clustering_Calgary_neighborhoods.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>1. Introduction</b><br>\n",
    "<p> Unsupervised learning is an Machine Learning Algorithm which is used to find patterns and similarity between samples in data. K-Means is an Unsupervised learning algorithm that helps finding patterns in Convex Sets of data</p>\n",
    "<p> Foursquare is a social networking service that allows people to finding attractions, leaving reviews and connect with friends. In this study, Foursquare is used to exctract venues in two neigborhoods in Calgary, Canada and the aim is to compare both venues and comitted crime in thsese two neighborhoods. Indeed, when a person wants to start a new business in a location, <br>having venues and crime count</br> in that location helps as a guide to choose a location for a new business to be started.\n",
    " </p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>2. Data</b><br>\n",
    "<p>In this study, Calgary Crime Data was downloaded from https://data.calgary.ca. The data was filtered and downtown and east neighborhoods and their respective location in longitude and latitude coordinates were taking into account. After having longitude and latitude coordinates of neighborhoods, the Foursquare API is used to extract venues in both locations. The API sent a GET request to adquire the venues that are within a radius of 500m. The venues then were formated using one hot encoding and were grouped by neighborhoods computing the mean of each feature. The frequency of the categories found in the neighborhoods was used to find the similarities. The similarities were an important element to help a user to choose a location for a new business.</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>3. Methodology</b><br>\n",
    "<p>As it mentioned before, One Hot Encoding is used for feature extraction of categories. To indicate each feature as a category that belongs to a venue, each feature becomes binary. In other words, 1 shows that the category is found in the venue and 0 means that the category is not found in the venue. In the next step, all the venues are grouped by the neighborhoods and the mean which results in calculating the frequency of occurrence of that particular category.\n",
    "\n",
    "In order to find similarities between neighborhoods, a clustering algorithm, specifically K-Means was implemented.\n",
    "K-Means is a clustering algorithm that search clusters within the data to minimize the data dispersion for each cluster. \n",
    "\n",
    "To find a proper the number of clusters the elbow method was implemented and used. After indicating the number of cluster each cluster was analyzed seperately.</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>3. Results </b><br>\n",
    "<p>After clustering data, the result may help people to start a business in a location. Commited crimes in a particular location has an important effect in terms of saftety for a new business to be started. For instance, in Calgary, downtown is a active business location but on the other hand it is unsafe in terms of crimes. Cluster one in downtwon has multiple active businesses including pharmacy, restaurant, gas station, school, supermarket, coffee shop, baseball stadium, pool, bank and etc. The most crime has been comitted in this area with the number of 260679 out of 268014 since 2012 which is huge and it might be helpful to have it considered. On the contrast, the active business location of east side of Calgary is cluster two, with 57717 number of crimes out of 67704 since 2012. </p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>1. Import important libraries<h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Libraries imported.\n"
     ]
    }
   ],
   "source": [
    "#!conda install -c conda-forge geopy --yes\n",
    "import numpy as np\n",
    "import pandas as pd \n",
    "import requests \n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "import matplotlib.pyplot as plt\n",
    "import folium \n",
    "from sklearn.cluster import KMeans\n",
    "from scipy.spatial.distance import cdist \n",
    "from sklearn import datasets\n",
    "from geopy.geocoders import Nominatim # convert an address into latitude and longitude values\n",
    "\n",
    "\n",
    "print('Libraries imported.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>2. Import data from Foursquare<h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"CommunityCrimeFilteredNonDropped.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(40796, 11)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-4-2a5ee0d9ca3d>:1: FutureWarning: Columnar iteration over characters will be deprecated in future releases.\n",
      "  df['Lat'], df['Long'] = df['Community Center Point'].str.split(',', 1).str\n"
     ]
    }
   ],
   "source": [
    "df['Lat'], df['Long'] = df['Community Center Point'].str.split(',', 1).str\n",
    "df['Lat'] = df['Lat'].map(lambda x: x.lstrip('('))\n",
    "df['Lat'] = pd.to_numeric(df['Lat'], errors='ignore')\n",
    "df['Long'] = df['Long'].map(lambda x: x.rstrip(')'))\n",
    "df['Long'] = pd.to_numeric(df['Long'], errors='ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of Calgary are 51.0534234, -114.0625892.\n"
     ]
    }
   ],
   "source": [
    "address = 'Calgary, CA'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"calgary\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geograpical coordinate of Calgary are {}, {}.'.format(latitude, longitude))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h4>2.1 Setting up the credentials <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentails:\n",
      "CLIENT_ID: TCPEPEPOL14I5M5DYQYVFER30JREYS5PPTIESIWRLVEHPCWK\n",
      "CLIENT_SECRET:OWKV35RGUEGR4DDVEGYA2H55ULGX1EASVVTD41BUCRJTPUBG\n"
     ]
    }
   ],
   "source": [
    "CLIENT_ID = 'TCPEPEPOL14I5M5DYQYVFER30JREYS5PPTIESIWRLVEHPCWK' # your Foursquare ID\n",
    "CLIENT_SECRET = 'OWKV35RGUEGR4DDVEGYA2H55ULGX1EASVVTD41BUCRJTPUBG' # your Foursquare Secret\n",
    "VERSION = '20180605' # Foursquare API version\n",
    "\n",
    "print('Your credentails:')\n",
    "print('CLIENT_ID: ' + CLIENT_ID)\n",
    "print('CLIENT_SECRET:' + CLIENT_SECRET)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "downTown = df[df['Sector'] == 'CENTRE'].reset_index(drop=True)\n",
    "west = df[df['Sector'] == 'EAST'].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h4> 2.2 Create and send the GET request <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getNearbyVenues(names, latitudes, longitudes, radius=500):\n",
    "    venues_list=[]\n",
    "    count = 0\n",
    "    results = []\n",
    "    for name, lat, lng in zip(names, latitudes, longitudes):\n",
    "        count += 1\n",
    "        print(count)\n",
    "        print('-----')\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",
    "            200)\n",
    "            \n",
    "        # make the GET request\n",
    "        jsonBlob = requests.get(url, \"none\").json()\n",
    "        if 'response' not in jsonBlob or 'groups' not in jsonBlob['response']:\n",
    "            continue\n",
    "        \n",
    "        else:\n",
    "            results = jsonBlob[\"response\"]['groups'][0]['items']\n",
    "            \n",
    "        # return only relevant information for each nearby venue\n",
    "        venues_list.append([(\n",
    "                name,\n",
    "                j['venue']['name'], \n",
    "                j['venue']['location']['lat'], \n",
    "                j['venue']['location']['lng'],  \n",
    "                j['venue']['categories'][0]['name']) for j in results])\n",
    "    \n",
    "    \n",
    "    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n",
    "    nearby_venues.columns = ['Neighborhood',\n",
    "                  'Venue', \n",
    "                  'Venue Latitude', \n",
    "                  'Venue Longitude', \n",
    "                  'Venue Category']\n",
    "    \n",
    "    return(nearby_venues)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h5>2.1.1 Downtown Venues <h5>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# downTownVenues = getNearbyVenues(names= downTown['Community Name'],\n",
    "#                                  latitudes=downTown['Lat'],\n",
    "#                                    longitudes=downTown['Long'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# downTownVenues.to_csv(\"downTown.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h5>2.1.2 East Venues <h5>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# eastVenues = getNearbyVenues(names = east['Community Name'],\n",
    "#                                  latitudes = east['Lat'],\n",
    "#                                    longitudes = east['Long'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# eastVenues.to_csv(\"east.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " <h4> 2.1.3 Calculate total crime in each neighborhood <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preProcessing(df, sector):\n",
    "    \n",
    "    result = df[df['Sector'] == sector].reset_index(drop=True)\n",
    "    \n",
    "    result['Total Crime Count'] = result['Crime Count'].groupby(result['Community Name']).transform('sum')\n",
    "    result = result.groupby('Community Name').first()\n",
    "    \n",
    "    result['Lat'], result['Long'] = result['Community Center Point'].str.split(',', 1).str\n",
    "    result['Lat'] = result['Lat'].map(lambda x: x.lstrip('('))\n",
    "    result['Lat'] = pd.to_numeric(result['Lat'], errors='ignore')\n",
    "    result['Long'] = result['Long'].map(lambda x: x.rstrip(')'))\n",
    "    result['Long'] = pd.to_numeric(result['Long'], errors='ignore')\n",
    "    \n",
    "    result = result.sort_values(by=['Crime Count'], ascending=False)\n",
    "    \n",
    "    result = result.drop(['Community Center Point', 'ID', 'Date', 'Month', 'Group Category', 'Crime Count'], 1)\n",
    "\n",
    "    return result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h4> 2.3 One hot encoding and grouping by neighborhoods <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def process(df):\n",
    "    df_onehot = pd.get_dummies(df[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
    "\n",
    "    # add neighborhood column back to dataframe\n",
    "    df_onehot['Neighborhood'] = df['Neighborhood'] \n",
    "\n",
    "    # move neighborhood column to the first column\n",
    "    fixed_columns = [df_onehot.columns[-1]] + list(df_onehot.columns[:-1])\n",
    "    df_onehot = df_onehot[fixed_columns]\n",
    "    df_grouped = df_onehot.groupby('Neighborhood').mean().reset_index()\n",
    "    \n",
    "    return df_grouped\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 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": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def top_venues(df):\n",
    "    \n",
    "    num_top_venues = 10\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'] = df['Neighborhood']\n",
    "\n",
    "    for ind in np.arange(df.shape[0]):\n",
    "        neighborhoods_venues_sorted.iloc[ind, 1:] = most_common_venues(df.iloc[ind, :], num_top_venues)\n",
    "\n",
    "    return neighborhoods_venues_sorted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\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>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>MOUNT PLEASANT</td>\n",
       "      <td>The Block</td>\n",
       "      <td>51.073442</td>\n",
       "      <td>-114.072149</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>MOUNT PLEASANT</td>\n",
       "      <td>4th Spot Kitchen &amp; Bar</td>\n",
       "      <td>51.075881</td>\n",
       "      <td>-114.071181</td>\n",
       "      <td>Gastropub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>MOUNT PLEASANT</td>\n",
       "      <td>7-Eleven</td>\n",
       "      <td>51.073940</td>\n",
       "      <td>-114.072048</td>\n",
       "      <td>Convenience Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>MOUNT PLEASANT</td>\n",
       "      <td>Mt Pleasant Arena</td>\n",
       "      <td>51.073168</td>\n",
       "      <td>-114.075205</td>\n",
       "      <td>Hockey Arena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MOUNT PLEASANT</td>\n",
       "      <td>Gogi Korean Barbecue</td>\n",
       "      <td>51.072992</td>\n",
       "      <td>-114.071341</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Neighborhood                   Venue  Venue Latitude  Venue Longitude  \\\n",
       "0  MOUNT PLEASANT               The Block       51.073442      -114.072149   \n",
       "1  MOUNT PLEASANT  4th Spot Kitchen & Bar       51.075881      -114.071181   \n",
       "2  MOUNT PLEASANT                7-Eleven       51.073940      -114.072048   \n",
       "3  MOUNT PLEASANT       Mt Pleasant Arena       51.073168      -114.075205   \n",
       "4  MOUNT PLEASANT    Gogi Korean Barbecue       51.072992      -114.071341   \n",
       "\n",
       "      Venue Category  \n",
       "0         Restaurant  \n",
       "1          Gastropub  \n",
       "2  Convenience Store  \n",
       "3       Hockey Arena  \n",
       "4  Korean Restaurant  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "downTown = pd.read_csv(\"downTown.csv\") \n",
    "downTown = downTown.drop_duplicates()\n",
    "downTown.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-13-f6f581196b4c>:8: FutureWarning: Columnar iteration over characters will be deprecated in future releases.\n",
      "  result['Lat'], result['Long'] = result['Community Center Point'].str.split(',', 1).str\n"
     ]
    },
    {
     "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>Sector</th>\n",
       "      <th>Category</th>\n",
       "      <th>Resident Count</th>\n",
       "      <th>Year</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Total Crime Count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Community Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BELTLINE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>25129</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.037438</td>\n",
       "      <td>-114.055189</td>\n",
       "      <td>57692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOWNTOWN COMMERCIAL CORE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>8683</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.047270</td>\n",
       "      <td>-114.069592</td>\n",
       "      <td>46676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRIDGELAND/RIVERSIDE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>6835</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.050567</td>\n",
       "      <td>-114.035072</td>\n",
       "      <td>8555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUXEDO PARK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>5326</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.074245</td>\n",
       "      <td>-114.061045</td>\n",
       "      <td>4478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KILLARNEY/GLENGARRY</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>7685</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.030129</td>\n",
       "      <td>-114.131702</td>\n",
       "      <td>5424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MOUNT PLEASANT</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>5889</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.074231</td>\n",
       "      <td>-114.076028</td>\n",
       "      <td>3401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INGLEWOOD</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>4024</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.034141</td>\n",
       "      <td>-114.019120</td>\n",
       "      <td>3629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BANFF TRAIL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>4153</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.074217</td>\n",
       "      <td>-114.115129</td>\n",
       "      <td>4563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MISSION</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>4598</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.033158</td>\n",
       "      <td>-114.068083</td>\n",
       "      <td>5569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HOUNSFIELD HEIGHTS/BRIAR HILL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>2798</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.063198</td>\n",
       "      <td>-114.105728</td>\n",
       "      <td>3357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EAU CLAIRE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>2030</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.053607</td>\n",
       "      <td>-114.072821</td>\n",
       "      <td>2561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RENFREW</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>6582</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.059658</td>\n",
       "      <td>-114.039176</td>\n",
       "      <td>3818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SOUTH CALGARY</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>4442</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.026807</td>\n",
       "      <td>-114.102069</td>\n",
       "      <td>3063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PARKHILL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1691</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.018174</td>\n",
       "      <td>-114.065552</td>\n",
       "      <td>1867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUNNYSIDE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>4230</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.056419</td>\n",
       "      <td>-114.079026</td>\n",
       "      <td>3845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WEST HILLHURST</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>6447</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.055059</td>\n",
       "      <td>-114.115156</td>\n",
       "      <td>2928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SHAGANAPPI</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1626</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.045205</td>\n",
       "      <td>-114.126643</td>\n",
       "      <td>1464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RAMSAY</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>2158</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.036411</td>\n",
       "      <td>-114.042532</td>\n",
       "      <td>1613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ST. ANDREWS HEIGHTS</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1795</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.063907</td>\n",
       "      <td>-114.127429</td>\n",
       "      <td>1598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALYTH/BONNYBROOK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>0</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.022859</td>\n",
       "      <td>-114.022482</td>\n",
       "      <td>1303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GREENVIEW</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1906</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.094862</td>\n",
       "      <td>-114.057465</td>\n",
       "      <td>1055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GREENVIEW INDUSTRIAL PARK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>225</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.086515</td>\n",
       "      <td>-114.049051</td>\n",
       "      <td>674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PARKDALE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>2566</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.059943</td>\n",
       "      <td>-114.135337</td>\n",
       "      <td>981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERLTON</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1270</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.026328</td>\n",
       "      <td>-114.063147</td>\n",
       "      <td>1211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIGHFIELD</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>0</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.018295</td>\n",
       "      <td>-114.037201</td>\n",
       "      <td>1034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIGHWOOD</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>2258</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.092356</td>\n",
       "      <td>-114.079901</td>\n",
       "      <td>1123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROSEDALE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1560</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.062712</td>\n",
       "      <td>-114.078197</td>\n",
       "      <td>642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MANCHESTER INDUSTRIAL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>0</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.013257</td>\n",
       "      <td>-114.057267</td>\n",
       "      <td>8170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAMBRIAN HEIGHTS</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>2036</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.084339</td>\n",
       "      <td>-114.089379</td>\n",
       "      <td>758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOWER MOUNT ROYAL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>3457</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.036482</td>\n",
       "      <td>-114.086500</td>\n",
       "      <td>6120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINSTON HEIGHTS/MOUNTVIEW</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>3635</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.075325</td>\n",
       "      <td>-114.041855</td>\n",
       "      <td>3060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIGHLAND PARK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>3838</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.088022</td>\n",
       "      <td>-114.062069</td>\n",
       "      <td>3411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HILLHURST</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>6558</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.057268</td>\n",
       "      <td>-114.093646</td>\n",
       "      <td>7077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRESCENT HEIGHTS</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>6620</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.059521</td>\n",
       "      <td>-114.061610</td>\n",
       "      <td>6567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MANCHESTER</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>1025</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.006239</td>\n",
       "      <td>-114.066647</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAPITOL HILL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>4744</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.072662</td>\n",
       "      <td>-114.094652</td>\n",
       "      <td>4054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHINATOWN</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>2471</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.052827</td>\n",
       "      <td>-114.065520</td>\n",
       "      <td>1264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POINT MCKAY</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1343</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.059542</td>\n",
       "      <td>-114.146146</td>\n",
       "      <td>219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOWNTOWN EAST VILLAGE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>3893</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.047065</td>\n",
       "      <td>-114.050815</td>\n",
