.1\n",
      "3       Pizza Place   0.1\n",
      "4  Department Store   0.1\n",
      "\n",
      "\n",
      "----115682----\n",
      "               venue  freq\n",
      "0     Cosmetics Shop  0.17\n",
      "1   Pedestrian Plaza  0.17\n",
      "2  Convenience Store  0.17\n",
      "3   Asian Restaurant  0.17\n",
      "4           Bus Stop  0.17\n",
      "\n",
      "\n",
      "----117036----\n",
      "                  venue  freq\n",
      "0                  Park  0.12\n",
      "1              Pharmacy  0.08\n",
      "2   Sporting Goods Shop  0.04\n",
      "3  Fast Food Restaurant  0.04\n",
      "4           Coffee Shop  0.04\n",
      "\n",
      "\n",
      "----117042----\n",
      "                  venue  freq\n",
      "0           Supermarket  0.11\n",
      "1  Caucasian Restaurant  0.09\n",
      "2     Electronics Store  0.06\n",
      "3             Bookstore  0.06\n",
      "4           Coffee Shop  0.06\n",
      "\n",
      "\n",
      "----117105----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.20\n",
      "1           Coffee Shop  0.15\n",
      "2             Nightclub  0.10\n",
      "3                 Hotel  0.05\n",
      "4             Juice Bar  0.05\n",
      "\n",
      "\n",
      "----117133----\n",
      "                  venue  freq\n",
      "0         Shopping Mall  0.22\n",
      "1           Supermarket  0.11\n",
      "2      Department Store  0.11\n",
      "3          Soccer Field  0.11\n",
      "4  Gym / Fitness Center  0.11\n",
      "\n",
      "\n",
      "----117149----\n",
      "                           venue  freq\n",
      "0                    Pizza Place  0.11\n",
      "1             Italian Restaurant  0.11\n",
      "2                   Dessert Shop  0.06\n",
      "3              Convenience Store  0.06\n",
      "4  Paper / Office Supplies Store  0.06\n",
      "\n",
      "\n",
      "----117152----\n",
      "              venue  freq\n",
      "0  Department Store  0.12\n",
      "1  Recording Studio  0.12\n",
      "2           Theater  0.12\n",
      "3      Soccer Field  0.12\n",
      "4        Playground  0.12\n",
      "\n",
      "\n",
      "----117186----\n",
      "                  venue  freq\n",
      "0  Caucasian Restaurant  0.17\n",
      "1     Food & Drink Shop  0.08\n",
      "2        Cosmetics Shop  0.08\n",
      "3                  Park  0.08\n",
      "4            Kids Store  0.08\n",
      "\n",
      "\n",
      "----117198----\n",
      "              venue  freq\n",
      "0              Café  0.28\n",
      "1      Tennis Court  0.04\n",
      "2  Asian Restaurant  0.04\n",
      "3       College Gym  0.04\n",
      "4      Soccer Field  0.04\n",
      "\n",
      "\n",
      "----117208----\n",
      "                  venue  freq\n",
      "0           Supermarket  0.17\n",
      "1                  Park  0.17\n",
      "2  Gym / Fitness Center  0.17\n",
      "3              Gym Pool  0.17\n",
      "4                Market  0.17\n",
      "\n",
      "\n",
      "----117209----\n",
      "                       venue  freq\n",
      "0                 Baby Store  0.22\n",
      "1                Supermarket  0.11\n",
      "2       Gym / Fitness Center  0.11\n",
      "3  Middle Eastern Restaurant  0.11\n",
      "4       Caucasian Restaurant  0.11\n",
      "\n",
      "\n",
      "----117216----\n",
      "               venue  freq\n",
      "0        Supermarket  0.12\n",
      "1           Pharmacy  0.12\n",
      "2      Grocery Store  0.06\n",
      "3  Mobile Phone Shop  0.06\n",
      "4          Pool Hall  0.06\n",
      "\n",
      "\n",
      "----117218----\n",
      "                   venue  freq\n",
      "0            Pizza Place  0.10\n",
      "1   Caucasian Restaurant  0.10\n",
      "2            Supermarket  0.05\n",
      "3  Vietnamese Restaurant  0.05\n",
      "4             Hookah Bar  0.05\n",
      "\n",
      "\n",
      "----117246----\n",
      "         venue  freq\n",
      "0         Café  0.21\n",
      "1   Public Art  0.07\n",
      "2  Candy Store  0.07\n",
      "3   Restaurant  0.07\n",
      "4     Fountain  0.07\n",
      "\n",
      "\n",
      "----117279----\n",
      "                  venue  freq\n",
      "0        Cosmetics Shop  0.09\n",
      "1  Fast Food Restaurant  0.09\n",
      "2           Coffee Shop  0.07\n",
      "3           Supermarket  0.07\n",
      "4            Sports Bar  0.05\n",
      "\n",
      "\n",
      "----117292----\n",
      "          venue  freq\n",
      "0      Pharmacy  0.10\n",
      "1    Shoe Store  0.08\n",
      "2   Supermarket  0.05\n",
      "3  Optical Shop  0.05\n",
      "4  Gourmet Shop  0.05\n",
      "\n",
      "\n",
      "----117303----\n",
      "                  venue  freq\n",
      "0        Clothing Store  0.11\n",
      "1         Shopping Mall  0.07\n",
      "2    Salon / Barbershop  0.07\n",
      "3  Fast Food Restaurant  0.07\n",
      "4                  Pool  0.04\n",
      "\n",
      "\n",
      "----117312----\n",
      "          venue  freq\n",
      "0    Restaurant  0.25\n",
      "1      Wine Bar  0.12\n",
      "2          Park  0.12\n",
      "3        Bakery  0.12\n",
      "4  Liquor Store  0.12\n",
      "\n",
      "\n",
      "----117321----\n",
      "             venue  freq\n",
      "0       Playground   0.2\n",
      "1        Rest Area   0.2\n",
      "2        BBQ Joint   0.2\n",
      "3    Movie Theater   0.2\n",
      "4  Nature Preserve   0.2\n",
      "\n",
      "\n",
      "----117342----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               venue  freq\n",
      "0  Korean Restaurant  0.08\n",
      "1  Electronics Store  0.08\n",
      "2          Nightclub  0.08\n",
      "3        Gas Station  0.08\n",
      "4          Cafeteria  0.08\n",
      "\n",
      "\n",
      "----117393----\n",
      "               venue  freq\n",
      "0               Café  0.21\n",
      "1         Restaurant  0.11\n",
      "2         Playground  0.11\n",
      "3  Food & Drink Shop  0.05\n",
      "4  Convenience Store  0.05\n",
      "\n",
      "\n",
      "----117403----\n",
      "            venue  freq\n",
      "0        Bus Stop  0.43\n",
      "1   Big Box Store  0.29\n",
      "2        Bus Line  0.14\n",
      "3  Farmers Market  0.14\n",
      "4     Zoo Exhibit  0.00\n",
      "\n",
      "\n",
      "----117405----\n",
      "                  venue  freq\n",
      "0  Fast Food Restaurant  0.17\n",
      "1           Coffee Shop  0.08\n",
      "2     Electronics Store  0.08\n",
      "3      Pedestrian Plaza  0.08\n",
      "4             Pet Store  0.08\n",
      "\n",
      "\n",
      "----117418----\n",
      "                 venue  freq\n",
      "0                 Park  0.15\n",
      "1          Flower Shop  0.08\n",
      "2  Japanese Restaurant  0.08\n",
      "3           Playground  0.08\n",
      "4       Farmers Market  0.08\n",
      "\n",
      "\n",
      "----117420----\n",
      "                       venue  freq\n",
      "0       Gym / Fitness Center  0.07\n",
      "1  Middle Eastern Restaurant  0.07\n",
      "2                Pizza Place  0.07\n",
      "3         Italian Restaurant  0.07\n",
      "4                     Bakery  0.07\n",
      "\n",
      "\n",
      "----117437----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.11\n",
      "1               Dog Run  0.05\n",
      "2             Irish Pub  0.05\n",
      "3           Supermarket  0.05\n",
      "4     German Restaurant  0.05\n",
      "\n",
      "\n",
      "----117447----\n",
      "            venue  freq\n",
      "0  Clothing Store  0.06\n",
      "1     Coffee Shop  0.06\n",
      "2       Bookstore  0.06\n",
      "3       Multiplex  0.04\n",
      "4   Shopping Mall  0.04\n",
      "\n",
      "\n",
      "----117449----\n",
      "                 venue  freq\n",
      "0  Sporting Goods Shop  0.08\n",
      "1    Electronics Store  0.08\n",
      "2    Mobile Phone Shop  0.08\n",
      "3       Cosmetics Shop  0.08\n",
      "4                 Café  0.08\n",
      "\n",
      "\n",
      "----117452----\n",
      "            venue  freq\n",
      "0     Supermarket  0.10\n",
      "1  Clothing Store  0.10\n",
      "2        Beer Bar  0.10\n",
      "3             Bar  0.05\n",
      "4       Pet Store  0.05\n",
      "\n",
      "\n",
      "----117461----\n",
      "               venue  freq\n",
      "0               Café  0.17\n",
      "1        Supermarket  0.17\n",
      "2  Mobile Phone Shop  0.17\n",
      "3           Boutique  0.17\n",
      "4           Fountain  0.17\n",
      "\n",
      "\n",
      "----117463----\n",
      "              venue  freq\n",
      "0          Bus Stop  0.22\n",
      "1       Pizza Place  0.11\n",
      "2       Supermarket  0.11\n",
      "3      Hockey Arena  0.11\n",
      "4  Toy / Game Store  0.11\n",
      "\n",
      "\n",
      "----117465----\n",
      "            venue  freq\n",
      "0            Café  0.17\n",
      "1       Gift Shop  0.17\n",
      "2        Gym Pool  0.17\n",
      "3       Cafeteria  0.17\n",
      "4  Hardware Store  0.17\n",
      "\n",
      "\n",
      "----117485----\n",
      "                 venue  freq\n",
      "0          Pizza Place  0.07\n",
      "1  Dumpling Restaurant  0.07\n",
      "2                 Park  0.07\n",
      "3             Tea Room  0.04\n",
      "4       Clothing Store  0.04\n",
      "\n",
      "\n",
      "----117513----\n",
      "            venue  freq\n",
      "0            Lake  0.08\n",
      "1     Video Store  0.08\n",
      "2  Cosmetics Shop  0.08\n",
      "3            Pool  0.08\n",
      "4        Pharmacy  0.08\n",
      "\n",
      "\n",
      "----117519----\n",
      "                  venue  freq\n",
      "0        Clothing Store  0.14\n",
      "1           Coffee Shop  0.07\n",
      "2  Fast Food Restaurant  0.04\n",
      "3        Cosmetics Shop  0.04\n",
      "4      Sushi Restaurant  0.04\n",
      "\n",
      "\n",
      "----117525----\n",
      "                         venue  freq\n",
      "0                     Pharmacy  0.17\n",
      "1  Eastern European Restaurant  0.17\n",
      "2                         Lake  0.08\n",
      "3                       Bakery  0.08\n",
      "4               Cosmetics Shop  0.08\n",
      "\n",
      "\n",
      "----117534----\n",
      "              venue  freq\n",
      "0       Pizza Place  0.15\n",
      "1    Cosmetics Shop  0.08\n",
      "2  Sushi Restaurant  0.08\n",
      "3     Grocery Store  0.08\n",
      "4               Gym  0.08\n",
      "\n",
      "\n",
      "----117535----\n",
      "              venue  freq\n",
      "0       Supermarket  0.43\n",
      "1      Dance Studio  0.14\n",
      "2              Park  0.14\n",
      "3  Toy / Game Store  0.14\n",
      "4  Sushi Restaurant  0.14\n",
      "\n",
      "\n",
      "----117545----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.25\n",
      "1         Auto Workshop  0.25\n",
      "2        Clothing Store  0.12\n",
      "3   Sporting Goods Shop  0.12\n",
      "4             Gift Shop  0.12\n",
      "\n",
      "\n",
      "----117546----\n",
      "                venue  freq\n",
      "0         Supermarket  0.29\n",
      "1  Italian Restaurant  0.14\n",
      "2   Food & Drink Shop  0.14\n",
      "3            Bus Stop  0.14\n",
      "4                Food  0.14\n",
      "\n",
      "\n",
      "----117556----\n",
      "         venue  freq\n",
      "0     Pharmacy  0.33\n",
      "1   Sports Bar  0.33\n",
      "2   Restaurant  0.17\n",
      "3         Park  0.17\n",
      "4  Zoo Exhibit  0.00\n",
      "\n",
      "\n",
      "----117570----\n",
      "           venue  freq\n",
      "0    Supermarket  0.13\n",
      "1  Grocery Store  0.07\n",
      "2            Pub  0.07\n",
      "3    Bus Station  0.07\n",
      "4            Gym  0.07\n",
      "\n",
      "\n",
      "----117574----\n",
      "          venue  freq\n",
      "0      Bus Stop  0.33\n",
      "1   Supermarket  0.17\n",
      "2           Gym  0.17\n",
      "3      Gym Pool  0.17\n",
      "4  Skating Rink  0.17\n",
      "\n",
      "\n",
      "----117587----\n",
      "                  venue  freq\n",
      "0                 Diner  0.05\n",
      "1             BBQ Joint  0.05\n",
      "2  Fast Food Restaurant  0.05\n",
      "3            Playground  0.05\n",
      "4            Shoe Store  0.05\n",
      "\n",
      "\n",
      "----117588----\n",
      "                  venue  freq\n",
      "0  Fast Food Restaurant  0.17\n",
      "1                Notary  0.11\n",
      "2           Supermarket  0.11\n",
      "3             Nightclub  0.06\n",
      "4                 Plaza  0.06\n",
      "\n",
      "\n",
      "----117593----\n",
      "                  venue  freq\n",
      "0               Brewery  0.12\n",
      "1                 Plaza  0.12\n",
      "2  Fast Food Restaurant  0.12\n",
      "3    Salon / Barbershop  0.12\n",
      "4                   Gym  0.12\n",
      "\n",
      "\n",
      "----117623----\n",
      "               venue  freq\n",
      "0            Brewery  0.14\n",
      "1  Convenience Store  0.14\n",
      "2            Butcher  0.14\n",
      "3           Pharmacy  0.14\n",
      "4     Massage Studio  0.14\n",
      "\n",
      "\n",
      "----117624----\n",
      "                       venue  freq\n",
      "0                       Lake  0.25\n",
      "1  Latin American Restaurant  0.25\n",
      "2                       Park  0.25\n",
      "3                Event Space  0.25\n",
      "4                Zoo Exhibit  0.00\n",
      "\n",
      "\n",
      "----117628----\n",
      "               venue  freq\n",
      "0               Park  0.08\n",
      "1  Health Food Store  0.08\n",
      "2        Blini House  0.04\n",
      "3               Bank  0.04\n",
      "4     Cosmetics Shop  0.04\n",
      "\n",
      "\n",
      "----117630----\n",
      "                  venue  freq\n",
      "0                  Café  0.17\n",
      "1  Gym / Fitness Center  0.17\n",
      "2           Supermarket  0.08\n",
      "3     Electronics Store  0.08\n",
      "4           Coffee Shop  0.08\n",
      "\n",
      "\n",
      "----117638----\n",
      "          venue  freq\n",
      "0         Hotel  0.11\n",
      "1   Tailor Shop  0.11\n",
      "2  Tram Station  0.11\n",
      "3   Flower Shop  0.11\n",
      "4      Pharmacy  0.11\n",
      "\n",
      "\n",
      "----117647----\n",
      "         venue  freq\n",
      "0          Gym  0.07\n",
      "1         Park  0.07\n",
      "2  Pizza Place  0.07\n",
      "3   Beer Store  0.07\n",
      "4  Coffee Shop  0.07\n",
      "\n",
      "\n",
      "----117648----\n",
      "                  venue  freq\n",
      "0     Convenience Store  0.07\n",
      "1  Fast Food Restaurant  0.07\n",
      "2  Gym / Fitness Center  0.07\n",
      "3            Playground  0.07\n",
      "4              Pharmacy  0.07\n",
      "\n",
      "\n",
      "----119002----\n",
      "                  venue  freq\n",
      "0                Bakery  0.06\n",
      "1  Gym / Fitness Center  0.06\n",
      "2                 Hotel  0.06\n",
      "3                Museum  0.06\n",
      "4           Coffee Shop  0.06\n",
      "\n",
      "\n",
      "----119017----\n",
      "                         venue  freq\n",
      "0                  Coffee Shop  0.09\n",
      "1                    Bookstore  0.06\n",
      "2                  Art Gallery  0.06\n",
      "3  Eastern European Restaurant  0.04\n",
      "4                         Road  0.04\n",
      "\n",
      "\n",
      "----119019----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.08\n",
      "1   Art Museum  0.06\n",
      "2  Art Gallery  0.05\n",
      "3       Bakery  0.05\n",
      "4       Hostel  0.05\n",
      "\n",
      "\n",
      "----119021----\n",
      "            venue  freq\n",
      "0     Coffee Shop  0.14\n",
      "1       Wine Shop  0.07\n",
      "2  Cosmetics Shop  0.07\n",
      "3          Bakery  0.07\n",
      "4  Ice Cream Shop  0.03\n",
      "\n",
      "\n",
      "----119027----\n",
      "                 venue  freq\n",
      "0                 Café  0.67\n",
      "1           Restaurant  0.33\n",
      "2          Zoo Exhibit  0.00\n",
      "3  Peruvian Restaurant  0.00\n",
      "4                 Pier  0.00\n",
      "\n",
      "\n",
      "----119034----\n",
      "                  venue  freq\n",
      "0           Art Gallery  0.08\n",
      "1  Caucasian Restaurant  0.05\n",
      "2        History Museum  0.05\n",
      "3              Wine Bar  0.05\n",
      "4                Museum  0.05\n",
      "\n",
      "\n",
      "----119048----\n",
      "                venue  freq\n",
      "0              Bakery  0.06\n",
      "1         Pizza Place  0.03\n",
      "2          Restaurant  0.03\n",
      "3  Italian Restaurant  0.03\n",
      "4      Gymnastics Gym  0.03\n",
      "\n",
      "\n",
      "----119049----\n",
      "                venue  freq\n",
      "0             Theater  0.05\n",
      "1                Café  0.04\n",
      "2         Coffee Shop  0.04\n",
      "3              Bakery  0.03\n",
      "4  Italian Restaurant  0.03\n",
      "\n",
      "\n",
      "----119071----\n",
      "                    venue  freq\n",
      "0                Boutique  0.08\n",
      "1                  Arcade  0.05\n",
      "2                  Bakery  0.05\n",
      "3              Restaurant  0.05\n",
      "4  Furniture / Home Store  0.05\n",
      "\n",
      "\n",
      "----119072----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.07\n",
      "1    Nightclub  0.05\n",
      "2   Restaurant  0.05\n",
      "3     Boutique  0.04\n",
      "4         Café  0.04\n",
      "\n",
      "\n",
      "----119121----\n",
      "                     venue  freq\n",
      "0     Caucasian Restaurant  0.08\n",
      "1              Music Venue  0.08\n",
      "2        Convenience Store  0.08\n",
      "3  Health & Beauty Service  0.04\n",
      "4              Pizza Place  0.04\n",
      "\n",
      "\n",
      "----119136----\n",
      "                         venue  freq\n",
      "0                   Theme Park  0.33\n",
      "1            Convenience Store  0.17\n",
      "2                     Bus Stop  0.17\n",
      "3  Eastern European Restaurant  0.17\n",
      "4        Performing Arts Venue  0.17\n",
      "\n",
      "\n",
      "----119146----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              venue  freq\n",
      "0       Coffee Shop  0.16\n",
      "1              Park  0.05\n",
      "2         Wine Shop  0.05\n",
      "3          Pharmacy  0.04\n",
      "4  Sushi Restaurant  0.04\n",
      "\n",
      "\n",
      "----119180----\n",
      "                  venue  freq\n",
      "0             Nightclub  0.07\n",
      "1           Art Gallery  0.07\n",
      "2           Coffee Shop  0.07\n",
      "3  Gym / Fitness Center  0.05\n",
      "4                  Café  0.05\n",
      "\n",
      "\n",
      "----119192----\n",
      "               venue  freq\n",
      "0               Café  0.06\n",
      "1             Bakery  0.06\n",
      "2  Convenience Store  0.06\n",
      "3       Liquor Store  0.03\n",
      "4         Hookah Bar  0.03\n",
      "\n",
      "\n",
      "----119234----\n",
      "               venue  freq\n",
      "0     Science Museum  0.17\n",
      "1              Plaza  0.17\n",
      "2               Pool  0.17\n",
      "3               Park  0.17\n",
      "4  College Bookstore  0.17\n",
      "\n",
      "\n",
      "----119261----\n",
      "                  venue  freq\n",
      "0     Convenience Store  0.16\n",
      "1            Kids Store  0.10\n",
      "2        Cosmetics Shop  0.06\n",
      "3           Supermarket  0.06\n",
      "4  Gym / Fitness Center  0.06\n",
      "\n",
      "\n",
      "----119270----\n",
      "               venue  freq\n",
      "0  Electronics Store  0.17\n",
      "1        Supermarket  0.08\n",
      "2              Hotel  0.08\n",
      "3              Plaza  0.08\n",
      "4             Museum  0.08\n",
      "\n",
      "\n",
      "----119285----\n",
      "            venue  freq\n",
      "0            Café  0.16\n",
      "1        Bus Stop  0.08\n",
      "2     Supermarket  0.04\n",
      "3  Farmers Market  0.04\n",
      "4       Cafeteria  0.04\n",
      "\n",
      "\n",
      "----119296----\n",
      "              venue  freq\n",
      "0      Burger Joint  0.10\n",
      "1              Café  0.10\n",
      "2  Sculpture Garden  0.05\n",
      "3      Soccer Field  0.05\n",
      "4          Beer Bar  0.05\n",
      "\n",
      "\n",
      "----119297----\n",
      "                 venue  freq\n",
      "0             Bus Stop  0.50\n",
      "1        Train Station  0.25\n",
      "2    Food & Drink Shop  0.25\n",
      "3  Peruvian Restaurant  0.00\n",
      "4                 Pier  0.00\n",
      "\n",
      "\n",
      "----119311----\n",
      "              venue  freq\n",
      "0    Cosmetics Shop  0.13\n",
      "1    Clothing Store  0.08\n",
      "2       Coffee Shop  0.06\n",
      "3  Toy / Game Store  0.04\n",
      "4              Park  0.04\n",
      "\n",
      "\n",
      "----119313----\n",
      "               venue  freq\n",
      "0        Flower Shop  0.09\n",
      "1               Café  0.06\n",
      "2           Pharmacy  0.06\n",
      "3  Convenience Store  0.06\n",
      "4      Deli / Bodega  0.06\n",
      "\n",
      "\n",
      "----119330----\n",
      "                  venue  freq\n",
      "0          Camera Store  0.13\n",
      "1  Gym / Fitness Center  0.13\n",
      "2          Dessert Shop  0.07\n",
      "3             Bike Shop  0.07\n",
      "4            Restaurant  0.07\n",
      "\n",
      "\n",
      "----119331----\n",
      "           venue  freq\n",
      "0    Pizza Place  0.18\n",
      "1   Dance Studio  0.18\n",
      "2       Pie Shop  0.09\n",
      "3  Grocery Store  0.09\n",
      "4     Steakhouse  0.09\n",
      "\n",
      "\n",
      "----119333----\n",
      "                venue  freq\n",
      "0  Italian Restaurant  0.10\n",
      "1           Dive Shop  0.05\n",
      "2       Grocery Store  0.05\n",
      "3                Park  0.05\n",
      "4          Steakhouse  0.05\n",
      "\n",
      "\n",
      "----119334----\n",
      "                    venue  freq\n",
      "0       Food & Drink Shop  0.03\n",
      "1  Furniture / Home Store  0.03\n",
      "2          Science Museum  0.03\n",
      "3            Tram Station  0.03\n",
      "4               Pool Hall  0.03\n",
      "\n",
      "\n",
      "----119361----\n",
      "           venue  freq\n",
      "0    Supermarket  0.21\n",
      "1  Auto Workshop  0.21\n",
      "2           Café  0.14\n",
      "3          Plaza  0.07\n",
      "4   Dance Studio  0.07\n",
      "\n",
      "\n",
      "----119415----\n",
      "                  venue  freq\n",
      "0                  Café  0.09\n",
      "1  Gym / Fitness Center  0.09\n",
      "2              Pharmacy  0.09\n",
      "3             Pet Store  0.04\n",
      "4                   Pub  0.04\n",
      "\n",
      "\n",
      "----119421----\n",
      "               venue  freq\n",
      "0        Supermarket  0.09\n",
      "1     Clothing Store  0.06\n",
      "2        Pizza Place  0.06\n",
      "3  Electronics Store  0.04\n",
      "4         Restaurant  0.04\n",
      "\n",
      "\n",
      "----119435----\n",
      "                  venue  freq\n",
      "0                  Café  0.07\n",
      "1  Gym / Fitness Center  0.06\n",
      "2           Karaoke Bar  0.04\n",
      "3            Restaurant  0.04\n",
      "4           Coffee Shop  0.04\n",
      "\n",
      "\n",
      "----119454----\n",
      "           venue  freq\n",
      "0    Supermarket   0.1\n",
      "1  Auto Workshop   0.1\n",
      "2      Rock Club   0.1\n",
      "3    Coffee Shop   0.1\n",
      "4         Buffet   0.1\n",
      "\n",
      "\n",
      "----119501----\n",
      "                  venue  freq\n",
      "0         Grocery Store  0.18\n",
      "1              Pharmacy  0.09\n",
      "2      Toy / Game Store  0.09\n",
      "3          Dance Studio  0.09\n",
      "4  Caucasian Restaurant  0.09\n",
      "\n",
      "\n",
      "----119517----\n",
      "                  venue  freq\n",
      "0                  Park  0.18\n",
      "1          Gourmet Shop  0.09\n",
      "2    Italian Restaurant  0.09\n",
      "3  Gym / Fitness Center  0.09\n",
      "4                  Café  0.09\n",
      "\n",
      "\n",
      "----119526----\n",
      "                       venue  freq\n",
      "0                Supermarket  0.14\n",
      "1         Italian Restaurant  0.10\n",
      "2               Dance Studio  0.10\n",
      "3  Middle Eastern Restaurant  0.05\n",
      "4             Cosmetics Shop  0.05\n",
      "\n",
      "\n",
      "----119530----\n",
      "              venue  freq\n",
      "0       Supermarket   0.2\n",
      "1          Bus Stop   0.2\n",
      "2         Cafeteria   0.2\n",
      "3  Recording Studio   0.2\n",
      "4              Café   0.2\n",
      "\n",
      "\n",
      "----119571----\n",
      "                       venue  freq\n",
      "0       Fast Food Restaurant  0.09\n",
      "1                Coffee Shop  0.05\n",
      "2                Supermarket  0.05\n",
      "3          Electronics Store  0.05\n",
      "4  Middle Eastern Restaurant  0.04\n",
      "\n",
      "\n",
      "----119590----\n",
      "                         venue  freq\n",
      "0  Eastern European Restaurant  0.14\n",
      "1                   Restaurant  0.14\n",
      "2                    Pet Store  0.07\n",
      "3                         Café  0.07\n",
      "4                  Music Venue  0.07\n",
      "\n",
      "\n",
      "----119602----\n",
      "                  venue  freq\n",
      "0           Supermarket  0.10\n",
      "1  Gym / Fitness Center  0.10\n",
      "2                Bakery  0.10\n",
      "3         Auto Workshop  0.10\n",
      "4      Asian Restaurant  0.05\n",
      "\n",
      "\n",
      "----119606----\n",
      "                 venue  freq\n",
      "0                 Lake  0.33\n",
      "1        Garden Center  0.33\n",
      "2       Lingerie Store  0.33\n",
      "3          Zoo Exhibit  0.00\n",
      "4  Peruvian Restaurant  0.00\n",
      "\n",
      "\n",
      "----119607----\n",
      "                  venue  freq\n",
      "0          Gourmet Shop  0.13\n",
      "1  Caucasian Restaurant  0.13\n",
      "2                  Park  0.13\n",
      "3          Tennis Court  0.07\n",
      "4            Skate Park  0.07\n",
      "\n",
      "\n",
      "----119618----\n",
      "                venue  freq\n",
      "0  Athletics & Sports  0.25\n",
      "1           BBQ Joint  0.25\n",
      "2                Café  0.25\n",
      "3       Auto Workshop  0.25\n",
      "4         Zoo Exhibit  0.00\n",
      "\n",
      "\n",
      "----119619----\n",
      "            venue  freq\n",
      "0   Auto Workshop   0.5\n",
      "1       Cafeteria   0.5\n",
      "2     Zoo Exhibit   0.0\n",
      "3        Pet Café   0.0\n",
      "4  Pilates Studio   0.0\n",
      "\n",
      "\n",
      "----119620----\n",
      "                 venue  freq\n",
      "0             Bus Stop  0.15\n",
      "1        Shopping Mall  0.10\n",
      "2          Supermarket  0.05\n",
      "3  Sporting Goods Shop  0.05\n",
      "4       Clothing Store  0.05\n",
      "\n",
      "\n",
      "----119633----\n",
      "                  venue  freq\n",
      "0               Brewery  0.25\n",
      "1  Caucasian Restaurant  0.25\n",
      "2   Japanese Restaurant  0.25\n",
      "3              Bus Stop  0.25\n",
      "4              Pet Café  0.00\n",
      "\n",
      "\n",
      "----119634----\n",
      "               venue  freq\n",
      "0  Convenience Store  0.18\n",
      "1        Supermarket  0.12\n",
      "2           Pharmacy  0.12\n",
      "3     Cosmetics Shop  0.06\n",
      "4        Pizza Place  0.06\n",
      "\n",
      "\n",
      "----121059----\n",
      "            venue  freq\n",
      "0  Clothing Store  0.09\n",
      "1  Cosmetics Shop  0.07\n",
      "2     Coffee Shop  0.06\n",
      "3           Hotel  0.04\n",
      "4            Café  0.03\n",
      "\n",
      "\n",
      "----121069----\n",
      "          venue  freq\n",
      "0   Coffee Shop  0.10\n",
      "1  Concert Hall  0.06\n",
      "2        Bakery  0.05\n",
      "3   Yoga Studio  0.04\n",
      "4      Boutique  0.04\n",
      "\n",
      "\n",
      "----121087----\n",
      "                  venue  freq\n",
      "0        Cosmetics Shop  0.14\n",
      "1        Clothing Store  0.14\n",
      "2     Electronics Store  0.09\n",
      "3            Hobby Shop  0.06\n",
      "4  Fast Food Restaurant  0.06\n",
      "\n",
      "\n",
      "----121096----\n",
      "                  venue  freq\n",
      "0           Supermarket  0.08\n",
      "1  Gym / Fitness Center  0.08\n",
      "2     Convenience Store  0.08\n",
      "3           Auto Garage  0.08\n",
      "4           Pizza Place  0.08\n",
      "\n",
      "\n",
      "----121099----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.09\n",
      "1               Hotel  0.08\n",
      "2              Bakery  0.05\n",
      "3        Gourmet Shop  0.05\n",
      "4  Salon / Barbershop  0.05\n",
      "\n",
      "\n",
      "----121108----\n",
      "              venue  freq\n",
      "0       Pizza Place  0.17\n",
      "1       Supermarket  0.17\n",
      "2  Sushi Restaurant  0.08\n",
      "3               Gym  0.08\n",
      "4          Pharmacy  0.08\n",
      "\n",
      "\n",
      "----121151----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.19\n",
      "1            Wine Shop  0.14\n",
      "2             Boutique  0.10\n",
      "3  Japanese Restaurant  0.05\n",
      "4        Movie Theater  0.05\n",
      "\n",
      "\n",
      "----121165----\n",
      "               venue  freq\n",
      "0           Boutique  0.12\n",
      "1          Wine Shop  0.06\n",
      "2               Park  0.04\n",
      "3  Convenience Store  0.04\n",
      "4            Theater  0.04\n",
      "\n",
      "\n",
      "----121170----\n",
      "                        venue  freq\n",
      "0                 Coffee Shop  0.09\n",
      "1                        Café  0.07\n",
      "2  Modern European Restaurant  0.04\n",
      "3           Convenience Store  0.04\n",
      "4                Soccer Field  0.04\n",
      "\n",
      "\n",
      "----121248----\n",
      "                venue  freq\n",
      "0      Clothing Store  0.07\n",
      "1      Cosmetics Shop  0.06\n",
      "2  Italian Restaurant  0.05\n",
      "3         Flower Shop  0.04\n",
      "4         Coffee Shop  0.04\n",
      "\n",
      "\n",
      "----121309----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            venue  freq\n",
      "0            Café  0.17\n",
      "1  Cosmetics Shop  0.10\n",
      "2             Gym  0.07\n",
      "3      Playground  0.03\n",
      "4         Theater  0.03\n",
      "\n",
      "\n",
      "----121351----\n",
      "               venue  freq\n",
      "0  Convenience Store  0.14\n",
      "1        Pizza Place  0.09\n",
      "2           Bus Stop  0.09\n",
      "3  Health Food Store  0.09\n",
      "4        Zoo Exhibit  0.05\n",
      "\n",
      "\n",
      "----121352----\n",
      "                    venue  freq\n",
      "0    Fast Food Restaurant  0.08\n",
      "1          Clothing Store  0.08\n",
      "2       Electronics Store  0.04\n",
      "3  Furniture / Home Store  0.04\n",
      "4             Coffee Shop  0.04\n",
      "\n",
      "\n",
      "----121353----\n",
      "            venue  freq\n",
      "0   Auto Workshop  0.67\n",
      "1       Cafeteria  0.33\n",
      "2     Zoo Exhibit  0.00\n",
      "3        Pet Café  0.00\n",
      "4  Pilates Studio  0.00\n",
      "\n",
      "\n",
      "----121354----\n",
      "                venue  freq\n",
      "0         Supermarket  0.31\n",
      "1         Golf Course  0.08\n",
      "2  Italian Restaurant  0.08\n",
      "3               Hotel  0.08\n",
      "4      Ice Cream Shop  0.08\n",
      "\n",
      "\n",
      "----121357----\n",
      "                       venue  freq\n",
      "0                        Spa  0.25\n",
      "1  Middle Eastern Restaurant  0.12\n",
      "2                      Hotel  0.12\n",
      "3                   Boutique  0.12\n",
      "4             Sandwich Place  0.12\n",
      "\n",
      "\n",
      "----121359----\n",
      "            venue  freq\n",
      "0        Bus Stop  0.17\n",
      "1     Candy Store  0.08\n",
      "2    Soccer Field  0.08\n",
      "3   Grocery Store  0.08\n",
      "4  Soccer Stadium  0.08\n",
      "\n",
      "\n",
      "----121374----\n",
      "                  venue  freq\n",
      "0           Supermarket  0.18\n",
      "1    Athletics & Sports  0.06\n",
      "2  Gym / Fitness Center  0.06\n",
      "3                  Park  0.06\n",
      "4               Theater  0.06\n",
      "\n",
      "\n",
      "----121433----\n",
      "                  venue  freq\n",
      "0                  Park  0.18\n",
      "1           Supermarket  0.09\n",
      "2  Fast Food Restaurant  0.09\n",
      "3   Sporting Goods Shop  0.09\n",
      "4     Convenience Store  0.09\n",
      "\n",
      "\n",
      "----121467----\n",
      "               venue  freq\n",
      "0            Butcher  0.08\n",
      "1  Health Food Store  0.08\n",
      "2  Convenience Store  0.08\n",
      "3     Cosmetics Shop  0.08\n",
      "4          Pet Store  0.08\n",
      "\n",
      "\n",
      "----121471----\n",
      "            venue  freq\n",
      "0       Cafeteria  0.50\n",
      "1  Shipping Store  0.25\n",
      "2        Bus Stop  0.25\n",
      "3     Zoo Exhibit  0.00\n",
      "4        Pet Café  0.00\n",
      "\n",
      "\n",
      "----121552----\n",
      "               venue  freq\n",
      "0  Outdoor Sculpture  0.15\n",
      "1  Food & Drink Shop  0.08\n",
      "2     Shawarma Place  0.08\n",
      "3           Pharmacy  0.08\n",
      "4             Bakery  0.08\n",
      "\n",
      "\n",
      "----121596----\n",
      "                  venue  freq\n",
      "0           Supermarket  0.12\n",
      "1              Bus Stop  0.08\n",
      "2                  Café  0.08\n",
      "3  Gym / Fitness Center  0.08\n",
      "4          Soccer Field  0.08\n",
      "\n",
      "\n",
      "----121601----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.23\n",
      "1           Supermarket  0.08\n",
      "2        Cosmetics Shop  0.08\n",
      "3                Bakery  0.08\n",
      "4               Butcher  0.08\n",
      "\n",
      "\n",
      "----121609----\n",
      "                  venue  freq\n",
      "0             Pet Store  0.09\n",
      "1     Electronics Store  0.07\n",
      "2  Caucasian Restaurant  0.05\n",
      "3           Coffee Shop  0.05\n",
      "4  Fast Food Restaurant  0.02\n",
      "\n",
      "\n",
      "----121614----\n",
      "                venue  freq\n",
      "0        Music School  0.25\n",
      "1                 Bar  0.25\n",
      "2  Chinese Restaurant  0.25\n",
      "3               Track  0.25\n",
      "4         Pizza Place  0.00\n",
      "\n",
      "\n",
      "----121615----\n",
      "               venue  freq\n",
      "0       Soccer Field  0.11\n",
      "1        Coffee Shop  0.11\n",
      "2  Convenience Store  0.11\n",
      "3              Diner  0.05\n",
      "4     Farmers Market  0.05\n",
      "\n",
      "\n",
      "----123001----\n",
      "                  venue  freq\n",
      "0              Wine Bar  0.07\n",
      "1               Theater  0.05\n",
      "2                  Café  0.03\n",
      "3           Coffee Shop  0.03\n",
      "4  Caucasian Restaurant  0.03\n",
      "\n",
      "\n",
      "----123007----\n",
      "               venue  freq\n",
      "0  Martial Arts Dojo  0.10\n",
      "1        Coffee Shop  0.10\n",
      "2     Clothing Store  0.10\n",
      "3  Food & Drink Shop  0.05\n",
      "4      Big Box Store  0.05\n",
      "\n",
      "\n",
      "----123022----\n",
      "                  venue  freq\n",
      "0                  Café  0.06\n",
      "1           Coffee Shop  0.06\n",
      "2            Board Shop  0.05\n",
      "3  Gym / Fitness Center  0.05\n",
      "4             Gastropub  0.03\n",
      "\n",
      "\n",
      "----123056----\n",
      "                  venue  freq\n",
      "0              Wine Bar  0.08\n",
      "1                  Café  0.04\n",
      "2               Theater  0.04\n",
      "3  Caucasian Restaurant  0.04\n",
      "4           Zoo Exhibit  0.03\n",
      "\n",
      "\n",
      "----123060----\n",
      "                  venue  freq\n",
      "0     Mobile Phone Shop  0.09\n",
      "1     Convenience Store  0.06\n",
      "2    Salon / Barbershop  0.04\n",
      "3  Fast Food Restaurant  0.04\n",
      "4                Bakery  0.04\n",
      "\n",
      "\n",
      "----123098----\n",
      "                 venue  freq\n",
      "0         Dance Studio  0.29\n",
      "1                 Café  0.29\n",
      "2     Department Store  0.14\n",
      "3                 Park  0.14\n",
      "4  Sporting Goods Shop  0.14\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "num_top_venues = 5\n",
    "\n",
    "for hood in moscow_grouped['Neighborhood']:\n",
    "    print(\"----\"+str(hood)+\"----\")\n",
    "    temp = moscow_grouped[moscow_grouped['Neighborhood'] == hood].T.reset_index()\n",
    "    temp.columns = ['venue','freq']\n",
    "    temp = temp.iloc[1:]\n",
    "    temp['freq'] = temp['freq'].astype(float)\n",
    "    temp = temp.round({'freq': 2})\n",
    "    print(temp.sort_values('freq', ascending=False).reset_index(drop=True).head(num_top_venues))\n",
    "    print('\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's put that into a *pandas* dataframe\n",
    "First, let's write a function to sort the venues in descending order."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "def return_most_common_venues(row, num_top_venues):\n",
    "    row_categories = row.iloc[1:]\n",
    "    row_categories_sorted = row_categories.sort_values(ascending=False)\n",
    "    \n",
    "    return row_categories_sorted.index.values[0:num_top_venues]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's create the new dataframe and display the top 10 venues for each neighborhood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "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>Neighborhood</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>101000</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hostel</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Gaming Cafe</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Café</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>103274</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Karaoke Bar</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Bridal Shop</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>105005</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hookah Bar</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Miscellaneous Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>105037</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Plaza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>105043</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Zoo Exhibit</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>105062</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Café</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Health &amp; Beauty Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>105064</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Basketball Court</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "      <td>Health &amp; Beauty Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>105066</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Miscellaneous Shop</td>\n",
       "      <td>Motorcycle Shop</td>\n",
       "      <td>Gun Range</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>105077</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Bed &amp; Breakfast</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Exhibit</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Football Stadium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>105082</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Art Museum</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Hookah Bar</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Tailor Shop</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Russian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>105094</td>\n",
       "      <td>Café</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Beer Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>105118</td>\n",
       "      <td>Park</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Stadium</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>105120</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Vape Store</td>\n",
       "      <td>Music Store</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Museum</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Coffee Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>105122</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Cafeteria</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>College Track</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Arcade</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>105173</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Big Box Store</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>105175</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Belgian Restaurant</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Café</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>105187</td>\n",
       "      <td>Theme Park Ride / Attraction</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "      <td>Shawarma Place</td>\n",
       "      <td>Theme Park</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>105203</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Rest Area</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Market</td>\n",
       "      <td>Zoo</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>105215</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "      <td>Gym Pool</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Candy Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>105264</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Road</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Car Wash</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>105275</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bed &amp; Breakfast</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>105318</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Baby Store</td>\n",
       "      <td>Modern European Restaurant</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Kids Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>105425</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Garden Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>105484</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Automotive Shop</td>\n",
       "      <td>Pool Hall</td>\n",
       "      <td>Market</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Garden Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>105523</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Pool Hall</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Multiplex</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Market</td>\n",
       "      <td>Big Box Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>105554</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Café</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Shoe Store</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>105568</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Cafeteria</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>107014</td>\n",
       "      <td>Lake</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Sports Club</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Concert Hall</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Tennis Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>107023</td>\n",
       "      <td>Photography Studio</td>\n",
       "      <td>Café</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Camera Store</td>\n",
       "      <td>Public Art</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Pelmeni House</td>\n",
       "      <td>Historic Site</td>\n",
       "      <td>Health Food Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>107031</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Irish Pub</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Health &amp; Beauty Service</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>121096</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Auto Garage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>121099</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Hotel Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>121108</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Kids Store</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Grocery Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>121151</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Camera Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>121165</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Bridal Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Flower Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>121170</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Other Repair Shop</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Modern European Restaurant</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Park</td>\n",
       "      <td>Shawarma Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>121248</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Lingerie Store</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>121309</td>\n",
       "      <td>Café</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Recording Studio</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Theme Park</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Pedestrian Plaza</td>\n",
       "      <td>Coffee Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>121351</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Zoo Exhibit</td>\n",
       "      <td>Bath House</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Park</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>121352</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Modern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>121353</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Cafeteria</td>\n",