       "      <td>9777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BANKVIEW</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>5256</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.034131</td>\n",
       "      <td>-114.100489</td>\n",
       "      <td>6324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRITANNIA</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>690</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.012675</td>\n",
       "      <td>-114.086315</td>\n",
       "      <td>361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALTADORE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>6942</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.015948</td>\n",
       "      <td>-114.100795</td>\n",
       "      <td>2832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RIDEAU PARK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>594</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.024872</td>\n",
       "      <td>-114.074161</td>\n",
       "      <td>273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOWNTOWN WEST END</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>2785</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.047969</td>\n",
       "      <td>-114.087780</td>\n",
       "      <td>4219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROSEMONT</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1254</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.078394</td>\n",
       "      <td>-114.090043</td>\n",
       "      <td>482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINDSOR PARK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>4584</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.005046</td>\n",
       "      <td>-114.083552</td>\n",
       "      <td>3017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAYFAIR</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>470</td>\n",
       "      <td>2012</td>\n",
       "      <td>50.995804</td>\n",
       "      <td>-114.088959</td>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCARBORO/ SUNALTA WEST</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>401</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.042195</td>\n",
       "      <td>-114.114859</td>\n",
       "      <td>331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MEADOWLARK PARK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>644</td>\n",
       "      <td>2019</td>\n",
       "      <td>50.997830</td>\n",
       "      <td>-114.077355</td>\n",
       "      <td>2422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>QUEENS PARK VILLAGE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>455</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.085143</td>\n",
       "      <td>-114.077609</td>\n",
       "      <td>320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUNALTA</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>3239</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.042959</td>\n",
       "      <td>-114.101468</td>\n",
       "      <td>7263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UPPER MOUNT ROYAL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>2478</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.029967</td>\n",
       "      <td>-114.085028</td>\n",
       "      <td>1286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEL-AIRE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>390</td>\n",
       "      <td>2019</td>\n",
       "      <td>50.999443</td>\n",
       "      <td>-114.088941</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELBOYA</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>1754</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.012994</td>\n",
       "      <td>-114.073620</td>\n",
       "      <td>996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BURNS INDUSTRIAL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>0</td>\n",
       "      <td>2019</td>\n",
       "      <td>50.998666</td>\n",
       "      <td>-114.039686</td>\n",
       "      <td>812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RICHMOND</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>4962</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.029705</td>\n",
       "      <td>-114.118422</td>\n",
       "      <td>2414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELBOW PARK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>3342</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.021363</td>\n",
       "      <td>-114.083835</td>\n",
       "      <td>1148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCARBORO</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>931</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.040723</td>\n",
       "      <td>-114.107149</td>\n",
       "      <td>542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROXBORO</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>422</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.026186</td>\n",
       "      <td>-114.067633</td>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CLIFF BUNGALOW</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>1895</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.033930</td>\n",
       "      <td>-114.074895</td>\n",
       "      <td>5888</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               Sector           Category  Resident Count  \\\n",
       "Community Name                                                             \n",
       "BELTLINE                       CENTRE    Social Disorder           25129   \n",
       "DOWNTOWN COMMERCIAL CORE       CENTRE    Social Disorder            8683   \n",
       "BRIDGELAND/RIVERSIDE           CENTRE    Social Disorder            6835   \n",
       "TUXEDO PARK                    CENTRE    Social Disorder            5326   \n",
       "KILLARNEY/GLENGARRY            CENTRE    Social Disorder            7685   \n",
       "MOUNT PLEASANT                 CENTRE    Social Disorder            5889   \n",
       "INGLEWOOD                      CENTRE    Social Disorder            4024   \n",
       "BANFF TRAIL                    CENTRE    Social Disorder            4153   \n",
       "MISSION                        CENTRE    Social Disorder            4598   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL  CENTRE    Social Disorder            2798   \n",
       "EAU CLAIRE                     CENTRE    Social Disorder            2030   \n",
       "RENFREW                        CENTRE    Social Disorder            6582   \n",
       "SOUTH CALGARY                  CENTRE    Social Disorder            4442   \n",
       "PARKHILL                       CENTRE    Social Disorder            1691   \n",
       "SUNNYSIDE                      CENTRE    Social Disorder            4230   \n",
       "WEST HILLHURST                 CENTRE    Social Disorder            6447   \n",
       "SHAGANAPPI                     CENTRE    Social Disorder            1626   \n",
       "RAMSAY                         CENTRE    Social Disorder            2158   \n",
       "ST. ANDREWS HEIGHTS            CENTRE    Social Disorder            1795   \n",
       "ALYTH/BONNYBROOK               CENTRE    Social Disorder               0   \n",
       "GREENVIEW                      CENTRE    Social Disorder            1906   \n",
       "GREENVIEW INDUSTRIAL PARK      CENTRE    Social Disorder             225   \n",
       "PARKDALE                       CENTRE    Social Disorder            2566   \n",
       "ERLTON                         CENTRE    Social Disorder            1270   \n",
       "HIGHFIELD                      CENTRE    Social Disorder               0   \n",
       "HIGHWOOD                       CENTRE    Social Disorder            2258   \n",
       "ROSEDALE                       CENTRE    Social Disorder            1560   \n",
       "MANCHESTER INDUSTRIAL          CENTRE  Physical Disorder               0   \n",
       "CAMBRIAN HEIGHTS               CENTRE    Social Disorder            2036   \n",
       "LOWER MOUNT ROYAL              CENTRE  Physical Disorder            3457   \n",
       "WINSTON HEIGHTS/MOUNTVIEW      CENTRE  Physical Disorder            3635   \n",
       "HIGHLAND PARK                  CENTRE  Physical Disorder            3838   \n",
       "HILLHURST                      CENTRE  Physical Disorder            6558   \n",
       "CRESCENT HEIGHTS               CENTRE  Physical Disorder            6620   \n",
       "MANCHESTER                     CENTRE  Physical Disorder            1025   \n",
       "CAPITOL HILL                   CENTRE  Physical Disorder            4744   \n",
       "CHINATOWN                      CENTRE  Physical Disorder            2471   \n",
       "POINT MCKAY                    CENTRE    Social Disorder            1343   \n",
       "DOWNTOWN EAST VILLAGE          CENTRE  Physical Disorder            3893   \n",
       "BANKVIEW                       CENTRE  Physical Disorder            5256   \n",
       "BRITANNIA                      CENTRE    Social Disorder             690   \n",
       "ALTADORE                       CENTRE  Physical Disorder            6942   \n",
       "RIDEAU PARK                    CENTRE    Social Disorder             594   \n",
       "DOWNTOWN WEST END              CENTRE  Physical Disorder            2785   \n",
       "ROSEMONT                       CENTRE    Social Disorder            1254   \n",
       "WINDSOR PARK                   CENTRE  Physical Disorder            4584   \n",
       "MAYFAIR                        CENTRE    Social Disorder             470   \n",
       "SCARBORO/ SUNALTA WEST         CENTRE    Social Disorder             401   \n",
       "MEADOWLARK PARK                CENTRE  Physical Disorder             644   \n",
       "QUEENS PARK VILLAGE            CENTRE  Physical Disorder             455   \n",
       "SUNALTA                        CENTRE  Physical Disorder            3239   \n",
       "UPPER MOUNT ROYAL              CENTRE  Physical Disorder            2478   \n",
       "BEL-AIRE                       CENTRE    Social Disorder             390   \n",
       "ELBOYA                         CENTRE  Physical Disorder            1754   \n",
       "BURNS INDUSTRIAL               CENTRE    Social Disorder               0   \n",
       "RICHMOND                       CENTRE  Physical Disorder            4962   \n",
       "ELBOW PARK                     CENTRE  Physical Disorder            3342   \n",
       "SCARBORO                       CENTRE  Physical Disorder             931   \n",
       "ROXBORO                        CENTRE    Social Disorder             422   \n",
       "CLIFF BUNGALOW                 CENTRE  Physical Disorder            1895   \n",
       "\n",
       "                               Year        Lat        Long  Total Crime Count  \n",
       "Community Name                                                                 \n",
       "BELTLINE                       2019  51.037438 -114.055189              57692  \n",
       "DOWNTOWN COMMERCIAL CORE       2019  51.047270 -114.069592              46676  \n",
       "BRIDGELAND/RIVERSIDE           2019  51.050567 -114.035072               8555  \n",
       "TUXEDO PARK                    2019  51.074245 -114.061045               4478  \n",
       "KILLARNEY/GLENGARRY            2019  51.030129 -114.131702               5424  \n",
       "MOUNT PLEASANT                 2019  51.074231 -114.076028               3401  \n",
       "INGLEWOOD                      2019  51.034141 -114.019120               3629  \n",
       "BANFF TRAIL                    2019  51.074217 -114.115129               4563  \n",
       "MISSION                        2019  51.033158 -114.068083               5569  \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL  2019  51.063198 -114.105728               3357  \n",
       "EAU CLAIRE                     2019  51.053607 -114.072821               2561  \n",
       "RENFREW                        2019  51.059658 -114.039176               3818  \n",
       "SOUTH CALGARY                  2019  51.026807 -114.102069               3063  \n",
       "PARKHILL                       2019  51.018174 -114.065552               1867  \n",
       "SUNNYSIDE                      2019  51.056419 -114.079026               3845  \n",
       "WEST HILLHURST                 2019  51.055059 -114.115156               2928  \n",
       "SHAGANAPPI                     2019  51.045205 -114.126643               1464  \n",
       "RAMSAY                         2019  51.036411 -114.042532               1613  \n",
       "ST. ANDREWS HEIGHTS            2019  51.063907 -114.127429               1598  \n",
       "ALYTH/BONNYBROOK               2019  51.022859 -114.022482               1303  \n",
       "GREENVIEW                      2019  51.094862 -114.057465               1055  \n",
       "GREENVIEW INDUSTRIAL PARK      2019  51.086515 -114.049051                674  \n",
       "PARKDALE                       2019  51.059943 -114.135337                981  \n",
       "ERLTON                         2019  51.026328 -114.063147               1211  \n",
       "HIGHFIELD                      2019  51.018295 -114.037201               1034  \n",
       "HIGHWOOD                       2019  51.092356 -114.079901               1123  \n",
       "ROSEDALE                       2019  51.062712 -114.078197                642  \n",
       "MANCHESTER INDUSTRIAL          2019  51.013257 -114.057267               8170  \n",
       "CAMBRIAN HEIGHTS               2019  51.084339 -114.089379                758  \n",
       "LOWER MOUNT ROYAL              2019  51.036482 -114.086500               6120  \n",
       "WINSTON HEIGHTS/MOUNTVIEW      2019  51.075325 -114.041855               3060  \n",
       "HIGHLAND PARK                  2019  51.088022 -114.062069               3411  \n",
       "HILLHURST                      2019  51.057268 -114.093646               7077  \n",
       "CRESCENT HEIGHTS               2019  51.059521 -114.061610               6567  \n",
       "MANCHESTER                     2019  51.006239 -114.066647               2004  \n",
       "CAPITOL HILL                   2019  51.072662 -114.094652               4054  \n",
       "CHINATOWN                      2019  51.052827 -114.065520               1264  \n",
       "POINT MCKAY                    2019  51.059542 -114.146146                219  \n",
       "DOWNTOWN EAST VILLAGE          2019  51.047065 -114.050815               9777  \n",
       "BANKVIEW                       2019  51.034131 -114.100489               6324  \n",
       "BRITANNIA                      2019  51.012675 -114.086315                361  \n",
       "ALTADORE                       2019  51.015948 -114.100795               2832  \n",
       "RIDEAU PARK                    2019  51.024872 -114.074161                273  \n",
       "DOWNTOWN WEST END              2019  51.047969 -114.087780               4219  \n",
       "ROSEMONT                       2019  51.078394 -114.090043                482  \n",
       "WINDSOR PARK                   2019  51.005046 -114.083552               3017  \n",
       "MAYFAIR                        2012  50.995804 -114.088959                147  \n",
       "SCARBORO/ SUNALTA WEST         2019  51.042195 -114.114859                331  \n",
       "MEADOWLARK PARK                2019  50.997830 -114.077355               2422  \n",
       "QUEENS PARK VILLAGE            2019  51.085143 -114.077609                320  \n",
       "SUNALTA                        2019  51.042959 -114.101468               7263  \n",
       "UPPER MOUNT ROYAL              2019  51.029967 -114.085028               1286  \n",
       "BEL-AIRE                       2019  50.999443 -114.088941                132  \n",
       "ELBOYA                         2019  51.012994 -114.073620                996  \n",
       "BURNS INDUSTRIAL               2019  50.998666 -114.039686                812  \n",
       "RICHMOND                       2019  51.029705 -114.118422               2414  \n",
       "ELBOW PARK                     2019  51.021363 -114.083835               1148  \n",
       "SCARBORO                       2019  51.040723 -114.107149                542  \n",
       "ROXBORO                        2019  51.026186 -114.067633                200  \n",
       "CLIFF BUNGALOW                 2019  51.033930 -114.074895               5888  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "downTownCrimeData = preProcessing(df, 'CENTRE')\n",
    "downTownCrimeData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60, 165)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "downTown_grouped = process(downTown)\n",
    "downTown_grouped.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h5> Top ten venues <h5>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>ALTADORE</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ALYTH/BONNYBROOK</td>\n",
       "      <td>Auto Garage</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BANFF TRAIL</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Baseball Stadium</td>\n",
       "      <td>Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>High School</td>\n",
       "      <td>Soccer Stadium</td>\n",
       "      <td>Pizza Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BANKVIEW</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Lawyer</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BEL-AIRE</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Neighborhood 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "0          ALTADORE               Dog Run                   Pub   \n",
       "1  ALYTH/BONNYBROOK           Auto Garage           Yoga Studio   \n",
       "2       BANFF TRAIL        Ice Cream Shop      Baseball Stadium   \n",
       "3          BANKVIEW           Pizza Place                Lawyer   \n",
       "4          BEL-AIRE        Scenic Lookout        Clothing Store   \n",
       "\n",
       "  3rd Most Common Venue 4th Most Common Venue   5th Most Common Venue  \\\n",
       "0        Massage Studio        Ice Cream Shop              Playground   \n",
       "1            Food Truck           Golf Course  Gluten-free Restaurant   \n",
       "2                  Park           Coffee Shop      Seafood Restaurant   \n",
       "3           Candy Store         Grocery Store             Coffee Shop   \n",
       "4            Food Court             Gift Shop               Gastropub   \n",
       "\n",
       "  6th Most Common Venue   7th Most Common Venue 8th Most Common Venue  \\\n",
       "0                   Spa              Food Truck             Gift Shop   \n",
       "1             Gift Shop               Gastropub           Gas Station   \n",
       "2          Liquor Store              Steakhouse           High School   \n",
       "3           Yoga Studio               Gift Shop             Gastropub   \n",
       "4           Gas Station  Furniture / Home Store    Frozen Yogurt Shop   \n",
       "\n",
       "    9th Most Common Venue  10th Most Common Venue  \n",
       "0               Gastropub             Gas Station  \n",
       "1  Furniture / Home Store      Frozen Yogurt Shop  \n",
       "2          Soccer Stadium             Pizza Place  \n",
       "3             Gas Station  Furniture / Home Store  \n",
       "4       French Restaurant              Food Truck  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neighborhoods_venues_sorted = top_venues(downTown_grouped)\n",
    "neighborhoods_venues_sorted.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3> 3. Clustering<h3>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h4>3.1. Find centroids with K-means<h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"seaborn\")\n",
    "Ks = 11\n",
    "mse = np.zeros((Ks-1))\n",
    "downTown_grouped_clustering = downTown_grouped.drop('Neighborhood', 1)\n",
    "for n in range(1,Ks):\n",
    "    \n",
    "    # set number of clusters\n",
    "    kclusters = n\n",
    "    # run k-means clustering\n",
    "    kmeans = KMeans(n_clusters=kclusters, random_state=0, init = 'random', n_init = 15).fit(downTown_grouped_clustering)\n",
    "    mse[n-1] = kmeans.inertia_\n",
    "\n",
    "plt.plot(range(1,Ks),mse)\n",
    "plt.xlabel(\"Number of clusters\")\n",
    "plt.ylabel(\"MSE\")\n",
    "plt.title(\"K selection\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 0, 1, 1, 1, 1, 1, 1, 3, 1], dtype=int32)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set number of clusters\n",
    "kclusters = 6\n",
    "\n",
    "downTown_grouped_clustering = downTown_grouped.drop('Neighborhood', 1)\n",
    "\n",
    "# run k-means clustering\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(downTown_grouped_clustering)\n",
    "\n",
    "# check cluster labels generated for each row in the dataframe\n",
    "kmeans.labels_[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sector</th>\n",
       "      <th>Category</th>\n",
       "      <th>Resident Count</th>\n",
       "      <th>Year</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Total Crime Count</th>\n",
       "      <th>Cluster Labels</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",
       "    <tr>\n",
       "      <th>Community Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BELTLINE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>25129</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.037438</td>\n",
       "      <td>-114.055189</td>\n",
       "      <td>57692</td>\n",
       "      <td>1</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Comedy Club</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Sports Bar</td>\n",
       "      <td>Stadium</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Racetrack</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>New American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOWNTOWN COMMERCIAL CORE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>8683</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.047270</td>\n",
       "      <td>-114.069592</td>\n",
       "      <td>46676</td>\n",
       "      <td>1</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRIDGELAND/RIVERSIDE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>6835</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.050567</td>\n",
       "      <td>-114.035072</td>\n",
       "      <td>8555</td>\n",
       "      <td>1</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Moving Target</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Train</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gas Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUXEDO PARK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>5326</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.074245</td>\n",
       "      <td>-114.061045</td>\n",
       "      <td>4478</td>\n",
       "      <td>1</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KILLARNEY/GLENGARRY</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>7685</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.030129</td>\n",
       "      <td>-114.131702</td>\n",
       "      <td>5424</td>\n",
       "      <td>1</td>\n",
       "      <td>School</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MOUNT PLEASANT</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>5889</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.074231</td>\n",
       "      <td>-114.076028</td>\n",
       "      <td>3401</td>\n",
       "      <td>1</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gas Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INGLEWOOD</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>4024</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.034141</td>\n",
       "      <td>-114.019120</td>\n",
       "      <td>3629</td>\n",
       "      <td>1</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Antique Shop</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BANFF TRAIL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>4153</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.074217</td>\n",
       "      <td>-114.115129</td>\n",
       "      <td>4563</td>\n",
       "      <td>1</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Baseball Stadium</td>\n",
       "      <td>Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>High School</td>\n",
       "      <td>Soccer Stadium</td>\n",
       "      <td>Pizza Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MISSION</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>4598</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.033158</td>\n",
       "      <td>-114.068083</td>\n",
       "      <td>5569</td>\n",
       "      <td>1</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Beer Garden</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HOUNSFIELD HEIGHTS/BRIAR HILL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>2798</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.063198</td>\n",
       "      <td>-114.105728</td>\n",
       "      <td>3357</td>\n",
       "      <td>1</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EAU CLAIRE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>2030</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.053607</td>\n",
       "      <td>-114.072821</td>\n",
       "      <td>2561</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>New American Restaurant</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RENFREW</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>6582</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.059658</td>\n",
       "      <td>-114.039176</td>\n",
       "      <td>3818</td>\n",
       "      <td>1</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SOUTH CALGARY</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>4442</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.026807</td>\n",
       "      <td>-114.102069</td>\n",
       "      <td>3063</td>\n",
       "      <td>1</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PARKHILL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1691</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.018174</td>\n",
       "      <td>-114.065552</td>\n",
       "      <td>1867</td>\n",
       "      <td>1</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Music Store</td>\n",
       "      <td>Comic Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUNNYSIDE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>4230</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.056419</td>\n",
       "      <td>-114.079026</td>\n",
       "      <td>3845</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Comic Shop</td>\n",
       "      <td>Burger Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WEST HILLHURST</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>6447</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.055059</td>\n",
       "      <td>-114.115156</td>\n",
       "      <td>2928</td>\n",
       "      <td>1</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SHAGANAPPI</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1626</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.045205</td>\n",
       "      <td>-114.126643</td>\n",
       "      <td>1464</td>\n",
       "      <td>1</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RAMSAY</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>2158</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.036411</td>\n",
       "      <td>-114.042532</td>\n",
       "      <td>1613</td>\n",
       "      <td>1</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Park</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ST. ANDREWS HEIGHTS</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1795</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.063907</td>\n",
       "      <td>-114.127429</td>\n",
       "      <td>1598</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Park</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALYTH/BONNYBROOK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>0</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.022859</td>\n",
       "      <td>-114.022482</td>\n",
       "      <td>1303</td>\n",
       "      <td>0</td>\n",
       "      <td>Auto Garage</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GREENVIEW</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1906</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.094862</td>\n",
       "      <td>-114.057465</td>\n",
       "      <td>1055</td>\n",
       "      <td>1</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Inn</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GREENVIEW INDUSTRIAL PARK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>225</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.086515</td>\n",
       "      <td>-114.049051</td>\n",
       "      <td>674</td>\n",
       "      <td>1</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Hardware Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PARKDALE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>2566</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.059943</td>\n",
       "      <td>-114.135337</td>\n",
       "      <td>981</td>\n",
       "      <td>1</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>School</td>\n",
       "      <td>River</td>\n",
       "      <td>Café</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERLTON</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1270</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.026328</td>\n",
       "      <td>-114.063147</td>\n",
       "      <td>1211</td>\n",
       "      <td>4</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIGHFIELD</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>0</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.018295</td>\n",
       "      <td>-114.037201</td>\n",
       "      <td>1034</td>\n",
       "      <td>1</td>\n",
       "      <td>Casino</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bowling Alley</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIGHWOOD</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>2258</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.092356</td>\n",
       "      <td>-114.079901</td>\n",
       "      <td>1123</td>\n",
       "      <td>5</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROSEDALE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1560</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.062712</td>\n",
       "      <td>-114.078197</td>\n",
       "      <td>642</td>\n",
       "      <td>1</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Dive Bar</td>\n",
       "      <td>Rest Area</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MANCHESTER INDUSTRIAL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>0</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.013257</td>\n",
       "      <td>-114.057267</td>\n",
       "      <td>8170</td>\n",
       "      <td>1</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Print Shop</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>School</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Gift Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAMBRIAN HEIGHTS</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>2036</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.084339</td>\n",
       "      <td>-114.089379</td>\n",
       "      <td>758</td>\n",
       "      <td>1</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOWER MOUNT ROYAL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>3457</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.036482</td>\n",
       "      <td>-114.086500</td>\n",
       "      <td>6120</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Park</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINSTON HEIGHTS/MOUNTVIEW</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>3635</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.075325</td>\n",
       "      <td>-114.041855</td>\n",
       "      <td>3060</td>\n",
       "      <td>1</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIGHLAND PARK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>3838</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.088022</td>\n",
       "      <td>-114.062069</td>\n",
       "      <td>3411</td>\n",
       "      <td>1</td>\n",
       "      <td>Indie Theater</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HILLHURST</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>6558</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.057268</td>\n",
       "      <td>-114.093646</td>\n",
       "      <td>7077</td>\n",
       "      <td>1</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Auto Garage</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRESCENT HEIGHTS</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>6620</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.059521</td>\n",
       "      <td>-114.061610</td>\n",
       "      <td>6567</td>\n",
       "      <td>1</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Poke Place</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Park</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MANCHESTER</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>1025</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.006239</td>\n",
       "      <td>-114.066647</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bagel Shop</td>\n",
       "      <td>Thrift / Vintage Store</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAPITOL HILL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>4744</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.072662</td>\n",
       "      <td>-114.094652</td>\n",
       "      <td>4054</td>\n",
       "      <td>1</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHINATOWN</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>2471</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.052827</td>\n",
       "      <td>-114.065520</td>\n",
       "      <td>1264</td>\n",
       "      <td>1</td>\n",
       "      <td>Park</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>New American Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POINT MCKAY</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1343</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.059542</td>\n",
       "      <td>-114.146146</td>\n",
       "      <td>219</td>\n",
       "      <td>1</td>\n",
       "      <td>Business Service</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Dive Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOWNTOWN EAST VILLAGE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>3893</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.047065</td>\n",
       "      <td>-114.050815</td>\n",
       "      <td>9777</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Museum</td>\n",
       "      <td>Hostel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BANKVIEW</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>5256</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.034131</td>\n",
       "      <td>-114.100489</td>\n",
       "      <td>6324</td>\n",
       "      <td>1</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Lawyer</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRITANNIA</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>690</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.012675</td>\n",
       "      <td>-114.086315</td>\n",
       "      <td>361</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Park</td>\n",
       "      <td>Kitchen Supply Store</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALTADORE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>6942</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.015948</td>\n",
       "      <td>-114.100795</td>\n",
       "      <td>2832</td>\n",
       "      <td>1</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RIDEAU PARK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>594</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.024872</td>\n",
       "      <td>-114.074161</td>\n",
       "      <td>273</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOWNTOWN WEST END</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>2785</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.047969</td>\n",
       "      <td>-114.087780</td>\n",
       "      <td>4219</td>\n",
       "      <td>1</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Karaoke Bar</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Steakhouse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROSEMONT</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1254</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.078394</td>\n",
       "      <td>-114.090043</td>\n",
       "      <td>482</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Park</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINDSOR PARK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>4584</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.005046</td>\n",
       "      <td>-114.083552</td>\n",
       "      <td>3017</td>\n",
       "      <td>1</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAYFAIR</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>470</td>\n",
       "      <td>2012</td>\n",
       "      <td>50.995804</td>\n",
       "      <td>-114.088959</td>\n",
       "      <td>147</td>\n",
       "      <td>1</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Sculpture Garden</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCARBORO/ SUNALTA WEST</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>401</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.042195</td>\n",
       "      <td>-114.114859</td>\n",
       "      <td>331</td>\n",
       "      <td>0</td>\n",
       "      <td>Moving Target</td>\n",
       "      <td>Auto Garage</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MEADOWLARK PARK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>644</td>\n",
       "      <td>2019</td>\n",
       "      <td>50.997830</td>\n",
       "      <td>-114.077355</td>\n",
       "      <td>2422</td>\n",
       "      <td>1</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>QUEENS PARK VILLAGE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>455</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.085143</td>\n",
       "      <td>-114.077609</td>\n",
       "      <td>320</td>\n",
       "      <td>1</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUNALTA</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>3239</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.042959</td>\n",
       "      <td>-114.101468</td>\n",
       "      <td>7263</td>\n",
       "      <td>1</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Record Shop</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UPPER MOUNT ROYAL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>2478</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.029967</td>\n",
       "      <td>-114.085028</td>\n",
       "      <td>1286</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEL-AIRE</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>390</td>\n",
       "      <td>2019</td>\n",
       "      <td>50.999443</td>\n",
       "      <td>-114.088941</td>\n",
       "      <td>132</td>\n",
       "      <td>1</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELBOYA</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>1754</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.012994</td>\n",
       "      <td>-114.073620</td>\n",
       "      <td>996</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BURNS INDUSTRIAL</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>0</td>\n",
       "      <td>2019</td>\n",
       "      <td>50.998666</td>\n",
       "      <td>-114.039686</td>\n",
       "      <td>812</td>\n",
       "      <td>3</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RICHMOND</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>4962</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.029705</td>\n",
       "      <td>-114.118422</td>\n",
       "      <td>2414</td>\n",
       "      <td>1</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELBOW PARK</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>3342</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.021363</td>\n",
       "      <td>-114.083835</td>\n",
       "      <td>1148</td>\n",
       "      <td>1</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCARBORO</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>931</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.040723</td>\n",
       "      <td>-114.107149</td>\n",
       "      <td>542</td>\n",
       "      <td>1</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROXBORO</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>422</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.026186</td>\n",
       "      <td>-114.067633</td>\n",
       "      <td>200</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CLIFF BUNGALOW</th>\n",
       "      <td>CENTRE</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>1895</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.033930</td>\n",
       "      <td>-114.074895</td>\n",
       "      <td>5888</td>\n",
       "      <td>1</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               Sector           Category  Resident Count  \\\n",
       "Community Name                                                             \n",
       "BELTLINE                       CENTRE    Social Disorder           25129   \n",
       "DOWNTOWN COMMERCIAL CORE       CENTRE    Social Disorder            8683   \n",
       "BRIDGELAND/RIVERSIDE           CENTRE    Social Disorder            6835   \n",
       "TUXEDO PARK                    CENTRE    Social Disorder            5326   \n",
       "KILLARNEY/GLENGARRY            CENTRE    Social Disorder            7685   \n",
       "MOUNT PLEASANT                 CENTRE    Social Disorder            5889   \n",
       "INGLEWOOD                      CENTRE    Social Disorder            4024   \n",
       "BANFF TRAIL                    CENTRE    Social Disorder            4153   \n",
       "MISSION                        CENTRE    Social Disorder            4598   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL  CENTRE    Social Disorder            2798   \n",
       "EAU CLAIRE                     CENTRE    Social Disorder            2030   \n",
       "RENFREW                        CENTRE    Social Disorder            6582   \n",
       "SOUTH CALGARY                  CENTRE    Social Disorder            4442   \n",
       "PARKHILL                       CENTRE    Social Disorder            1691   \n",
       "SUNNYSIDE                      CENTRE    Social Disorder            4230   \n",
       "WEST HILLHURST                 CENTRE    Social Disorder            6447   \n",
       "SHAGANAPPI                     CENTRE    Social Disorder            1626   \n",
       "RAMSAY                         CENTRE    Social Disorder            2158   \n",
       "ST. ANDREWS HEIGHTS            CENTRE    Social Disorder            1795   \n",
       "ALYTH/BONNYBROOK               CENTRE    Social Disorder               0   \n",
       "GREENVIEW                      CENTRE    Social Disorder            1906   \n",
       "GREENVIEW INDUSTRIAL PARK      CENTRE    Social Disorder             225   \n",
       "PARKDALE                       CENTRE    Social Disorder            2566   \n",
       "ERLTON                         CENTRE    Social Disorder            1270   \n",
       "HIGHFIELD                      CENTRE    Social Disorder               0   \n",
       "HIGHWOOD                       CENTRE    Social Disorder            2258   \n",
       "ROSEDALE                       CENTRE    Social Disorder            1560   \n",
       "MANCHESTER INDUSTRIAL          CENTRE  Physical Disorder               0   \n",
       "CAMBRIAN HEIGHTS               CENTRE    Social Disorder            2036   \n",
       "LOWER MOUNT ROYAL              CENTRE  Physical Disorder            3457   \n",
       "WINSTON HEIGHTS/MOUNTVIEW      CENTRE  Physical Disorder            3635   \n",
       "HIGHLAND PARK                  CENTRE  Physical Disorder            3838   \n",
       "HILLHURST                      CENTRE  Physical Disorder            6558   \n",
       "CRESCENT HEIGHTS               CENTRE  Physical Disorder            6620   \n",
       "MANCHESTER                     CENTRE  Physical Disorder            1025   \n",
       "CAPITOL HILL                   CENTRE  Physical Disorder            4744   \n",
       "CHINATOWN                      CENTRE  Physical Disorder            2471   \n",
       "POINT MCKAY                    CENTRE    Social Disorder            1343   \n",
       "DOWNTOWN EAST VILLAGE          CENTRE  Physical Disorder            3893   \n",
       "BANKVIEW                       CENTRE  Physical Disorder            5256   \n",
       "BRITANNIA                      CENTRE    Social Disorder             690   \n",
       "ALTADORE                       CENTRE  Physical Disorder            6942   \n",
       "RIDEAU PARK                    CENTRE    Social Disorder             594   \n",
       "DOWNTOWN WEST END              CENTRE  Physical Disorder            2785   \n",
       "ROSEMONT                       CENTRE    Social Disorder            1254   \n",
       "WINDSOR PARK                   CENTRE  Physical Disorder            4584   \n",
       "MAYFAIR                        CENTRE    Social Disorder             470   \n",
       "SCARBORO/ SUNALTA WEST         CENTRE    Social Disorder             401   \n",
       "MEADOWLARK PARK                CENTRE  Physical Disorder             644   \n",
       "QUEENS PARK VILLAGE            CENTRE  Physical Disorder             455   \n",
       "SUNALTA                        CENTRE  Physical Disorder            3239   \n",
       "UPPER MOUNT ROYAL              CENTRE  Physical Disorder            2478   \n",
       "BEL-AIRE                       CENTRE    Social Disorder             390   \n",
       "ELBOYA                         CENTRE  Physical Disorder            1754   \n",
       "BURNS INDUSTRIAL               CENTRE    Social Disorder               0   \n",
       "RICHMOND                       CENTRE  Physical Disorder            4962   \n",
       "ELBOW PARK                     CENTRE  Physical Disorder            3342   \n",
       "SCARBORO                       CENTRE  Physical Disorder             931   \n",
       "ROXBORO                        CENTRE    Social Disorder             422   \n",
       "CLIFF BUNGALOW                 CENTRE  Physical Disorder            1895   \n",
       "\n",
       "                               Year        Lat        Long  Total Crime Count  \\\n",
       "Community Name                                                                  \n",
       "BELTLINE                       2019  51.037438 -114.055189              57692   \n",
       "DOWNTOWN COMMERCIAL CORE       2019  51.047270 -114.069592              46676   \n",
       "BRIDGELAND/RIVERSIDE           2019  51.050567 -114.035072               8555   \n",
       "TUXEDO PARK                    2019  51.074245 -114.061045               4478   \n",
       "KILLARNEY/GLENGARRY            2019  51.030129 -114.131702               5424   \n",
       "MOUNT PLEASANT                 2019  51.074231 -114.076028               3401   \n",
       "INGLEWOOD                      2019  51.034141 -114.019120               3629   \n",
       "BANFF TRAIL                    2019  51.074217 -114.115129               4563   \n",