       "      <td>Financial or Legal Service</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>121354</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Pie Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>121357</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Zoo</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Fish Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>121359</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Notary</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Warehouse Store</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Soccer Stadium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>121374</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Veterinarian</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Beach</td>\n",
       "      <td>Basketball Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>121433</td>\n",
       "      <td>Park</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Sports Club</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Kids Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>121467</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>121471</td>\n",
       "      <td>Cafeteria</td>\n",
       "      <td>Shipping Store</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>121552</td>\n",
       "      <td>Outdoor Sculpture</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Shawarma Place</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Hunting Supply</td>\n",
       "      <td>Convenience Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>121596</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Martial Arts Dojo</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>121601</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Dairy Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Russian Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Bus Stop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>121609</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Blini House</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Belgian Restaurant</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>121614</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Track</td>\n",
       "      <td>Music School</td>\n",
       "      <td>Football Stadium</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>121615</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Food</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Ski Area</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>123001</td>\n",
       "      <td>Wine Bar</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hookah Bar</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Massage Studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>123007</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Martial Arts Dojo</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Noodle House</td>\n",
       "      <td>Multiplex</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Big Box Store</td>\n",
       "      <td>Theme Restaurant</td>\n",
       "      <td>Thrift / Vintage Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>123022</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Board Shop</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>123056</td>\n",
       "      <td>Wine Bar</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Zoo Exhibit</td>\n",
       "      <td>Art Museum</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>123060</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>123098</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Dive Bar</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>298 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Neighborhood         1st Most Common Venue 2nd Most Common Venue  \\\n",
       "0          101000                   Coffee Shop                Hostel   \n",
       "1          103274            Seafood Restaurant    Italian Restaurant   \n",
       "2          105005                   Coffee Shop            Hookah Bar   \n",
       "3          105037                   Supermarket         Grocery Store   \n",
       "4          105043           Sporting Goods Shop           Supermarket   \n",
       "5          105062                   Coffee Shop              Beer Bar   \n",
       "6          105064                   Coffee Shop  Gym / Fitness Center   \n",
       "7          105066                   Coffee Shop  Gym / Fitness Center   \n",
       "8          105077             French Restaurant       Bed & Breakfast   \n",
       "9          105082                  Dessert Shop            Art Museum   \n",
       "10         105094                          Café     Electronics Store   \n",
       "11         105118                          Park           Supermarket   \n",
       "12         105120                    Restaurant             Nightclub   \n",
       "13         105122                   Supermarket             Cafeteria   \n",
       "14         105173                   Supermarket     Convenience Store   \n",
       "15         105175                    Restaurant                 Plaza   \n",
       "16         105187  Theme Park Ride / Attraction   Japanese Restaurant   \n",
       "17         105203          Gym / Fitness Center             Rest Area   \n",
       "18         105215          Gym / Fitness Center              Bus Line   \n",
       "19         105264                      Pharmacy          Dance Studio   \n",
       "20         105275                      Pharmacy           Supermarket   \n",
       "21         105318                   Coffee Shop          Dance Studio   \n",
       "22         105425                    Restaurant         Grocery Store   \n",
       "23         105484          Gym / Fitness Center        Cosmetics Shop   \n",
       "24         105523                Clothing Store     Convenience Store   \n",
       "25         105554                     Bookstore                  Park   \n",
       "26         105568                   Supermarket                   Gym   \n",
       "27         107014                          Lake                 Trail   \n",
       "28         107023            Photography Studio                  Café   \n",
       "29         107031                      Boutique           Coffee Shop   \n",
       "..            ...                           ...                   ...   \n",
       "268        121096                   Supermarket     Convenience Store   \n",
       "269        121099                   Coffee Shop                 Hotel   \n",
       "270        121108                   Supermarket           Pizza Place   \n",
       "271        121151                   Coffee Shop             Wine Shop   \n",
       "272        121165                      Boutique             Wine Shop   \n",
       "273        121170                   Coffee Shop                  Café   \n",
       "274        121248                Clothing Store        Cosmetics Shop   \n",
       "275        121309                          Café        Cosmetics Shop   \n",
       "276        121351             Convenience Store     Health Food Store   \n",
       "277        121352          Fast Food Restaurant        Clothing Store   \n",
       "278        121353                 Auto Workshop             Cafeteria   \n",
       "279        121354                   Supermarket        Ice Cream Shop   \n",
       "280        121357                           Spa              Boutique   \n",
       "281        121359                      Bus Stop         Grocery Store   \n",
       "282        121374                   Supermarket          Dance Studio   \n",
       "283        121433                          Park           Supermarket   \n",
       "284        121467                     Pet Store         Auto Workshop   \n",
       "285        121471                     Cafeteria        Shipping Store   \n",
       "286        121552             Outdoor Sculpture                  Café   \n",
       "287        121596                   Supermarket  Gym / Fitness Center   \n",
       "288        121601          Gym / Fitness Center           Dairy Store   \n",
       "289        121609                     Pet Store     Electronics Store   \n",
       "290        121614                           Bar    Chinese Restaurant   \n",
       "291        121615             Convenience Store           Coffee Shop   \n",
       "292        123001                      Wine Bar               Theater   \n",
       "293        123007                   Coffee Shop        Clothing Store   \n",
       "294        123022                   Coffee Shop                  Café   \n",
       "295        123056                      Wine Bar  Caucasian Restaurant   \n",
       "296        123060             Mobile Phone Shop     Convenience Store   \n",
       "297        123098                  Dance Studio                  Café   \n",
       "\n",
       "          3rd Most Common Venue        4th Most Common Venue  \\\n",
       "0          Caucasian Restaurant                  Gaming Cafe   \n",
       "1                   Karaoke Bar                        Hotel   \n",
       "2                  Dance Studio          Dumpling Restaurant   \n",
       "3              Department Store          Arts & Crafts Store   \n",
       "4                   Zoo Exhibit           Salon / Barbershop   \n",
       "5                          Café                      Theater   \n",
       "6            Italian Restaurant                      Theater   \n",
       "7          Caucasian Restaurant                         Café   \n",
       "8                        Garden            Food & Drink Shop   \n",
       "9                       Theater                          Bar   \n",
       "10                  Coffee Shop  Eastern European Restaurant   \n",
       "11                      Stadium               Cosmetics Shop   \n",
       "12                   Vape Store                  Music Store   \n",
       "13    Middle Eastern Restaurant               Clothing Store   \n",
       "14                Big Box Store                     Bus Stop   \n",
       "15    Middle Eastern Restaurant         Gym / Fitness Center   \n",
       "16                          Pub                      Brewery   \n",
       "17                  Supermarket                        Plaza   \n",
       "18                 Gourmet Shop                  Flower Shop   \n",
       "19                         Road                    Bookstore   \n",
       "20              Bed & Breakfast                 Food Service   \n",
       "21         Fast Food Restaurant                   Hobby Shop   \n",
       "22                     Pharmacy                  Pizza Place   \n",
       "23                        Plaza              Automotive Shop   \n",
       "24            Electronics Store                    Pool Hall   \n",
       "25                   Playground                         Café   \n",
       "26                    Cafeteria            French Restaurant   \n",
       "27                       Garden                  Supermarket   \n",
       "28            Electronics Store                  Coffee Shop   \n",
       "29                 Cocktail Bar                  Yoga Studio   \n",
       "..                          ...                          ...   \n",
       "268                         Gym         Gym / Fitness Center   \n",
       "269          Salon / Barbershop                 Gourmet Shop   \n",
       "270                        Café            Convenience Store   \n",
       "271                    Boutique            Electronics Store   \n",
       "272                        Park                      Theater   \n",
       "273                         Spa            Convenience Store   \n",
       "274          Italian Restaurant                  Flower Shop   \n",
       "275                         Gym             Recording Studio   \n",
       "276                 Pizza Place                     Bus Stop   \n",
       "277      Furniture / Home Store            Food & Drink Shop   \n",
       "278  Financial or Legal Service                  Flea Market   \n",
       "279                 Golf Course               Farmers Market   \n",
       "280              Massage Studio                        Hotel   \n",
       "281          Athletics & Sports                       Notary   \n",
       "282                Veterinarian                    Pet Store   \n",
       "283                 Sports Club         Fast Food Restaurant   \n",
       "284                        Pool         Gym / Fitness Center   \n",
       "285                    Bus Stop                     Fountain   \n",
       "286                        Park                  Flower Shop   \n",
       "287                Soccer Field                     Bus Stop   \n",
       "288                      Bakery                 Dance Studio   \n",
       "289        Caucasian Restaurant                  Coffee Shop   \n",
       "290                       Track                 Music School   \n",
       "291                Soccer Field                Grocery Store   \n",
       "292                 Coffee Shop                         Café   \n",
       "293           Martial Arts Dojo            Electronics Store   \n",
       "294        Gym / Fitness Center                   Board Shop   \n",
       "295                        Café                      Theater   \n",
       "296                         Spa            Health Food Store   \n",
       "297                        Park          Sporting Goods Shop   \n",
       "\n",
       "     5th Most Common Venue          6th Most Common Venue  \\\n",
       "0             Dance Studio                           Café   \n",
       "1              Bridal Shop            Sporting Goods Shop   \n",
       "2               Restaurant                     Smoke Shop   \n",
       "3         Sushi Restaurant                      Bookstore   \n",
       "4         Sushi Restaurant                   Soccer Field   \n",
       "5                   Bakery           Gym / Fitness Center   \n",
       "6     Caucasian Restaurant  Vegetarian / Vegan Restaurant   \n",
       "7               Restaurant                    Supermarket   \n",
       "8       Salon / Barbershop                       Bus Stop   \n",
       "9               Hookah Bar                       Tea Room   \n",
       "10                     Bar                     Restaurant   \n",
       "11       Convenience Store                       Fountain   \n",
       "12            Gourmet Shop                         Museum   \n",
       "13             Coffee Shop           Fast Food Restaurant   \n",
       "14                   Trail                       Fountain   \n",
       "15      Belgian Restaurant                        Theater   \n",
       "16    Fast Food Restaurant              Mobile Phone Shop   \n",
       "17                  Market                            Zoo   \n",
       "18       Mobile Phone Shop                       Gym Pool   \n",
       "19                Car Wash                    Candy Store   \n",
       "20                Bus Stop              Convenience Store   \n",
       "21    Gym / Fitness Center                     Steakhouse   \n",
       "22                   Plaza           Gym / Fitness Center   \n",
       "23               Pool Hall                         Market   \n",
       "24    Gym / Fitness Center                      Multiplex   \n",
       "25             Flower Shop                     Shoe Store   \n",
       "26             Flower Shop                           Food   \n",
       "27             Sports Club                            Bar   \n",
       "28            Camera Store                     Public Art   \n",
       "29                    Café                     Restaurant   \n",
       "..                     ...                            ...   \n",
       "268              Pet Store                       Pharmacy   \n",
       "269                 Bakery      Middle Eastern Restaurant   \n",
       "270             Kids Store               Sushi Restaurant   \n",
       "271     Salon / Barbershop                 Farmers Market   \n",
       "272      Convenience Store                    Bridal Shop   \n",
       "273      Other Repair Shop                   Soccer Field   \n",
       "274            Coffee Shop            Sporting Goods Shop   \n",
       "275               Bus Stop           Gym / Fitness Center   \n",
       "276            Zoo Exhibit                     Bath House   \n",
       "277            Coffee Shop              Electronics Store   \n",
       "278            Flower Shop                           Food   \n",
       "279                  Hotel            Sporting Goods Shop   \n",
       "280  Vietnamese Restaurant                 Sandwich Place   \n",
       "281            Candy Store                Warehouse Store   \n",
       "282                   Park           Gym / Fitness Center   \n",
       "283                   Café                  Grocery Store   \n",
       "284               Pharmacy              Convenience Store   \n",
       "285            Flea Market                    Flower Shop   \n",
       "286         Shawarma Place                         Bakery   \n",
       "287                   Café                           Park   \n",
       "288     Russian Restaurant                 Cosmetics Shop   \n",
       "289            Blini House                 Massage Studio   \n",
       "290       Football Stadium                    Flea Market   \n",
       "291                    Bar                           Food   \n",
       "292   Caucasian Restaurant                         Bakery   \n",
       "293           Noodle House                      Multiplex   \n",
       "294            Flower Shop                      Gastropub   \n",
       "295            Zoo Exhibit                     Art Museum   \n",
       "296                 Bakery               Sushi Restaurant   \n",
       "297       Department Store                       Dive Bar   \n",
       "\n",
       "          7th Most Common Venue        8th Most Common Venue  \\\n",
       "0                   Music Venue                          Bar   \n",
       "1                          Café                         Park   \n",
       "2                      Beer Bar                   Beer Store   \n",
       "3           Sporting Goods Shop                         Café   \n",
       "4             Food & Drink Shop                      Theater   \n",
       "5                         Plaza                   Restaurant   \n",
       "6              Greek Restaurant             Basketball Court   \n",
       "7                      Beer Bar           Miscellaneous Shop   \n",
       "8             Convenience Store                      Exhibit   \n",
       "9                   Tailor Shop            Health Food Store   \n",
       "10         Gym / Fitness Center         Fast Food Restaurant   \n",
       "11                  Flea Market                  Flower Shop   \n",
       "12         Gym / Fitness Center         Caucasian Restaurant   \n",
       "13                College Track               Cosmetics Shop   \n",
       "14                  Flea Market                  Flower Shop   \n",
       "15                    Bookstore                          Spa   \n",
       "16               Shawarma Place                   Theme Park   \n",
       "17                   Food Truck                  Flea Market   \n",
       "18                   Restaurant                     Pharmacy   \n",
       "19                      Theater         Gym / Fitness Center   \n",
       "20           Athletics & Sports                     Fountain   \n",
       "21                   Baby Store   Modern European Restaurant   \n",
       "22                  Supermarket       Furniture / Home Store   \n",
       "23            Convenience Store                  Supermarket   \n",
       "24            Food & Drink Shop                          Gym   \n",
       "25                 Burger Joint               Clothing Store   \n",
       "26            Food & Drink Shop                   Food Court   \n",
       "27                  Pizza Place                 Concert Hall   \n",
       "28                          Pub                Pelmeni House   \n",
       "29                    Irish Pub  Eastern European Restaurant   \n",
       "..                          ...                          ...   \n",
       "268                 Fish Market                  Coffee Shop   \n",
       "269            Asian Restaurant               Massage Studio   \n",
       "270                         Gym         Fast Food Restaurant   \n",
       "271               Movie Theater         Gym / Fitness Center   \n",
       "272                    Pharmacy                  Coffee Shop   \n",
       "273  Modern European Restaurant                      Theater   \n",
       "274              Lingerie Store         Caucasian Restaurant   \n",
       "275                  Theme Park                      Theater   \n",
       "276        Gym / Fitness Center                     Fountain   \n",
       "277               Movie Theater    Middle Eastern Restaurant   \n",
       "278           Food & Drink Shop                   Food Court   \n",
       "279                   Bookstore                     Pie Shop   \n",
       "280   Middle Eastern Restaurant                          Zoo   \n",
       "281                Soccer Field               Cosmetics Shop   \n",
       "282               Movie Theater                      Theater   \n",
       "283           Convenience Store          Sporting Goods Shop   \n",
       "284              Cosmetics Shop                         Café   \n",
       "285                        Food            Food & Drink Shop   \n",
       "286                  Beer Store            Food & Drink Shop   \n",
       "287           Martial Arts Dojo                 Hockey Arena   \n",
       "288           Convenience Store            Food & Drink Shop   \n",
       "289        Fast Food Restaurant            Health Food Store   \n",
       "290                 Flower Shop                         Food   \n",
       "291                      Bakery               Farmers Market   \n",
       "292                  Restaurant                   Hookah Bar   \n",
       "293           Food & Drink Shop                Big Box Store   \n",
       "294       Vietnamese Restaurant          Sporting Goods Shop   \n",
       "295              Breakfast Spot                     Boutique   \n",
       "296          Salon / Barbershop               Cosmetics Shop   \n",
       "297           French Restaurant            Food & Drink Shop   \n",
       "\n",
       "         9th Most Common Venue      10th Most Common Venue  \n",
       "0                  Yoga Studio          Seafood Restaurant  \n",
       "1                 Gourmet Shop        Caucasian Restaurant  \n",
       "2                     Tea Room          Miscellaneous Shop  \n",
       "3                  Coffee Shop                       Plaza  \n",
       "4                Shopping Mall        Caucasian Restaurant  \n",
       "5                     Fountain     Health & Beauty Service  \n",
       "6             Toy / Game Store     Health & Beauty Service  \n",
       "7              Motorcycle Shop                   Gun Range  \n",
       "8                      Theater            Football Stadium  \n",
       "9               Cosmetics Shop          Russian Restaurant  \n",
       "10           Health Food Store                  Beer Store  \n",
       "11                        Food           Food & Drink Shop  \n",
       "12                     Theater                 Coffee Shop  \n",
       "13                  Skate Park                      Arcade  \n",
       "14                        Food           Food & Drink Shop  \n",
       "15                        Café        Caucasian Restaurant  \n",
       "16                        Park                    Pharmacy  \n",
       "17                 Flower Shop                        Food  \n",
       "18                   Pet Store                 Candy Store  \n",
       "19          Athletics & Sports                        Café  \n",
       "20                        Food           Food & Drink Shop  \n",
       "21           Health Food Store                  Kids Store  \n",
       "22           Food & Drink Shop               Garden Center  \n",
       "23         Fried Chicken Joint               Garden Center  \n",
       "24                      Market               Big Box Store  \n",
       "25                   Pet Store                         Gym  \n",
       "26                Food Service                  Food Truck  \n",
       "27                   BBQ Joint                Tennis Court  \n",
       "28               Historic Site           Health Food Store  \n",
       "29     Health & Beauty Service          Seafood Restaurant  \n",
       "..                         ...                         ...  \n",
       "268                Pizza Place                 Auto Garage  \n",
       "269         Seafood Restaurant                   Hotel Bar  \n",
       "270                   Pharmacy               Grocery Store  \n",
       "271             Scenic Lookout                Camera Store  \n",
       "272  Middle Eastern Restaurant                 Flower Shop  \n",
       "273                       Park              Shawarma Place  \n",
       "274           Toy / Game Store                  Restaurant  \n",
       "275           Pedestrian Plaza                 Coffee Shop  \n",
       "276                       Park       Performing Arts Venue  \n",
       "277       Gym / Fitness Center  Modern European Restaurant  \n",
       "278               Food Service                  Food Truck  \n",
       "279                 Restaurant          Italian Restaurant  \n",
       "280                 Food Truck                 Fish Market  \n",
       "281          Convenience Store              Soccer Stadium  \n",
       "282                      Beach            Basketball Court  \n",
       "283           Sushi Restaurant                  Kids Store  \n",
       "284                    Butcher       Performing Arts Venue  \n",
       "285                 Food Court                Food Service  \n",
       "286             Hunting Supply           Convenience Store  \n",
       "287                Candy Store           Convenience Store  \n",
       "288                    Butcher                    Bus Stop  \n",
       "289         Belgian Restaurant   Middle Eastern Restaurant  \n",
       "290          Food & Drink Shop                  Food Court  \n",
       "291                   Ski Area                    Pharmacy  \n",
       "292                   Boutique              Massage Studio  \n",
       "293           Theme Restaurant      Thrift / Vintage Store  \n",
       "294     Furniture / Home Store        Caucasian Restaurant  \n",
       "295             Massage Studio                      Bakery  \n",
       "296                Pizza Place        Fast Food Restaurant  \n",
       "297                 Food Court                Food Service  \n",
       "\n",
       "[298 rows x 11 columns]"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_top_venues = 10\n",
    "\n",
    "indicators = ['st', 'nd', 'rd']\n",
    "\n",
    "# create columns according to number of top venues\n",
    "columns = ['Neighborhood']\n",
    "for ind in np.arange(num_top_venues):\n",
    "    try:\n",
    "        columns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))\n",
    "    except:\n",
    "        columns.append('{}th Most Common Venue'.format(ind+1))\n",
    "\n",
    "# create a new dataframe\n",
    "neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
    "neighborhoods_venues_sorted['Neighborhood'] = moscow_grouped['Neighborhood']\n",
    "\n",
    "for ind in np.arange(moscow_grouped.shape[0]):\n",
    "    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(moscow_grouped.iloc[ind, :], num_top_venues)\n",
    "\n",
    "neighborhoods_venues_sorted"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Cluster Neighborhoods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run *k*-means to cluster the neighborhood into 5 clusters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "298"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "# set number of clusters\n",
    "kclusters = 5\n",
    "\n",
    "moscow_grouped_clustering = moscow_grouped.drop('Neighborhood', 1)\n",
    "\n",
    "# run k-means clustering\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(moscow_grouped_clustering)\n",
    "\n",
    "# check cluster labels generated for each row in the dataframe\n",
    "len(kmeans.labels_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create a new dataframe that includes the cluster as well as the top 10 venues for each neighborhood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>postal_code</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>101000</td>\n",
       "      <td>55.760943</td>\n",
       "      <td>37.634282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>103274</td>\n",
       "      <td>55.752841</td>\n",
       "      <td>37.574511</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>105005</td>\n",
       "      <td>55.767631</td>\n",
       "      <td>37.679706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>105037</td>\n",
       "      <td>55.793867</td>\n",
       "      <td>37.773689</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>105043</td>\n",
       "      <td>55.792142</td>\n",
       "      <td>37.790378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>105062</td>\n",
       "      <td>55.760844</td>\n",
       "      <td>37.650049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>105064</td>\n",
       "      <td>55.762052</td>\n",
       "      <td>37.659913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>105066</td>\n",
       "      <td>55.771457</td>\n",
       "      <td>37.669986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>105077</td>\n",
       "      <td>55.798057</td>\n",
       "      <td>37.812459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>105082</td>\n",
       "      <td>55.776174</td>\n",
       "      <td>37.686221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>105094</td>\n",
       "      <td>55.779910</td>\n",
       "      <td>37.701737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>105118</td>\n",
       "      <td>55.771310</td>\n",
       "      <td>37.726334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>105120</td>\n",
       "      <td>55.748771</td>\n",
       "      <td>37.663569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>105122</td>\n",
       "      <td>55.803509</td>\n",
       "      <td>37.763310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>105173</td>\n",
       "      <td>55.818407</td>\n",
       "      <td>37.867316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>105175</td>\n",
       "      <td>55.766373</td>\n",
       "      <td>37.646871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>105187</td>\n",
       "      <td>55.784563</td>\n",
       "      <td>37.746458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>105203</td>\n",
       "      <td>55.801203</td>\n",
       "      <td>37.827659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>105215</td>\n",
       "      <td>55.809438</td>\n",
       "      <td>37.804858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>105264</td>\n",
       "      <td>55.798725</td>\n",
       "      <td>37.791804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>105275</td>\n",
       "      <td>55.764631</td>\n",
       "      <td>37.741424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>105318</td>\n",
       "      <td>55.783256</td>\n",
       "      <td>37.722860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>105425</td>\n",
       "      <td>55.803967</td>\n",
       "      <td>37.783612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>105484</td>\n",
       "      <td>55.805085</td>\n",
       "      <td>37.827219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>105523</td>\n",
       "      <td>55.810469</td>\n",
       "      <td>37.829948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>105554</td>\n",
       "      <td>55.790281</td>\n",
       "      <td>37.800041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>105568</td>\n",
       "      <td>55.778937</td>\n",
       "      <td>37.826868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>107014</td>\n",
       "      <td>55.797724</td>\n",
       "      <td>37.683287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>107023</td>\n",
       "      <td>55.785585</td>\n",
       "      <td>37.707218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>107031</td>\n",
       "      <td>55.764986</td>\n",
       "      <td>37.618814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>121099</td>\n",
       "      <td>55.750050</td>\n",
       "      <td>37.581452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>121108</td>\n",
       "      <td>55.736085</td>\n",
       "      <td>37.471330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>121151</td>\n",
       "      <td>55.744543</td>\n",
       "      <td>37.550761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>121165</td>\n",
       "      <td>55.741430</td>\n",
       "      <td>37.541530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>121170</td>\n",
       "      <td>55.738052</td>\n",
       "      <td>37.522139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>121248</td>\n",
       "      <td>55.748113</td>\n",
       "      <td>37.567316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>121309</td>\n",
       "      <td>55.749402</td>\n",
       "      <td>37.495611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>121351</td>\n",
       "      <td>55.733740</td>\n",
       "      <td>37.415431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>121352</td>\n",
       "      <td>55.725636</td>\n",
       "      <td>37.477054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>121353</td>\n",
       "      <td>55.707464</td>\n",
       "      <td>37.432525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>121354</td>\n",
       "      <td>55.725970</td>\n",
       "      <td>37.522653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>121357</td>\n",
       "      <td>55.737846</td>\n",
       "      <td>37.563998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>121359</td>\n",
       "      <td>55.740026</td>\n",
       "      <td>37.401153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>121374</td>\n",
       "      <td>55.724313</td>\n",
       "      <td>37.443069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>121433</td>\n",
       "      <td>55.737364</td>\n",
       "      <td>37.465143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>121467</td>\n",
       "      <td>55.736073</td>\n",
       "      <td>37.434511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>121471</td>\n",
       "      <td>55.707768</td>\n",
       "      <td>37.427813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>121500</td>\n",
       "      <td>55.779528</td>\n",
       "      <td>37.382605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>121552</td>\n",
       "      <td>55.742415</td>\n",
       "      <td>37.419175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>121596</td>\n",
       "      <td>55.722204</td>\n",
       "      <td>37.399289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>121601</td>\n",
       "      <td>55.762030</td>\n",
       "      <td>37.486310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>121609</td>\n",
       "      <td>55.757736</td>\n",
       "      <td>37.406371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>121614</td>\n",
       "      <td>55.767707</td>\n",
       "      <td>37.413161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>121615</td>\n",
       "      <td>55.742715</td>\n",
       "      <td>37.430629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>123001</td>\n",
       "      <td>55.763987</td>\n",
       "      <td>37.592500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>123007</td>\n",
       "      <td>55.773262</td>\n",
       "      <td>37.525954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>123022</td>\n",
       "      <td>55.761554</td>\n",
       "      <td>37.564711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>123056</td>\n",
       "      <td>55.765004</td>\n",
       "      <td>37.588198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>123060</td>\n",
       "      <td>55.795301</td>\n",
       "      <td>37.488595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>123098</td>\n",
       "      <td>55.798264</td>\n",
       "      <td>37.469625</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>300 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     postal_code   latitude  longitude\n",
       "0         101000  55.760943  37.634282\n",
       "3         103274  55.752841  37.574511\n",
       "4         105005  55.767631  37.679706\n",
       "5         105037  55.793867  37.773689\n",
       "6         105043  55.792142  37.790378\n",
       "7         105062  55.760844  37.650049\n",
       "8         105064  55.762052  37.659913\n",
       "9         105066  55.771457  37.669986\n",
       "10        105077  55.798057  37.812459\n",
       "11        105082  55.776174  37.686221\n",
       "12        105094  55.779910  37.701737\n",
       "13        105118  55.771310  37.726334\n",
       "14        105120  55.748771  37.663569\n",
       "15        105122  55.803509  37.763310\n",
       "16        105173  55.818407  37.867316\n",
       "17        105175  55.766373  37.646871\n",
       "18        105187  55.784563  37.746458\n",
       "19        105203  55.801203  37.827659\n",
       "20        105215  55.809438  37.804858\n",
       "22        105264  55.798725  37.791804\n",
       "23        105275  55.764631  37.741424\n",
       "24        105318  55.783256  37.722860\n",
       "25        105425  55.803967  37.783612\n",
       "26        105484  55.805085  37.827219\n",
       "27        105523  55.810469  37.829948\n",
       "28        105554  55.790281  37.800041\n",
       "29        105568  55.778937  37.826868\n",
       "30        107014  55.797724  37.683287\n",
       "32        107023  55.785585  37.707218\n",
       "33        107031  55.764986  37.618814\n",
       "..           ...        ...        ...\n",
       "283       121099  55.750050  37.581452\n",
       "284       121108  55.736085  37.471330\n",
       "285       121151  55.744543  37.550761\n",
       "286       121165  55.741430  37.541530\n",
       "287       121170  55.738052  37.522139\n",
       "288       121248  55.748113  37.567316\n",
       "289       121309  55.749402  37.495611\n",
       "290       121351  55.733740  37.415431\n",
       "291       121352  55.725636  37.477054\n",
       "292       121353  55.707464  37.432525\n",
       "293       121354  55.725970  37.522653\n",
       "294       121357  55.737846  37.563998\n",
       "295       121359  55.740026  37.401153\n",
       "296       121374  55.724313  37.443069\n",
       "297       121433  55.737364  37.465143\n",
       "298       121467  55.736073  37.434511\n",
       "299       121471  55.707768  37.427813\n",
       "300       121500  55.779528  37.382605\n",
       "301       121552  55.742415  37.419175\n",
       "302       121596  55.722204  37.399289\n",
       "303       121601  55.762030  37.486310\n",
       "304       121609  55.757736  37.406371\n",
       "305       121614  55.767707  37.413161\n",
       "306       121615  55.742715  37.430629\n",
       "307       123001  55.763987  37.592500\n",
       "308       123007  55.773262  37.525954\n",
       "309       123022  55.761554  37.564711\n",
       "310       123056  55.765004  37.588198\n",
       "311       123060  55.795301  37.488595\n",
       "312       123098  55.798264  37.469625\n",
       "\n",
       "[300 rows x 3 columns]"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "postcodes_loc_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "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>Neighborhood</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "      <th>Cluster Labels</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>101000</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hostel</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Gaming Cafe</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Café</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>103274</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Karaoke Bar</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Bridal Shop</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>105005</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hookah Bar</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Miscellaneous Shop</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>105037</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>105043</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Zoo Exhibit</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Neighborhood 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "0        101000           Coffee Shop                Hostel   \n",
       "1        103274    Seafood Restaurant    Italian Restaurant   \n",
       "2        105005           Coffee Shop            Hookah Bar   \n",
       "3        105037           Supermarket         Grocery Store   \n",
       "4        105043   Sporting Goods Shop           Supermarket   \n",
       "\n",
       "  3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "0  Caucasian Restaurant           Gaming Cafe          Dance Studio   \n",
       "1           Karaoke Bar                 Hotel           Bridal Shop   \n",
       "2          Dance Studio   Dumpling Restaurant            Restaurant   \n",
       "3      Department Store   Arts & Crafts Store      Sushi Restaurant   \n",
       "4           Zoo Exhibit    Salon / Barbershop      Sushi Restaurant   \n",
       "\n",
       "  6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "0                  Café           Music Venue                   Bar   \n",
       "1   Sporting Goods Shop                  Café                  Park   \n",
       "2            Smoke Shop              Beer Bar            Beer Store   \n",
       "3             Bookstore   Sporting Goods Shop                  Café   \n",
       "4          Soccer Field     Food & Drink Shop               Theater   \n",
       "\n",
       "  9th Most Common Venue 10th Most Common Venue  Cluster Labels  \n",
       "0           Yoga Studio     Seafood Restaurant               1  \n",
       "1          Gourmet Shop   Caucasian Restaurant               1  \n",
       "2              Tea Room     Miscellaneous Shop               1  \n",
       "3           Coffee Shop                  Plaza               1  \n",
       "4         Shopping Mall   Caucasian Restaurant               1  "
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neighborhoods_venues_sorted['Cluster Labels'] = kmeans.labels_\n",
    "neighborhoods_venues_sorted.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Merge clustering group to neighbourhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(298, 15)"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moscow_merged = postcodes_loc_df.merge(neighborhoods_venues_sorted, left_on='postal_code', right_on='Neighborhood', how='left')\n",
    "moscow_merged = moscow_merged.dropna()\n",
    "moscow_merged.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convert **Cluster Labels** to *integer*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "moscow_merged['Cluster Labels'] = moscow_merged['Cluster Labels'].astype('int')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Use geopy library to get the latitude and longitude values of New York City."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/srv/conda/lib/python3.6/site-packages/ipykernel_launcher.py:3: DeprecationWarning: Using Nominatim with the default \"geopy/1.18.1\" `user_agent` is strongly discouraged, as it violates Nominatim's ToS https://operations.osmfoundation.org/policies/nominatim/ and may possibly cause 403 and 429 HTTP errors. Please specify a custom `user_agent` with `Nominatim(user_agent=\"my-application\")` or by overriding the default `user_agent`: `geopy.geocoders.options.default_user_agent = \"my-application\"`. In geopy 2.0 this will become an exception.\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of Moscow, RUS are 55.7507178, 37.6176606.\n"
     ]
    }
   ],
   "source": [
    "address = 'Moscow, RUS'\n",
    "\n",
    "geolocator = Nominatim()\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geograpical coordinate of {} are {}, {}.'.format(address, latitude, longitude))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's visualize the resulting clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
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}
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}
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                var html_20c2b70cc1d74defaf826152e3d418d6 = $(`<div id="html_20c2b70cc1d74defaf826152e3d418d6" style="width: 100.0%; height: 100.0%;">105094.0 Cluster 1</div>`)[0];
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                var html_e1a26d9e1d6b437e9d4d315a823b5675 = $(`<div id="html_e1a26d9e1d6b437e9d4d315a823b5675" style="width: 100.0%; height: 100.0%;">105118.0 Cluster 0</div>`)[0];
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}
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                var html_97ffc35578f5475ebdf9236b447b9f00 = $(`<div id="html_97ffc35578f5475ebdf9236b447b9f00" style="width: 100.0%; height: 100.0%;">105120.0 Cluster 1</div>`)[0];
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}
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                var html_eb3f3fbfdfb04df3ab50c008f2f217f5 = $(`<div id="html_eb3f3fbfdfb04df3ab50c008f2f217f5" style="width: 100.0%; height: 100.0%;">105122.0 Cluster 1</div>`)[0];
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}
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                var html_fffd0cd9db0b467893221399a55e8b40 = $(`<div id="html_fffd0cd9db0b467893221399a55e8b40" style="width: 100.0%; height: 100.0%;">105173.0 Cluster 0</div>`)[0];
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}
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                var html_e7e515e9ece94cb8b37f444946eccd79 = $(`<div id="html_e7e515e9ece94cb8b37f444946eccd79" style="width: 100.0%; height: 100.0%;">105175.0 Cluster 1</div>`)[0];
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            circle_marker_8ef6a8ffbf2a436c9cd673c9be634986.bindPopup(popup_097464d825634aaab3df0920b8e9742b)
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_81f2eb0efd1a4f17a11315ccf7ec50a4 = L.popup({maxWidth: '300'
            
            });

            
                var html_da1c3a4786ca4960876d0b80fd60a974 = $(`<div id="html_da1c3a4786ca4960876d0b80fd60a974" style="width: 100.0%; height: 100.0%;">105187.0 Cluster 1</div>`)[0];
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            circle_marker_9160da91382c4d84a8709438a31791f0.bindPopup(popup_81f2eb0efd1a4f17a11315ccf7ec50a4)
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            var circle_marker_f451377fed1743fd9c42876f289b5c74 = L.circleMarker(
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            var popup_53c728e9a35344dea115a9be8b1d8a2d = L.popup({maxWidth: '300'
            
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            var popup_585a5c43150748b1b733d9f42a2c6642 = L.popup({maxWidth: '300'
            
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            var popup_d78e2a624ca64d048b3b3c560ac896c1 = L.popup({maxWidth: '300'
            
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            var popup_3d0ba8e789564de796eafc492d22fdca = L.popup({maxWidth: '300'
            
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}
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                var html_3ee5c50a5a15460281c22cf2c941e1bb = $(`<div id="html_3ee5c50a5a15460281c22cf2c941e1bb" style="width: 100.0%; height: 100.0%;">107014.0 Cluster 1</div>`)[0];
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}
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                var html_d3ccff3332f442869d310a36df5ac54e = $(`<div id="html_d3ccff3332f442869d310a36df5ac54e" style="width: 100.0%; height: 100.0%;">107023.0 Cluster 1</div>`)[0];
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                var html_240916c39a2740afb5144a7e300f4d88 = $(`<div id="html_240916c39a2740afb5144a7e300f4d88" style="width: 100.0%; height: 100.0%;">107031.0 Cluster 1</div>`)[0];
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}
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                var html_64b3b9bfa237463daf7d8cec1a57f7ee = $(`<div id="html_64b3b9bfa237463daf7d8cec1a57f7ee" style="width: 100.0%; height: 100.0%;">107045.0 Cluster 1</div>`)[0];
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}
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                var html_d178877d3d824f108a661a00d71869f1 = $(`<div id="html_d178877d3d824f108a661a00d71869f1" style="width: 100.0%; height: 100.0%;">107061.0 Cluster 1</div>`)[0];
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                var html_8ae847e3aae44346b31c1436bac1bb53 = $(`<div id="html_8ae847e3aae44346b31c1436bac1bb53" style="width: 100.0%; height: 100.0%;">107065.0 Cluster 0</div>`)[0];
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            var popup_c848da7b08bc404ca3e28c49f58c534f = L.popup({maxWidth: '300'
            
            });

            
                var html_e7c1fa5badb048a3a927905fa930a095 = $(`<div id="html_e7c1fa5badb048a3a927905fa930a095" style="width: 100.0%; height: 100.0%;">107076.0 Cluster 1</div>`)[0];
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            circle_marker_c088f3428fa34924aa6b4f33aaef7658.bindPopup(popup_c848da7b08bc404ca3e28c49f58c534f)
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            var popup_54e949c5263f42b4b45e1bf6c7f574b0 = L.popup({maxWidth: '300'
            
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            var popup_958df48ceaa2460794f92467ca522b2d = L.popup({maxWidth: '300'
            
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                var html_0a2d20aa7b7b4a4b9c6b66049cfe84b8 = $(`<div id="html_0a2d20aa7b7b4a4b9c6b66049cfe84b8" style="width: 100.0%; height: 100.0%;">107392.0 Cluster 1</div>`)[0];
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                var html_2315ab4e083845c5bab09766cda022ea = $(`<div id="html_2315ab4e083845c5bab09766cda022ea" style="width: 100.0%; height: 100.0%;">107497.0 Cluster 0</div>`)[0];
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}
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                var html_dab13318b9334c2590d119aab9177e93 = $(`<div id="html_dab13318b9334c2590d119aab9177e93" style="width: 100.0%; height: 100.0%;">109004.0 Cluster 1</div>`)[0];
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                var html_5db6e5d8b04d4e7899d15479f4aedca9 = $(`<div id="html_5db6e5d8b04d4e7899d15479f4aedca9" style="width: 100.0%; height: 100.0%;">109028.0 Cluster 1</div>`)[0];
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            var popup_d6d9a1c9aedb45438d3a12a9ae966898 = L.popup({maxWidth: '300'
            
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                var html_f76e5ebea0de49098fc07f71464f710a = $(`<div id="html_f76e5ebea0de49098fc07f71464f710a" style="width: 100.0%; height: 100.0%;">109029.0 Cluster 1</div>`)[0];
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_8675799d57dd4e5e9257200cf07b6649 = L.popup({maxWidth: '300'
            
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_73e2781fe1ca4f11a31286be874e8ba8 = L.popup({maxWidth: '300'
            
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_d61309e6538d49bb86dda8d2b91aeb6c = L.popup({maxWidth: '300'
            
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            var popup_85b1265cf2ee470d8e055a0acff5c192 = L.popup({maxWidth: '300'
            