       "MISSION                        2019  51.033158 -114.068083               5569   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL  2019  51.063198 -114.105728               3357   \n",
       "EAU CLAIRE                     2019  51.053607 -114.072821               2561   \n",
       "RENFREW                        2019  51.059658 -114.039176               3818   \n",
       "SOUTH CALGARY                  2019  51.026807 -114.102069               3063   \n",
       "PARKHILL                       2019  51.018174 -114.065552               1867   \n",
       "SUNNYSIDE                      2019  51.056419 -114.079026               3845   \n",
       "WEST HILLHURST                 2019  51.055059 -114.115156               2928   \n",
       "SHAGANAPPI                     2019  51.045205 -114.126643               1464   \n",
       "RAMSAY                         2019  51.036411 -114.042532               1613   \n",
       "ST. ANDREWS HEIGHTS            2019  51.063907 -114.127429               1598   \n",
       "ALYTH/BONNYBROOK               2019  51.022859 -114.022482               1303   \n",
       "GREENVIEW                      2019  51.094862 -114.057465               1055   \n",
       "GREENVIEW INDUSTRIAL PARK      2019  51.086515 -114.049051                674   \n",
       "PARKDALE                       2019  51.059943 -114.135337                981   \n",
       "ERLTON                         2019  51.026328 -114.063147               1211   \n",
       "HIGHFIELD                      2019  51.018295 -114.037201               1034   \n",
       "HIGHWOOD                       2019  51.092356 -114.079901               1123   \n",
       "ROSEDALE                       2019  51.062712 -114.078197                642   \n",
       "MANCHESTER INDUSTRIAL          2019  51.013257 -114.057267               8170   \n",
       "CAMBRIAN HEIGHTS               2019  51.084339 -114.089379                758   \n",
       "LOWER MOUNT ROYAL              2019  51.036482 -114.086500               6120   \n",
       "WINSTON HEIGHTS/MOUNTVIEW      2019  51.075325 -114.041855               3060   \n",
       "HIGHLAND PARK                  2019  51.088022 -114.062069               3411   \n",
       "HILLHURST                      2019  51.057268 -114.093646               7077   \n",
       "CRESCENT HEIGHTS               2019  51.059521 -114.061610               6567   \n",
       "MANCHESTER                     2019  51.006239 -114.066647               2004   \n",
       "CAPITOL HILL                   2019  51.072662 -114.094652               4054   \n",
       "CHINATOWN                      2019  51.052827 -114.065520               1264   \n",
       "POINT MCKAY                    2019  51.059542 -114.146146                219   \n",
       "DOWNTOWN EAST VILLAGE          2019  51.047065 -114.050815               9777   \n",
       "BANKVIEW                       2019  51.034131 -114.100489               6324   \n",
       "BRITANNIA                      2019  51.012675 -114.086315                361   \n",
       "ALTADORE                       2019  51.015948 -114.100795               2832   \n",
       "RIDEAU PARK                    2019  51.024872 -114.074161                273   \n",
       "DOWNTOWN WEST END              2019  51.047969 -114.087780               4219   \n",
       "ROSEMONT                       2019  51.078394 -114.090043                482   \n",
       "WINDSOR PARK                   2019  51.005046 -114.083552               3017   \n",
       "MAYFAIR                        2012  50.995804 -114.088959                147   \n",
       "SCARBORO/ SUNALTA WEST         2019  51.042195 -114.114859                331   \n",
       "MEADOWLARK PARK                2019  50.997830 -114.077355               2422   \n",
       "QUEENS PARK VILLAGE            2019  51.085143 -114.077609                320   \n",
       "SUNALTA                        2019  51.042959 -114.101468               7263   \n",
       "UPPER MOUNT ROYAL              2019  51.029967 -114.085028               1286   \n",
       "BEL-AIRE                       2019  50.999443 -114.088941                132   \n",
       "ELBOYA                         2019  51.012994 -114.073620                996   \n",
       "BURNS INDUSTRIAL               2019  50.998666 -114.039686                812   \n",
       "RICHMOND                       2019  51.029705 -114.118422               2414   \n",
       "ELBOW PARK                     2019  51.021363 -114.083835               1148   \n",
       "SCARBORO                       2019  51.040723 -114.107149                542   \n",
       "ROXBORO                        2019  51.026186 -114.067633                200   \n",
       "CLIFF BUNGALOW                 2019  51.033930 -114.074895               5888   \n",
       "\n",
       "                               Cluster Labels       1st Most Common Venue  \\\n",
       "Community Name                                                              \n",
       "BELTLINE                                    1                    Pharmacy   \n",
       "DOWNTOWN COMMERCIAL CORE                    1                  Restaurant   \n",
       "BRIDGELAND/RIVERSIDE                        1            Sushi Restaurant   \n",
       "TUXEDO PARK                                 1          Italian Restaurant   \n",
       "KILLARNEY/GLENGARRY                         1                      School   \n",
       "MOUNT PLEASANT                              1                   Gastropub   \n",
       "INGLEWOOD                                   1                 Gas Station   \n",
       "BANFF TRAIL                                 1              Ice Cream Shop   \n",
       "MISSION                                     1                      Bakery   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL               1                 Yoga Studio   \n",
       "EAU CLAIRE                                  1                        Café   \n",
       "RENFREW                                     1  Construction & Landscaping   \n",
       "SOUTH CALGARY                               1              Sandwich Place   \n",
       "PARKHILL                                    1        Fast Food Restaurant   \n",
       "SUNNYSIDE                                   1                        Café   \n",
       "WEST HILLHURST                              1                   Gift Shop   \n",
       "SHAGANAPPI                                  1                 Golf Course   \n",
       "RAMSAY                                      1               Grocery Store   \n",
       "ST. ANDREWS HEIGHTS                         1                        Café   \n",
       "ALYTH/BONNYBROOK                            0                 Auto Garage   \n",
       "GREENVIEW                                   1                 Gas Station   \n",
       "GREENVIEW INDUSTRIAL PARK                   1          Italian Restaurant   \n",
       "PARKDALE                                    1              Ice Cream Shop   \n",
       "ERLTON                                      4              Breakfast Spot   \n",
       "HIGHFIELD                                   1                      Casino   \n",
       "HIGHWOOD                                    5                      Bakery   \n",
       "ROSEDALE                                    1                Home Service   \n",
       "MANCHESTER INDUSTRIAL                       1         American Restaurant   \n",
       "CAMBRIAN HEIGHTS                            1              Sandwich Place   \n",
       "LOWER MOUNT ROYAL                           1                 Coffee Shop   \n",
       "WINSTON HEIGHTS/MOUNTVIEW                   1                 Golf Course   \n",
       "HIGHLAND PARK                               1               Indie Theater   \n",
       "HILLHURST                                   1            Sushi Restaurant   \n",
       "CRESCENT HEIGHTS                            1              Scenic Lookout   \n",
       "MANCHESTER                                  1                         Pub   \n",
       "CAPITOL HILL                                1    Mediterranean Restaurant   \n",
       "CHINATOWN                                   1                        Park   \n",
       "POINT MCKAY                                 1            Business Service   \n",
       "DOWNTOWN EAST VILLAGE                       1                 Coffee Shop   \n",
       "BANKVIEW                                    1                 Pizza Place   \n",
       "BRITANNIA                                   1                 Coffee Shop   \n",
       "ALTADORE                                    1                     Dog Run   \n",
       "RIDEAU PARK                                 2                        Park   \n",
       "DOWNTOWN WEST END                           1                         Pub   \n",
       "ROSEMONT                                    1                 Coffee Shop   \n",
       "WINDSOR PARK                                1                 Golf Course   \n",
       "MAYFAIR                                     1              Scenic Lookout   \n",
       "SCARBORO/ SUNALTA WEST                      0               Moving Target   \n",
       "MEADOWLARK PARK                             1              Clothing Store   \n",
       "QUEENS PARK VILLAGE                         1       Vietnamese Restaurant   \n",
       "SUNALTA                                     1                Burger Joint   \n",
       "UPPER MOUNT ROYAL                           2                        Park   \n",
       "BEL-AIRE                                    1              Scenic Lookout   \n",
       "ELBOYA                                      2                        Park   \n",
       "BURNS INDUSTRIAL                            3      Furniture / Home Store   \n",
       "RICHMOND                                    1               Grocery Store   \n",
       "ELBOW PARK                                  1         Japanese Restaurant   \n",
       "SCARBORO                                    1                Burger Joint   \n",
       "ROXBORO                                     1                        Café   \n",
       "CLIFF BUNGALOW                              1                 Pizza Place   \n",
       "\n",
       "                               2nd Most Common Venue   3rd Most Common Venue  \\\n",
       "Community Name                                                                 \n",
       "BELTLINE                                      Bakery             Comedy Club   \n",
       "DOWNTOWN COMMERCIAL CORE                 Coffee Shop                   Hotel   \n",
       "BRIDGELAND/RIVERSIDE                   Moving Target      Italian Restaurant   \n",
       "TUXEDO PARK                       Chinese Restaurant           Grocery Store   \n",
       "KILLARNEY/GLENGARRY                         Pharmacy       Convenience Store   \n",
       "MOUNT PLEASANT                        Breakfast Spot              Restaurant   \n",
       "INGLEWOOD                                      Diner            Antique Shop   \n",
       "BANFF TRAIL                         Baseball Stadium                    Park   \n",
       "MISSION                                  Coffee Shop       French Restaurant   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL            Supermarket                    Bank   \n",
       "EAU CLAIRE                            Sandwich Place                   Hotel   \n",
       "RENFREW                           Athletics & Sports             Coffee Shop   \n",
       "SOUTH CALGARY                                   Pool              Playground   \n",
       "PARKHILL                                     Brewery     American Restaurant   \n",
       "SUNNYSIDE                                       Bank               Gastropub   \n",
       "WEST HILLHURST                    Italian Restaurant  Furniture / Home Store   \n",
       "SHAGANAPPI                        Light Rail Station              Food Truck   \n",
       "RAMSAY                            Athletics & Sports                 Brewery   \n",
       "ST. ANDREWS HEIGHTS                      Pizza Place                Pharmacy   \n",
       "ALYTH/BONNYBROOK                         Yoga Studio              Food Truck   \n",
       "GREENVIEW                      Vietnamese Restaurant             Pizza Place   \n",
       "GREENVIEW INDUSTRIAL PARK             Breakfast Spot          Hardware Store   \n",
       "PARKDALE                                  Hobby Shop          Sandwich Place   \n",
       "ERLTON                                   Yoga Studio       French Restaurant   \n",
       "HIGHFIELD                                    Brewery           Bowling Alley   \n",
       "HIGHWOOD                                 Yoga Studio              Food Truck   \n",
       "ROSEDALE                                    Dive Bar               Rest Area   \n",
       "MANCHESTER INDUSTRIAL            Empanada Restaurant              Print Shop   \n",
       "CAMBRIAN HEIGHTS                         Coffee Shop        Asian Restaurant   \n",
       "LOWER MOUNT ROYAL                           Pharmacy   Vietnamese Restaurant   \n",
       "WINSTON HEIGHTS/MOUNTVIEW                    Dog Run      Athletics & Sports   \n",
       "HIGHLAND PARK                         Ice Cream Shop             Golf Course   \n",
       "HILLHURST                                Yoga Studio     Japanese Restaurant   \n",
       "CRESCENT HEIGHTS                          Poke Place             Pizza Place   \n",
       "MANCHESTER                       Rental Car Location           Grocery Store   \n",
       "CAPITOL HILL                      Athletics & Sports             Cheese Shop   \n",
       "CHINATOWN                                      Hotel             Coffee Shop   \n",
       "POINT MCKAY                                      Spa    Gym / Fitness Center   \n",
       "DOWNTOWN EAST VILLAGE                    Music Venue              Food Truck   \n",
       "BANKVIEW                                      Lawyer             Candy Store   \n",
       "BRITANNIA                                  Wine Shop                 Dog Run   \n",
       "ALTADORE                                         Pub          Massage Studio   \n",
       "RIDEAU PARK                              Golf Course               Gift Shop   \n",
       "DOWNTOWN WEST END                     Sandwich Place             Pizza Place   \n",
       "ROSEMONT                                 Pizza Place                Pharmacy   \n",
       "WINDSOR PARK                              Restaurant                Pharmacy   \n",
       "MAYFAIR                               Clothing Store        Sculpture Garden   \n",
       "SCARBORO/ SUNALTA WEST                   Auto Garage             Yoga Studio   \n",
       "MEADOWLARK PARK                          Coffee Shop       Electronics Store   \n",
       "QUEENS PARK VILLAGE                              Bar       Convenience Store   \n",
       "SUNALTA                                   Hobby Shop             Record Shop   \n",
       "UPPER MOUNT ROYAL                 Athletics & Sports              Food Court   \n",
       "BEL-AIRE                              Clothing Store              Food Court   \n",
       "ELBOYA                                   Golf Course               Gift Shop   \n",
       "BURNS INDUSTRIAL                         Yoga Studio            Gourmet Shop   \n",
       "RICHMOND                                  Playground             Pizza Place   \n",
       "ELBOW PARK                         Health Food Store             Yoga Studio   \n",
       "SCARBORO                                  Hobby Shop           Deli / Bodega   \n",
       "ROXBORO                                        Trail             Yoga Studio   \n",
       "CLIFF BUNGALOW                            Restaurant       French Restaurant   \n",
       "\n",
       "                                4th Most Common Venue  \\\n",
       "Community Name                                          \n",
       "BELTLINE                                   Restaurant   \n",
       "DOWNTOWN COMMERCIAL CORE                          Pub   \n",
       "BRIDGELAND/RIVERSIDE                    Grocery Store   \n",
       "TUXEDO PARK                                       Pub   \n",
       "KILLARNEY/GLENGARRY                      Home Service   \n",
       "MOUNT PLEASANT                      Korean Restaurant   \n",
       "INGLEWOOD                                  Food Truck   \n",
       "BANFF TRAIL                               Coffee Shop   \n",
       "MISSION                          Gym / Fitness Center   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL                     Bar   \n",
       "EAU CLAIRE                                Coffee Shop   \n",
       "RENFREW                                    Food Truck   \n",
       "SOUTH CALGARY                      Athletics & Sports   \n",
       "PARKHILL                             Sushi Restaurant   \n",
       "SUNNYSIDE                               Grocery Store   \n",
       "WEST HILLHURST                            Pizza Place   \n",
       "SHAGANAPPI                     Gluten-free Restaurant   \n",
       "RAMSAY                                 Breakfast Spot   \n",
       "ST. ANDREWS HEIGHTS                              Park   \n",
       "ALYTH/BONNYBROOK                          Golf Course   \n",
       "GREENVIEW                                         Pub   \n",
       "GREENVIEW INDUSTRIAL PARK      Furniture / Home Store   \n",
       "PARKDALE                           Chinese Restaurant   \n",
       "ERLTON                                    Golf Course   \n",
       "HIGHFIELD                                 Coffee Shop   \n",
       "HIGHWOOD                                  Golf Course   \n",
       "ROSEDALE                       Gluten-free Restaurant   \n",
       "MANCHESTER INDUSTRIAL                         Brewery   \n",
       "CAMBRIAN HEIGHTS                          Pizza Place   \n",
       "LOWER MOUNT ROYAL                  Mexican Restaurant   \n",
       "WINSTON HEIGHTS/MOUNTVIEW                 Yoga Studio   \n",
       "HIGHLAND PARK                             Coffee Shop   \n",
       "HILLHURST                                        Park   \n",
       "CRESCENT HEIGHTS                   Athletics & Sports   \n",
       "MANCHESTER                                 Restaurant   \n",
       "CAPITOL HILL                              Yoga Studio   \n",
       "CHINATOWN                          Chinese Restaurant   \n",
       "POINT MCKAY                               Golf Course   \n",
       "DOWNTOWN EAST VILLAGE                           Hotel   \n",
       "BANKVIEW                                Grocery Store   \n",
       "BRITANNIA                              Ice Cream Shop   \n",
       "ALTADORE                               Ice Cream Shop   \n",
       "RIDEAU PARK                                 Gastropub   \n",
       "DOWNTOWN WEST END                         Coffee Shop   \n",
       "ROSEMONT                                         Park   \n",
       "WINDSOR PARK                             Home Service   \n",
       "MAYFAIR                                   Yoga Studio   \n",
       "SCARBORO/ SUNALTA WEST                     Food Truck   \n",
       "MEADOWLARK PARK                              Boutique   \n",
       "QUEENS PARK VILLAGE                       Yoga Studio   \n",
       "SUNALTA                                  Dance Studio   \n",
       "UPPER MOUNT ROYAL              Gluten-free Restaurant   \n",
       "BEL-AIRE                                    Gift Shop   \n",
       "ELBOYA                                      Gastropub   \n",
       "BURNS INDUSTRIAL               Gluten-free Restaurant   \n",
       "RICHMOND                                  Yoga Studio   \n",
       "ELBOW PARK                                 Food Court   \n",
       "SCARBORO                                   Playground   \n",
       "ROXBORO                                    Food Court   \n",
       "CLIFF BUNGALOW                                 Bakery   \n",
       "\n",
       "                                     5th Most Common Venue  \\\n",
       "Community Name                                               \n",
       "BELTLINE                                        Sports Bar   \n",
       "DOWNTOWN COMMERCIAL CORE                    Sandwich Place   \n",
       "BRIDGELAND/RIVERSIDE                         Deli / Bodega   \n",
       "TUXEDO PARK                                       Tea Room   \n",
       "KILLARNEY/GLENGARRY                             Hobby Shop   \n",
       "MOUNT PLEASANT                           Convenience Store   \n",
       "INGLEWOOD                                      Golf Course   \n",
       "BANFF TRAIL                             Seafood Restaurant   \n",
       "MISSION                                        Yoga Studio   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL                         Café   \n",
       "EAU CLAIRE                                             Pub   \n",
       "RENFREW                             Gluten-free Restaurant   \n",
       "SOUTH CALGARY                               Breakfast Spot   \n",
       "PARKHILL                                              Park   \n",
       "SUNNYSIDE                                              Gym   \n",
       "WEST HILLHURST                               Deli / Bodega   \n",
       "SHAGANAPPI                                       Gift Shop   \n",
       "RAMSAY                                                Park   \n",
       "ST. ANDREWS HEIGHTS                            Yoga Studio   \n",
       "ALYTH/BONNYBROOK                    Gluten-free Restaurant   \n",
       "GREENVIEW                                              Inn   \n",
       "GREENVIEW INDUSTRIAL PARK       Construction & Landscaping   \n",
       "PARKDALE                                       Coffee Shop   \n",
       "ERLTON                              Gluten-free Restaurant   \n",
       "HIGHFIELD                                      Yoga Studio   \n",
       "HIGHWOOD                            Gluten-free Restaurant   \n",
       "ROSEDALE                                              Park   \n",
       "MANCHESTER INDUSTRIAL                               School   \n",
       "CAMBRIAN HEIGHTS                                  Pharmacy   \n",
       "LOWER MOUNT ROYAL                           Ice Cream Shop   \n",
       "WINSTON HEIGHTS/MOUNTVIEW                French Restaurant   \n",
       "HIGHLAND PARK                                  Yoga Studio   \n",
       "HILLHURST                               Chinese Restaurant   \n",
       "CRESCENT HEIGHTS                                       Pub   \n",
       "MANCHESTER                                      Bagel Shop   \n",
       "CAPITOL HILL                             French Restaurant   \n",
       "CHINATOWN                                             Café   \n",
       "POINT MCKAY                    Eastern European Restaurant   \n",
       "DOWNTOWN EAST VILLAGE                            BBQ Joint   \n",
       "BANKVIEW                                       Coffee Shop   \n",
       "BRITANNIA                                    Shopping Mall   \n",
       "ALTADORE                                        Playground   \n",
       "RIDEAU PARK                                    Gas Station   \n",
       "DOWNTOWN WEST END                              Karaoke Bar   \n",
       "ROSEMONT                                      Liquor Store   \n",
       "WINDSOR PARK                   Eastern European Restaurant   \n",
       "MAYFAIR                                          Gastropub   \n",