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            var popup_d7a150b6b777460cae98eec86d6c1438 = L.popup({maxWidth: '300'
            
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            var popup_25382784b6404f188ced1d385aec62c5 = L.popup({maxWidth: '300'
            
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            var popup_1c9243ad218742a7b555023ef0b5375d = L.popup({maxWidth: '300'
            
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}
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}
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                var html_5051daf9a5f1433980c7768f7a3a5690 = $(`<div id="html_5051daf9a5f1433980c7768f7a3a5690" style="width: 100.0%; height: 100.0%;">109240.0 Cluster 1</div>`)[0];
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                var html_f086a5316e504622b7a3c3530735def8 = $(`<div id="html_f086a5316e504622b7a3c3530735def8" style="width: 100.0%; height: 100.0%;">109316.0 Cluster 1</div>`)[0];
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}
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            var popup_7ec12448b3c04dc1af7363eae33cb778 = L.popup({maxWidth: '300'
            
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                var html_9884f21f369745e6ba26ff08500ade2c = $(`<div id="html_9884f21f369745e6ba26ff08500ade2c" style="width: 100.0%; height: 100.0%;">109369.0 Cluster 0</div>`)[0];
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            circle_marker_57e1bebf5c4a4cc38d8bf52df7728d9e.bindPopup(popup_7ec12448b3c04dc1af7363eae33cb778)
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}
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_5b449aa438a0412abff8b16e508d0123 = L.popup({maxWidth: '300'
            
            });

            
                var html_1b7e07bcdabc48358c0961193b62211a = $(`<div id="html_1b7e07bcdabc48358c0961193b62211a" style="width: 100.0%; height: 100.0%;">109377.0 Cluster 1</div>`)[0];
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            circle_marker_1069e1619d65456395203909869f5f70.bindPopup(popup_5b449aa438a0412abff8b16e508d0123)
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            var circle_marker_76f169203b774cd48cee85b12fd60fbb = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_886ad0fb8da14ff78f48e029614d41f2 = L.popup({maxWidth: '300'
            
            });

            
                var html_e2a691166cfa4452b0030be312b7da4a = $(`<div id="html_e2a691166cfa4452b0030be312b7da4a" style="width: 100.0%; height: 100.0%;">109378.0 Cluster 0</div>`)[0];
                popup_886ad0fb8da14ff78f48e029614d41f2.setContent(html_e2a691166cfa4452b0030be312b7da4a);
            

            circle_marker_76f169203b774cd48cee85b12fd60fbb.bindPopup(popup_886ad0fb8da14ff78f48e029614d41f2)
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            var circle_marker_a04579c08a854bc6b05d23cba9fcc497 = L.circleMarker(
                [55.673721110079406, 37.8124971630327],
                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_8959a2f865274b3ab12049552937e23a = L.popup({maxWidth: '300'
            
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                var html_634bd72a5388404c9d6e0adc6516bd70 = $(`<div id="html_634bd72a5388404c9d6e0adc6516bd70" style="width: 100.0%; height: 100.0%;">109380.0 Cluster 0</div>`)[0];
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            circle_marker_a04579c08a854bc6b05d23cba9fcc497.bindPopup(popup_8959a2f865274b3ab12049552937e23a)
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            var circle_marker_c2086c516c6741bdaa7dfe1562aa7746 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_c199c5e778c04271b8708182d1caa53b = L.popup({maxWidth: '300'
            
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                var html_c2e1fe9fd59d4de68c966bc2ec09f51b = $(`<div id="html_c2e1fe9fd59d4de68c966bc2ec09f51b" style="width: 100.0%; height: 100.0%;">109382.0 Cluster 3</div>`)[0];
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            circle_marker_c2086c516c6741bdaa7dfe1562aa7746.bindPopup(popup_c199c5e778c04271b8708182d1caa53b)
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            var circle_marker_f6d3b09be3ec4f029385e521237aa72d = L.circleMarker(
                [55.671566052607496, 37.7214148930245],
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_594d3878988c4789949d35b50ffe6e45 = L.popup({maxWidth: '300'
            
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                var html_d597319400ff4a478511df63f1ad625c = $(`<div id="html_d597319400ff4a478511df63f1ad625c" style="width: 100.0%; height: 100.0%;">109383.0 Cluster 4</div>`)[0];
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            circle_marker_f6d3b09be3ec4f029385e521237aa72d.bindPopup(popup_594d3878988c4789949d35b50ffe6e45)
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            var circle_marker_014c89305e63493b82c7877e72c9a119 = L.circleMarker(
                [55.6808046669605, 37.754801912374],
                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_73fa82ab40f3419b930dea6f95010e34 = L.popup({maxWidth: '300'
            
            });

            
                var html_0644eeb31b1846ae8c84da2d98f84a43 = $(`<div id="html_0644eeb31b1846ae8c84da2d98f84a43" style="width: 100.0%; height: 100.0%;">109386.0 Cluster 1</div>`)[0];
                popup_73fa82ab40f3419b930dea6f95010e34.setContent(html_0644eeb31b1846ae8c84da2d98f84a43);
            

            circle_marker_014c89305e63493b82c7877e72c9a119.bindPopup(popup_73fa82ab40f3419b930dea6f95010e34)
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            var circle_marker_07b67c6573ed419482285fd7f0bca738 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_39862d4fefca4334853556523002ed35 = L.popup({maxWidth: '300'
            
            });

            
                var html_e37a62e0a904458bbcce28c90aed508b = $(`<div id="html_e37a62e0a904458bbcce28c90aed508b" style="width: 100.0%; height: 100.0%;">109387.0 Cluster 1</div>`)[0];
                popup_39862d4fefca4334853556523002ed35.setContent(html_e37a62e0a904458bbcce28c90aed508b);
            

            circle_marker_07b67c6573ed419482285fd7f0bca738.bindPopup(popup_39862d4fefca4334853556523002ed35)
            ;

            
        
    
            var circle_marker_306b64ed25714d58ae2b445af59ade8a = L.circleMarker(
                [55.6704007156569, 37.7168817250913],
                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_38fcae87f8e34e3e9995875c092f6718 = L.popup({maxWidth: '300'
            
            });

            
                var html_3903f43c48104d44bafe4b932f5e1cc7 = $(`<div id="html_3903f43c48104d44bafe4b932f5e1cc7" style="width: 100.0%; height: 100.0%;">109388.0 Cluster 4</div>`)[0];
                popup_38fcae87f8e34e3e9995875c092f6718.setContent(html_3903f43c48104d44bafe4b932f5e1cc7);
            

            circle_marker_306b64ed25714d58ae2b445af59ade8a.bindPopup(popup_38fcae87f8e34e3e9995875c092f6718)
            ;

            
        
    
            var circle_marker_01eae4cccbe84381ae4b10f5026eb05a = L.circleMarker(
                [55.6996243067648, 37.736804322466895],
                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_f6098a4334a744ffa6e8db598756fc5e = L.popup({maxWidth: '300'
            
            });

            
                var html_beaf9591fde84638a4b62a5908c65863 = $(`<div id="html_beaf9591fde84638a4b62a5908c65863" style="width: 100.0%; height: 100.0%;">109390.0 Cluster 0</div>`)[0];
                popup_f6098a4334a744ffa6e8db598756fc5e.setContent(html_beaf9591fde84638a4b62a5908c65863);
            

            circle_marker_01eae4cccbe84381ae4b10f5026eb05a.bindPopup(popup_f6098a4334a744ffa6e8db598756fc5e)
            ;

            
        
    
            var circle_marker_226f7c4829e04a14aa757e3c9838046d = L.circleMarker(
                [55.72488809700211, 37.77036763307579],
                {
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  "fill": true,
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  "lineCap": "round",
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_56d61c69ede34436ac4631a8c4a6b20e = L.popup({maxWidth: '300'
            
            });

            
                var html_ef447fc13bb942278c03c4fcb138d4b6 = $(`<div id="html_ef447fc13bb942278c03c4fcb138d4b6" style="width: 100.0%; height: 100.0%;">109428.0 Cluster 1</div>`)[0];
                popup_56d61c69ede34436ac4631a8c4a6b20e.setContent(html_ef447fc13bb942278c03c4fcb138d4b6);
            

            circle_marker_226f7c4829e04a14aa757e3c9838046d.bindPopup(popup_56d61c69ede34436ac4631a8c4a6b20e)
            ;

            
        
    
            var circle_marker_cd13f3dafce64c648e12dd215b2b78d6 = L.circleMarker(
                [55.644828519456794, 37.819069027442005],
                {
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  "fill": true,
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  "lineCap": "round",
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_636e12c75f164c83a2b82e18f46cf299 = L.popup({maxWidth: '300'
            
            });

            
                var html_1b72da43cab14072ab667328b859d2aa = $(`<div id="html_1b72da43cab14072ab667328b859d2aa" style="width: 100.0%; height: 100.0%;">109429.0 Cluster 2</div>`)[0];
                popup_636e12c75f164c83a2b82e18f46cf299.setContent(html_1b72da43cab14072ab667328b859d2aa);
            

            circle_marker_cd13f3dafce64c648e12dd215b2b78d6.bindPopup(popup_636e12c75f164c83a2b82e18f46cf299)
            ;

            
        
    
            var circle_marker_394769b265514bed8fdf8881d5dd35cb = L.circleMarker(
                [55.68106269305571, 37.8550524387624],
                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_b4fd3bfa9cb14edc8d2d9b47dc691e45 = L.popup({maxWidth: '300'
            
            });

            
                var html_c972a10bccbd44bcafffefbcde6d1530 = $(`<div id="html_c972a10bccbd44bcafffefbcde6d1530" style="width: 100.0%; height: 100.0%;">109431.0 Cluster 1</div>`)[0];
                popup_b4fd3bfa9cb14edc8d2d9b47dc691e45.setContent(html_c972a10bccbd44bcafffefbcde6d1530);
            

            circle_marker_394769b265514bed8fdf8881d5dd35cb.bindPopup(popup_b4fd3bfa9cb14edc8d2d9b47dc691e45)
            ;

            
        
    
            var circle_marker_18b06895f63f49e2ba47c76a38f369cc = L.circleMarker(
                [55.7013163269208, 37.785322104148],
                {
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  "fill": true,
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "opacity": 1.0,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_d65dec59b38249f6827ae7401cf24d00 = L.popup({maxWidth: '300'
            
            });

            
                var html_b74ac976ea85491abaf6ae05075297b2 = $(`<div id="html_b74ac976ea85491abaf6ae05075297b2" style="width: 100.0%; height: 100.0%;">109439.0 Cluster 1</div>`)[0];
                popup_d65dec59b38249f6827ae7401cf24d00.setContent(html_b74ac976ea85491abaf6ae05075297b2);
            

            circle_marker_18b06895f63f49e2ba47c76a38f369cc.bindPopup(popup_d65dec59b38249f6827ae7401cf24d00)
            ;

            
        
    
            var circle_marker_2e5a729c8fb543ab9ab0bcce2eec8e37 = L.circleMarker(
                [55.7065494022526, 37.7725378863828],
                {
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  "fill": true,
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_c95d58e2c92b474b831dd638cf48ce7c = L.popup({maxWidth: '300'
            
            });

            
                var html_ba3bab43d78f476f816dd438d5c64fe8 = $(`<div id="html_ba3bab43d78f476f816dd438d5c64fe8" style="width: 100.0%; height: 100.0%;">109443.0 Cluster 1</div>`)[0];
                popup_c95d58e2c92b474b831dd638cf48ce7c.setContent(html_ba3bab43d78f476f816dd438d5c64fe8);
            

            circle_marker_2e5a729c8fb543ab9ab0bcce2eec8e37.bindPopup(popup_c95d58e2c92b474b831dd638cf48ce7c)
            ;

            
        
    
            var circle_marker_ef29c8b168374a039d8592bf32f2a734 = L.circleMarker(
                [55.70744760188621, 37.8111524884764],
                {
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  "fill": true,
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_790bd9af1d77471aa4d1d180b819153f = L.popup({maxWidth: '300'
            
            });

            
                var html_71b28a022d0541fd9fb9b923946aa5c8 = $(`<div id="html_71b28a022d0541fd9fb9b923946aa5c8" style="width: 100.0%; height: 100.0%;">109444.0 Cluster 0</div>`)[0];
                popup_790bd9af1d77471aa4d1d180b819153f.setContent(html_71b28a022d0541fd9fb9b923946aa5c8);
            

            circle_marker_ef29c8b168374a039d8592bf32f2a734.bindPopup(popup_790bd9af1d77471aa4d1d180b819153f)
            ;

            
        
    
            var circle_marker_722ee25386864584bfabc513200485e9 = L.circleMarker(
                [55.6608063309735, 37.7615277818971],
                {
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  "dashArray": null,
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  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_8960a203ee184ceeac39d7aae3caa3da = L.popup({maxWidth: '300'
            
            });

            
                var html_f7b46fbef96a40dcb7160c78eccb6889 = $(`<div id="html_f7b46fbef96a40dcb7160c78eccb6889" style="width: 100.0%; height: 100.0%;">109451.0 Cluster 1</div>`)[0];
                popup_8960a203ee184ceeac39d7aae3caa3da.setContent(html_f7b46fbef96a40dcb7160c78eccb6889);
            

            circle_marker_722ee25386864584bfabc513200485e9.bindPopup(popup_8960a203ee184ceeac39d7aae3caa3da)
            ;

            
        
    
            var circle_marker_8bd97781dc9b4fc79e9e062e34a057d7 = L.circleMarker(
                [55.72143715806111, 37.7903129495076],
                {
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  "lineCap": "round",
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  "stroke": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_ae2a83dcc8cb489a9a71adb075b0adcf = L.popup({maxWidth: '300'
            
            });

            
                var html_443b956a73c64566bb653d2127c5a467 = $(`<div id="html_443b956a73c64566bb653d2127c5a467" style="width: 100.0%; height: 100.0%;">109456.0 Cluster 1</div>`)[0];
                popup_ae2a83dcc8cb489a9a71adb075b0adcf.setContent(html_443b956a73c64566bb653d2127c5a467);
            

            circle_marker_8bd97781dc9b4fc79e9e062e34a057d7.bindPopup(popup_ae2a83dcc8cb489a9a71adb075b0adcf)
            ;

            
        
    
            var circle_marker_ac91df6ac9df4b0d8ba67df43d3daf29 = L.circleMarker(
                [55.7123967440345, 37.7750921683325],
                {
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  "fill": true,
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  "lineCap": "round",
  "lineJoin": "round",
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  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_35f49089917140faaafb05095cae982d = L.popup({maxWidth: '300'
            
            });

            
                var html_306b2b7c549f420ba681fea3c0fdf4d0 = $(`<div id="html_306b2b7c549f420ba681fea3c0fdf4d0" style="width: 100.0%; height: 100.0%;">109457.0 Cluster 1</div>`)[0];
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}
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}
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            var popup_010d166e95dd49f885e715685b9538c0 = L.popup({maxWidth: '300'
            
            });

            
                var html_ec4855c1479b45e7b51d3cabb1daa4dd = $(`<div id="html_ec4855c1479b45e7b51d3cabb1daa4dd" style="width: 100.0%; height: 100.0%;">111123.0 Cluster 1</div>`)[0];
                popup_010d166e95dd49f885e715685b9538c0.setContent(html_ec4855c1479b45e7b51d3cabb1daa4dd);
            

            circle_marker_1fd110e7b4a84fa3a7d5e287368dbfeb.bindPopup(popup_010d166e95dd49f885e715685b9538c0)
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            var circle_marker_28050effceeb4c37be801357b6d11f01 = L.circleMarker(
                [55.74868527941171, 37.7710799787044],
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  "lineCap": "round",
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_08058fd662a349ebb69f4c57879b4a2e = L.popup({maxWidth: '300'
            
            });

            
                var html_062e7a3e4be0468c90b17d8f85ad8b2d = $(`<div id="html_062e7a3e4be0468c90b17d8f85ad8b2d" style="width: 100.0%; height: 100.0%;">111141.0 Cluster 1</div>`)[0];
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            circle_marker_28050effceeb4c37be801357b6d11f01.bindPopup(popup_08058fd662a349ebb69f4c57879b4a2e)
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            var circle_marker_2bde7529564646769e00ba80cddf3ee6 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_4aa124b6c25343629e356b29c7630ee8 = L.popup({maxWidth: '300'
            
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                var html_1adf33b2ade74d0bbbdc2fa33c2cbc5c = $(`<div id="html_1adf33b2ade74d0bbbdc2fa33c2cbc5c" style="width: 100.0%; height: 100.0%;">111250.0 Cluster 1</div>`)[0];
                popup_4aa124b6c25343629e356b29c7630ee8.setContent(html_1adf33b2ade74d0bbbdc2fa33c2cbc5c);
            

            circle_marker_2bde7529564646769e00ba80cddf3ee6.bindPopup(popup_4aa124b6c25343629e356b29c7630ee8)
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            var circle_marker_69fab3f179764da6be592c363a9186d5 = L.circleMarker(
                [55.7519258685382, 37.799337483178604],
                {
  "bubblingMouseEvents": true,
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  "lineCap": "round",
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_781ced3ace89453fb8698599f8bbe319 = L.popup({maxWidth: '300'
            
            });

            
                var html_4fe2b9d68e6d408db5b596afe9612117 = $(`<div id="html_4fe2b9d68e6d408db5b596afe9612117" style="width: 100.0%; height: 100.0%;">111394.0 Cluster 1</div>`)[0];
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            circle_marker_69fab3f179764da6be592c363a9186d5.bindPopup(popup_781ced3ace89453fb8698599f8bbe319)
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            var circle_marker_6026829137554e7da9a707b85375a782 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_0693344b6ec548d89959f501d62d56be = L.popup({maxWidth: '300'
            
            });

            
                var html_99a1bd122e7b405cace2dea5dcafd88c = $(`<div id="html_99a1bd122e7b405cace2dea5dcafd88c" style="width: 100.0%; height: 100.0%;">111395.0 Cluster 2</div>`)[0];
                popup_0693344b6ec548d89959f501d62d56be.setContent(html_99a1bd122e7b405cace2dea5dcafd88c);
            

            circle_marker_6026829137554e7da9a707b85375a782.bindPopup(popup_0693344b6ec548d89959f501d62d56be)
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            var circle_marker_759185dc1e0b4ce9876e677ba82a0f87 = L.circleMarker(
                [55.749337205579394, 37.8170977069069],
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_5cfeaf7c8dc74d3787604cd6a85dc5c3 = L.popup({maxWidth: '300'
            
            });

            
                var html_8a6338826a7c47878fc01acb34259947 = $(`<div id="html_8a6338826a7c47878fc01acb34259947" style="width: 100.0%; height: 100.0%;">111396.0 Cluster 1</div>`)[0];
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            circle_marker_759185dc1e0b4ce9876e677ba82a0f87.bindPopup(popup_5cfeaf7c8dc74d3787604cd6a85dc5c3)
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            var circle_marker_54d96d3b469b42eeba6005e61c8968f7 = L.circleMarker(
                [55.755766950586796, 37.79878116473721],
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  "fill": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_aebdca453009410b8c7c9e0fd56c1f59 = L.popup({maxWidth: '300'
            
            });

            
                var html_cf00f1091bac4214987667762f4f12dc = $(`<div id="html_cf00f1091bac4214987667762f4f12dc" style="width: 100.0%; height: 100.0%;">111397.0 Cluster 1</div>`)[0];
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            circle_marker_54d96d3b469b42eeba6005e61c8968f7.bindPopup(popup_aebdca453009410b8c7c9e0fd56c1f59)
            ;

            
        
    
            var circle_marker_8ea65fea5a0a438499b1d56b17083d01 = L.circleMarker(
                [55.7397866362251, 37.760307313361395],
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_9c4455eaed19484b813ee3b211c7abe9 = L.popup({maxWidth: '300'
            
            });

            
                var html_e23ff4cb328e452499a44e6930d280f4 = $(`<div id="html_e23ff4cb328e452499a44e6930d280f4" style="width: 100.0%; height: 100.0%;">111398.0 Cluster 0</div>`)[0];
                popup_9c4455eaed19484b813ee3b211c7abe9.setContent(html_e23ff4cb328e452499a44e6930d280f4);
            

            circle_marker_8ea65fea5a0a438499b1d56b17083d01.bindPopup(popup_9c4455eaed19484b813ee3b211c7abe9)
            ;

            
        
    
            var circle_marker_93f8619d9b5f4da5a2ed3ab540fddba2 = L.circleMarker(
                [55.7562849993013, 37.806616681922996],
                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_ed69eaee966845c59755012dda535891 = L.popup({maxWidth: '300'
            
            });

            
                var html_8df5af8f278d4f6eb851d96b4850f3c5 = $(`<div id="html_8df5af8f278d4f6eb851d96b4850f3c5" style="width: 100.0%; height: 100.0%;">111399.0 Cluster 1</div>`)[0];
                popup_ed69eaee966845c59755012dda535891.setContent(html_8df5af8f278d4f6eb851d96b4850f3c5);
            

            circle_marker_93f8619d9b5f4da5a2ed3ab540fddba2.bindPopup(popup_ed69eaee966845c59755012dda535891)
            ;

            
        
    
            var circle_marker_7aa37fb27e854fec82366f6740c0c901 = L.circleMarker(
                [55.74293276839929, 37.8092521786978],
                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_20eb77d8f4394ab8bf9291d789700f13 = L.popup({maxWidth: '300'
            
            });

            
                var html_b5c6a22986ab4fa594194c111d4d8eee = $(`<div id="html_b5c6a22986ab4fa594194c111d4d8eee" style="width: 100.0%; height: 100.0%;">111402.0 Cluster 0</div>`)[0];
                popup_20eb77d8f4394ab8bf9291d789700f13.setContent(html_b5c6a22986ab4fa594194c111d4d8eee);
            

            circle_marker_7aa37fb27e854fec82366f6740c0c901.bindPopup(popup_20eb77d8f4394ab8bf9291d789700f13)
            ;

            
        
    
            var circle_marker_ff7627c8bdfb4e58bcc6871462dc7e4e = L.circleMarker(
                [55.7462815558911, 37.759940941626894],
                {
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  "stroke": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_47f5a3e184b24b78982a88efbbbd9b8c = L.popup({maxWidth: '300'
            
            });

            
                var html_fc2e79d69c7740a7810ed3fd61dff91e = $(`<div id="html_fc2e79d69c7740a7810ed3fd61dff91e" style="width: 100.0%; height: 100.0%;">111524.0 Cluster 0</div>`)[0];
                popup_47f5a3e184b24b78982a88efbbbd9b8c.setContent(html_fc2e79d69c7740a7810ed3fd61dff91e);
            

            circle_marker_ff7627c8bdfb4e58bcc6871462dc7e4e.bindPopup(popup_47f5a3e184b24b78982a88efbbbd9b8c)
            ;

            
        
    
            var circle_marker_aee9fec240a44942a56939b0384d586d = L.circleMarker(
                [55.7733265834646, 37.8418221888958],
                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_86452f9609f94101b8466ef69b0f4257 = L.popup({maxWidth: '300'
            
            });

            
                var html_501bd1a8a3da45b59dc827e4a5b90b81 = $(`<div id="html_501bd1a8a3da45b59dc827e4a5b90b81" style="width: 100.0%; height: 100.0%;">111531.0 Cluster 1</div>`)[0];
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            circle_marker_aee9fec240a44942a56939b0384d586d.bindPopup(popup_86452f9609f94101b8466ef69b0f4257)
            ;

            
        
    
            var circle_marker_cedfb59aff2e4290b24b61548a998da2 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_d88ea42fd70f45788a35f0a0ef7a1429 = L.popup({maxWidth: '300'
            
            });

            
                var html_088a2149ae944e4e988d10d47e53588c = $(`<div id="html_088a2149ae944e4e988d10d47e53588c" style="width: 100.0%; height: 100.0%;">111538.0 Cluster 1</div>`)[0];
                popup_d88ea42fd70f45788a35f0a0ef7a1429.setContent(html_088a2149ae944e4e988d10d47e53588c);
            

            circle_marker_cedfb59aff2e4290b24b61548a998da2.bindPopup(popup_d88ea42fd70f45788a35f0a0ef7a1429)
            ;

            
        
    
            var circle_marker_76a60659533042c8a1bdab951c7f8184 = L.circleMarker(
                [55.7370618298658, 37.8330058219833],
                {
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  "fill": true,
  "fillColor": "#8000ff",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
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  "stroke": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_f8c9263f17bd40bea528ee14272e5550 = L.popup({maxWidth: '300'
            
            });

            
                var html_b1862a53bdcf40c290166332c6b02347 = $(`<div id="html_b1862a53bdcf40c290166332c6b02347" style="width: 100.0%; height: 100.0%;">111539.0 Cluster 1</div>`)[0];
                popup_f8c9263f17bd40bea528ee14272e5550.setContent(html_b1862a53bdcf40c290166332c6b02347);
            

            circle_marker_76a60659533042c8a1bdab951c7f8184.bindPopup(popup_f8c9263f17bd40bea528ee14272e5550)
            ;

            
        
    
            var circle_marker_82be108c08144ebb9fb286cbecfdd5c6 = L.circleMarker(
                [55.762246778518495, 37.8405045717508],
                {
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  "fill": true,
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_64d70f34962c4d9aa2caa87dda311c14 = L.popup({maxWidth: '300'
            
            });

            
                var html_cf248c97101f44f1ade67a41af7a996d = $(`<div id="html_cf248c97101f44f1ade67a41af7a996d" style="width: 100.0%; height: 100.0%;">111555.0 Cluster 1</div>`)[0];
                popup_64d70f34962c4d9aa2caa87dda311c14.setContent(html_cf248c97101f44f1ade67a41af7a996d);
            

            circle_marker_82be108c08144ebb9fb286cbecfdd5c6.bindPopup(popup_64d70f34962c4d9aa2caa87dda311c14)
            ;

            
        
    
            var circle_marker_f53b493d9e96433b88b5224c9564a287 = L.circleMarker(
                [55.75320290260329, 37.8207307315156],
                {
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  "fill": true,
  "fillColor": "#8000ff",
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  "lineCap": "round",
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_fae94dc873524ed986ee668c3ebd2ab9 = L.popup({maxWidth: '300'
            
            });

            
                var html_e6429244b0e34ef980495dfd5dafde96 = $(`<div id="html_e6429244b0e34ef980495dfd5dafde96" style="width: 100.0%; height: 100.0%;">111558.0 Cluster 1</div>`)[0];
                popup_fae94dc873524ed986ee668c3ebd2ab9.setContent(html_e6429244b0e34ef980495dfd5dafde96);
            

            circle_marker_f53b493d9e96433b88b5224c9564a287.bindPopup(popup_fae94dc873524ed986ee668c3ebd2ab9)
            ;

            
        
    
            var circle_marker_efaf5d73ee4648d784fe16a08d880dbb = L.circleMarker(
                [55.7137356005407, 37.851341735073596],
                {
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  "fill": true,
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_c72afba667a54bb488077af627a88d2c = L.popup({maxWidth: '300'
            
            });

            
                var html_cdfce3f1975f4e6f8f1a15e6e19e6b52 = $(`<div id="html_cdfce3f1975f4e6f8f1a15e6e19e6b52" style="width: 100.0%; height: 100.0%;">111621.0 Cluster 1</div>`)[0];
                popup_c72afba667a54bb488077af627a88d2c.setContent(html_cdfce3f1975f4e6f8f1a15e6e19e6b52);
            

            circle_marker_efaf5d73ee4648d784fe16a08d880dbb.bindPopup(popup_c72afba667a54bb488077af627a88d2c)
            ;

            
        
    
            var circle_marker_242f5fdbbfb54025bd3404c7ff3a9634 = L.circleMarker(
                [55.725878732769004, 37.8449674204651],
                {
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  "dashArray": null,
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  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
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  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_56ba1a9ca48d4c3baafbd421c6d4e6aa = L.popup({maxWidth: '300'
            
            });

            
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            var popup_05b2de9acaef434781ac6aa92b600d79 = L.popup({maxWidth: '300'
            
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}
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}
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}
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}
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                var html_8c8ee2474655440fa7e5004ae562bbb4 = $(`<div id="html_8c8ee2474655440fa7e5004ae562bbb4" style="width: 100.0%; height: 100.0%;">115184.0 Cluster 1</div>`)[0];
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}
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
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                var html_03ef1cab7798495ba1c8c7a37087663c = $(`<div id="html_03ef1cab7798495ba1c8c7a37087663c" style="width: 100.0%; height: 100.0%;">115191.0 Cluster 3</div>`)[0];
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            circle_marker_7c2e098e35e3482393aac414d54d3bff.bindPopup(popup_b787edb4ae7f4aeb9027a747d7e100c9)
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}
                )
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                var html_b34939a1578c4becb4da88aee1871346 = $(`<div id="html_b34939a1578c4becb4da88aee1871346" style="width: 100.0%; height: 100.0%;">115193.0 Cluster 1</div>`)[0];
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            circle_marker_86ebc39c30e44434a6784aae0dfded50.bindPopup(popup_f071fd9ab6f645f2bca472b8b7658150)
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_52ada7de34ad41768fdf1570e3e6ef83 = L.popup({maxWidth: '300'
            
            });

            
                var html_cb8a09bec5b94f39b864e2eaddebe8f1 = $(`<div id="html_cb8a09bec5b94f39b864e2eaddebe8f1" style="width: 100.0%; height: 100.0%;">115201.0 Cluster 3</div>`)[0];
                popup_52ada7de34ad41768fdf1570e3e6ef83.setContent(html_cb8a09bec5b94f39b864e2eaddebe8f1);
            

            circle_marker_a52e66d09780408f94d14ada6c2f33b6.bindPopup(popup_52ada7de34ad41768fdf1570e3e6ef83)
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
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                var html_f1f865f70bef45408be715a31b2a2f9c = $(`<div id="html_f1f865f70bef45408be715a31b2a2f9c" style="width: 100.0%; height: 100.0%;">115211.0 Cluster 2</div>`)[0];
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
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}
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            var popup_5374486c0b0a4ce588ff062d55ce1661 = L.popup({maxWidth: '300'
            
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                var html_5d0e8516f9cf4b3ebaf4f5b3fd5c3bfc = $(`<div id="html_5d0e8516f9cf4b3ebaf4f5b3fd5c3bfc" style="width: 100.0%; height: 100.0%;">115280.0 Cluster 1</div>`)[0];
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            var popup_a189fa26f36c442493e0c5e5b2b223d3 = L.popup({maxWidth: '300'
            
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                var html_1a2e154ce4584121b03ba0e11f1033d4 = $(`<div id="html_1a2e154ce4584121b03ba0e11f1033d4" style="width: 100.0%; height: 100.0%;">115304.0 Cluster 0</div>`)[0];
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            var popup_81e75b44c4d947bc97d51c1fe9328a42 = L.popup({maxWidth: '300'
            
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                var html_5b9f2890eac3453b9e4c3dcfec908efc = $(`<div id="html_5b9f2890eac3453b9e4c3dcfec908efc" style="width: 100.0%; height: 100.0%;">115404.0 Cluster 0</div>`)[0];
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}
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            var popup_244ffd890f7d438ab9c9d9cfd305a0ac = L.popup({maxWidth: '300'
            
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                var html_5eb8815127904ad1b7322ff49a3bbfcf = $(`<div id="html_5eb8815127904ad1b7322ff49a3bbfcf" style="width: 100.0%; height: 100.0%;">115407.0 Cluster 1</div>`)[0];
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}
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            var popup_e7c1bd672bfa402a9fabeb964698f1f6 = L.popup({maxWidth: '300'
            
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                var html_d8cc6313e3084f8f827cc6963acf73d7 = $(`<div id="html_d8cc6313e3084f8f827cc6963acf73d7" style="width: 100.0%; height: 100.0%;">115408.0 Cluster 1</div>`)[0];
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            circle_marker_de7711b54c8348f5aba6ea7727be44db.bindPopup(popup_e7c1bd672bfa402a9fabeb964698f1f6)
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}
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            circle_marker_91da6c48d2284bc9a01a7b996cf20173.bindPopup(popup_b0d09c21538543d08ae6e0ace82dc941)
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}
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            var popup_aad9b410756242fca5fe7ed842d9ba0f = L.popup({maxWidth: '300'
            
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            circle_marker_2dead265de8f4bf691ac7eed9fb6b43b.bindPopup(popup_aad9b410756242fca5fe7ed842d9ba0f)
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}
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                var html_72adc4cc33f447c7b50f9d3da97545bc = $(`<div id="html_72adc4cc33f447c7b50f9d3da97545bc" style="width: 100.0%; height: 100.0%;">115432.0 Cluster 1</div>`)[0];
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            circle_marker_f8010a8fc61c45ada55232c8eb6d7a05.bindPopup(popup_fb8fdda06e644fadb8022392d1a47f14)
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}
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}
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            var popup_9434370ca04146b1b9bebec6e3d3ae32 = L.popup({maxWidth: '300'
            
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                var html_82f4787d70ff41ff98c41f34e74e51df = $(`<div id="html_82f4787d70ff41ff98c41f34e74e51df" style="width: 100.0%; height: 100.0%;">115470.0 Cluster 1</div>`)[0];
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            circle_marker_0ac0abce46bd4bacb205c3edf7fe40d1.bindPopup(popup_9434370ca04146b1b9bebec6e3d3ae32)
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
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                popup_03ce838c5cd845f8833487263c023018.setContent(html_6e6222eda5864d9086cf884b687d4fb3);
            

            circle_marker_ac0da51c0cb14c1094391fc9069a639e.bindPopup(popup_03ce838c5cd845f8833487263c023018)
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
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                var html_e628e70fb7044a74b977616bc0fb46c1 = $(`<div id="html_e628e70fb7044a74b977616bc0fb46c1" style="width: 100.0%; height: 100.0%;">115478.0 Cluster 1</div>`)[0];
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            circle_marker_c4a464681f984c83a342f0fdf4d817f6.bindPopup(popup_b61673929f5348b2bbd642f6fc8bfd7e)
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}
                )
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                var html_c167e6a79b864f67b6c4ae0828da76d4 = $(`<div id="html_c167e6a79b864f67b6c4ae0828da76d4" style="width: 100.0%; height: 100.0%;">115487.0 Cluster 1</div>`)[0];
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_ba7b9920442a42c7a4881e1db875375b = L.popup({maxWidth: '300'
            
            });

            
                var html_fdfe36a79694477e9cd47dd621a5ea25 = $(`<div id="html_fdfe36a79694477e9cd47dd621a5ea25" style="width: 100.0%; height: 100.0%;">115516.0 Cluster 0</div>`)[0];
                popup_ba7b9920442a42c7a4881e1db875375b.setContent(html_fdfe36a79694477e9cd47dd621a5ea25);
            

            circle_marker_c1d053beffc04b63bca9c006ad74534f.bindPopup(popup_ba7b9920442a42c7a4881e1db875375b)
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            var circle_marker_e7f276c87b4e480d9990a897fc613ee2 = L.circleMarker(
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_aa96baee649d4db288dc0275a25f46f3 = L.popup({maxWidth: '300'
            
            });

            
                var html_96d3825a8a8a427f9f356228f5f7453e = $(`<div id="html_96d3825a8a8a427f9f356228f5f7453e" style="width: 100.0%; height: 100.0%;">115522.0 Cluster 1</div>`)[0];
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            circle_marker_e7f276c87b4e480d9990a897fc613ee2.bindPopup(popup_aa96baee649d4db288dc0275a25f46f3)
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_7d8ea8625f2b485aa761d6e1dab77a56 = L.popup({maxWidth: '300'
            
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                var html_9f1c30ab35774c57b615f49e8be77aca = $(`<div id="html_9f1c30ab35774c57b615f49e8be77aca" style="width: 100.0%; height: 100.0%;">115533.0 Cluster 0</div>`)[0];
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            circle_marker_f299b27ad2894152a28ecc844c118b24.bindPopup(popup_7d8ea8625f2b485aa761d6e1dab77a56)
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            var circle_marker_638c4b3679484ed6b141c1267300d1ed = L.circleMarker(
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}
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_8f6ed97e194945e980704171d85d973a = L.popup({maxWidth: '300'
            
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                var html_11e2510bcf38455f9ca85be0b8367987 = $(`<div id="html_11e2510bcf38455f9ca85be0b8367987" style="width: 100.0%; height: 100.0%;">115547.0 Cluster 2</div>`)[0];
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            circle_marker_638c4b3679484ed6b141c1267300d1ed.bindPopup(popup_8f6ed97e194945e980704171d85d973a)
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            var circle_marker_f906bc9d446148fbbf4c2657d9dc783f = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_74c8b59b705b48c9a31bec0b450ece02 = L.popup({maxWidth: '300'
            
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                var html_b5975a88c45548ea97ed381c1c96f81f = $(`<div id="html_b5975a88c45548ea97ed381c1c96f81f" style="width: 100.0%; height: 100.0%;">115551.0 Cluster 0</div>`)[0];
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            var circle_marker_a600eac69aec4f55819c34563292aa8a = L.circleMarker(
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_af961bfc68c543f8b501e11540afd49d = L.popup({maxWidth: '300'
            
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                var html_b1095cd305b84fcd9c442cafcc7d50b9 = $(`<div id="html_b1095cd305b84fcd9c442cafcc7d50b9" style="width: 100.0%; height: 100.0%;">115563.0 Cluster 0</div>`)[0];
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            circle_marker_a600eac69aec4f55819c34563292aa8a.bindPopup(popup_af961bfc68c543f8b501e11540afd49d)
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            var circle_marker_6512d10a623141e7a5f3ed25aa9fe190 = L.circleMarker(
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_195858cffe344d8692c754d6179ca616 = L.popup({maxWidth: '300'
            
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                var html_2f5ae42724414053b65a7f6468643708 = $(`<div id="html_2f5ae42724414053b65a7f6468643708" style="width: 100.0%; height: 100.0%;">115569.0 Cluster 1</div>`)[0];
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            circle_marker_6512d10a623141e7a5f3ed25aa9fe190.bindPopup(popup_195858cffe344d8692c754d6179ca616)
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            var circle_marker_d55c334bdbbf4cf7a1a0a226898cd2d0 = L.circleMarker(
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_46788ef6b17b4cb7869fee985051c3da = L.popup({maxWidth: '300'
            
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                var html_3623098f7df54595a61a5a34fb3a126f = $(`<div id="html_3623098f7df54595a61a5a34fb3a126f" style="width: 100.0%; height: 100.0%;">115573.0 Cluster 0</div>`)[0];
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            circle_marker_d55c334bdbbf4cf7a1a0a226898cd2d0.bindPopup(popup_46788ef6b17b4cb7869fee985051c3da)
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            var circle_marker_5036b86f6d034a1eaa7b627783a34737 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_a7700b31c8314ece87bb085d68e51ba6 = L.popup({maxWidth: '300'
            
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                var html_ba06227e25b64a1b8172b1f1cfc4df2f = $(`<div id="html_ba06227e25b64a1b8172b1f1cfc4df2f" style="width: 100.0%; height: 100.0%;">115580.0 Cluster 1</div>`)[0];
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            circle_marker_5036b86f6d034a1eaa7b627783a34737.bindPopup(popup_a7700b31c8314ece87bb085d68e51ba6)
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            var circle_marker_70b6fbe58f5042af8f29d4b3189693a8 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_f9356a2d61ef4ff2aea604c7c44e8cc5 = L.popup({maxWidth: '300'
            
            });

            
                var html_daf2a213f54b4db0bfd01bdba5b358b1 = $(`<div id="html_daf2a213f54b4db0bfd01bdba5b358b1" style="width: 100.0%; height: 100.0%;">115582.0 Cluster 1</div>`)[0];
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            circle_marker_70b6fbe58f5042af8f29d4b3189693a8.bindPopup(popup_f9356a2d61ef4ff2aea604c7c44e8cc5)
            ;

            
        
    
            var circle_marker_63bb5926e7f345e5a33c855969eca727 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_4b25e5d7f9314d79839212212db450fd = L.popup({maxWidth: '300'
            
            });

            
                var html_e93ae18f7f014a1d80b4d7e6af080bab = $(`<div id="html_e93ae18f7f014a1d80b4d7e6af080bab" style="width: 100.0%; height: 100.0%;">115583.0 Cluster 0</div>`)[0];
                popup_4b25e5d7f9314d79839212212db450fd.setContent(html_e93ae18f7f014a1d80b4d7e6af080bab);
            

            circle_marker_63bb5926e7f345e5a33c855969eca727.bindPopup(popup_4b25e5d7f9314d79839212212db450fd)
            ;

            
        
    
            var circle_marker_b48aac2889e04bbbb6dc9782595a3220 = L.circleMarker(
                [55.607419946855295, 37.7492536969997],
                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_8c6f8551dd5c42029d4e02ed060e49ef = L.popup({maxWidth: '300'
            
            });

            
                var html_2470e399a4b64c12b519cae665cc7cf5 = $(`<div id="html_2470e399a4b64c12b519cae665cc7cf5" style="width: 100.0%; height: 100.0%;">115597.0 Cluster 0</div>`)[0];
                popup_8c6f8551dd5c42029d4e02ed060e49ef.setContent(html_2470e399a4b64c12b519cae665cc7cf5);
            

            circle_marker_b48aac2889e04bbbb6dc9782595a3220.bindPopup(popup_8c6f8551dd5c42029d4e02ed060e49ef)
            ;

            
        
    
            var circle_marker_56070248f8524607945b9237b98789f4 = L.circleMarker(
                [55.5798587465169, 37.6942299328099],
                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_301e6e350bf9428290c393890f30a7fd = L.popup({maxWidth: '300'
            
            });

            
                var html_4022aa095f714d91b8f4ad750309ddea = $(`<div id="html_4022aa095f714d91b8f4ad750309ddea" style="width: 100.0%; height: 100.0%;">115598.0 Cluster 1</div>`)[0];
                popup_301e6e350bf9428290c393890f30a7fd.setContent(html_4022aa095f714d91b8f4ad750309ddea);
            

            circle_marker_56070248f8524607945b9237b98789f4.bindPopup(popup_301e6e350bf9428290c393890f30a7fd)
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_dbbfcc7674b84be59b6febb6ad81f47a = L.popup({maxWidth: '300'
            
            });

            
                var html_b49814a9dad342e3ae2203af7aa6636d = $(`<div id="html_b49814a9dad342e3ae2203af7aa6636d" style="width: 100.0%; height: 100.0%;">115612.0 Cluster 1</div>`)[0];
                popup_dbbfcc7674b84be59b6febb6ad81f47a.setContent(html_b49814a9dad342e3ae2203af7aa6636d);
            

            circle_marker_037bba3b1a114086930d40059a9e5f32.bindPopup(popup_dbbfcc7674b84be59b6febb6ad81f47a)
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            var circle_marker_71a1411fadfc40469ddc2bc61e56e7de = L.circleMarker(
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                {
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  "fill": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_fb6dc6a640e34ecfbc9e876b39f88f27 = L.popup({maxWidth: '300'
            
            });

            
                var html_4c8b019717944394a36b4eac0e614416 = $(`<div id="html_4c8b019717944394a36b4eac0e614416" style="width: 100.0%; height: 100.0%;">115682.0 Cluster 1</div>`)[0];
                popup_fb6dc6a640e34ecfbc9e876b39f88f27.setContent(html_4c8b019717944394a36b4eac0e614416);
            

            circle_marker_71a1411fadfc40469ddc2bc61e56e7de.bindPopup(popup_fb6dc6a640e34ecfbc9e876b39f88f27)
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            var circle_marker_3cc727796828481faa64f28cf5f0b901 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_40d3d0e5bf994dd09560b432c9b6211d = L.popup({maxWidth: '300'
            
            });

            
                var html_ff5560eb08494b3c98c8507028842c64 = $(`<div id="html_ff5560eb08494b3c98c8507028842c64" style="width: 100.0%; height: 100.0%;">117036.0 Cluster 1</div>`)[0];
                popup_40d3d0e5bf994dd09560b432c9b6211d.setContent(html_ff5560eb08494b3c98c8507028842c64);
            

            circle_marker_3cc727796828481faa64f28cf5f0b901.bindPopup(popup_40d3d0e5bf994dd09560b432c9b6211d)
            ;

            
        
    
            var circle_marker_117cf7640ed64965a52bbda12f0f2730 = L.circleMarker(
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                {
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  "fill": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_dc720788e7a54d9aabe4f2f6b0189826 = L.popup({maxWidth: '300'
            
            });

            
                var html_2bc1976f58334b70a4d026a5392815df = $(`<div id="html_2bc1976f58334b70a4d026a5392815df" style="width: 100.0%; height: 100.0%;">117042.0 Cluster 1</div>`)[0];
                popup_dc720788e7a54d9aabe4f2f6b0189826.setContent(html_2bc1976f58334b70a4d026a5392815df);
            

            circle_marker_117cf7640ed64965a52bbda12f0f2730.bindPopup(popup_dc720788e7a54d9aabe4f2f6b0189826)
            ;

            
        
    
            var circle_marker_0b9851989a9046d187e20f3db06a22cb = L.circleMarker(
                [55.694216581711, 37.623558523608],
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_c53cba215b834412b0cfffa0b44936e1 = L.popup({maxWidth: '300'
            
            });

            
                var html_2243b525d31d4251b57a868fa3860010 = $(`<div id="html_2243b525d31d4251b57a868fa3860010" style="width: 100.0%; height: 100.0%;">117105.0 Cluster 1</div>`)[0];
                popup_c53cba215b834412b0cfffa0b44936e1.setContent(html_2243b525d31d4251b57a868fa3860010);
            

            circle_marker_0b9851989a9046d187e20f3db06a22cb.bindPopup(popup_c53cba215b834412b0cfffa0b44936e1)
            ;

            
        
    
            var circle_marker_8f7ce81c75304e398ae964a66a8c94aa = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_44af1ef3e7f140b9a031f479fa16dfa2 = L.popup({maxWidth: '300'
            
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                var html_57159fd6dbb848fda61bb501181d9b71 = $(`<div id="html_57159fd6dbb848fda61bb501181d9b71" style="width: 100.0%; height: 100.0%;">117133.0 Cluster 1</div>`)[0];
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}
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}
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                var html_ec33305b5f8f4314a016b773bda96c4f = $(`<div id="html_ec33305b5f8f4314a016b773bda96c4f" style="width: 100.0%; height: 100.0%;">117393.0 Cluster 4</div>`)[0];
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}
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_401bf20987e449eaa959b97ba2d774d6 = L.popup({maxWidth: '300'
            
            });

            
                var html_d329104409354338a28be10a6e7d9c61 = $(`<div id="html_d329104409354338a28be10a6e7d9c61" style="width: 100.0%; height: 100.0%;">117403.0 Cluster 2</div>`)[0];
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            circle_marker_192170948c9d46d78e010dd26ea0861a.bindPopup(popup_401bf20987e449eaa959b97ba2d774d6)
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            var circle_marker_2927eec46d3c4bf3a982f72b290cb703 = L.circleMarker(
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_9447527d5b504554a83c9a2a804d8ee8 = L.popup({maxWidth: '300'
            
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                var html_62695827e87940cca0bece1c2dee9c95 = $(`<div id="html_62695827e87940cca0bece1c2dee9c95" style="width: 100.0%; height: 100.0%;">117405.0 Cluster 1</div>`)[0];
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            circle_marker_2927eec46d3c4bf3a982f72b290cb703.bindPopup(popup_9447527d5b504554a83c9a2a804d8ee8)
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            var circle_marker_f449258b6f464df2bbdc94617a275a59 = L.circleMarker(
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}
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            var popup_daa0dc19fc10448f9141ef757d62d57c = L.popup({maxWidth: '300'
            
            });

            
                var html_8f093a0c70a442c280c508cc5893aa10 = $(`<div id="html_8f093a0c70a442c280c508cc5893aa10" style="width: 100.0%; height: 100.0%;">117418.0 Cluster 1</div>`)[0];
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            circle_marker_f449258b6f464df2bbdc94617a275a59.bindPopup(popup_daa0dc19fc10448f9141ef757d62d57c)
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_2445e04128744ed3a91687e284945583 = L.popup({maxWidth: '300'
            
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                var html_6f712205d1704112ac07699ce0bbadbe = $(`<div id="html_6f712205d1704112ac07699ce0bbadbe" style="width: 100.0%; height: 100.0%;">117420.0 Cluster 1</div>`)[0];
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            circle_marker_378c3d03b1344f5ea9957e20a2b358a7.bindPopup(popup_2445e04128744ed3a91687e284945583)
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}
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            var popup_5f121da902f247e7bcd00366e6ed395c = L.popup({maxWidth: '300'
            
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                var html_8e893d39156e44698007cca7ccfdffba = $(`<div id="html_8e893d39156e44698007cca7ccfdffba" style="width: 100.0%; height: 100.0%;">117437.0 Cluster 1</div>`)[0];
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            circle_marker_747f9f8f41244975b4d6f23c16df1fd1.bindPopup(popup_5f121da902f247e7bcd00366e6ed395c)
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            var circle_marker_66a59701faf04cd68a3850b4e6ada3c9 = L.circleMarker(
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}
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_84d600c38ed347caa2df9dd6f027a854 = L.popup({maxWidth: '300'
            
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                var html_f71104491b3d477aa8b868d78f70f743 = $(`<div id="html_f71104491b3d477aa8b868d78f70f743" style="width: 100.0%; height: 100.0%;">117447.0 Cluster 1</div>`)[0];
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            circle_marker_66a59701faf04cd68a3850b4e6ada3c9.bindPopup(popup_84d600c38ed347caa2df9dd6f027a854)
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}
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            var popup_ac3249f681994a42bf60f734826162ec = L.popup({maxWidth: '300'
            
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                var html_114f5b7bd9ef40daa404e6192f230e9b = $(`<div id="html_114f5b7bd9ef40daa404e6192f230e9b" style="width: 100.0%; height: 100.0%;">117449.0 Cluster 1</div>`)[0];
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            circle_marker_99d8083b5e9f41198dcea1a42ed479c8.bindPopup(popup_ac3249f681994a42bf60f734826162ec)
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            var circle_marker_dc4e6fb6dc50477083e3ffef037c6f52 = L.circleMarker(
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}
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            var popup_fb93f6627ba043238731d5d5fe1fe9eb = L.popup({maxWidth: '300'
            
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                var html_f249b686486942d493bd16b4c674136d = $(`<div id="html_f249b686486942d493bd16b4c674136d" style="width: 100.0%; height: 100.0%;">117452.0 Cluster 1</div>`)[0];
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            circle_marker_dc4e6fb6dc50477083e3ffef037c6f52.bindPopup(popup_fb93f6627ba043238731d5d5fe1fe9eb)
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}
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            var popup_41d8d8472ab443fdb47b1400f92ff854 = L.popup({maxWidth: '300'
            
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                var html_8fcf433d94de485aaf59008ba42c1c8f = $(`<div id="html_8fcf433d94de485aaf59008ba42c1c8f" style="width: 100.0%; height: 100.0%;">117461.0 Cluster 0</div>`)[0];
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            circle_marker_c30c85076ecb4201ae2a199615fbadbd.bindPopup(popup_41d8d8472ab443fdb47b1400f92ff854)
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            var circle_marker_e608d517af3248d09b8bd6ea01cea5db = L.circleMarker(
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}
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            var popup_25e0e2c99f384085bfee54f13ffe9568 = L.popup({maxWidth: '300'
            
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                var html_783cfb1072924e30a74188bfc0d0c815 = $(`<div id="html_783cfb1072924e30a74188bfc0d0c815" style="width: 100.0%; height: 100.0%;">117463.0 Cluster 2</div>`)[0];
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            circle_marker_e608d517af3248d09b8bd6ea01cea5db.bindPopup(popup_25e0e2c99f384085bfee54f13ffe9568)
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            var circle_marker_f1752c3e5f80474b8b2be8ffd498c63c = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_70f24c26fb074121ab270d4fed5c8936 = L.popup({maxWidth: '300'
            
            });

            
                var html_eaf0c543c9b5474b9db56bbf53450e02 = $(`<div id="html_eaf0c543c9b5474b9db56bbf53450e02" style="width: 100.0%; height: 100.0%;">117465.0 Cluster 0</div>`)[0];
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            circle_marker_f1752c3e5f80474b8b2be8ffd498c63c.bindPopup(popup_70f24c26fb074121ab270d4fed5c8936)
            ;

            
        
    
            var circle_marker_a182c46fd6bf41c5abf6c832a445b781 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_33974a9d6c06472781ead0b27686a33a = L.popup({maxWidth: '300'
            
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                var html_e14eccb58ff64978ae0728efd3fde01e = $(`<div id="html_e14eccb58ff64978ae0728efd3fde01e" style="width: 100.0%; height: 100.0%;">117485.0 Cluster 1</div>`)[0];
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            circle_marker_a182c46fd6bf41c5abf6c832a445b781.bindPopup(popup_33974a9d6c06472781ead0b27686a33a)
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_e7a535eab3be4504a476943684c8647d = L.popup({maxWidth: '300'
            
            });

            
                var html_66041d1957cd4e0db467640ac969274c = $(`<div id="html_66041d1957cd4e0db467640ac969274c" style="width: 100.0%; height: 100.0%;">117513.0 Cluster 1</div>`)[0];
                popup_e7a535eab3be4504a476943684c8647d.setContent(html_66041d1957cd4e0db467640ac969274c);
            

            circle_marker_fb0abc4361ba429c86f51a8f39adc5d2.bindPopup(popup_e7a535eab3be4504a476943684c8647d)
            ;

            
        
    
            var circle_marker_5d73306eeca54f39904925653081e0ca = L.circleMarker(
                [55.6124660115348, 37.603070934415705],
                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_d01d26f868254e2dbd143ab19266e623 = L.popup({maxWidth: '300'
            
            });

            
                var html_bddcf42e4f7a4d1c9f69521eda3c239f = $(`<div id="html_bddcf42e4f7a4d1c9f69521eda3c239f" style="width: 100.0%; height: 100.0%;">117519.0 Cluster 1</div>`)[0];
                popup_d01d26f868254e2dbd143ab19266e623.setContent(html_bddcf42e4f7a4d1c9f69521eda3c239f);
            

            circle_marker_5d73306eeca54f39904925653081e0ca.bindPopup(popup_d01d26f868254e2dbd143ab19266e623)
            ;

            
        
    
            var circle_marker_2b7aa21374c94f41858aa2d23a7cf4f5 = L.circleMarker(
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                {
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  "fillRule": "evenodd",
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_ed0cd53fbe774f598ae0a957d5044023 = L.popup({maxWidth: '300'
            
            });

            
                var html_52ad98ecedb142a89f690765d64907a3 = $(`<div id="html_52ad98ecedb142a89f690765d64907a3" style="width: 100.0%; height: 100.0%;">117525.0 Cluster 1</div>`)[0];
                popup_ed0cd53fbe774f598ae0a957d5044023.setContent(html_52ad98ecedb142a89f690765d64907a3);
            

            circle_marker_2b7aa21374c94f41858aa2d23a7cf4f5.bindPopup(popup_ed0cd53fbe774f598ae0a957d5044023)
            ;