       "SCARBORO/ SUNALTA WEST              Gluten-free Restaurant   \n",
       "MEADOWLARK PARK                       Fast Food Restaurant   \n",
       "QUEENS PARK VILLAGE                 Gluten-free Restaurant   \n",
       "SUNALTA                                          Gift Shop   \n",
       "UPPER MOUNT ROYAL                                Gift Shop   \n",
       "BEL-AIRE                                         Gastropub   \n",
       "ELBOYA                                         Gas Station   \n",
       "BURNS INDUSTRIAL                                 Gift Shop   \n",
       "RICHMOND                                        Food Truck   \n",
       "ELBOW PARK                                       Gift Shop   \n",
       "SCARBORO                                         Gift Shop   \n",
       "ROXBORO                                          Gift Shop   \n",
       "CLIFF BUNGALOW                                 Coffee Shop   \n",
       "\n",
       "                                  6th Most Common Venue  \\\n",
       "Community Name                                            \n",
       "BELTLINE                                        Stadium   \n",
       "DOWNTOWN COMMERCIAL CORE       Mediterranean Restaurant   \n",
       "BRIDGELAND/RIVERSIDE                              Train   \n",
       "TUXEDO PARK                          Dim Sum Restaurant   \n",
       "KILLARNEY/GLENGARRY                         Yoga Studio   \n",
       "MOUNT PLEASANT                             Hockey Arena   \n",
       "INGLEWOOD                        Gluten-free Restaurant   \n",
       "BANFF TRAIL                                Liquor Store   \n",
       "MISSION                             Sporting Goods Shop   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL               Coffee Shop   \n",
       "EAU CLAIRE                                          Gym   \n",
       "RENFREW                                       Gift Shop   \n",
       "SOUTH CALGARY                                Food Court   \n",
       "PARKHILL                              Convenience Store   \n",
       "SUNNYSIDE                            Seafood Restaurant   \n",
       "WEST HILLHURST                                Pet Store   \n",
       "SHAGANAPPI                                    Gastropub   \n",
       "RAMSAY                                       Restaurant   \n",
       "ST. ANDREWS HEIGHTS                          Food Court   \n",
       "ALYTH/BONNYBROOK                              Gift Shop   \n",
       "GREENVIEW                           Rental Car Location   \n",
       "GREENVIEW INDUSTRIAL PARK                  Gourmet Shop   \n",
       "PARKDALE                                         School   \n",
       "ERLTON                                        Gift Shop   \n",
       "HIGHFIELD                                  Gourmet Shop   \n",
       "HIGHWOOD                                      Gift Shop   \n",
       "ROSEDALE                                     Food Court   \n",
       "MANCHESTER INDUSTRIAL                               Spa   \n",
       "CAMBRIAN HEIGHTS                              Pet Store   \n",
       "LOWER MOUNT ROYAL                                 Diner   \n",
       "WINSTON HEIGHTS/MOUNTVIEW        Gluten-free Restaurant   \n",
       "HIGHLAND PARK                                Food Truck   \n",
       "HILLHURST                                           Pub   \n",
       "CRESCENT HEIGHTS                                   Park   \n",
       "MANCHESTER                       Thrift / Vintage Store   \n",
       "CAPITOL HILL                     Gluten-free Restaurant   \n",
       "CHINATOWN                                           Pub   \n",
       "POINT MCKAY                          Frozen Yogurt Shop   \n",
       "DOWNTOWN EAST VILLAGE                            Bakery   \n",
       "BANKVIEW                                    Yoga Studio   \n",
       "BRITANNIA                                          Park   \n",
       "ALTADORE                                            Spa   \n",
       "RIDEAU PARK                      Furniture / Home Store   \n",
       "DOWNTOWN WEST END                        Breakfast Spot   \n",
       "ROSEMONT                                 Sandwich Place   \n",
       "WINDSOR PARK                                 Food Court   \n",
       "MAYFAIR                                     Gas Station   \n",
       "SCARBORO/ SUNALTA WEST                        Gift Shop   \n",
       "MEADOWLARK PARK                          Cosmetics Shop   \n",
       "QUEENS PARK VILLAGE                           Gift Shop   \n",
       "SUNALTA                                       Gastropub   \n",
       "UPPER MOUNT ROYAL                             Gastropub   \n",
       "BEL-AIRE                                    Gas Station   \n",
       "ELBOYA                           Furniture / Home Store   \n",
       "BURNS INDUSTRIAL                              Gastropub   \n",
       "RICHMOND                                      Gift Shop   \n",
       "ELBOW PARK                                    Gastropub   \n",
       "SCARBORO                                      Gastropub   \n",
       "ROXBORO                                       Gastropub   \n",
       "CLIFF BUNGALOW                     Gym / Fitness Center   \n",
       "\n",
       "                                7th Most Common Venue  \\\n",
       "Community Name                                          \n",
       "BELTLINE                                  Music Venue   \n",
       "DOWNTOWN COMMERCIAL CORE                          Bar   \n",
       "BRIDGELAND/RIVERSIDE             Gym / Fitness Center   \n",
       "TUXEDO PARK                         Convenience Store   \n",
       "KILLARNEY/GLENGARRY                         Gastropub   \n",
       "MOUNT PLEASANT                            Yoga Studio   \n",
       "INGLEWOOD                                   Gift Shop   \n",
       "BANFF TRAIL                                Steakhouse   \n",
       "MISSION                                   Beer Garden   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL            Dance Studio   \n",
       "EAU CLAIRE                                 Restaurant   \n",
       "RENFREW                                     Gastropub   \n",
       "SOUTH CALGARY                               Gastropub   \n",
       "PARKHILL                                  Music Store   \n",
       "SUNNYSIDE                                Liquor Store   \n",
       "WEST HILLHURST                      Convenience Store   \n",
       "SHAGANAPPI                                Gas Station   \n",
       "RAMSAY                              Convenience Store   \n",
       "ST. ANDREWS HEIGHTS                         Gastropub   \n",
       "ALYTH/BONNYBROOK                            Gastropub   \n",
       "GREENVIEW                           Convenience Store   \n",
       "GREENVIEW INDUSTRIAL PARK           French Restaurant   \n",
       "PARKDALE                                        River   \n",
       "ERLTON                                      Gastropub   \n",
       "HIGHFIELD                      Gluten-free Restaurant   \n",
       "HIGHWOOD                                    Gastropub   \n",
       "ROSEDALE                                    Gastropub   \n",
       "MANCHESTER INDUSTRIAL               Electronics Store   \n",
       "CAMBRIAN HEIGHTS                        Grocery Store   \n",
       "LOWER MOUNT ROYAL                                Park   \n",
       "WINSTON HEIGHTS/MOUNTVIEW                   Gift Shop   \n",
       "HIGHLAND PARK                               Gift Shop   \n",
       "HILLHURST                                 Auto Garage   \n",
       "CRESCENT HEIGHTS                                Trail   \n",
       "MANCHESTER                                 Smoke Shop   \n",
       "CAPITOL HILL                                Gift Shop   \n",
       "CHINATOWN                        Gym / Fitness Center   \n",
       "POINT MCKAY                    Gluten-free Restaurant   \n",
       "DOWNTOWN EAST VILLAGE              Light Rail Station   \n",
       "BANKVIEW                                    Gift Shop   \n",
       "BRITANNIA                        Kitchen Supply Store   \n",
       "ALTADORE                                   Food Truck   \n",
       "RIDEAU PARK                        Frozen Yogurt Shop   \n",
       "DOWNTOWN WEST END                       Grocery Store   \n",
       "ROSEMONT                                  Yoga Studio   \n",
       "WINDSOR PARK                                Gastropub   \n",
       "MAYFAIR                        Furniture / Home Store   \n",
       "SCARBORO/ SUNALTA WEST                      Gastropub   \n",
       "MEADOWLARK PARK                             Bookstore   \n",
       "QUEENS PARK VILLAGE                         Gastropub   \n",
       "SUNALTA                                   Gas Station   \n",
       "UPPER MOUNT ROYAL                         Gas Station   \n",
       "BEL-AIRE                       Furniture / Home Store   \n",
       "ELBOYA                             Frozen Yogurt Shop   \n",
       "BURNS INDUSTRIAL                          Gas Station   \n",
       "RICHMOND                                    Gastropub   \n",
       "ELBOW PARK                                Gas Station   \n",
       "SCARBORO                                  Gas Station   \n",
       "ROXBORO                                   Gas Station   \n",
       "CLIFF BUNGALOW                                    Pub   \n",
       "\n",
       "                                     8th Most Common Venue  \\\n",
       "Community Name                                               \n",
       "BELTLINE                                         Racetrack   \n",
       "DOWNTOWN COMMERCIAL CORE               Japanese Restaurant   \n",
       "BRIDGELAND/RIVERSIDE                           Coffee Shop   \n",
       "TUXEDO PARK                                     Restaurant   \n",
       "KILLARNEY/GLENGARRY                            Gas Station   \n",
       "MOUNT PLEASANT                                  Food Truck   \n",
       "INGLEWOOD                                        Gastropub   \n",
       "BANFF TRAIL                                    High School   \n",
       "MISSION                                     Breakfast Spot   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL         Fast Food Restaurant   \n",
       "EAU CLAIRE                     Eastern European Restaurant   \n",
       "RENFREW                                        Gas Station   \n",
       "SOUTH CALGARY                                  Gas Station   \n",
       "PARKHILL                                        Comic Shop   \n",
       "SUNNYSIDE                                      Supermarket   \n",
       "WEST HILLHURST                                  Hobby Shop   \n",
       "SHAGANAPPI                          Furniture / Home Store   \n",
       "RAMSAY                                           Nightclub   \n",
       "ST. ANDREWS HEIGHTS                            Gas Station   \n",
       "ALYTH/BONNYBROOK                               Gas Station   \n",
       "GREENVIEW                             Fast Food Restaurant   \n",
       "GREENVIEW INDUSTRIAL PARK           Gluten-free Restaurant   \n",
       "PARKDALE                                              Café   \n",
       "ERLTON                                         Gas Station   \n",
       "HIGHFIELD                                        Gift Shop   \n",
       "HIGHWOOD                                       Gas Station   \n",
       "ROSEDALE                                       Gas Station   \n",
       "MANCHESTER INDUSTRIAL                   Frozen Yogurt Shop   \n",
       "CAMBRIAN HEIGHTS                              Liquor Store   \n",
       "LOWER MOUNT ROYAL                      Japanese Restaurant   \n",
       "WINSTON HEIGHTS/MOUNTVIEW                        Gastropub   \n",
       "HIGHLAND PARK                                    Gastropub   \n",
       "HILLHURST                                       Food Truck   \n",
       "CRESCENT HEIGHTS                                      Bank   \n",
       "MANCHESTER                                      Food Court   \n",
       "CAPITOL HILL                                     Gastropub   \n",
       "CHINATOWN                          New American Restaurant   \n",
       "POINT MCKAY                                      Gift Shop   \n",
       "DOWNTOWN EAST VILLAGE                          Supermarket   \n",
       "BANKVIEW                                         Gastropub   \n",
       "BRITANNIA                                             Bank   \n",
       "ALTADORE                                         Gift Shop   \n",
       "RIDEAU PARK                              French Restaurant   \n",
       "DOWNTOWN WEST END                               Skate Park   \n",
       "ROSEMONT                                       Gas Station   \n",
       "WINDSOR PARK                                   Gas Station   \n",
       "MAYFAIR                                 Frozen Yogurt Shop   \n",
       "SCARBORO/ SUNALTA WEST                         Gas Station   \n",
       "MEADOWLARK PARK                         Italian Restaurant   \n",
       "QUEENS PARK VILLAGE                            Gas Station   \n",
       "SUNALTA                             Furniture / Home Store   \n",
       "UPPER MOUNT ROYAL                   Furniture / Home Store   \n",
       "BEL-AIRE                                Frozen Yogurt Shop   \n",
       "ELBOYA                                   French Restaurant   \n",
       "BURNS INDUSTRIAL                        Frozen Yogurt Shop   \n",
       "RICHMOND                                       Gas Station   \n",
       "ELBOW PARK                          Furniture / Home Store   \n",
       "SCARBORO                            Furniture / Home Store   \n",
       "ROXBORO                             Furniture / Home Store   \n",
       "CLIFF BUNGALOW                                      Lounge   \n",
       "\n",
       "                                   9th Most Common Venue  \\\n",
       "Community Name                                             \n",
       "BELTLINE                                       Nightclub   \n",
       "DOWNTOWN COMMERCIAL CORE                            Café   \n",
       "BRIDGELAND/RIVERSIDE                         Yoga Studio   \n",
       "TUXEDO PARK                                  Coffee Shop   \n",
       "KILLARNEY/GLENGARRY               Furniture / Home Store   \n",
       "MOUNT PLEASANT                                 Gift Shop   \n",
       "INGLEWOOD                         Furniture / Home Store   \n",
       "BANFF TRAIL                               Soccer Stadium   \n",
       "MISSION                                     Burger Joint   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL                 Food Court   \n",
       "EAU CLAIRE                       New American Restaurant   \n",
       "RENFREW                           Furniture / Home Store   \n",
       "SOUTH CALGARY                     Furniture / Home Store   \n",
       "PARKHILL                                     Coffee Shop   \n",
       "SUNNYSIDE                                     Comic Shop   \n",
       "WEST HILLHURST                              Liquor Store   \n",
       "SHAGANAPPI                            Frozen Yogurt Shop   \n",
       "RAMSAY                                       Yoga Studio   \n",
       "ST. ANDREWS HEIGHTS               Furniture / Home Store   \n",
       "ALYTH/BONNYBROOK                  Furniture / Home Store   \n",
       "GREENVIEW                               Sushi Restaurant   \n",
       "GREENVIEW INDUSTRIAL PARK                      Gift Shop   \n",
       "PARKDALE                                     Gas Station   \n",
       "ERLTON                            Furniture / Home Store   \n",
       "HIGHFIELD                                      Gastropub   \n",
       "HIGHWOOD                          Furniture / Home Store   \n",
       "ROSEDALE                          Furniture / Home Store   \n",
       "MANCHESTER INDUSTRIAL                     Discount Store   \n",
       "CAMBRIAN HEIGHTS                             Gas Station   \n",
       "LOWER MOUNT ROYAL                     Italian Restaurant   \n",
       "WINSTON HEIGHTS/MOUNTVIEW                    Gas Station   \n",
       "HIGHLAND PARK                                Gas Station   \n",
       "HILLHURST                         Gluten-free Restaurant   \n",
       "CRESCENT HEIGHTS                          Sandwich Place   \n",
       "MANCHESTER                                   Gas Station   \n",
       "CAPITOL HILL                                 Gas Station   \n",
       "CHINATOWN                                     Restaurant   \n",
       "POINT MCKAY                                    Gastropub   \n",
       "DOWNTOWN EAST VILLAGE                             Museum   \n",
       "BANKVIEW                                     Gas Station   \n",
       "BRITANNIA                              Food & Drink Shop   \n",
       "ALTADORE                                       Gastropub   \n",
       "RIDEAU PARK                                   Food Truck   \n",
       "DOWNTOWN WEST END                   Gym / Fitness Center   \n",
       "ROSEMONT                          Furniture / Home Store   \n",
       "WINDSOR PARK                      Furniture / Home Store   \n",
       "MAYFAIR                                French Restaurant   \n",
       "SCARBORO/ SUNALTA WEST            Furniture / Home Store   \n",
       "MEADOWLARK PARK                               Restaurant   \n",
       "QUEENS PARK VILLAGE               Furniture / Home Store   \n",
       "SUNALTA                               Frozen Yogurt Shop   \n",
       "UPPER MOUNT ROYAL                     Frozen Yogurt Shop   \n",
       "BEL-AIRE                               French Restaurant   \n",
       "ELBOYA                                        Food Truck   \n",
       "BURNS INDUSTRIAL                       French Restaurant   \n",
       "RICHMOND                          Furniture / Home Store   \n",
       "ELBOW PARK                            Frozen Yogurt Shop   \n",
       "SCARBORO                              Frozen Yogurt Shop   \n",
       "ROXBORO                               Frozen Yogurt Shop   \n",
       "CLIFF BUNGALOW                 Latin American Restaurant   \n",
       "\n",
       "                                10th Most Common Venue  \n",
       "Community Name                                          \n",
       "BELTLINE                       New American Restaurant  \n",
       "DOWNTOWN COMMERCIAL CORE           American Restaurant  \n",
       "BRIDGELAND/RIVERSIDE                       Gas Station  \n",
       "TUXEDO PARK                           Greek Restaurant  \n",
       "KILLARNEY/GLENGARRY                 Frozen Yogurt Shop  \n",
       "MOUNT PLEASANT                             Gas Station  \n",
       "INGLEWOOD                           Frozen Yogurt Shop  \n",
       "BANFF TRAIL                                Pizza Place  \n",
       "MISSION                                           Café  \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL           Ice Cream Shop  \n",
       "EAU CLAIRE                           Indian Restaurant  \n",
       "RENFREW                             Frozen Yogurt Shop  \n",
       "SOUTH CALGARY                       Frozen Yogurt Shop  \n",
       "PARKHILL                            Mexican Restaurant  \n",
       "SUNNYSIDE                                 Burger Joint  \n",
       "WEST HILLHURST                              Food Truck  \n",
       "SHAGANAPPI                           French Restaurant  \n",
       "RAMSAY                               French Restaurant  \n",
       "ST. ANDREWS HEIGHTS                 Frozen Yogurt Shop  \n",
       "ALYTH/BONNYBROOK                    Frozen Yogurt Shop  \n",
       "GREENVIEW                            Food & Drink Shop  \n",
       "GREENVIEW INDUSTRIAL PARK                    Gastropub  \n",
       "PARKDALE                        Furniture / Home Store  \n",
       "ERLTON                              Frozen Yogurt Shop  \n",
       "HIGHFIELD                                  Gas Station  \n",
       "HIGHWOOD                            Frozen Yogurt Shop  \n",
       "ROSEDALE                            Frozen Yogurt Shop  \n",
       "MANCHESTER INDUSTRIAL                        Gift Shop  \n",
       "CAMBRIAN HEIGHTS                Furniture / Home Store  \n",
       "LOWER MOUNT ROYAL                          Pizza Place  \n",
       "WINSTON HEIGHTS/MOUNTVIEW       Furniture / Home Store  \n",
       "HIGHLAND PARK                   Furniture / Home Store  \n",
       "HILLHURST                                    Gift Shop  \n",
       "CRESCENT HEIGHTS                      Sushi Restaurant  \n",
       "MANCHESTER                      Furniture / Home Store  \n",
       "CAPITOL HILL                    Furniture / Home Store  \n",
       "CHINATOWN                               Scenic Lookout  \n",
       "POINT MCKAY                                   Dive Bar  \n",
       "DOWNTOWN EAST VILLAGE                           Hostel  \n",
       "BANKVIEW                        Furniture / Home Store  \n",
       "BRITANNIA                                  Yoga Studio  \n",
       "ALTADORE                                   Gas Station  \n",
       "RIDEAU PARK                                 Food Court  \n",
       "DOWNTOWN WEST END                           Steakhouse  \n",
       "ROSEMONT                            Frozen Yogurt Shop  \n",
       "WINDSOR PARK                        Frozen Yogurt Shop  \n",
       "MAYFAIR                                     Food Truck  \n",
       "SCARBORO/ SUNALTA WEST              Frozen Yogurt Shop  \n",
       "MEADOWLARK PARK                          Women's Store  \n",
       "QUEENS PARK VILLAGE                 Frozen Yogurt Shop  \n",
       "SUNALTA                              French Restaurant  \n",
       "UPPER MOUNT ROYAL                    French Restaurant  \n",
       "BEL-AIRE                                    Food Truck  \n",
       "ELBOYA                                      Food Court  \n",
       "BURNS INDUSTRIAL                            Food Truck  \n",
       "RICHMOND                            Frozen Yogurt Shop  \n",
       "ELBOW PARK                           French Restaurant  \n",
       "SCARBORO                             French Restaurant  \n",
       "ROXBORO                              French Restaurant  \n",
       "CLIFF BUNGALOW                       Korean Restaurant  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add clustering labels\n",
    "neighborhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)\n",
    "\n",
    "downTown_merged = downTownCrimeData\n",
    "\n",
    "# merge toronto_grouped with toronto_data to add latitude/longitude for each neighborhood\n",
    "downTown_merged = downTown_merged.join(neighborhoods_venues_sorted.set_index('Neighborhood'), on='Community Name')\n",
    "downTown_merged"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h4> 3.2 Displaying clusters on map <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
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            var html_5b7ea4e5a4cf41bb8efaaad8058dead8 = $(`<div id="html_5b7ea4e5a4cf41bb8efaaad8058dead8" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_c059e3e9e4ea480090e6332ca65c4598.setContent(html_5b7ea4e5a4cf41bb8efaaad8058dead8);
        