            
        
    
            var circle_marker_c14aad6c82344d618ffe6a764d83bae1 = L.circleMarker(
                [55.5968532881424, 37.5956627006047],
                {
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  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_23f6916da5ef484b9eb0cb0e2b166eb1 = L.popup({maxWidth: '300'
            
            });

            
                var html_d6dc6f9d89234d08b23c8b5bf08bd8d6 = $(`<div id="html_d6dc6f9d89234d08b23c8b5bf08bd8d6" style="width: 100.0%; height: 100.0%;">117534.0 Cluster 1</div>`)[0];
                popup_23f6916da5ef484b9eb0cb0e2b166eb1.setContent(html_d6dc6f9d89234d08b23c8b5bf08bd8d6);
            

            circle_marker_c14aad6c82344d618ffe6a764d83bae1.bindPopup(popup_23f6916da5ef484b9eb0cb0e2b166eb1)
            ;

            
        
    
            var circle_marker_f95b9f8e615b48a08567bcfe7bdb74bd = L.circleMarker(
                [55.5969816285378, 37.61466802102579],
                {
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  "lineCap": "round",
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  "stroke": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_0ecab04cf6ef4e8cbe2b46045a2dfeff = L.popup({maxWidth: '300'
            
            });

            
                var html_01b0dc3b126640d28dfeb419f4b35927 = $(`<div id="html_01b0dc3b126640d28dfeb419f4b35927" style="width: 100.0%; height: 100.0%;">117535.0 Cluster 0</div>`)[0];
                popup_0ecab04cf6ef4e8cbe2b46045a2dfeff.setContent(html_01b0dc3b126640d28dfeb419f4b35927);
            

            circle_marker_f95b9f8e615b48a08567bcfe7bdb74bd.bindPopup(popup_0ecab04cf6ef4e8cbe2b46045a2dfeff)
            ;

            
        
    
            var circle_marker_ff31d8e9bcbc435084b000b9359ea1ed = L.circleMarker(
                [55.613318921324606, 37.6166227618303],
                {
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_f7efb9b808374e5caf82e361d263cc38 = L.popup({maxWidth: '300'
            
            });

            
                var html_0bc1ebec1aa645fa831f6caece4d5598 = $(`<div id="html_0bc1ebec1aa645fa831f6caece4d5598" style="width: 100.0%; height: 100.0%;">117545.0 Cluster 1</div>`)[0];
                popup_f7efb9b808374e5caf82e361d263cc38.setContent(html_0bc1ebec1aa645fa831f6caece4d5598);
            

            circle_marker_ff31d8e9bcbc435084b000b9359ea1ed.bindPopup(popup_f7efb9b808374e5caf82e361d263cc38)
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            var popup_818a94ea00874e80bfb4e77d9b7a3020 = L.popup({maxWidth: '300'
            
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            var circle_marker_a7909417dfd245efb237249a0fd71bdc = L.circleMarker(
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}
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_e62b2588b7af438fa8177ce9d689bcfb = L.popup({maxWidth: '300'
            
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                var html_b9c26d2b0a9c49baa940955aa16de36b = $(`<div id="html_b9c26d2b0a9c49baa940955aa16de36b" style="width: 100.0%; height: 100.0%;">117556.0 Cluster 1</div>`)[0];
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            var circle_marker_f34b56dfa239407fbca45a37089e1e6c = L.circleMarker(
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}
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            var popup_925b5ec0ed3f40779364abbd628a9925 = L.popup({maxWidth: '300'
            
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}
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            var popup_4d350098573f4aa78f2c70dfc6f7e804 = L.popup({maxWidth: '300'
            
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                var html_d1472326587b44f1a747bf2678003cab = $(`<div id="html_d1472326587b44f1a747bf2678003cab" style="width: 100.0%; height: 100.0%;">117574.0 Cluster 2</div>`)[0];
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            var popup_0d86c8511e9d433aae1d31d6b5ec2a91 = L.popup({maxWidth: '300'
            
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            var popup_9ae19211993d46c0b68f1d0ba65a6f2e = L.popup({maxWidth: '300'
            
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}
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}
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            var popup_6f887e17bdfc41be9de34812f5feab12 = L.popup({maxWidth: '300'
            
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}
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            var popup_ed854fe31b1842f4bbbff65fceb80deb = L.popup({maxWidth: '300'
            
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                var html_53ef34c023aa4ff789046ce34e88373b = $(`<div id="html_53ef34c023aa4ff789046ce34e88373b" style="width: 100.0%; height: 100.0%;">117624.0 Cluster 1</div>`)[0];
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}
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            var popup_356a9d16bf964708b96ce1792e222763 = L.popup({maxWidth: '300'
            
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                var html_38518e1149c54a4a9ec7f91b35997607 = $(`<div id="html_38518e1149c54a4a9ec7f91b35997607" style="width: 100.0%; height: 100.0%;">117628.0 Cluster 1</div>`)[0];
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}
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            var popup_449f9e4443c54e9da3633a43083d77ae = L.popup({maxWidth: '300'
            
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}
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            var popup_01913e257c784e86b0cc3cee770240de = L.popup({maxWidth: '300'
            
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                var html_a083baf1592a4ec4a7068a123afe60e2 = $(`<div id="html_a083baf1592a4ec4a7068a123afe60e2" style="width: 100.0%; height: 100.0%;">117638.0 Cluster 1</div>`)[0];
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            circle_marker_eb23f5191c7749918e3330e5bc809d5f.bindPopup(popup_01913e257c784e86b0cc3cee770240de)
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}
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            var popup_f1c3958545734a64a6cb34c912107495 = L.popup({maxWidth: '300'
            
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                var html_fec0d9746a9e47008c5c0a912b59923b = $(`<div id="html_fec0d9746a9e47008c5c0a912b59923b" style="width: 100.0%; height: 100.0%;">117647.0 Cluster 1</div>`)[0];
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            circle_marker_ef914d2058f248d483e7b7b2e24de357.bindPopup(popup_f1c3958545734a64a6cb34c912107495)
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}
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            var popup_e3149c21d68d447390b5be171597a66c = L.popup({maxWidth: '300'
            
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                var html_4b419016f9ce40b0bdf04d742b666a43 = $(`<div id="html_4b419016f9ce40b0bdf04d742b666a43" style="width: 100.0%; height: 100.0%;">117648.0 Cluster 1</div>`)[0];
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}
                )
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            var popup_1aa31a96a8cd4a66a2b97ec8a3f8bbb7 = L.popup({maxWidth: '300'
            
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                var html_d61eb7013faf4fc88023314a67cd0226 = $(`<div id="html_d61eb7013faf4fc88023314a67cd0226" style="width: 100.0%; height: 100.0%;">119002.0 Cluster 1</div>`)[0];
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            circle_marker_1abea06f84a3423fa46a5b31de4c1894.bindPopup(popup_1aa31a96a8cd4a66a2b97ec8a3f8bbb7)
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}
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            var popup_da06e301bd7d486488b3ff8e19f9ab01 = L.popup({maxWidth: '300'
            
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                var html_c7d2f41a3fac41cc810d809d54c578c2 = $(`<div id="html_c7d2f41a3fac41cc810d809d54c578c2" style="width: 100.0%; height: 100.0%;">119017.0 Cluster 1</div>`)[0];
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            circle_marker_deabbc62c5084f2d9cb21443af49b227.bindPopup(popup_da06e301bd7d486488b3ff8e19f9ab01)
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            var circle_marker_1a0df350bf014faeaa695db1df99744c = L.circleMarker(
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_c9ae77f077c64796ba7be01964d0dc0f = L.popup({maxWidth: '300'
            
            });

            
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}
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            var popup_1b3d761241664381827cde478b124061 = L.popup({maxWidth: '300'
            
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                var html_c8d9b7ec37e9415ea104258cabb961a1 = $(`<div id="html_c8d9b7ec37e9415ea104258cabb961a1" style="width: 100.0%; height: 100.0%;">119021.0 Cluster 1</div>`)[0];
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            var popup_91ef6e630db445cea480f5ecf20e92bb = L.popup({maxWidth: '300'
            
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                var html_a910dd7b907a4d0588e6445212f4bebe = $(`<div id="html_a910dd7b907a4d0588e6445212f4bebe" style="width: 100.0%; height: 100.0%;">119027.0 Cluster 4</div>`)[0];
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}
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                var html_046dd5b4b3fc421db1b6a798341d43ff = $(`<div id="html_046dd5b4b3fc421db1b6a798341d43ff" style="width: 100.0%; height: 100.0%;">119034.0 Cluster 1</div>`)[0];
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}
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            var popup_dd2120d34a004550b1178d16e0c0aaaa = L.popup({maxWidth: '300'
            
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            var popup_0c118a5c984548edb411542064e1c01b = L.popup({maxWidth: '300'
            
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                var html_37299b3cb16b4320897f18c7360eba6c = $(`<div id="html_37299b3cb16b4320897f18c7360eba6c" style="width: 100.0%; height: 100.0%;">119049.0 Cluster 1</div>`)[0];
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            var popup_1e885f32bbc146a4b2f86878c4ddf45d = L.popup({maxWidth: '300'
            
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}
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            var popup_606eea88906540ff9a08ab921ac676f8 = L.popup({maxWidth: '300'
            
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}
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            var popup_796f8bba021b43debdaca183ca167e7e = L.popup({maxWidth: '300'
            
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                var html_b98509fd231f47ea8c1f12a91bebd751 = $(`<div id="html_b98509fd231f47ea8c1f12a91bebd751" style="width: 100.0%; height: 100.0%;">119121.0 Cluster 1</div>`)[0];
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            var popup_a7cff849b49f40e4ad83ab854e07bc0e = L.popup({maxWidth: '300'
            
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}
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_ee9a16e99a0349f9b37850e4aae93131 = L.popup({maxWidth: '300'
            
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                var html_d5647e628213479591ea5d9d8e887463 = $(`<div id="html_d5647e628213479591ea5d9d8e887463" style="width: 100.0%; height: 100.0%;">119146.0 Cluster 1</div>`)[0];
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            circle_marker_c590b19532494cd59efb641e7e9c7252.bindPopup(popup_ee9a16e99a0349f9b37850e4aae93131)
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}
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_de7bf47e150c4c3299f5d84749f35fb2 = L.popup({maxWidth: '300'
            
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}
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                var html_6e6d79a15bb940f2a45446ffd91dbf9a = $(`<div id="html_6e6d79a15bb940f2a45446ffd91dbf9a" style="width: 100.0%; height: 100.0%;">119192.0 Cluster 1</div>`)[0];
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            circle_marker_35a1b0e97d40454ca1f20148807211a5.bindPopup(popup_bcfd81db55ba4a0d99a1698a34e72723)
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}
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_50eb7255f5f64554b4f66d88480015c7 = L.popup({maxWidth: '300'
            
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                var html_afced173fdda487c80b57d843fb09e54 = $(`<div id="html_afced173fdda487c80b57d843fb09e54" style="width: 100.0%; height: 100.0%;">119234.0 Cluster 1</div>`)[0];
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_51941f15c0fd490ca1b5e63470593933 = L.popup({maxWidth: '300'
            
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                var html_4042f42955e9444c92778e62eec5bc47 = $(`<div id="html_4042f42955e9444c92778e62eec5bc47" style="width: 100.0%; height: 100.0%;">119261.0 Cluster 1</div>`)[0];
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            circle_marker_22e277f662f1488f9dccfcd45577fb1f.bindPopup(popup_51941f15c0fd490ca1b5e63470593933)
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_fd2d5d96b7894e0b9d20f5cd1e83f46b = L.popup({maxWidth: '300'
            
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                var html_1c85eea0fd53407fa99b939224dcf08e = $(`<div id="html_1c85eea0fd53407fa99b939224dcf08e" style="width: 100.0%; height: 100.0%;">119270.0 Cluster 1</div>`)[0];
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_1c7bf3232f1b48979e9d51099c11bd5c = L.popup({maxWidth: '300'
            
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                var html_10f37932c153423ebe5b63cd6355108f = $(`<div id="html_10f37932c153423ebe5b63cd6355108f" style="width: 100.0%; height: 100.0%;">119285.0 Cluster 1</div>`)[0];
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            circle_marker_7c53505a73fb4e2a996a1185e03424ae.bindPopup(popup_1c7bf3232f1b48979e9d51099c11bd5c)
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            var circle_marker_8e075113b4e84c31921930218b083e95 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_d763f7dec9c14176a8a09085a2e9b082 = L.popup({maxWidth: '300'
            
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                var html_b26e1f83b43b411ab7c7027c26bdcd4a = $(`<div id="html_b26e1f83b43b411ab7c7027c26bdcd4a" style="width: 100.0%; height: 100.0%;">119296.0 Cluster 1</div>`)[0];
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            var popup_56602a8e5e3e4692969bed4ae846de23 = L.popup({maxWidth: '300'
            
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            var popup_4ee534cd25ba42c5812f0cecf31cfc0e = L.popup({maxWidth: '300'
            
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                var html_a12070877fa14fbcbdcaddf8fbfc73fe = $(`<div id="html_a12070877fa14fbcbdcaddf8fbfc73fe" style="width: 100.0%; height: 100.0%;">119333.0 Cluster 1</div>`)[0];
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}
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            var popup_ec6b2b7142df4f9aba395abb77cd17ac = L.popup({maxWidth: '300'
            
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            var popup_b43f924665ec46ed917f2e853a7005a7 = L.popup({maxWidth: '300'
            
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}
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                var html_ba69f3a5592e4c7ba9bfee50b4671fc7 = $(`<div id="html_ba69f3a5592e4c7ba9bfee50b4671fc7" style="width: 100.0%; height: 100.0%;">119501.0 Cluster 1</div>`)[0];
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}
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            var popup_9ab69d350ddd4b7d8beaba5a053a3e89 = L.popup({maxWidth: '300'
            
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                var html_e47061601a9c43f4a0345ddb108f3af8 = $(`<div id="html_e47061601a9c43f4a0345ddb108f3af8" style="width: 100.0%; height: 100.0%;">119517.0 Cluster 1</div>`)[0];
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}
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}
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                var html_b1cd99eb5ef8407fb58254ccf8d46390 = $(`<div id="html_b1cd99eb5ef8407fb58254ccf8d46390" style="width: 100.0%; height: 100.0%;">119530.0 Cluster 2</div>`)[0];
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            circle_marker_f1f1249aea454f5bbcafaa9ee4ff1431.bindPopup(popup_827536e11f3f4c4899c2197283ce5501)
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_0803a06278604a619ff59b88a7d16ed6 = L.popup({maxWidth: '300'
            
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            var popup_f0e8ae03d3ac40f3a58b5216dcafc68e = L.popup({maxWidth: '300'
            
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                var html_6dbaf40e8cb14e3084c299eee5343de6 = $(`<div id="html_6dbaf40e8cb14e3084c299eee5343de6" style="width: 100.0%; height: 100.0%;">121087.0 Cluster 1</div>`)[0];
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}
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                var html_e02ff8cc2fbc4488af5ff6d9089f742b = $(`<div id="html_e02ff8cc2fbc4488af5ff6d9089f742b" style="width: 100.0%; height: 100.0%;">121096.0 Cluster 1</div>`)[0];
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            circle_marker_c6c8f711340445cb9286abe6d0f752fe.bindPopup(popup_54d9cab8567f41cf9833e476cc44bd0b)
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_279723b706be4e37b6c4d15b2d7d7580 = L.popup({maxWidth: '300'
            
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                var html_d744c23269ec431a9d15f7e423fb40fd = $(`<div id="html_d744c23269ec431a9d15f7e423fb40fd" style="width: 100.0%; height: 100.0%;">121099.0 Cluster 1</div>`)[0];
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            circle_marker_ede72cfa228449afb12709ea3915a048.bindPopup(popup_279723b706be4e37b6c4d15b2d7d7580)
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_ed5eec7905d746688ba528a90907e5c7 = L.popup({maxWidth: '300'
            
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                var html_dc7d394f1b934db3a91787424681487d = $(`<div id="html_dc7d394f1b934db3a91787424681487d" style="width: 100.0%; height: 100.0%;">121108.0 Cluster 0</div>`)[0];
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            circle_marker_332983cbf90e451d9b32bbf646a44a78.bindPopup(popup_ed5eec7905d746688ba528a90907e5c7)
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
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                var html_56f2fa8e92ed4b1aa0c195dc9950c0db = $(`<div id="html_56f2fa8e92ed4b1aa0c195dc9950c0db" style="width: 100.0%; height: 100.0%;">121151.0 Cluster 1</div>`)[0];
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            circle_marker_e4b5764101544d6f8e49a7def333d157.bindPopup(popup_8e07855b231b478294e7ae680512a332)
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            var circle_marker_55329c14864d4c599b165cfdbd3786ba = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_68817cf9578a49bfa22394886d4696b6 = L.popup({maxWidth: '300'
            
            });

            
                var html_4eb7ada3fc204c72bcac97a2c509d084 = $(`<div id="html_4eb7ada3fc204c72bcac97a2c509d084" style="width: 100.0%; height: 100.0%;">121165.0 Cluster 1</div>`)[0];
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            circle_marker_55329c14864d4c599b165cfdbd3786ba.bindPopup(popup_68817cf9578a49bfa22394886d4696b6)
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_d25b7e7522664dfb83bc77a98b46c699 = L.popup({maxWidth: '300'
            
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                var html_99080769663a4883ac9be1e0b8e68232 = $(`<div id="html_99080769663a4883ac9be1e0b8e68232" style="width: 100.0%; height: 100.0%;">121170.0 Cluster 1</div>`)[0];
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            circle_marker_dc44f48f7c3f49f79fb85d306c36929a.bindPopup(popup_d25b7e7522664dfb83bc77a98b46c699)
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            var circle_marker_61c2a247c9474b52af35306cb6d077cf = L.circleMarker(
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_7f7febcce16c4c7499cd6b663f175a4b = L.popup({maxWidth: '300'
            
            });

            
                var html_811549a0aa0e4af2997cc505c5eadc7b = $(`<div id="html_811549a0aa0e4af2997cc505c5eadc7b" style="width: 100.0%; height: 100.0%;">121248.0 Cluster 1</div>`)[0];
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                {
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}
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_7b24776f7ba34bae9425551bc09d95f8 = L.popup({maxWidth: '300'
            
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                var html_7b1f0b157604418fa699c5146a0c42aa = $(`<div id="html_7b1f0b157604418fa699c5146a0c42aa" style="width: 100.0%; height: 100.0%;">121309.0 Cluster 1</div>`)[0];
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}
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            var popup_c9e05d80f1124efe9c8f672046f7f3ff = L.popup({maxWidth: '300'
            
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                var html_63d8c64795f445d0a3d888d8f4f1b284 = $(`<div id="html_63d8c64795f445d0a3d888d8f4f1b284" style="width: 100.0%; height: 100.0%;">121351.0 Cluster 1</div>`)[0];
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}
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_9942a0e62daf4b0fa3593d1d4b48e058 = L.popup({maxWidth: '300'
            
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                var html_8df2b37f2fd2483e83a042d894c39e6a = $(`<div id="html_8df2b37f2fd2483e83a042d894c39e6a" style="width: 100.0%; height: 100.0%;">121352.0 Cluster 1</div>`)[0];
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}
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            var popup_55a7fa43657a4f749c72bc47fe687f0d = L.popup({maxWidth: '300'
            
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                var html_39ac51a333464c9abeda2be6c9a7f986 = $(`<div id="html_39ac51a333464c9abeda2be6c9a7f986" style="width: 100.0%; height: 100.0%;">121353.0 Cluster 3</div>`)[0];
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            var circle_marker_f29429d55c58446f82fc2ae3a2711ad1 = L.circleMarker(
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}
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            var popup_d22052daa60e425bb503bd7cc370ad14 = L.popup({maxWidth: '300'
            
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                var html_948175a1f66b4eac9efa6de0138b7e41 = $(`<div id="html_948175a1f66b4eac9efa6de0138b7e41" style="width: 100.0%; height: 100.0%;">121354.0 Cluster 0</div>`)[0];
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            circle_marker_f29429d55c58446f82fc2ae3a2711ad1.bindPopup(popup_d22052daa60e425bb503bd7cc370ad14)
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            var circle_marker_4db0c94f0d544b73baac952fdbedd8fd = L.circleMarker(
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                {
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}
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                var html_d0235c123d934550b16782b9882a44be = $(`<div id="html_d0235c123d934550b16782b9882a44be" style="width: 100.0%; height: 100.0%;">121357.0 Cluster 1</div>`)[0];
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            circle_marker_4db0c94f0d544b73baac952fdbedd8fd.bindPopup(popup_5f2a9c8fe3a24e979c93daca90a556c9)
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}
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            var popup_e0a526ff3a344906b1eaa390b6c2d390 = L.popup({maxWidth: '300'
            
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                var html_86945a28cba84c1789e0df087f98d3f6 = $(`<div id="html_86945a28cba84c1789e0df087f98d3f6" style="width: 100.0%; height: 100.0%;">121359.0 Cluster 1</div>`)[0];
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            circle_marker_51fd8ecce9bf4991bbb0b56cac9ae91d.bindPopup(popup_e0a526ff3a344906b1eaa390b6c2d390)
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            var circle_marker_12c340854fe24e3cbe48b3b53fb888c1 = L.circleMarker(
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                {
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}
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_7c85c2016e76482b960b8a6996329ae5 = L.popup({maxWidth: '300'
            
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                var html_2e6925ca47914c02afbbca75c791da63 = $(`<div id="html_2e6925ca47914c02afbbca75c791da63" style="width: 100.0%; height: 100.0%;">121374.0 Cluster 0</div>`)[0];
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            circle_marker_12c340854fe24e3cbe48b3b53fb888c1.bindPopup(popup_7c85c2016e76482b960b8a6996329ae5)
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            var circle_marker_c73374577cd74a019c85a577f999a181 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_bfc451120f1a47d38e4deaa4893476a0 = L.popup({maxWidth: '300'
            
            });

            
                var html_7d821e5522874730958c61156e3e1b09 = $(`<div id="html_7d821e5522874730958c61156e3e1b09" style="width: 100.0%; height: 100.0%;">121433.0 Cluster 1</div>`)[0];
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            circle_marker_c73374577cd74a019c85a577f999a181.bindPopup(popup_bfc451120f1a47d38e4deaa4893476a0)
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            var circle_marker_c232c7798bcd4f438d202e1356216ec2 = L.circleMarker(
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_df042d86a6394e829d21ed359d43e237 = L.popup({maxWidth: '300'
            
            });

            
                var html_7d10030869984f38a7e36c5aa2b798e6 = $(`<div id="html_7d10030869984f38a7e36c5aa2b798e6" style="width: 100.0%; height: 100.0%;">121467.0 Cluster 1</div>`)[0];
                popup_df042d86a6394e829d21ed359d43e237.setContent(html_7d10030869984f38a7e36c5aa2b798e6);
            

            circle_marker_c232c7798bcd4f438d202e1356216ec2.bindPopup(popup_df042d86a6394e829d21ed359d43e237)
            ;

            
        
    
            var circle_marker_62ce31d222f74f2291525df86aee1138 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_a1f778413a344b2f9232a25875fe8a46 = L.popup({maxWidth: '300'
            
            });

            
                var html_a16fd37397df41bfb7a465732a379882 = $(`<div id="html_a16fd37397df41bfb7a465732a379882" style="width: 100.0%; height: 100.0%;">121471.0 Cluster 2</div>`)[0];
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            circle_marker_62ce31d222f74f2291525df86aee1138.bindPopup(popup_a1f778413a344b2f9232a25875fe8a46)
            ;

            
        
    
            var circle_marker_4d0c9ede179b44549f1434d67960c691 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_003e239d585143c8b35143120df76bcd = L.popup({maxWidth: '300'
            
            });

            
                var html_224c8e8d839e4362ab23533a02da27ac = $(`<div id="html_224c8e8d839e4362ab23533a02da27ac" style="width: 100.0%; height: 100.0%;">121552.0 Cluster 1</div>`)[0];
                popup_003e239d585143c8b35143120df76bcd.setContent(html_224c8e8d839e4362ab23533a02da27ac);
            

            circle_marker_4d0c9ede179b44549f1434d67960c691.bindPopup(popup_003e239d585143c8b35143120df76bcd)
            ;

            
        
    
            var circle_marker_5b82c07cd97643749d0d7f93bd83f980 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_4317aa1f63854d1e889ca26c2fad3272 = L.popup({maxWidth: '300'
            
            });

            
                var html_08e89387d05d45f98e82c9b014839ec9 = $(`<div id="html_08e89387d05d45f98e82c9b014839ec9" style="width: 100.0%; height: 100.0%;">121596.0 Cluster 0</div>`)[0];
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            circle_marker_5b82c07cd97643749d0d7f93bd83f980.bindPopup(popup_4317aa1f63854d1e889ca26c2fad3272)
            ;

            
        
    
            var circle_marker_bd9ed7438a8a445c9a1f5165f94f7da6 = L.circleMarker(
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  "stroke": true,
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_8d2fa3cc813647c9a44cb268137cf450 = L.popup({maxWidth: '300'
            
            });

            
                var html_15f5b6f6ec39405a8d6dd321e7057013 = $(`<div id="html_15f5b6f6ec39405a8d6dd321e7057013" style="width: 100.0%; height: 100.0%;">121601.0 Cluster 1</div>`)[0];
                popup_8d2fa3cc813647c9a44cb268137cf450.setContent(html_15f5b6f6ec39405a8d6dd321e7057013);
            

            circle_marker_bd9ed7438a8a445c9a1f5165f94f7da6.bindPopup(popup_8d2fa3cc813647c9a44cb268137cf450)
            ;

            
        
    
            var circle_marker_ae9c268e4cd74a408290605f37d54716 = L.circleMarker(
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                {
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}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
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                var html_ea9cadb6e9f34fb0958debb95743fdea = $(`<div id="html_ea9cadb6e9f34fb0958debb95743fdea" style="width: 100.0%; height: 100.0%;">121614.0 Cluster 1</div>`)[0];
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            circle_marker_d8deae5c404647d9a7b5d0f3dbcbb6bd.bindPopup(popup_484b127180304199b08cf1c55fdec4bc)
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            var circle_marker_7927a7bca2f04d29803e8b8f94299d03 = L.circleMarker(
                [55.742714525, 37.43062925],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_6d5934ea20f5452e8e518ca9f3c8a026 = L.popup({maxWidth: '300'
            
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                var html_930ddf603b124526a1fb91d5fe3a0268 = $(`<div id="html_930ddf603b124526a1fb91d5fe3a0268" style="width: 100.0%; height: 100.0%;">121615.0 Cluster 1</div>`)[0];
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            circle_marker_7927a7bca2f04d29803e8b8f94299d03.bindPopup(popup_6d5934ea20f5452e8e518ca9f3c8a026)
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                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_c98d084772b8443790be5d342ca74c7a = L.popup({maxWidth: '300'
            
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                var html_79d3406eab174573ad057594f3924975 = $(`<div id="html_79d3406eab174573ad057594f3924975" style="width: 100.0%; height: 100.0%;">123001.0 Cluster 1</div>`)[0];
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            circle_marker_041c27ff940d45a988925441e1b8d597.bindPopup(popup_c98d084772b8443790be5d342ca74c7a)
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            var circle_marker_e90b57be223a40e399c35e05b98ec630 = L.circleMarker(
                [55.773261920719, 37.52595420317729],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
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                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_cc78076f49184226a29a8cceff87db3b = L.popup({maxWidth: '300'
            
            });