        circle_marker_63d480c702aa4f8ea347361fdbf4fcdc.bindPopup(popup_c059e3e9e4ea480090e6332ca65c4598)
        ;

        
    
    
            var circle_marker_79d27cb8f33849e28b9350bd01bbf581 = L.circleMarker(
                [51.026807031812545, -114.10206934847076],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_1e15c8f882cb45979a08a1b75cb89e8a = L.popup({"maxWidth": "100%"});

        
            var html_ded38b41fe6d4b51ad159f026c76c601 = $(`<div id="html_ded38b41fe6d4b51ad159f026c76c601" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_1e15c8f882cb45979a08a1b75cb89e8a.setContent(html_ded38b41fe6d4b51ad159f026c76c601);
        

        circle_marker_79d27cb8f33849e28b9350bd01bbf581.bindPopup(popup_1e15c8f882cb45979a08a1b75cb89e8a)
        ;

        
    
    
            var circle_marker_7076bfa37ac448fe84099081d453207d = L.circleMarker(
                [51.018173613136064, -114.06555183553823],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_0cb036b192394f3fad38fd9d6c66a275 = L.popup({"maxWidth": "100%"});

        
            var html_cb20b488654f4164b7a3733da9d9eb3f = $(`<div id="html_cb20b488654f4164b7a3733da9d9eb3f" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_0cb036b192394f3fad38fd9d6c66a275.setContent(html_cb20b488654f4164b7a3733da9d9eb3f);
        

        circle_marker_7076bfa37ac448fe84099081d453207d.bindPopup(popup_0cb036b192394f3fad38fd9d6c66a275)
        ;

        
    
    
            var circle_marker_26767c0748d0414bbbced8b576265b13 = L.circleMarker(
                [51.05641920479285, -114.07902631006928],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_838870c382644534a4d58b4d5093f739 = L.popup({"maxWidth": "100%"});

        
            var html_0cb69daf5ec44e528e5f7ca96c17fecd = $(`<div id="html_0cb69daf5ec44e528e5f7ca96c17fecd" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_838870c382644534a4d58b4d5093f739.setContent(html_0cb69daf5ec44e528e5f7ca96c17fecd);
        

        circle_marker_26767c0748d0414bbbced8b576265b13.bindPopup(popup_838870c382644534a4d58b4d5093f739)
        ;

        
    
    
            var circle_marker_264986ad66c3442484e817cd45374c92 = L.circleMarker(
                [51.0550588170122, -114.1151557396387],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_c97520221333417ba558c7b64ad0e659 = L.popup({"maxWidth": "100%"});

        
            var html_ac18ecf82c8644c8a9c986967aafa230 = $(`<div id="html_ac18ecf82c8644c8a9c986967aafa230" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_c97520221333417ba558c7b64ad0e659.setContent(html_ac18ecf82c8644c8a9c986967aafa230);
        

        circle_marker_264986ad66c3442484e817cd45374c92.bindPopup(popup_c97520221333417ba558c7b64ad0e659)
        ;

        
    
    
            var circle_marker_4f09edb1db4943c0a6a95dc036162e2d = L.circleMarker(
                [51.045204820188786, -114.1266427970797],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_84a53a467f954b88a5cd7d10e965f5d1 = L.popup({"maxWidth": "100%"});

        
            var html_838181c28fa2427da98b468b214ea18c = $(`<div id="html_838181c28fa2427da98b468b214ea18c" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_84a53a467f954b88a5cd7d10e965f5d1.setContent(html_838181c28fa2427da98b468b214ea18c);
        

        circle_marker_4f09edb1db4943c0a6a95dc036162e2d.bindPopup(popup_84a53a467f954b88a5cd7d10e965f5d1)
        ;

        
    
    
            var circle_marker_be4d34af9103411b9c61136b23203241 = L.circleMarker(
                [51.03641116654674, -114.04253245854021],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_7d682940544844ed9277eb3c3851adb4 = L.popup({"maxWidth": "100%"});

        
            var html_32b566ce07074f608e30169632c1b82f = $(`<div id="html_32b566ce07074f608e30169632c1b82f" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_7d682940544844ed9277eb3c3851adb4.setContent(html_32b566ce07074f608e30169632c1b82f);
        

        circle_marker_be4d34af9103411b9c61136b23203241.bindPopup(popup_7d682940544844ed9277eb3c3851adb4)
        ;

        
    
    
            var circle_marker_ef23a5272be14d7caef651b94d484ad3 = L.circleMarker(
                [51.06390668703629, -114.12742928773487],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_02f2909d32904052831c38f9b85297d8 = L.popup({"maxWidth": "100%"});

        
            var html_dc4035009aed4d6d9b60c279a410fbee = $(`<div id="html_dc4035009aed4d6d9b60c279a410fbee" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_02f2909d32904052831c38f9b85297d8.setContent(html_dc4035009aed4d6d9b60c279a410fbee);
        

        circle_marker_ef23a5272be14d7caef651b94d484ad3.bindPopup(popup_02f2909d32904052831c38f9b85297d8)
        ;

        
    
    
            var circle_marker_42de2a5c1207474f9075bced382393a8 = L.circleMarker(
                [51.02285932043044, -114.02248220564552],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_75481ec126de4597abe52528be4ea348 = L.popup({"maxWidth": "100%"});

        
            var html_d15325b4253d49d2b8e921b77d01414d = $(`<div id="html_d15325b4253d49d2b8e921b77d01414d" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>`)[0];
            popup_75481ec126de4597abe52528be4ea348.setContent(html_d15325b4253d49d2b8e921b77d01414d);
        

        circle_marker_42de2a5c1207474f9075bced382393a8.bindPopup(popup_75481ec126de4597abe52528be4ea348)
        ;

        
    
    
            var circle_marker_fba91102bb024b43b8e548ddede41e7d = L.circleMarker(
                [51.09486219432075, -114.05746464811442],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_c530cfbdaebe4e378017c0a0be48ff45 = L.popup({"maxWidth": "100%"});

        
            var html_43a2eea8608d46c2aae745eb2e94e38d = $(`<div id="html_43a2eea8608d46c2aae745eb2e94e38d" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_c530cfbdaebe4e378017c0a0be48ff45.setContent(html_43a2eea8608d46c2aae745eb2e94e38d);
        

        circle_marker_fba91102bb024b43b8e548ddede41e7d.bindPopup(popup_c530cfbdaebe4e378017c0a0be48ff45)
        ;

        
    
    
            var circle_marker_e3a41d59792247fe88f718dd28f69fff = L.circleMarker(
                [51.08651539849002, -114.04905097324385],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_86768a01bf91422da3830ed0e55d5d56 = L.popup({"maxWidth": "100%"});

        
            var html_0dde52198fb34d6a9d6b016e6d6056c5 = $(`<div id="html_0dde52198fb34d6a9d6b016e6d6056c5" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_86768a01bf91422da3830ed0e55d5d56.setContent(html_0dde52198fb34d6a9d6b016e6d6056c5);
        

        circle_marker_e3a41d59792247fe88f718dd28f69fff.bindPopup(popup_86768a01bf91422da3830ed0e55d5d56)
        ;

        
    
    
            var circle_marker_0f2abf42c63e49f6a5b888eb72983fcf = L.circleMarker(
                [51.059942702334745, -114.13533705624043],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_a4f35160add64acf99d4ee7e81bab697 = L.popup({"maxWidth": "100%"});

        
            var html_8c13f82228ff437bb0e749b59618e5d9 = $(`<div id="html_8c13f82228ff437bb0e749b59618e5d9" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_a4f35160add64acf99d4ee7e81bab697.setContent(html_8c13f82228ff437bb0e749b59618e5d9);
        

        circle_marker_0f2abf42c63e49f6a5b888eb72983fcf.bindPopup(popup_a4f35160add64acf99d4ee7e81bab697)
        ;

        
    
    
            var circle_marker_835a211d679f46a6906c4cd039e62af3 = L.circleMarker(
                [51.02632811531515, -114.06314744808365],
                {"bubblingMouseEvents": true, "color": "#b2f396", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#b2f396", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_df3107bb7923455ba70f4d540c10612a = L.popup({"maxWidth": "100%"});

        
            var html_01000f7acf054f7797b2a3afd2296d5a = $(`<div id="html_01000f7acf054f7797b2a3afd2296d5a" style="width: 100.0%; height: 100.0%;"> Cluster 4</div>`)[0];
            popup_df3107bb7923455ba70f4d540c10612a.setContent(html_01000f7acf054f7797b2a3afd2296d5a);
        

        circle_marker_835a211d679f46a6906c4cd039e62af3.bindPopup(popup_df3107bb7923455ba70f4d540c10612a)
        ;

        
    
    
            var circle_marker_6a2d7f8b7c444a118fd03d83eccced6e = L.circleMarker(
                [51.01829467942129, -114.03720097741324],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_4e0cfaa52f7e42bd87fb11d495acce77 = L.popup({"maxWidth": "100%"});

        
            var html_c961d3b8dc194e83b6a4d4d3f4f44527 = $(`<div id="html_c961d3b8dc194e83b6a4d4d3f4f44527" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_4e0cfaa52f7e42bd87fb11d495acce77.setContent(html_c961d3b8dc194e83b6a4d4d3f4f44527);
        

        circle_marker_6a2d7f8b7c444a118fd03d83eccced6e.bindPopup(popup_4e0cfaa52f7e42bd87fb11d495acce77)
        ;

        
    
    
            var circle_marker_c2208fc1dc354159a9a8ad30725bd03a = L.circleMarker(
                [51.0923557749049, -114.0799010474398],
                {"bubblingMouseEvents": true, "color": "#ff964f", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff964f", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_0b86dbffdd5547efb2db5ae121fc970a = L.popup({"maxWidth": "100%"});

        
            var html_c70b7ffcaca14e728a4f939b1febb35c = $(`<div id="html_c70b7ffcaca14e728a4f939b1febb35c" style="width: 100.0%; height: 100.0%;"> Cluster 5</div>`)[0];
            popup_0b86dbffdd5547efb2db5ae121fc970a.setContent(html_c70b7ffcaca14e728a4f939b1febb35c);
        

        circle_marker_c2208fc1dc354159a9a8ad30725bd03a.bindPopup(popup_0b86dbffdd5547efb2db5ae121fc970a)
        ;

        
    
    
            var circle_marker_6dc5f7a1fef54305b51035cbe07ebaa0 = L.circleMarker(
                [51.06271245088221, -114.0781972876754],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_1cf4a2cbd9ec42eb99844032a41968aa = L.popup({"maxWidth": "100%"});

        
            var html_f54a98269e8549afaee2041ebf42dbd3 = $(`<div id="html_f54a98269e8549afaee2041ebf42dbd3" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_1cf4a2cbd9ec42eb99844032a41968aa.setContent(html_f54a98269e8549afaee2041ebf42dbd3);
        

        circle_marker_6dc5f7a1fef54305b51035cbe07ebaa0.bindPopup(popup_1cf4a2cbd9ec42eb99844032a41968aa)
        ;

        
    
    
            var circle_marker_e3d04eb6d139441996f05954d9bfc4e9 = L.circleMarker(
                [51.01325709680832, -114.05726651727566],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_eb8d15da9e5b4603bf786438edbef71b = L.popup({"maxWidth": "100%"});

        
            var html_94953535492a4b99a9b1d0e3df208509 = $(`<div id="html_94953535492a4b99a9b1d0e3df208509" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_eb8d15da9e5b4603bf786438edbef71b.setContent(html_94953535492a4b99a9b1d0e3df208509);
        

        circle_marker_e3d04eb6d139441996f05954d9bfc4e9.bindPopup(popup_eb8d15da9e5b4603bf786438edbef71b)
        ;

        
    
    
            var circle_marker_8579152aa731407d942caaf01bb23b39 = L.circleMarker(
                [51.08433917159911, -114.08937896534357],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_8a735fac64e548658554b138c6544ade = L.popup({"maxWidth": "100%"});

        
            var html_222b6153abdb44e281d4df722c0c4863 = $(`<div id="html_222b6153abdb44e281d4df722c0c4863" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_8a735fac64e548658554b138c6544ade.setContent(html_222b6153abdb44e281d4df722c0c4863);
        

        circle_marker_8579152aa731407d942caaf01bb23b39.bindPopup(popup_8a735fac64e548658554b138c6544ade)
        ;

        
    
    
            var circle_marker_ede57bb0710449e2ba5f304b6a1ea4a8 = L.circleMarker(
                [51.03648181086611, -114.08650031444068],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_71700fb666b44e7e986117b921e7f7d0 = L.popup({"maxWidth": "100%"});

        
            var html_f8ce4937a246485eb7d717847980a939 = $(`<div id="html_f8ce4937a246485eb7d717847980a939" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_71700fb666b44e7e986117b921e7f7d0.setContent(html_f8ce4937a246485eb7d717847980a939);
        

        circle_marker_ede57bb0710449e2ba5f304b6a1ea4a8.bindPopup(popup_71700fb666b44e7e986117b921e7f7d0)
        ;

        
    
    
            var circle_marker_09a72a3962ee46b8a7c20fb2254669b7 = L.circleMarker(
                [51.07532495780659, -114.04185548061031],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_bbd2b8bd01ff4bb1bd7045a199c45c21 = L.popup({"maxWidth": "100%"});

        
            var html_80a4c3e4aa0b41afbf19efb8bca9d334 = $(`<div id="html_80a4c3e4aa0b41afbf19efb8bca9d334" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_bbd2b8bd01ff4bb1bd7045a199c45c21.setContent(html_80a4c3e4aa0b41afbf19efb8bca9d334);
        

        circle_marker_09a72a3962ee46b8a7c20fb2254669b7.bindPopup(popup_bbd2b8bd01ff4bb1bd7045a199c45c21)
        ;

        
    
    
            var circle_marker_40cf94f5c19c449db82d7b953615dc9e = L.circleMarker(
                [51.08802239558322, -114.06206898549657],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_81f59f5e37d14674bc17731501b3635d = L.popup({"maxWidth": "100%"});

        
            var html_0a5bf76e64f8437bac9eb263904bfa47 = $(`<div id="html_0a5bf76e64f8437bac9eb263904bfa47" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_81f59f5e37d14674bc17731501b3635d.setContent(html_0a5bf76e64f8437bac9eb263904bfa47);
        

        circle_marker_40cf94f5c19c449db82d7b953615dc9e.bindPopup(popup_81f59f5e37d14674bc17731501b3635d)
        ;

        
    
    
            var circle_marker_b3879277a73645dfbeb19262e34860d9 = L.circleMarker(
                [51.05726802831378, -114.09364637665844],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_b6e9b8b88ae444a594fdd53fe137fe58 = L.popup({"maxWidth": "100%"});

        
            var html_da1b6a5acb5c4e4a861b1e478d4d8795 = $(`<div id="html_da1b6a5acb5c4e4a861b1e478d4d8795" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_b6e9b8b88ae444a594fdd53fe137fe58.setContent(html_da1b6a5acb5c4e4a861b1e478d4d8795);
        

        circle_marker_b3879277a73645dfbeb19262e34860d9.bindPopup(popup_b6e9b8b88ae444a594fdd53fe137fe58)
        ;