            
                var html_9e26ddd16ddb4ef99164a0a59efdc1ca = $(`<div id="html_9e26ddd16ddb4ef99164a0a59efdc1ca" style="width: 100.0%; height: 100.0%;">123007.0 Cluster 1</div>`)[0];
                popup_cc78076f49184226a29a8cceff87db3b.setContent(html_9e26ddd16ddb4ef99164a0a59efdc1ca);
            

            circle_marker_e90b57be223a40e399c35e05b98ec630.bindPopup(popup_cc78076f49184226a29a8cceff87db3b)
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            var circle_marker_659f0739e1534e05a6094ffe8808f4c3 = L.circleMarker(
                [55.7615544481326, 37.5647109206069],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_e2a3f1f4f0d54a69930026838a012d3a = L.popup({maxWidth: '300'
            
            });

            
                var html_439c1ac6fdc0462db048e507c6ce23f4 = $(`<div id="html_439c1ac6fdc0462db048e507c6ce23f4" style="width: 100.0%; height: 100.0%;">123022.0 Cluster 1</div>`)[0];
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                {
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
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            var popup_08544f0c9cd24004a33c59108959724e = L.popup({maxWidth: '300'
            
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                var html_e161ef1883e8477fa50a0e2051abf9c6 = $(`<div id="html_e161ef1883e8477fa50a0e2051abf9c6" style="width: 100.0%; height: 100.0%;">123056.0 Cluster 1</div>`)[0];
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            circle_marker_910a8d0c197f478d9150361b2d73728e.bindPopup(popup_08544f0c9cd24004a33c59108959724e)
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            var circle_marker_fefcb96a25aa463892d5882f2553a692 = L.circleMarker(
                [55.79530132388829, 37.4885946560261],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_e516685b58e544b982016bb92efc1ba4 = L.popup({maxWidth: '300'
            
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                [55.798263557506196, 37.4696253628333],
                {
  "bubblingMouseEvents": true,
  "color": "#ffb360",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ffb360",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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                .addTo(map_f1683fb54545459e9ca30eb35c8cdcfe);
            
    
            var popup_e6dea4de53a44c35b548e9a9625702b4 = L.popup({maxWidth: '300'
            