        
    
    
            var circle_marker_8ee4617a4d4c496ba97247d321f66101 = L.circleMarker(
                [51.059521420883065, -114.0616102689056],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_3a6c626c9731467b87127f0fd961500d = L.popup({"maxWidth": "100%"});

        
            var html_2d3d5208df3c4a5a942f40d5e5a72e8f = $(`<div id="html_2d3d5208df3c4a5a942f40d5e5a72e8f" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_3a6c626c9731467b87127f0fd961500d.setContent(html_2d3d5208df3c4a5a942f40d5e5a72e8f);
        

        circle_marker_8ee4617a4d4c496ba97247d321f66101.bindPopup(popup_3a6c626c9731467b87127f0fd961500d)
        ;

        
    
    
            var circle_marker_cf3abacdc4024eae8ce1e1c15bd11490 = L.circleMarker(
                [51.006238890504896, -114.06664675902346],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_29512634aace467f92eb7cf25b09bd1b = L.popup({"maxWidth": "100%"});

        
            var html_c7db6d420c6440669208345fd6ae1387 = $(`<div id="html_c7db6d420c6440669208345fd6ae1387" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_29512634aace467f92eb7cf25b09bd1b.setContent(html_c7db6d420c6440669208345fd6ae1387);
        

        circle_marker_cf3abacdc4024eae8ce1e1c15bd11490.bindPopup(popup_29512634aace467f92eb7cf25b09bd1b)
        ;

        
    
    
            var circle_marker_99401077380e440eb77352e976428626 = L.circleMarker(
                [51.07266169356609, -114.09465162163508],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_54a3e053c08942558a51990e8cd73d14 = L.popup({"maxWidth": "100%"});

        
            var html_719d227268b146858ae2ce9dfec0e47d = $(`<div id="html_719d227268b146858ae2ce9dfec0e47d" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_54a3e053c08942558a51990e8cd73d14.setContent(html_719d227268b146858ae2ce9dfec0e47d);
        

        circle_marker_99401077380e440eb77352e976428626.bindPopup(popup_54a3e053c08942558a51990e8cd73d14)
        ;

        
    
    
            var circle_marker_86eb3bf69f974eb39e531b32fecc594c = L.circleMarker(
                [51.052826999717524, -114.06552010650593],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_a16c3dc28763477cb90cd160b151572f = L.popup({"maxWidth": "100%"});

        
            var html_048b8c89bf514104abababb27ff66fbc = $(`<div id="html_048b8c89bf514104abababb27ff66fbc" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_a16c3dc28763477cb90cd160b151572f.setContent(html_048b8c89bf514104abababb27ff66fbc);
        

        circle_marker_86eb3bf69f974eb39e531b32fecc594c.bindPopup(popup_a16c3dc28763477cb90cd160b151572f)
        ;

        
    
    
            var circle_marker_8f9675fc580849518f32c6986b565b21 = L.circleMarker(
                [51.05954157614561, -114.14614597922491],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_f6569fe0dc8b479383b883eb9da61c0f = L.popup({"maxWidth": "100%"});

        
            var html_4f0a0f67964b446e82feab453c16390d = $(`<div id="html_4f0a0f67964b446e82feab453c16390d" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_f6569fe0dc8b479383b883eb9da61c0f.setContent(html_4f0a0f67964b446e82feab453c16390d);
        

        circle_marker_8f9675fc580849518f32c6986b565b21.bindPopup(popup_f6569fe0dc8b479383b883eb9da61c0f)
        ;

        
    
    
            var circle_marker_a40f4cd3307f44d6a6745be0800e48cf = L.circleMarker(
                [51.0470648849671, -114.05081510146455],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_e6142301cd434c349eb6ad6c4f3bba5d = L.popup({"maxWidth": "100%"});

        
            var html_fa714eccb36f4bb5a1b83fe4a541b9dc = $(`<div id="html_fa714eccb36f4bb5a1b83fe4a541b9dc" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_e6142301cd434c349eb6ad6c4f3bba5d.setContent(html_fa714eccb36f4bb5a1b83fe4a541b9dc);
        

        circle_marker_a40f4cd3307f44d6a6745be0800e48cf.bindPopup(popup_e6142301cd434c349eb6ad6c4f3bba5d)
        ;

        
    
    
            var circle_marker_aab9c8ef71334ce687e98bfbd246185d = L.circleMarker(
                [51.03413124448142, -114.10048919021385],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_2721c4c23d634e0bb455a7eb2c40cd50 = L.popup({"maxWidth": "100%"});

        
            var html_eb1b470b1d15426bbf8542f922ca1958 = $(`<div id="html_eb1b470b1d15426bbf8542f922ca1958" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_2721c4c23d634e0bb455a7eb2c40cd50.setContent(html_eb1b470b1d15426bbf8542f922ca1958);
        

        circle_marker_aab9c8ef71334ce687e98bfbd246185d.bindPopup(popup_2721c4c23d634e0bb455a7eb2c40cd50)
        ;

        
    
    
            var circle_marker_3b7db24c06b34fc786b232c121987665 = L.circleMarker(
                [51.01267454182879, -114.08631487203512],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_fb6d5014d21f46448a468efb56a586f7 = L.popup({"maxWidth": "100%"});

        
            var html_786301097643465bae9202687e0c6682 = $(`<div id="html_786301097643465bae9202687e0c6682" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_fb6d5014d21f46448a468efb56a586f7.setContent(html_786301097643465bae9202687e0c6682);
        

        circle_marker_3b7db24c06b34fc786b232c121987665.bindPopup(popup_fb6d5014d21f46448a468efb56a586f7)
        ;

        
    
    
            var circle_marker_e2949da83b9c43c99141972e975e41ef = L.circleMarker(
                [51.01594846688342, -114.10079474153764],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_37e4dc8dd89f4e84ae389de850c5efa0 = L.popup({"maxWidth": "100%"});

        
            var html_80b908c7d030414e94e60d27e6f3571a = $(`<div id="html_80b908c7d030414e94e60d27e6f3571a" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_37e4dc8dd89f4e84ae389de850c5efa0.setContent(html_80b908c7d030414e94e60d27e6f3571a);
        

        circle_marker_e2949da83b9c43c99141972e975e41ef.bindPopup(popup_37e4dc8dd89f4e84ae389de850c5efa0)
        ;

        
    
    
            var circle_marker_efda7c74d3b842f5aaeea430e7bb88cf = L.circleMarker(
                [51.024871619151405, -114.07416053248207],
                {"bubblingMouseEvents": true, "color": "#1996f3", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#1996f3", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_6b8dcd4e76994901a14aca487b1fac2f = L.popup({"maxWidth": "100%"});

        
            var html_677c8b0895474ea48cfbd8e0a1bf7d58 = $(`<div id="html_677c8b0895474ea48cfbd8e0a1bf7d58" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>`)[0];
            popup_6b8dcd4e76994901a14aca487b1fac2f.setContent(html_677c8b0895474ea48cfbd8e0a1bf7d58);
        

        circle_marker_efda7c74d3b842f5aaeea430e7bb88cf.bindPopup(popup_6b8dcd4e76994901a14aca487b1fac2f)
        ;

        
    
    
            var circle_marker_8fe23aff28bc4f7aa26a6608ae4d6913 = L.circleMarker(
                [51.047969311336566, -114.08777972149832],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_5a8d26b3ccd14ca993b3e6e952fcb6de = L.popup({"maxWidth": "100%"});

        
            var html_c652a125d4d74332a22845f25c8c3d49 = $(`<div id="html_c652a125d4d74332a22845f25c8c3d49" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_5a8d26b3ccd14ca993b3e6e952fcb6de.setContent(html_c652a125d4d74332a22845f25c8c3d49);
        

        circle_marker_8fe23aff28bc4f7aa26a6608ae4d6913.bindPopup(popup_5a8d26b3ccd14ca993b3e6e952fcb6de)
        ;

        
    
    
            var circle_marker_0573377e118149828c92f85cd68202d4 = L.circleMarker(
                [51.07839419931676, -114.09004296409613],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_adc6af8e07684763b60b0e97164d73a9 = L.popup({"maxWidth": "100%"});

        
            var html_af55bbc61c8f450d859ebcf5f878ba6a = $(`<div id="html_af55bbc61c8f450d859ebcf5f878ba6a" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_adc6af8e07684763b60b0e97164d73a9.setContent(html_af55bbc61c8f450d859ebcf5f878ba6a);
        

        circle_marker_0573377e118149828c92f85cd68202d4.bindPopup(popup_adc6af8e07684763b60b0e97164d73a9)
        ;

        
    
    
            var circle_marker_6e24dfe203ab4aa7950a15c06b03cce1 = L.circleMarker(
                [51.00504575889471, -114.08355230577988],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_7a834614d0534e9caaaa3a723898606a = L.popup({"maxWidth": "100%"});

        
            var html_744e754c76454d61873ecea8359074cf = $(`<div id="html_744e754c76454d61873ecea8359074cf" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_7a834614d0534e9caaaa3a723898606a.setContent(html_744e754c76454d61873ecea8359074cf);
        

        circle_marker_6e24dfe203ab4aa7950a15c06b03cce1.bindPopup(popup_7a834614d0534e9caaaa3a723898606a)
        ;

        
    
    
            var circle_marker_e4a28c67cbe64fceaf3491e8ee5d3b97 = L.circleMarker(
                [50.995804495658, -114.088959066605],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_b60744269d214cc9bb7ab1f3ad9582ef = L.popup({"maxWidth": "100%"});

        
            var html_4a762e2c6d094b09b1e52a6446cd91a0 = $(`<div id="html_4a762e2c6d094b09b1e52a6446cd91a0" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_b60744269d214cc9bb7ab1f3ad9582ef.setContent(html_4a762e2c6d094b09b1e52a6446cd91a0);
        

        circle_marker_e4a28c67cbe64fceaf3491e8ee5d3b97.bindPopup(popup_b60744269d214cc9bb7ab1f3ad9582ef)
        ;

        
    
    
            var circle_marker_e0207e5af71d4211855a0cc3cdd039ec = L.circleMarker(
                [51.04219483282624, -114.11485879009876],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_fa169989103b4441824f3e4f6ca3ec1b = L.popup({"maxWidth": "100%"});

        
            var html_cd5d1c090f4c49429d4c0366827f9a03 = $(`<div id="html_cd5d1c090f4c49429d4c0366827f9a03" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>`)[0];
            popup_fa169989103b4441824f3e4f6ca3ec1b.setContent(html_cd5d1c090f4c49429d4c0366827f9a03);
        

        circle_marker_e0207e5af71d4211855a0cc3cdd039ec.bindPopup(popup_fa169989103b4441824f3e4f6ca3ec1b)
        ;

        
    
    
            var circle_marker_518809ba1e57440a8066b6d0534dfc0c = L.circleMarker(
                [50.99782962995085, -114.07735542175806],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_3b74e3f74d97410480c260e456cf296f = L.popup({"maxWidth": "100%"});

        
            var html_67730dc31a8f466e8ca03a7ea54a2687 = $(`<div id="html_67730dc31a8f466e8ca03a7ea54a2687" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_3b74e3f74d97410480c260e456cf296f.setContent(html_67730dc31a8f466e8ca03a7ea54a2687);
        

        circle_marker_518809ba1e57440a8066b6d0534dfc0c.bindPopup(popup_3b74e3f74d97410480c260e456cf296f)
        ;

        
    
    
            var circle_marker_67fc997dbd664609bef7df04f13bb91a = L.circleMarker(
                [51.08514293527124, -114.07760865369009],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_e57b23624f364ebd84ae78db290869a4 = L.popup({"maxWidth": "100%"});

        
            var html_a7f442d815c14ebaabcda97ad93b7f65 = $(`<div id="html_a7f442d815c14ebaabcda97ad93b7f65" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_e57b23624f364ebd84ae78db290869a4.setContent(html_a7f442d815c14ebaabcda97ad93b7f65);
        

        circle_marker_67fc997dbd664609bef7df04f13bb91a.bindPopup(popup_e57b23624f364ebd84ae78db290869a4)
        ;

        
    
    
            var circle_marker_85768e6dc922412dba56a4705f58d774 = L.circleMarker(
                [51.04295863987444, -114.10146768773632],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_c40cfe8925b54122b07587a64073c002 = L.popup({"maxWidth": "100%"});

        
            var html_318e51b26ddf4630903f3a0b36e0a82e = $(`<div id="html_318e51b26ddf4630903f3a0b36e0a82e" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
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        circle_marker_85768e6dc922412dba56a4705f58d774.bindPopup(popup_c40cfe8925b54122b07587a64073c002)
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            var circle_marker_b7f895a48702481394adddda5e9ec4e4 = L.circleMarker(
                [51.02996707647276, -114.08502788624114],
                {"bubblingMouseEvents": true, "color": "#1996f3", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#1996f3", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_6d685966b12d4b3dbccc3970eb13c342 = L.popup({"maxWidth": "100%"});

        
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            popup_6d685966b12d4b3dbccc3970eb13c342.setContent(html_789fba8860ae45fca3c3adacf3a46487);
        

        circle_marker_b7f895a48702481394adddda5e9ec4e4.bindPopup(popup_6d685966b12d4b3dbccc3970eb13c342)
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            var circle_marker_8bea409952d148aeb8fbefbf393716c8 = L.circleMarker(
                [50.99944254944499, -114.08894116300795],
                {"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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        var popup_fd0003c6534041238afc5f4f843c5c13 = L.popup({"maxWidth": "100%"});

        
            var html_9916a191677047dda24fbae72f295ea6 = $(`<div id="html_9916a191677047dda24fbae72f295ea6" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_fd0003c6534041238afc5f4f843c5c13.setContent(html_9916a191677047dda24fbae72f295ea6);
        

        circle_marker_8bea409952d148aeb8fbefbf393716c8.bindPopup(popup_fd0003c6534041238afc5f4f843c5c13)
        ;

        
    
    
            var circle_marker_d8db27996cbd46f0a3185ea4d60f82bc = L.circleMarker(
                [51.012993800993605, -114.07362044953236],
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            ).addTo(map_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_7fecfa3068e545689a300f24c1c2c920 = L.popup({"maxWidth": "100%"});

        
            var html_4165b3dbaa4f4bba8f171d5c7e1a4a71 = $(`<div id="html_4165b3dbaa4f4bba8f171d5c7e1a4a71" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>`)[0];
            popup_7fecfa3068e545689a300f24c1c2c920.setContent(html_4165b3dbaa4f4bba8f171d5c7e1a4a71);
        

        circle_marker_d8db27996cbd46f0a3185ea4d60f82bc.bindPopup(popup_7fecfa3068e545689a300f24c1c2c920)
        ;

        
    
    
            var circle_marker_54b56c693c394cd7bae0202f2268de94 = L.circleMarker(
                [50.998665923067506, -114.03968584778409],
                {"bubblingMouseEvents": true, "color": "#4df3ce", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#4df3ce", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_7d00b88160ec4a85989103307c6daa07 = L.popup({"maxWidth": "100%"});

        
            var html_86d09eafbc99490199b2fd83496476a5 = $(`<div id="html_86d09eafbc99490199b2fd83496476a5" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>`)[0];
            popup_7d00b88160ec4a85989103307c6daa07.setContent(html_86d09eafbc99490199b2fd83496476a5);
        

        circle_marker_54b56c693c394cd7bae0202f2268de94.bindPopup(popup_7d00b88160ec4a85989103307c6daa07)
        ;

        
    
    
            var circle_marker_e748cb6ab8a84c48898a88555bf7cca3 = L.circleMarker(
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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, "weight": 3}
            ).addTo(map_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_d9114e79a3c5461aa2aba84dd7f0c2c0 = L.popup({"maxWidth": "100%"});

        
            var html_97a905bfc2ea42bdb3261d762258473c = $(`<div id="html_97a905bfc2ea42bdb3261d762258473c" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_d9114e79a3c5461aa2aba84dd7f0c2c0.setContent(html_97a905bfc2ea42bdb3261d762258473c);
        

        circle_marker_e748cb6ab8a84c48898a88555bf7cca3.bindPopup(popup_d9114e79a3c5461aa2aba84dd7f0c2c0)
        ;

        
    
    
            var circle_marker_c855213232734e30b44d2988c5328b28 = L.circleMarker(
                [51.021363353697005, -114.08383539476641],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_b658830d1f104e108b676d88b5b09de3 = L.popup({"maxWidth": "100%"});

        
            var html_5c55f55911204fc796614562a690b588 = $(`<div id="html_5c55f55911204fc796614562a690b588" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_b658830d1f104e108b676d88b5b09de3.setContent(html_5c55f55911204fc796614562a690b588);
        

        circle_marker_c855213232734e30b44d2988c5328b28.bindPopup(popup_b658830d1f104e108b676d88b5b09de3)
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            var circle_marker_92b11bb7a5f640a3ba35897bc1441cc1 = L.circleMarker(
                [51.04072250563095, -114.10714883601082],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_371b20c476124d84b8872819cf512457 = L.popup({"maxWidth": "100%"});

        
            var html_26bde8ff6e4540cb885c461c5f6ee6bd = $(`<div id="html_26bde8ff6e4540cb885c461c5f6ee6bd" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_371b20c476124d84b8872819cf512457.setContent(html_26bde8ff6e4540cb885c461c5f6ee6bd);
        

        circle_marker_92b11bb7a5f640a3ba35897bc1441cc1.bindPopup(popup_371b20c476124d84b8872819cf512457)
        ;