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                var html_1666750ba2a042e8a1c97246c550327e = $(`<div id="html_1666750ba2a042e8a1c97246c550327e" style="width: 100.0%; height: 100.0%;">123098.0 Cluster 4</div>`)[0];
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            circle_marker_7fe42d3e9ef049c3a32a561cbd31aa25.bindPopup(popup_e6dea4de53a44c35b548e9a9625702b4)
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f6c57171e10>"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map\n",
    "map_clusters = folium.Map(location=[latitude, longitude], zoom_start=11)\n",
    "\n",
    "# set color scheme for the clusters\n",
    "x = np.arange(kclusters)\n",
    "ys = [i+x+(i*x)**2 for i in range(kclusters)]\n",
    "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
    "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "\n",
    "# add markers to the map\n",
    "markers_colors = []\n",
    "for lat, lon, poi, cluster in zip(moscow_merged['latitude'], moscow_merged['longitude'], moscow_merged['Neighborhood'], moscow_merged['Cluster Labels']):\n",
    "    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color=rainbow[cluster-1],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[cluster-1],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Examine Clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cluster 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<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>postal_code</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>105118</td>\n",
       "      <td>Park</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Stadium</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>105173</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Big Box Store</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>105275</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bed &amp; Breakfast</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>105568</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Cafeteria</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>107065</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Dairy Store</td>\n",
       "      <td>Shop &amp; Service</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Flower Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>107497</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Café</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Car Wash</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>107564</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Football Stadium</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>109117</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pedestrian Plaza</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>109125</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Zoo</td>\n",
       "      <td>Football Stadium</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>109145</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Outdoor Gym</td>\n",
       "      <td>Big Box Store</td>\n",
       "      <td>Hardware Store</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "      <td>Train Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>109153</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Karaoke Bar</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pedestrian Plaza</td>\n",
       "      <td>Stationery Store</td>\n",
       "      <td>Basketball Court</td>\n",
       "      <td>Betting Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>109156</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Karaoke Bar</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Pedestrian Plaza</td>\n",
       "      <td>Park</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>109202</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>Café</td>\n",
       "      <td>Football Stadium</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>109263</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pool Hall</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Notary</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>109341</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Convenience Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>109369</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Café</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Music Store</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Football Stadium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>109378</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Moving Target</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>109380</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Tennis Stadium</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>109390</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pool Hall</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>109444</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>109462</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Flea Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>109507</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bed &amp; Breakfast</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Football Stadium</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>109518</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Recording Studio</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>109651</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Café</td>\n",
       "      <td>Zoo</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>111020</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Paper / Office Supplies Store</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>History Museum</td>\n",
       "      <td>Park</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Gaming Cafe</td>\n",
       "      <td>Football Stadium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>111398</td>\n",
       "      <td>Park</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Public Art</td>\n",
       "      <td>Café</td>\n",
       "      <td>Football Stadium</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>111402</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Football Stadium</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>111524</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Market</td>\n",
       "      <td>Park</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Notary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>111673</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Insurance Office</td>\n",
       "      <td>Indoor Play Area</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>111674</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Bridal Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Bath House</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Park</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>115142</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Mattress Store</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Tennis Court</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>115304</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>Football Stadium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>115372</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Park</td>\n",
       "      <td>Multiplex</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Convenience Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>115404</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>115477</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Football Stadium</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>115516</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Park</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Indie Theater</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>115533</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Taco Place</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Hookah Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>115551</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Track</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Football Stadium</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>115563</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Hookah Bar</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Gaming Cafe</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Financial or Legal Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>115573</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Thrift / Vintage Store</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>115583</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dairy Store</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>115597</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>117152</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Rest Area</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Recording Studio</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flower Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>117208</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Park</td>\n",
       "      <td>Market</td>\n",
       "      <td>School</td>\n",
       "      <td>Gym Pool</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Football Stadium</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>117216</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Multiplex</td>\n",
       "      <td>Pool Hall</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Indian Chinese Restaurant</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>117461</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pool Hall</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>117465</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Cafeteria</td>\n",
       "      <td>Hardware Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Gym Pool</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>117535</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>117546</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Football Stadium</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Gay Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>117570</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Photography Studio</td>\n",
       "      <td>Train Station</td>\n",
       "      <td>Bus Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>119361</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Martial Arts Dojo</td>\n",
       "      <td>Garden Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>119526</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Hookah Bar</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Tennis Court</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>119634</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Hockey Rink</td>\n",
       "      <td>Playground</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>121108</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Kids Store</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Grocery Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>121354</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Pie Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>121374</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Veterinarian</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Beach</td>\n",
       "      <td>Basketball Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>121596</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Martial Arts Dojo</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     postal_code 1st Most Common Venue          2nd Most Common Venue  \\\n",
       "11        105118                  Park                    Supermarket   \n",
       "14        105173           Supermarket              Convenience Store   \n",
       "20        105275              Pharmacy                    Supermarket   \n",
       "26        105568           Supermarket                            Gym   \n",
       "32        107065           Supermarket                         Bakery   \n",
       "44        107497           Supermarket                           Café   \n",
       "46        107564           Supermarket                    Pizza Place   \n",
       "54        109117           Supermarket               Pedestrian Plaza   \n",
       "55        109125           Supermarket             Italian Restaurant   \n",
       "57        109145           Supermarket                  Grocery Store   \n",
       "59        109153           Supermarket           Fast Food Restaurant   \n",
       "60        109156           Supermarket           Fast Food Restaurant   \n",
       "61        109202           Supermarket                       Pharmacy   \n",
       "64        109263           Supermarket              Convenience Store   \n",
       "66        109341           Supermarket                    Pizza Place   \n",
       "67        109369           Supermarket                       Bus Stop   \n",
       "69        109378           Supermarket                       Bus Line   \n",
       "70        109380           Supermarket              Food & Drink Shop   \n",
       "76        109390           Supermarket                       Pharmacy   \n",
       "82        109444           Supermarket                       Bus Stop   \n",
       "86        109462           Supermarket              Convenience Store   \n",
       "89        109507           Supermarket                            Bar   \n",
       "90        109518              Bus Stop                    Supermarket   \n",
       "96        109651           Supermarket             Athletics & Sports   \n",
       "98        111020           Supermarket  Paper / Office Supplies Store   \n",
       "109       111398                  Park                    Supermarket   \n",
       "111       111402               Theater                       Bus Stop   \n",
       "112       111524           Supermarket                  Shopping Mall   \n",
       "122       111673           Supermarket                     Beer Store   \n",
       "123       111674           Supermarket              Convenience Store   \n",
       "129       115142              Bus Stop              Convenience Store   \n",
       "139       115304                  Park                            Gym   \n",
       "140       115372           Supermarket                       Bus Stop   \n",
       "141       115404           Supermarket                         Bakery   \n",
       "150       115477           Supermarket                       Pharmacy   \n",
       "153       115516            Playground                           Park   \n",
       "155       115533           Supermarket                   Burger Joint   \n",
       "157       115551           Supermarket                          Track   \n",
       "158       115563     Food & Drink Shop                    Supermarket   \n",
       "160       115573           Supermarket                   Soccer Field   \n",
       "163       115583           Supermarket                            Gym   \n",
       "164       115597           Supermarket               Sushi Restaurant   \n",
       "173       117152      Department Store              Convenience Store   \n",
       "176       117208           Supermarket                           Park   \n",
       "178       117216           Supermarket                       Pharmacy   \n",
       "196       117461           Supermarket                       Fountain   \n",
       "198       117465           Supermarket                      Cafeteria   \n",
       "204       117535           Supermarket               Toy / Game Store   \n",
       "206       117546           Supermarket             Italian Restaurant   \n",
       "208       117570           Supermarket                            Pub   \n",
       "247       119361           Supermarket                  Auto Workshop   \n",
       "254       119526           Supermarket                   Dance Studio   \n",
       "265       119634     Convenience Store                    Supermarket   \n",
       "271       121108           Supermarket                    Pizza Place   \n",
       "280       121354           Supermarket                 Ice Cream Shop   \n",
       "283       121374           Supermarket                   Dance Studio   \n",
       "289       121596           Supermarket           Gym / Fitness Center   \n",
       "\n",
       "    3rd Most Common Venue 4th Most Common Venue      5th Most Common Venue  \\\n",
       "11                Stadium        Cosmetics Shop          Convenience Store   \n",
       "14          Big Box Store              Bus Stop                      Trail   \n",
       "20        Bed & Breakfast          Food Service                   Bus Stop   \n",
       "26              Cafeteria     French Restaurant                Flower Shop   \n",
       "32               Bus Stop                   Gym                  Pet Store   \n",
       "44                Dog Run              Car Wash              Auto Workshop   \n",
       "46                 Bakery     Convenience Store           Football Stadium   \n",
       "54                Dog Run                  Café                       Park   \n",
       "55           Soccer Field     Convenience Store              Auto Workshop   \n",
       "57         Massage Studio           Outdoor Gym              Big Box Store   \n",
       "59         Cosmetics Shop           Karaoke Bar                Pizza Place   \n",
       "60         Cosmetics Shop      Sushi Restaurant                Coffee Shop   \n",
       "61      Food & Drink Shop         Grocery Store                Bus Station   \n",
       "64      Health Food Store          Soccer Field                       Café   \n",
       "66         Farmers Market          Skating Rink         Salon / Barbershop   \n",
       "67                   Pool                  Café  Middle Eastern Restaurant   \n",
       "69      Food & Drink Shop         Moving Target        Arts & Crafts Store   \n",
       "70         Tennis Stadium           Bus Station                   Fountain   \n",
       "76               Bus Stop             Pet Store                Pizza Place   \n",
       "82            Coffee Shop           Pizza Place              Auto Workshop   \n",
       "86            Pizza Place          Soccer Field          Food & Drink Shop   \n",
       "89        Bed & Breakfast         Grocery Store               Soccer Field   \n",
       "90          Grocery Store      Recording Studio                    Dog Run   \n",
       "96           Dance Studio              Pharmacy          Convenience Store   \n",
       "98             Beer Store         Movie Theater             History Museum   \n",
       "109             Nightclub        Farmers Market                 Playground   \n",
       "111             BBQ Joint           Supermarket                Gas Station   \n",
       "112              Bus Line        Farmers Market                     Market   \n",
       "122           Coffee Shop              Bus Stop           Sushi Restaurant   \n",
       "123           Bridal Shop  Fast Food Restaurant          Electronics Store   \n",
       "129         Shopping Mall         Auto Workshop                Supermarket   \n",
       "139           Supermarket     Food & Drink Shop                    Butcher   \n",
       "140            Beer Store        Farmers Market                Pizza Place   \n",
       "141     Health Food Store     Convenience Store                   Bus Stop   \n",
       "150     Food & Drink Shop      Football Stadium                Fish Market   \n",
       "153           Supermarket             BBQ Joint                    Dog Run   \n",
       "155        Cosmetics Shop              Bus Stop                    Butcher   \n",
       "157             Wine Shop           Pizza Place                   Pharmacy   \n",
       "158         Grocery Store            Hookah Bar                   Pharmacy   \n",
       "160              Bus Stop   Rental Car Location                  BBQ Joint   \n",
       "163          Dessert Shop           Dairy Store           Sushi Restaurant   \n",
       "164            Beer Store         Grocery Store       Gym / Fitness Center   \n",
       "173             Rest Area               Theater               Soccer Field   \n",
       "176                Market                School                   Gym Pool   \n",
       "178         Grocery Store             Pet Store                  Multiplex   \n",
       "196     Mobile Phone Shop              Boutique                       Café   \n",
       "198        Hardware Store                  Café                   Gym Pool   \n",
       "204      Sushi Restaurant                  Park               Dance Studio   \n",
       "206                  Food     Food & Drink Shop           Department Store   \n",
       "208         Grocery Store         Auto Workshop                 Restaurant   \n",
       "247                  Café              Boutique                Pizza Place   \n",
       "254    Italian Restaurant    Salon / Barbershop                     Bakery   \n",
       "265              Pharmacy        Cosmetics Shop                  Nightclub   \n",
       "271                  Café     Convenience Store                 Kids Store   \n",
       "280           Golf Course        Farmers Market                      Hotel   \n",
       "283          Veterinarian             Pet Store                       Park   \n",
       "289          Soccer Field              Bus Stop                       Café   \n",
       "\n",
       "           6th Most Common Venue   7th Most Common Venue  \\\n",
       "11                      Fountain             Flea Market   \n",
       "14                      Fountain             Flea Market   \n",
       "20             Convenience Store      Athletics & Sports   \n",
       "26                          Food       Food & Drink Shop   \n",
       "32                  Skating Rink             Dairy Store   \n",
       "44                      Bus Stop                    Food   \n",
       "46                   Fish Market             Flea Market   \n",
       "54                   Flower Shop                    Food   \n",
       "55                           Zoo        Football Stadium   \n",
       "57                Hardware Store       Mobile Phone Shop   \n",
       "59              Pedestrian Plaza        Stationery Store   \n",
       "60                   Karaoke Bar           Shopping Mall   \n",
       "61                          Café        Football Stadium   \n",
       "64                     Pool Hall                Bus Stop   \n",
       "66                          Park      Athletics & Sports   \n",
       "67                           Gym             Music Store   \n",
       "69                Cosmetics Shop                Bus Stop   \n",
       "70                   Fish Market             Flea Market   \n",
       "76                     Pool Hall        Asian Restaurant   \n",
       "82                          Café           Shopping Mall   \n",
       "86                          Park                Fountain   \n",
       "89             Convenience Store        Football Stadium   \n",
       "90             Convenience Store    Caucasian Restaurant   \n",
       "96                          Park                    Café   \n",
       "98                          Park             Flower Shop   \n",
       "109                   Public Art                    Café   \n",
       "111             Football Stadium             Flea Market   \n",
       "112                         Park     Fried Chicken Joint   \n",
       "122                     Boutique                     Gym   \n",
       "123                   Bath House    Gym / Fitness Center   \n",
       "129            Food & Drink Shop          Mattress Store   \n",
       "139    Middle Eastern Restaurant          Cosmetics Shop   \n",
       "140         Gym / Fitness Center                    Park   \n",
       "141                     Fountain             Flower Shop   \n",
       "150                  Flea Market             Flower Shop   \n",
       "153            Convenience Store            Soccer Field   \n",
       "155                 Soccer Field              Taco Place   \n",
       "157                     Bus Stop        Football Stadium   \n",
       "158                Shopping Mall     Japanese Restaurant   \n",
       "160                          Gym              Skate Park   \n",
       "163                    Pet Store            Hockey Arena   \n",
       "164  Eastern European Restaurant                Fountain   \n",
       "173                   Playground             Supermarket   \n",
       "176         Gym / Fitness Center  Furniture / Home Store   \n",
       "178                    Pool Hall     Rental Car Location   \n",
       "196                    Pool Hall             Flower Shop   \n",
       "198                    Gift Shop           Garden Center   \n",
       "204                        Diner          Discount Store   \n",
       "206                     Bus Stop        Football Stadium   \n",
       "208                    Wine Shop                     Gym   \n",
       "247                     Bus Stop                   Plaza   \n",
       "254                   Hookah Bar    Gym / Fitness Center   \n",
       "265                     Bus Stop       Food & Drink Shop   \n",
       "271             Sushi Restaurant                     Gym   \n",
       "280          Sporting Goods Shop               Bookstore   \n",
       "283         Gym / Fitness Center           Movie Theater   \n",
       "289                         Park       Martial Arts Dojo   \n",
       "\n",
       "         8th Most Common Venue      9th Most Common Venue  \\\n",
       "11                 Flower Shop                       Food   \n",
       "14                 Flower Shop                       Food   \n",
       "20                    Fountain                       Food   \n",
       "26                  Food Court               Food Service   \n",
       "32              Shop & Service                      Diner   \n",
       "44           Food & Drink Shop                 Food Court   \n",
       "46                 Flower Shop                       Food   \n",
       "54           Food & Drink Shop                 Food Court   \n",
       "55                 Flea Market                Flower Shop   \n",
       "57                 Flower Shop           Toy / Game Store   \n",
       "59            Basketball Court               Betting Shop   \n",
       "60            Pedestrian Plaza                       Park   \n",
       "61                 Flea Market                Flower Shop   \n",
       "64                      Notary     Furniture / Home Store   \n",
       "66                         Bar                  Bookstore   \n",
       "67                     Butcher        Fried Chicken Joint   \n",
       "69         Rental Car Location          French Restaurant   \n",
       "70                 Flower Shop                       Food   \n",
       "76              Cosmetics Shop                    Butcher   \n",
       "82         Sporting Goods Shop             Cosmetics Shop   \n",
       "86          Frozen Yogurt Shop                 Food Court   \n",
       "89                 Flower Shop                       Food   \n",
       "90                   Pet Store               Soccer Field   \n",
       "96                         Zoo                       Food   \n",
       "98                    Boutique                Gaming Cafe   \n",
       "109           Football Stadium                       Food   \n",
       "111                Flower Shop                       Food   \n",
       "112              Grocery Store       Gym / Fitness Center   \n",
       "122                 Restaurant           Insurance Office   \n",
       "123                       Park                 Restaurant   \n",
       "129                        Gym               Tennis Court   \n",
       "139                   Bus Stop         Frozen Yogurt Shop   \n",
       "140                  Multiplex         Light Rail Station   \n",
       "141                       Food          Food & Drink Shop   \n",
       "150                       Food                 Food Court   \n",
       "153                   Bus Stop                 Restaurant   \n",
       "155       Caucasian Restaurant                        Bar   \n",
       "157                Flea Market                Flower Shop   \n",
       "158                Gaming Cafe     Furniture / Home Store   \n",
       "160              Shopping Mall     Thrift / Vintage Store   \n",
       "163             Cosmetics Shop          Convenience Store   \n",
       "164                Flower Shop                       Food   \n",
       "173           Recording Studio                   Fountain   \n",
       "176           Football Stadium                Flea Market   \n",
       "178  Middle Eastern Restaurant  Indian Chinese Restaurant   \n",
       "196                       Food          Food & Drink Shop   \n",
       "198                       Food          Food & Drink Shop   \n",
       "204               Dessert Shop                       Food   \n",
       "206                Flea Market                Flower Shop   \n",
       "208         Photography Studio              Train Station   \n",
       "247               Dance Studio          Martial Arts Dojo   \n",
       "254               Tennis Court                        Spa   \n",
       "265                Pizza Place                Hockey Rink   \n",
       "271       Fast Food Restaurant                   Pharmacy   \n",
       "280                   Pie Shop                 Restaurant   \n",
       "283                    Theater                      Beach   \n",
       "289               Hockey Arena                Candy Store   \n",
       "\n",
       "         10th Most Common Venue  \n",
       "11            Food & Drink Shop  \n",
       "14            Food & Drink Shop  \n",
       "20            Food & Drink Shop  \n",
       "26                   Food Truck  \n",
       "32                  Flower Shop  \n",
       "44                 Food Service  \n",
       "46            Food & Drink Shop  \n",
       "54                 Food Service  \n",
       "55                         Food  \n",
       "57                Train Station  \n",
       "59                  Coffee Shop  \n",
       "60            Mobile Phone Shop  \n",
       "61                         Food  \n",
       "64                   Food Truck  \n",
       "66            Convenience Store  \n",
       "67             Football Stadium  \n",
       "69                         Food  \n",
       "70                   Food Court  \n",
       "76            Electronics Store  \n",
       "82                     Pharmacy  \n",
       "86                  Flea Market  \n",
       "89            Food & Drink Shop  \n",
       "90            Food & Drink Shop  \n",
       "96            Food & Drink Shop  \n",
       "98             Football Stadium  \n",
       "109           Food & Drink Shop  \n",
       "111           Food & Drink Shop  \n",
       "112                      Notary  \n",
       "122            Indoor Play Area  \n",
       "123      Furniture / Home Store  \n",
       "129                  Food Truck  \n",
       "139            Football Stadium  \n",
       "140           Convenience Store  \n",
       "141                  Food Court  \n",
       "150                Food Service  \n",
       "153               Indie Theater  \n",
       "155                  Hookah Bar  \n",
       "157                        Food  \n",
       "158  Financial or Legal Service  \n",
       "160       Performing Arts Venue  \n",
       "163       Performing Arts Venue  \n",
       "164           Food & Drink Shop  \n",
       "173                 Flower Shop  \n",
       "176                 Flower Shop  \n",
       "178              Ice Cream Shop  \n",
       "196                  Food Court  \n",
       "198                  Food Court  \n",
       "204           Food & Drink Shop  \n",
       "206                     Gay Bar  \n",
       "208                 Bus Station  \n",
       "247               Garden Center  \n",
       "254              Cosmetics Shop  \n",
       "265                  Playground  \n",
       "271               Grocery Store  \n",
       "280          Italian Restaurant  \n",
       "283            Basketball Court  \n",
       "289           Convenience Store  "
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moscow_merged.loc[moscow_merged['Cluster Labels'] == 0, moscow_merged.columns[[0] + list(range(4, moscow_merged.shape[1] - 1))]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cluster 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "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>postal_code</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>101000</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hostel</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Gaming Cafe</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Café</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>103274</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Karaoke Bar</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Bridal Shop</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>105005</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hookah Bar</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Miscellaneous Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>105037</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Plaza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>105043</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Zoo Exhibit</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>105062</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Café</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Health &amp; Beauty Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>105064</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Basketball Court</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "      <td>Health &amp; Beauty Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>105066</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Miscellaneous Shop</td>\n",
       "      <td>Motorcycle Shop</td>\n",
       "      <td>Gun Range</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>105077</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Bed &amp; Breakfast</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Exhibit</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Football Stadium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>105082</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Art Museum</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Hookah Bar</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Tailor Shop</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Russian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>105094</td>\n",
       "      <td>Café</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Beer Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>105120</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Vape Store</td>\n",
       "      <td>Music Store</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Museum</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Coffee Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>105122</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Cafeteria</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>College Track</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Arcade</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>105175</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Belgian Restaurant</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Café</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>105187</td>\n",
       "      <td>Theme Park Ride / Attraction</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "      <td>Shawarma Place</td>\n",
       "      <td>Theme Park</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>105203</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Rest Area</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Market</td>\n",
       "      <td>Zoo</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>105215</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "      <td>Gym Pool</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Candy Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>105264</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Road</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Car Wash</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>105318</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Baby Store</td>\n",
       "      <td>Modern European Restaurant</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Kids Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>105425</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Garden Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>105484</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Automotive Shop</td>\n",
       "      <td>Pool Hall</td>\n",
       "      <td>Market</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Garden Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>105523</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Pool Hall</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Multiplex</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Market</td>\n",
       "      <td>Big Box Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>105554</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Café</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Shoe Store</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>107014</td>\n",
       "      <td>Lake</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Sports Club</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Concert Hall</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Tennis Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>107023</td>\n",
       "      <td>Photography Studio</td>\n",
       "      <td>Café</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Camera Store</td>\n",
       "      <td>Public Art</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Pelmeni House</td>\n",
       "      <td>Historic Site</td>\n",
       "      <td>Health Food Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>107031</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Irish Pub</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Health &amp; Beauty Service</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>107045</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Art Gallery</td>\n",
       "      <td>Bridal Shop</td>\n",
       "      <td>Sports Bar</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>107061</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Arcade</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Bistro</td>\n",
       "      <td>Miscellaneous Shop</td>\n",
       "      <td>Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>107076</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Russian Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Photography Studio</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Spa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>107078</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Health &amp; Beauty Service</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>119602</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Hookah Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>119606</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Lake</td>\n",
       "      <td>Lingerie Store</td>\n",
       "      <td>Zoo</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>119607</td>\n",
       "      <td>Park</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Tennis Court</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>119620</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>121059</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Lingerie Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "      <td>Train</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>121069</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Concert Hall</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Wine Bar</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Music Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>121087</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Go Kart Track</td>\n",
       "      <td>Pizza Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>121096</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Auto Garage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>121099</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Hotel Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>121151</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Camera Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>121165</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Bridal Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Flower Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>121170</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Other Repair Shop</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Modern European Restaurant</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Park</td>\n",
       "      <td>Shawarma Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>121248</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Lingerie Store</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>121309</td>\n",
       "      <td>Café</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Recording Studio</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Theme Park</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Pedestrian Plaza</td>\n",
       "      <td>Coffee Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>121351</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Zoo Exhibit</td>\n",
       "      <td>Bath House</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Park</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>121352</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Modern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>121357</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Zoo</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Fish Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>121359</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Notary</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Warehouse Store</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Soccer Stadium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>121433</td>\n",
       "      <td>Park</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Sports Club</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Kids Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>121467</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>121552</td>\n",
       "      <td>Outdoor Sculpture</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Shawarma Place</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Hunting Supply</td>\n",
       "      <td>Convenience Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>121601</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Dairy Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Russian Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Bus Stop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>121609</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Blini House</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Belgian Restaurant</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>121614</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Track</td>\n",
       "      <td>Music School</td>\n",
       "      <td>Football Stadium</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>121615</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Food</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Ski Area</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>123001</td>\n",
       "      <td>Wine Bar</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hookah Bar</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Massage Studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>123007</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Martial Arts Dojo</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Noodle House</td>\n",
       "      <td>Multiplex</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Big Box Store</td>\n",
       "      <td>Theme Restaurant</td>\n",
       "      <td>Thrift / Vintage Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>123022</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Board Shop</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>123056</td>\n",
       "      <td>Wine Bar</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Zoo Exhibit</td>\n",
       "      <td>Art Museum</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>123060</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>213 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     postal_code         1st Most Common Venue 2nd Most Common Venue  \\\n",
       "0         101000                   Coffee Shop                Hostel   \n",
       "1         103274            Seafood Restaurant    Italian Restaurant   \n",
       "2         105005                   Coffee Shop            Hookah Bar   \n",
       "3         105037                   Supermarket         Grocery Store   \n",
       "4         105043           Sporting Goods Shop           Supermarket   \n",
       "5         105062                   Coffee Shop              Beer Bar   \n",
       "6         105064                   Coffee Shop  Gym / Fitness Center   \n",
       "7         105066                   Coffee Shop  Gym / Fitness Center   \n",
       "8         105077             French Restaurant       Bed & Breakfast   \n",
       "9         105082                  Dessert Shop            Art Museum   \n",
       "10        105094                          Café     Electronics Store   \n",
       "12        105120                    Restaurant             Nightclub   \n",
       "13        105122                   Supermarket             Cafeteria   \n",
       "15        105175                    Restaurant                 Plaza   \n",
       "16        105187  Theme Park Ride / Attraction   Japanese Restaurant   \n",
       "17        105203          Gym / Fitness Center             Rest Area   \n",
       "18        105215          Gym / Fitness Center              Bus Line   \n",
       "19        105264                      Pharmacy          Dance Studio   \n",
       "21        105318                   Coffee Shop          Dance Studio   \n",
       "22        105425                    Restaurant         Grocery Store   \n",
       "23        105484          Gym / Fitness Center        Cosmetics Shop   \n",
       "24        105523                Clothing Store     Convenience Store   \n",
       "25        105554                     Bookstore                  Park   \n",
       "27        107014                          Lake                 Trail   \n",
       "28        107023            Photography Studio                  Café   \n",
       "29        107031                      Boutique           Coffee Shop   \n",
       "30        107045                       Theater                   Bar   \n",
       "31        107061                  Dance Studio           Coffee Shop   \n",
       "33        107076                   Music Venue           Coffee Shop   \n",
       "34        107078                   Coffee Shop            Restaurant   \n",
       "..           ...                           ...                   ...   \n",
       "258       119602                   Supermarket                Bakery   \n",
       "259       119606                 Garden Center                  Lake   \n",
       "260       119607                          Park  Caucasian Restaurant   \n",
       "263       119620                      Bus Stop         Shopping Mall   \n",
       "266       121059                Clothing Store        Cosmetics Shop   \n",
       "267       121069                   Coffee Shop          Concert Hall   \n",
       "268       121087                Cosmetics Shop        Clothing Store   \n",
       "269       121096                   Supermarket     Convenience Store   \n",
       "270       121099                   Coffee Shop                 Hotel   \n",
       "272       121151                   Coffee Shop             Wine Shop   \n",
       "273       121165                      Boutique             Wine Shop   \n",
       "274       121170                   Coffee Shop                  Café   \n",
       "275       121248                Clothing Store        Cosmetics Shop   \n",
       "276       121309                          Café        Cosmetics Shop   \n",
       "277       121351             Convenience Store     Health Food Store   \n",
       "278       121352          Fast Food Restaurant        Clothing Store   \n",
       "281       121357                           Spa              Boutique   \n",
       "282       121359                      Bus Stop         Grocery Store   \n",
       "284       121433                          Park           Supermarket   \n",
       "285       121467                     Pet Store         Auto Workshop   \n",
       "288       121552             Outdoor Sculpture                  Café   \n",
       "290       121601          Gym / Fitness Center           Dairy Store   \n",
       "291       121609                     Pet Store     Electronics Store   \n",
       "292       121614                           Bar    Chinese Restaurant   \n",
       "293       121615             Convenience Store           Coffee Shop   \n",
       "294       123001                      Wine Bar               Theater   \n",
       "295       123007                   Coffee Shop        Clothing Store   \n",
       "296       123022                   Coffee Shop                  Café   \n",
       "297       123056                      Wine Bar  Caucasian Restaurant   \n",
       "298       123060             Mobile Phone Shop     Convenience Store   \n",
       "\n",
       "         3rd Most Common Venue        4th Most Common Venue  \\\n",
       "0         Caucasian Restaurant                  Gaming Cafe   \n",
       "1                  Karaoke Bar                        Hotel   \n",
       "2                 Dance Studio          Dumpling Restaurant   \n",
       "3             Department Store          Arts & Crafts Store   \n",
       "4                  Zoo Exhibit           Salon / Barbershop   \n",
       "5                         Café                      Theater   \n",
       "6           Italian Restaurant                      Theater   \n",
       "7         Caucasian Restaurant                         Café   \n",
       "8                       Garden            Food & Drink Shop   \n",
       "9                      Theater                          Bar   \n",
       "10                 Coffee Shop  Eastern European Restaurant   \n",
       "12                  Vape Store                  Music Store   \n",
       "13   Middle Eastern Restaurant               Clothing Store   \n",
       "15   Middle Eastern Restaurant         Gym / Fitness Center   \n",
       "16                         Pub                      Brewery   \n",
       "17                 Supermarket                        Plaza   \n",
       "18                Gourmet Shop                  Flower Shop   \n",
       "19                        Road                    Bookstore   \n",
       "21        Fast Food Restaurant                   Hobby Shop   \n",
       "22                    Pharmacy                  Pizza Place   \n",
       "23                       Plaza              Automotive Shop   \n",
       "24           Electronics Store                    Pool Hall   \n",
       "25                  Playground                         Café   \n",
       "27                      Garden                  Supermarket   \n",
       "28           Electronics Store                  Coffee Shop   \n",
       "29                Cocktail Bar                  Yoga Studio   \n",
       "30                      Bakery                  Coffee Shop   \n",
       "31                      Arcade            Health Food Store   \n",
       "33                        Café          Japanese Restaurant   \n",
       "34                      Bakery            Electronics Store   \n",
       "..                         ...                          ...   \n",
       "258              Auto Workshop         Gym / Fitness Center   \n",
       "259             Lingerie Store                          Zoo   \n",
       "260               Gourmet Shop            Convenience Store   \n",
       "263                  Pet Store                         Pool   \n",
       "266                Coffee Shop                        Hotel   \n",
       "267                     Bakery                        Plaza   \n",
       "268          Electronics Store                   Hobby Shop   \n",
       "269                        Gym         Gym / Fitness Center   \n",
       "270         Salon / Barbershop                 Gourmet Shop   \n",
       "272                   Boutique            Electronics Store   \n",
       "273                       Park                      Theater   \n",
       "274                        Spa            Convenience Store   \n",
       "275         Italian Restaurant                  Flower Shop   \n",
       "276                        Gym             Recording Studio   \n",
       "277                Pizza Place                     Bus Stop   \n",
       "278     Furniture / Home Store            Food & Drink Shop   \n",
       "281             Massage Studio                        Hotel   \n",
       "282         Athletics & Sports                       Notary   \n",
       "284                Sports Club         Fast Food Restaurant   \n",
       "285                       Pool         Gym / Fitness Center   \n",
       "288                       Park                  Flower Shop   \n",
       "290                     Bakery                 Dance Studio   \n",
       "291       Caucasian Restaurant                  Coffee Shop   \n",
       "292                      Track                 Music School   \n",
       "293               Soccer Field                Grocery Store   \n",
       "294                Coffee Shop                         Café   \n",
       "295          Martial Arts Dojo            Electronics Store   \n",
       "296       Gym / Fitness Center                   Board Shop   \n",
       "297                       Café                      Theater   \n",
       "298                        Spa            Health Food Store   \n",
       "\n",
       "     5th Most Common Venue          6th Most Common Venue  \\\n",
       "0             Dance Studio                           Café   \n",
       "1              Bridal Shop            Sporting Goods Shop   \n",
       "2               Restaurant                     Smoke Shop   \n",
       "3         Sushi Restaurant                      Bookstore   \n",
       "4         Sushi Restaurant                   Soccer Field   \n",
       "5                   Bakery           Gym / Fitness Center   \n",
       "6     Caucasian Restaurant  Vegetarian / Vegan Restaurant   \n",
       "7               Restaurant                    Supermarket   \n",
       "8       Salon / Barbershop                       Bus Stop   \n",
       "9               Hookah Bar                       Tea Room   \n",
       "10                     Bar                     Restaurant   \n",
       "12            Gourmet Shop                         Museum   \n",
       "13             Coffee Shop           Fast Food Restaurant   \n",
       "15      Belgian Restaurant                        Theater   \n",
       "16    Fast Food Restaurant              Mobile Phone Shop   \n",
       "17                  Market                            Zoo   \n",
       "18       Mobile Phone Shop                       Gym Pool   \n",
       "19                Car Wash                    Candy Store   \n",
       "21    Gym / Fitness Center                     Steakhouse   \n",
       "22                   Plaza           Gym / Fitness Center   \n",
       "23               Pool Hall                         Market   \n",
       "24    Gym / Fitness Center                      Multiplex   \n",
       "25             Flower Shop                     Shoe Store   \n",
       "27             Sports Club                            Bar   \n",
       "28            Camera Store                     Public Art   \n",
       "29                    Café                     Restaurant   \n",
       "30                   Plaza                    Art Gallery   \n",
       "31            Burger Joint                 Sandwich Place   \n",
       "33              Restaurant             Russian Restaurant   \n",
       "34                   Diner        Health & Beauty Service   \n",
       "..                     ...                            ...   \n",
       "258            Men's Store                        Butcher   \n",
       "259               Fountain                    Flea Market   \n",
       "260             Skate Park                   Soccer Field   \n",
       "263      Health Food Store                       Pharmacy   \n",
       "266         Lingerie Store                           Café   \n",
       "267                Theater                    Yoga Studio   \n",
       "268   Fast Food Restaurant              Mobile Phone Shop   \n",
       "269              Pet Store                       Pharmacy   \n",
       "270                 Bakery      Middle Eastern Restaurant   \n",
       "272     Salon / Barbershop                 Farmers Market   \n",
       "273      Convenience Store                    Bridal Shop   \n",
       "274      Other Repair Shop                   Soccer Field   \n",
       "275            Coffee Shop            Sporting Goods Shop   \n",
       "276               Bus Stop           Gym / Fitness Center   \n",
       "277            Zoo Exhibit                     Bath House   \n",
       "278            Coffee Shop              Electronics Store   \n",
       "281  Vietnamese Restaurant                 Sandwich Place   \n",
       "282            Candy Store                Warehouse Store   \n",
       "284                   Café                  Grocery Store   \n",
       "285               Pharmacy              Convenience Store   \n",
       "288         Shawarma Place                         Bakery   \n",
       "290     Russian Restaurant                 Cosmetics Shop   \n",
       "291            Blini House                 Massage Studio   \n",
       "292       Football Stadium                    Flea Market   \n",
       "293                    Bar                           Food   \n",
       "294   Caucasian Restaurant                         Bakery   \n",
       "295           Noodle House                      Multiplex   \n",
       "296            Flower Shop                      Gastropub   \n",
       "297            Zoo Exhibit                     Art Museum   \n",
       "298                 Bakery               Sushi Restaurant   \n",
       "\n",
       "          7th Most Common Venue        8th Most Common Venue  \\\n",
       "0                   Music Venue                          Bar   \n",
       "1                          Café                         Park   \n",
       "2                      Beer Bar                   Beer Store   \n",
       "3           Sporting Goods Shop                         Café   \n",
       "4             Food & Drink Shop                      Theater   \n",
       "5                         Plaza                   Restaurant   \n",
       "6              Greek Restaurant             Basketball Court   \n",
       "7                      Beer Bar           Miscellaneous Shop   \n",
       "8             Convenience Store                      Exhibit   \n",
       "9                   Tailor Shop            Health Food Store   \n",
       "10         Gym / Fitness Center         Fast Food Restaurant   \n",
       "12         Gym / Fitness Center         Caucasian Restaurant   \n",
       "13                College Track               Cosmetics Shop   \n",
       "15                    Bookstore                          Spa   \n",
       "16               Shawarma Place                   Theme Park   \n",
       "17                   Food Truck                  Flea Market   \n",
       "18                   Restaurant                     Pharmacy   \n",
       "19                      Theater         Gym / Fitness Center   \n",
       "21                   Baby Store   Modern European Restaurant   \n",
       "22                  Supermarket       Furniture / Home Store   \n",
       "23            Convenience Store                  Supermarket   \n",
       "24            Food & Drink Shop                          Gym   \n",
       "25                 Burger Joint               Clothing Store   \n",
       "27                  Pizza Place                 Concert Hall   \n",
       "28                          Pub                Pelmeni House   \n",
       "29                    Irish Pub  Eastern European Restaurant   \n",
       "30                  Bridal Shop                   Sports Bar   \n",
       "31                  Flower Shop                       Bistro   \n",
       "33            Convenience Store           Photography Studio   \n",
       "34                        Plaza            Mobile Phone Shop   \n",
       "..                          ...                          ...   \n",
       "258                 Pizza Place                  Flower Shop   \n",
       "259                 Flower Shop                         Food   \n",
       "260        Gym / Fitness Center                 Tennis Court   \n",
       "263              Farmers Market               Clothing Store   \n",
       "266            Toy / Game Store                        Train   \n",
       "267                    Wine Bar                     Boutique   \n",
       "268            Toy / Game Store    Middle Eastern Restaurant   \n",
       "269                 Fish Market                  Coffee Shop   \n",
       "270            Asian Restaurant               Massage Studio   \n",
       "272               Movie Theater         Gym / Fitness Center   \n",
       "273                    Pharmacy                  Coffee Shop   \n",
       "274  Modern European Restaurant                      Theater   \n",
       "275              Lingerie Store         Caucasian Restaurant   \n",
       "276                  Theme Park                      Theater   \n",
       "277        Gym / Fitness Center                     Fountain   \n",
       "278               Movie Theater    Middle Eastern Restaurant   \n",
       "281   Middle Eastern Restaurant                          Zoo   \n",
       "282                Soccer Field               Cosmetics Shop   \n",
       "284           Convenience Store          Sporting Goods Shop   \n",
       "285              Cosmetics Shop                         Café   \n",
       "288                  Beer Store            Food & Drink Shop   \n",
       "290           Convenience Store            Food & Drink Shop   \n",
       "291        Fast Food Restaurant            Health Food Store   \n",
       "292                 Flower Shop                         Food   \n",
       "293                      Bakery               Farmers Market   \n",
       "294                  Restaurant                   Hookah Bar   \n",
       "295           Food & Drink Shop                Big Box Store   \n",
       "296       Vietnamese Restaurant          Sporting Goods Shop   \n",
       "297              Breakfast Spot                     Boutique   \n",
       "298          Salon / Barbershop               Cosmetics Shop   \n",
       "\n",
       "         9th Most Common Venue      10th Most Common Venue  \n",
       "0                  Yoga Studio          Seafood Restaurant  \n",
       "1                 Gourmet Shop        Caucasian Restaurant  \n",
       "2                     Tea Room          Miscellaneous Shop  \n",
       "3                  Coffee Shop                       Plaza  \n",
       "4                Shopping Mall        Caucasian Restaurant  \n",
       "5                     Fountain     Health & Beauty Service  \n",
       "6             Toy / Game Store     Health & Beauty Service  \n",
       "7              Motorcycle Shop                   Gun Range  \n",
       "8                      Theater            Football Stadium  \n",
       "9               Cosmetics Shop          Russian Restaurant  \n",
       "10           Health Food Store                  Beer Store  \n",
       "12                     Theater                 Coffee Shop  \n",
       "13                  Skate Park                      Arcade  \n",
       "15                        Café        Caucasian Restaurant  \n",
       "16                        Park                    Pharmacy  \n",
       "17                 Flower Shop                        Food  \n",
       "18                   Pet Store                 Candy Store  \n",
       "19          Athletics & Sports                        Café  \n",
       "21           Health Food Store                  Kids Store  \n",
       "22           Food & Drink Shop               Garden Center  \n",
       "23         Fried Chicken Joint               Garden Center  \n",
       "24                      Market               Big Box Store  \n",
       "25                   Pet Store                         Gym  \n",
       "27                   BBQ Joint                Tennis Court  \n",
       "28               Historic Site           Health Food Store  \n",
       "29     Health & Beauty Service          Seafood Restaurant  \n",
       "30                 Yoga Studio        Caucasian Restaurant  \n",
       "31          Miscellaneous Shop                         Gym  \n",
       "33                    Pharmacy                         Spa  \n",
       "34            Sushi Restaurant        Gym / Fitness Center  \n",
       "..                         ...                         ...  \n",
       "258         Salon / Barbershop                  Hookah Bar  \n",
       "259          Food & Drink Shop                  Food Court  \n",
       "260                      Trail   Middle Eastern Restaurant  \n",
       "263                Coffee Shop           Food & Drink Shop  \n",
       "266                 Restaurant          Italian Restaurant  \n",
       "267                        Pub                 Music Store  \n",
       "268              Go Kart Track                 Pizza Place  \n",
       "269                Pizza Place                 Auto Garage  \n",
       "270         Seafood Restaurant                   Hotel Bar  \n",
       "272             Scenic Lookout                Camera Store  \n",
       "273  Middle Eastern Restaurant                 Flower Shop  \n",
       "274                       Park              Shawarma Place  \n",
       "275           Toy / Game Store                  Restaurant  \n",
       "276           Pedestrian Plaza                 Coffee Shop  \n",
       "277                       Park       Performing Arts Venue  \n",
       "278       Gym / Fitness Center  Modern European Restaurant  \n",
       "281                 Food Truck                 Fish Market  \n",
       "282          Convenience Store              Soccer Stadium  \n",
       "284           Sushi Restaurant                  Kids Store  \n",
       "285                    Butcher       Performing Arts Venue  \n",
       "288             Hunting Supply           Convenience Store  \n",
       "290                    Butcher                    Bus Stop  \n",
       "291         Belgian Restaurant   Middle Eastern Restaurant  \n",
       "292          Food & Drink Shop                  Food Court  \n",
       "293                   Ski Area                    Pharmacy  \n",
       "294                   Boutique              Massage Studio  \n",
       "295           Theme Restaurant      Thrift / Vintage Store  \n",
       "296     Furniture / Home Store        Caucasian Restaurant  \n",
       "297             Massage Studio                      Bakery  \n",
       "298                Pizza Place        Fast Food Restaurant  \n",
       "\n",
       "[213 rows x 11 columns]"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moscow_merged.loc[moscow_merged['Cluster Labels'] == 1, moscow_merged.columns[[0] + list(range(4, moscow_merged.shape[1] - 1))]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cluster 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "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>postal_code</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>109429</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Cafeteria</td>\n",
       "      <td>Zoo</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>109649</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>111395</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Lake</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Football Stadium</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>111622</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Lake</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>115211</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Laser Tag</td>\n",
       "      <td>Pier</td>\n",
       "      <td>Zoo</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>115547</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>117403</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Big Box Store</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>117463</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Farm</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flea Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>117574</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Gym Pool</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Gaming Cafe</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>119297</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Train Station</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>119530</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Recording Studio</td>\n",
       "      <td>Café</td>\n",
       "      <td>Cafeteria</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>119633</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Caucasian Restaurant</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>121471</td>\n",
       "      <td>Cafeteria</td>\n",
       "      <td>Shipping Store</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     postal_code 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "78        109429              Bus Stop              Bus Line   \n",
       "95        109649              Bus Stop     Korean Restaurant   \n",
       "106       111395              Bus Stop           Supermarket   \n",
       "119       111622      Department Store                  Lake   \n",
       "136       115211              Bus Stop                  Café   \n",
       "156       115547              Bus Stop           Supermarket   \n",
       "188       117403              Bus Stop         Big Box Store   \n",
       "197       117463              Bus Stop          Hockey Arena   \n",
       "209       117574              Bus Stop              Gym Pool   \n",
       "240       119297              Bus Stop     Food & Drink Shop   \n",
       "255       119530           Supermarket      Recording Studio   \n",
       "264       119633               Brewery   Japanese Restaurant   \n",
       "286       121471             Cafeteria        Shipping Store   \n",
       "\n",
       "    3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "78              Cafeteria                   Zoo     French Restaurant   \n",
       "95          Garden Center               Dog Run     French Restaurant   \n",
       "106                  Lake            Food Truck  Gym / Fitness Center   \n",
       "119         Auto Workshop              Bus Stop            Skate Park   \n",
       "136             Laser Tag                  Pier                   Zoo   \n",
       "156                   Bar          Food Service  Gym / Fitness Center   \n",
       "188        Farmers Market              Bus Line   Fried Chicken Joint   \n",
       "197     Convenience Store      Toy / Game Store           Pizza Place   \n",
       "209                   Gym           Supermarket          Skating Rink   \n",
       "240         Train Station     French Restaurant           Flea Market   \n",
       "255                  Café             Cafeteria              Bus Stop   \n",
       "264  Caucasian Restaurant              Bus Stop     French Restaurant   \n",
       "286              Bus Stop              Fountain           Flea Market   \n",
       "\n",
       "    6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "78            Flower Shop                  Food     Food & Drink Shop   \n",
       "95            Flower Shop                  Food     Food & Drink Shop   \n",
       "106                 Trail                Garden      Football Stadium   \n",
       "119                Garden         Garden Center           Fish Market   \n",
       "136           Flea Market           Flower Shop                  Food   \n",
       "156              Fountain           Flea Market           Flower Shop   \n",
       "188                  Food     Food & Drink Shop            Food Court   \n",
       "197                  Farm           Supermarket   Japanese Restaurant   \n",
       "209           Gaming Cafe            Food Truck           Fish Market   \n",
       "240           Flower Shop                  Food            Food Court   \n",
       "255                Garden             Gastropub           Flower Shop   \n",
       "264           Flower Shop                  Food     Food & Drink Shop   \n",
       "286           Flower Shop                  Food     Food & Drink Shop   \n",
       "\n",
       "    9th Most Common Venue 10th Most Common Venue  \n",
       "78             Food Court           Food Service  \n",
       "95             Food Court           Food Service  \n",
       "106           Flea Market            Flower Shop  \n",
       "119           Flea Market            Flower Shop  \n",
       "136     Food & Drink Shop             Food Court  \n",
       "156                  Food      Food & Drink Shop  \n",
       "188          Food Service             Food Truck  \n",
       "197              Fountain            Flea Market  \n",
       "209           Flea Market            Flower Shop  \n",
       "240          Food Service             Food Truck  \n",
       "255                  Food      Food & Drink Shop  \n",
       "264            Food Court           Food Service  \n",
       "286            Food Court           Food Service  "
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moscow_merged.loc[moscow_merged['Cluster Labels'] == 2, moscow_merged.columns[[0] + list(range(4, moscow_merged.shape[1] - 1))]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cluster 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\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>postal_code</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>109382</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Photography Studio</td>\n",
       "      <td>Zoo</td>\n",
       "      <td>Financial or Legal Service</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>115191</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Boat or Ferry</td>\n",
       "      <td>Zoo</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>115201</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Zoo</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>119619</td>\n",
       "      <td>Cafeteria</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Financial or Legal Service</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>121353</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Cafeteria</td>\n",
       "      <td>Financial or Legal Service</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     postal_code 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "71        109382         Auto Workshop    Photography Studio   \n",
       "133       115191         Auto Workshop         Boat or Ferry   \n",
       "135       115201         Auto Workshop                   Zoo   \n",
       "262       119619             Cafeteria         Auto Workshop   \n",
       "279       121353         Auto Workshop             Cafeteria   \n",
       "\n",
       "          3rd Most Common Venue       4th Most Common Venue  \\\n",
       "71                          Zoo  Financial or Legal Service   \n",
       "133                         Zoo                    Fountain   \n",
       "135                    Fountain                 Flea Market   \n",
       "262  Financial or Legal Service                 Flea Market   \n",
       "279  Financial or Legal Service                 Flea Market   \n",
       "\n",
       "    5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "71            Flea Market           Flower Shop                  Food   \n",
       "133           Flea Market           Flower Shop                  Food   \n",
       "135           Flower Shop                  Food     Food & Drink Shop   \n",
       "262           Flower Shop                  Food     Food & Drink Shop   \n",
       "279           Flower Shop                  Food     Food & Drink Shop   \n",
       "\n",
       "    8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "71      Food & Drink Shop            Food Court           Food Service  \n",
       "133     Food & Drink Shop            Food Court           Food Service  \n",
       "135            Food Court          Food Service             Food Truck  \n",
       "262            Food Court          Food Service             Food Truck  \n",
       "279            Food Court          Food Service             Food Truck  "
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moscow_merged.loc[moscow_merged['Cluster Labels'] == 3, moscow_merged.columns[[0] + list(range(4, moscow_merged.shape[1] - 1))]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cluster 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>postal_code</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>107207</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Zoo</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>107241</td>\n",
       "      <td>Café</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Car Wash</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Financial or Legal Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>109383</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Football Stadium</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>109388</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Football Stadium</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>117198</td>\n",
       "      <td>Café</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Szechuan Restaurant</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Tennis Court</td>\n",
       "      <td>Pedestrian Plaza</td>\n",
       "      <td>Gym Pool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>117246</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Tennis Court</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Public Art</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Bus Stop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>117393</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Historic Site</td>\n",
       "      <td>Convenience Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>119027</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Zoo</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>119618</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Café</td>\n",
       "      <td>Zoo</td>\n",
       "      <td>Fountain</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>123098</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Dive Bar</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     postal_code 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "39        107207                  Café      Sushi Restaurant   \n",
       "40        107241                  Café           Supermarket   \n",
       "72        109383          Skating Rink  Gym / Fitness Center   \n",
       "75        109388          Skating Rink     Convenience Store   \n",
       "175       117198                  Café             Nightclub   \n",
       "180       117246                  Café            Restaurant   \n",
       "187       117393                  Café            Restaurant   \n",
       "224       119027                  Café            Restaurant   \n",
       "261       119618             BBQ Joint         Auto Workshop   \n",
       "299       123098          Dance Studio                  Café   \n",
       "\n",
       "    3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "39              Bookstore        Cosmetics Shop     Convenience Store   \n",
       "40              Bookstore        Cosmetics Shop              Car Wash   \n",
       "72      Convenience Store                  Café      Football Stadium   \n",
       "75                   Café      Football Stadium           Fish Market   \n",
       "175                Bakery        Breakfast Spot   Szechuan Restaurant   \n",
       "180          Tennis Court           Flower Shop           Candy Store   \n",
       "187            Playground                 Trail         Grocery Store   \n",
       "224                   Zoo              Fountain           Flea Market   \n",
       "261    Athletics & Sports                  Café                   Zoo   \n",
       "299                  Park   Sporting Goods Shop      Department Store   \n",
       "\n",
       "    6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "39                    Zoo              Fountain           Flower Shop   \n",
       "40               Bus Stop            Restaurant          Intersection   \n",
       "72            Fish Market           Flea Market           Flower Shop   \n",
       "75            Flea Market           Flower Shop                  Food   \n",
       "175          Soccer Field         Grocery Store          Tennis Court   \n",
       "180  Gym / Fitness Center                   Gym            Public Art   \n",
       "187               Theater     Food & Drink Shop  Gym / Fitness Center   \n",
       "224           Flower Shop                  Food     Food & Drink Shop   \n",
       "261              Fountain           Flower Shop                  Food   \n",
       "299              Dive Bar     French Restaurant     Food & Drink Shop   \n",
       "\n",
       "    9th Most Common Venue      10th Most Common Venue  \n",
       "39                   Food           Food & Drink Shop  \n",
       "40          Garden Center  Financial or Legal Service  \n",
       "72                   Food           Food & Drink Shop  \n",
       "75      Food & Drink Shop                  Food Court  \n",
       "175      Pedestrian Plaza                    Gym Pool  \n",
       "180            Skate Park                    Bus Stop  \n",
       "187         Historic Site           Convenience Store  \n",
       "224            Food Court                Food Service  \n",
       "261     Food & Drink Shop                  Food Court  \n",
       "299            Food Court                Food Service  "
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moscow_merged.loc[moscow_merged['Cluster Labels'] == 4, moscow_merged.columns[[0] + list(range(4, moscow_merged.shape[1] - 1))]]"
   ]
  }
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