        
    
    
            var circle_marker_1fad948ebb8541a19f8b8ac19b6f609f = L.circleMarker(
                [51.02618614816914, -114.0676326899092],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_b2d32ed736934551900f9c1f1a223ff4 = L.popup({"maxWidth": "100%"});

        
            var html_1b22a15185c54ee5b64cdb328e805638 = $(`<div id="html_1b22a15185c54ee5b64cdb328e805638" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_b2d32ed736934551900f9c1f1a223ff4.setContent(html_1b22a15185c54ee5b64cdb328e805638);
        

        circle_marker_1fad948ebb8541a19f8b8ac19b6f609f.bindPopup(popup_b2d32ed736934551900f9c1f1a223ff4)
        ;

        
    
    
            var circle_marker_e3dc42b695cb40b2884fbef24c4f1e1d = L.circleMarker(
                [51.03393023150099, -114.07489486405636],
                {"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_0a15dafa98254d9faff57169549c6cd1);
        
    
        var popup_e1b3cbd6753740ca900eb8f310879398 = L.popup({"maxWidth": "100%"});

        
            var html_dd1b04ef76d84364b0571e7949681e80 = $(`<div id="html_dd1b04ef76d84364b0571e7949681e80" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_e1b3cbd6753740ca900eb8f310879398.setContent(html_dd1b04ef76d84364b0571e7949681e80);
        

        circle_marker_e3dc42b695cb40b2884fbef24c4f1e1d.bindPopup(popup_e1b3cbd6753740ca900eb8f310879398)
        ;

        
    
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f9580b4f4f0>"
      ]
     },
     "execution_count": 24,
     "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, cluster in zip(downTown_merged['Lat'], downTown_merged['Long'], downTown_merged['Cluster Labels']):\n",
    "    label = folium.Popup(' 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": [
    "<h4>4.3. Analyze Centroids<h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>Category</th>\n",
       "      <th>Long</th>\n",
       "      <th>Total Crime Count</th>\n",
       "      <th>Cluster Labels</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",
       "    <tr>\n",
       "      <th>Community Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ALYTH/BONNYBROOK</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.022482</td>\n",
       "      <td>1303</td>\n",
       "      <td>0</td>\n",
       "      <td>Auto Garage</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCARBORO/ SUNALTA WEST</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.114859</td>\n",
       "      <td>331</td>\n",
       "      <td>0</td>\n",
       "      <td>Moving Target</td>\n",
       "      <td>Auto Garage</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               Category        Long  Total Crime Count  \\\n",
       "Community Name                                                           \n",
       "ALYTH/BONNYBROOK        Social Disorder -114.022482               1303   \n",
       "SCARBORO/ SUNALTA WEST  Social Disorder -114.114859                331   \n",
       "\n",
       "                        Cluster Labels 1st Most Common Venue  \\\n",
       "Community Name                                                 \n",
       "ALYTH/BONNYBROOK                     0           Auto Garage   \n",
       "SCARBORO/ SUNALTA WEST               0         Moving Target   \n",
       "\n",
       "                       2nd Most Common Venue 3rd Most Common Venue  \\\n",
       "Community Name                                                       \n",
       "ALYTH/BONNYBROOK                 Yoga Studio            Food Truck   \n",
       "SCARBORO/ SUNALTA WEST           Auto Garage           Yoga Studio   \n",
       "\n",
       "                       4th Most Common Venue   5th Most Common Venue  \\\n",
       "Community Name                                                         \n",
       "ALYTH/BONNYBROOK                 Golf Course  Gluten-free Restaurant   \n",
       "SCARBORO/ SUNALTA WEST            Food Truck  Gluten-free Restaurant   \n",
       "\n",
       "                       6th Most Common Venue 7th Most Common Venue  \\\n",
       "Community Name                                                       \n",
       "ALYTH/BONNYBROOK                   Gift Shop             Gastropub   \n",
       "SCARBORO/ SUNALTA WEST             Gift Shop             Gastropub   \n",
       "\n",
       "                       8th Most Common Venue   9th Most Common Venue  \\\n",
       "Community Name                                                         \n",
       "ALYTH/BONNYBROOK                 Gas Station  Furniture / Home Store   \n",
       "SCARBORO/ SUNALTA WEST           Gas Station  Furniture / Home Store   \n",
       "\n",
       "                       10th Most Common Venue  \n",
       "Community Name                                 \n",
       "ALYTH/BONNYBROOK           Frozen Yogurt Shop  \n",
       "SCARBORO/ SUNALTA WEST     Frozen Yogurt Shop  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "downTown_merged.loc[downTown_merged['Cluster Labels'] == 0, downTown_merged.columns[[1] + list(range(5, downTown_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\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>Category</th>\n",
       "      <th>Long</th>\n",
       "      <th>Total Crime Count</th>\n",
       "      <th>Cluster Labels</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",
       "    <tr>\n",
       "      <th>Community Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BELTLINE</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.055189</td>\n",
       "      <td>57692</td>\n",
       "      <td>1</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Comedy Club</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Sports Bar</td>\n",
       "      <td>Stadium</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Racetrack</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>New American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOWNTOWN COMMERCIAL CORE</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.069592</td>\n",
       "      <td>46676</td>\n",
       "      <td>1</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRIDGELAND/RIVERSIDE</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.035072</td>\n",
       "      <td>8555</td>\n",
       "      <td>1</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Moving Target</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Train</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gas Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUXEDO PARK</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.061045</td>\n",
       "      <td>4478</td>\n",
       "      <td>1</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KILLARNEY/GLENGARRY</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.131702</td>\n",
       "      <td>5424</td>\n",
       "      <td>1</td>\n",
       "      <td>School</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MOUNT PLEASANT</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.076028</td>\n",
       "      <td>3401</td>\n",
       "      <td>1</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gas Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INGLEWOOD</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.019120</td>\n",
       "      <td>3629</td>\n",
       "      <td>1</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Antique Shop</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BANFF TRAIL</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.115129</td>\n",
       "      <td>4563</td>\n",
       "      <td>1</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Baseball Stadium</td>\n",
       "      <td>Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>High School</td>\n",
       "      <td>Soccer Stadium</td>\n",
       "      <td>Pizza Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MISSION</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.068083</td>\n",
       "      <td>5569</td>\n",
       "      <td>1</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Beer Garden</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HOUNSFIELD HEIGHTS/BRIAR HILL</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.105728</td>\n",
       "      <td>3357</td>\n",
       "      <td>1</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EAU CLAIRE</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.072821</td>\n",
       "      <td>2561</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>New American Restaurant</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RENFREW</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.039176</td>\n",
       "      <td>3818</td>\n",
       "      <td>1</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SOUTH CALGARY</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.102069</td>\n",
       "      <td>3063</td>\n",
       "      <td>1</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PARKHILL</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.065552</td>\n",
       "      <td>1867</td>\n",
       "      <td>1</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Music Store</td>\n",
       "      <td>Comic Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUNNYSIDE</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.079026</td>\n",
       "      <td>3845</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Comic Shop</td>\n",
       "      <td>Burger Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WEST HILLHURST</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.115156</td>\n",
       "      <td>2928</td>\n",
       "      <td>1</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SHAGANAPPI</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.126643</td>\n",
       "      <td>1464</td>\n",
       "      <td>1</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RAMSAY</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.042532</td>\n",
       "      <td>1613</td>\n",
       "      <td>1</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Park</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ST. ANDREWS HEIGHTS</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.127429</td>\n",
       "      <td>1598</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Park</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GREENVIEW</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.057465</td>\n",
       "      <td>1055</td>\n",
       "      <td>1</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Inn</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GREENVIEW INDUSTRIAL PARK</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.049051</td>\n",
       "      <td>674</td>\n",
       "      <td>1</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Hardware Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PARKDALE</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.135337</td>\n",
       "      <td>981</td>\n",
       "      <td>1</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>School</td>\n",
       "      <td>River</td>\n",
       "      <td>Café</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIGHFIELD</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.037201</td>\n",
       "      <td>1034</td>\n",
       "      <td>1</td>\n",
       "      <td>Casino</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bowling Alley</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROSEDALE</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.078197</td>\n",
       "      <td>642</td>\n",
       "      <td>1</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Dive Bar</td>\n",
       "      <td>Rest Area</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MANCHESTER INDUSTRIAL</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.057267</td>\n",
       "      <td>8170</td>\n",
       "      <td>1</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Print Shop</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>School</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Gift Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAMBRIAN HEIGHTS</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.089379</td>\n",
       "      <td>758</td>\n",
       "      <td>1</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOWER MOUNT ROYAL</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.086500</td>\n",
       "      <td>6120</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Park</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINSTON HEIGHTS/MOUNTVIEW</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.041855</td>\n",
       "      <td>3060</td>\n",
       "      <td>1</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIGHLAND PARK</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.062069</td>\n",
       "      <td>3411</td>\n",
       "      <td>1</td>\n",
       "      <td>Indie Theater</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HILLHURST</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.093646</td>\n",
       "      <td>7077</td>\n",
       "      <td>1</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Auto Garage</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRESCENT HEIGHTS</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.061610</td>\n",
       "      <td>6567</td>\n",
       "      <td>1</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Poke Place</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Park</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MANCHESTER</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.066647</td>\n",
       "      <td>2004</td>\n",
       "      <td>1</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bagel Shop</td>\n",
       "      <td>Thrift / Vintage Store</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAPITOL HILL</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.094652</td>\n",
       "      <td>4054</td>\n",
       "      <td>1</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHINATOWN</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.065520</td>\n",
       "      <td>1264</td>\n",
       "      <td>1</td>\n",
       "      <td>Park</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>New American Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POINT MCKAY</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.146146</td>\n",
       "      <td>219</td>\n",
       "      <td>1</td>\n",
       "      <td>Business Service</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Dive Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOWNTOWN EAST VILLAGE</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.050815</td>\n",
       "      <td>9777</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Museum</td>\n",
       "      <td>Hostel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BANKVIEW</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.100489</td>\n",
       "      <td>6324</td>\n",
       "      <td>1</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Lawyer</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRITANNIA</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.086315</td>\n",
       "      <td>361</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Wine Shop</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Park</td>\n",
       "      <td>Kitchen Supply Store</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALTADORE</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.100795</td>\n",
       "      <td>2832</td>\n",
       "      <td>1</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOWNTOWN WEST END</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.087780</td>\n",
       "      <td>4219</td>\n",
       "      <td>1</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Karaoke Bar</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Steakhouse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROSEMONT</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.090043</td>\n",
       "      <td>482</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Park</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINDSOR PARK</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.083552</td>\n",
       "      <td>3017</td>\n",
       "      <td>1</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAYFAIR</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.088959</td>\n",
       "      <td>147</td>\n",
       "      <td>1</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Sculpture Garden</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MEADOWLARK PARK</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.077355</td>\n",
       "      <td>2422</td>\n",
       "      <td>1</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>QUEENS PARK VILLAGE</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.077609</td>\n",
       "      <td>320</td>\n",
       "      <td>1</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gluten-free Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUNALTA</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.101468</td>\n",
       "      <td>7263</td>\n",
       "      <td>1</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Record Shop</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEL-AIRE</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.088941</td>\n",
       "      <td>132</td>\n",
       "      <td>1</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RICHMOND</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.118422</td>\n",
       "      <td>2414</td>\n",
       "      <td>1</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ELBOW PARK</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.083835</td>\n",
       "      <td>1148</td>\n",
       "      <td>1</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCARBORO</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.107149</td>\n",
       "      <td>542</td>\n",
       "      <td>1</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROXBORO</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-114.067633</td>\n",
       "      <td>200</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CLIFF BUNGALOW</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-114.074895</td>\n",
       "      <td>5888</td>\n",
       "      <td>1</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Category        Long  \\\n",
       "Community Name                                                 \n",
       "BELTLINE                         Social Disorder -114.055189   \n",
       "DOWNTOWN COMMERCIAL CORE         Social Disorder -114.069592   \n",
       "BRIDGELAND/RIVERSIDE             Social Disorder -114.035072   \n",
       "TUXEDO PARK                      Social Disorder -114.061045   \n",
       "KILLARNEY/GLENGARRY              Social Disorder -114.131702   \n",
       "MOUNT PLEASANT                   Social Disorder -114.076028   \n",
       "INGLEWOOD                        Social Disorder -114.019120   \n",
       "BANFF TRAIL                      Social Disorder -114.115129   \n",
       "MISSION                          Social Disorder -114.068083   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL    Social Disorder -114.105728   \n",
       "EAU CLAIRE                       Social Disorder -114.072821   \n",
       "RENFREW                          Social Disorder -114.039176   \n",
       "SOUTH CALGARY                    Social Disorder -114.102069   \n",
       "PARKHILL                         Social Disorder -114.065552   \n",
       "SUNNYSIDE                        Social Disorder -114.079026   \n",
       "WEST HILLHURST                   Social Disorder -114.115156   \n",
       "SHAGANAPPI                       Social Disorder -114.126643   \n",
       "RAMSAY                           Social Disorder -114.042532   \n",
       "ST. ANDREWS HEIGHTS              Social Disorder -114.127429   \n",
       "GREENVIEW                        Social Disorder -114.057465   \n",
       "GREENVIEW INDUSTRIAL PARK        Social Disorder -114.049051   \n",
       "PARKDALE                         Social Disorder -114.135337   \n",
       "HIGHFIELD                        Social Disorder -114.037201   \n",
       "ROSEDALE                         Social Disorder -114.078197   \n",
       "MANCHESTER INDUSTRIAL          Physical Disorder -114.057267   \n",
       "CAMBRIAN HEIGHTS                 Social Disorder -114.089379   \n",
       "LOWER MOUNT ROYAL              Physical Disorder -114.086500   \n",
       "WINSTON HEIGHTS/MOUNTVIEW      Physical Disorder -114.041855   \n",
       "HIGHLAND PARK                  Physical Disorder -114.062069   \n",
       "HILLHURST                      Physical Disorder -114.093646   \n",
       "CRESCENT HEIGHTS               Physical Disorder -114.061610   \n",
       "MANCHESTER                     Physical Disorder -114.066647   \n",
       "CAPITOL HILL                   Physical Disorder -114.094652   \n",
       "CHINATOWN                      Physical Disorder -114.065520   \n",
       "POINT MCKAY                      Social Disorder -114.146146   \n",
       "DOWNTOWN EAST VILLAGE          Physical Disorder -114.050815   \n",
       "BANKVIEW                       Physical Disorder -114.100489   \n",
       "BRITANNIA                        Social Disorder -114.086315   \n",
       "ALTADORE                       Physical Disorder -114.100795   \n",
       "DOWNTOWN WEST END              Physical Disorder -114.087780   \n",
       "ROSEMONT                         Social Disorder -114.090043   \n",
       "WINDSOR PARK                   Physical Disorder -114.083552   \n",
       "MAYFAIR                          Social Disorder -114.088959   \n",
       "MEADOWLARK PARK                Physical Disorder -114.077355   \n",
       "QUEENS PARK VILLAGE            Physical Disorder -114.077609   \n",
       "SUNALTA                        Physical Disorder -114.101468   \n",
       "BEL-AIRE                         Social Disorder -114.088941   \n",
       "RICHMOND                       Physical Disorder -114.118422   \n",
       "ELBOW PARK                     Physical Disorder -114.083835   \n",
       "SCARBORO                       Physical Disorder -114.107149   \n",
       "ROXBORO                          Social Disorder -114.067633   \n",
       "CLIFF BUNGALOW                 Physical Disorder -114.074895   \n",
       "\n",
       "                               Total Crime Count  Cluster Labels  \\\n",
       "Community Name                                                     \n",
       "BELTLINE                                   57692               1   \n",
       "DOWNTOWN COMMERCIAL CORE                   46676               1   \n",
       "BRIDGELAND/RIVERSIDE                        8555               1   \n",
       "TUXEDO PARK                                 4478               1   \n",
       "KILLARNEY/GLENGARRY                         5424               1   \n",
       "MOUNT PLEASANT                              3401               1   \n",
       "INGLEWOOD                                   3629               1   \n",
       "BANFF TRAIL                                 4563               1   \n",
       "MISSION                                     5569               1   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL               3357               1   \n",
       "EAU CLAIRE                                  2561               1   \n",
       "RENFREW                                     3818               1   \n",
       "SOUTH CALGARY                               3063               1   \n",
       "PARKHILL                                    1867               1   \n",
       "SUNNYSIDE                                   3845               1   \n",
       "WEST HILLHURST                              2928               1   \n",
       "SHAGANAPPI                                  1464               1   \n",
       "RAMSAY                                      1613               1   \n",
       "ST. ANDREWS HEIGHTS                         1598               1   \n",
       "GREENVIEW                                   1055               1   \n",
       "GREENVIEW INDUSTRIAL PARK                    674               1   \n",
       "PARKDALE                                     981               1   \n",
       "HIGHFIELD                                   1034               1   \n",
       "ROSEDALE                                     642               1   \n",
       "MANCHESTER INDUSTRIAL                       8170               1   \n",
       "CAMBRIAN HEIGHTS                             758               1   \n",
       "LOWER MOUNT ROYAL                           6120               1   \n",
       "WINSTON HEIGHTS/MOUNTVIEW                   3060               1   \n",
       "HIGHLAND PARK                               3411               1   \n",
       "HILLHURST                                   7077               1   \n",
       "CRESCENT HEIGHTS                            6567               1   \n",
       "MANCHESTER                                  2004               1   \n",
       "CAPITOL HILL                                4054               1   \n",
       "CHINATOWN                                   1264               1   \n",
       "POINT MCKAY                                  219               1   \n",
       "DOWNTOWN EAST VILLAGE                       9777               1   \n",
       "BANKVIEW                                    6324               1   \n",
       "BRITANNIA                                    361               1   \n",
       "ALTADORE                                    2832               1   \n",
       "DOWNTOWN WEST END                           4219               1   \n",
       "ROSEMONT                                     482               1   \n",
       "WINDSOR PARK                                3017               1   \n",
       "MAYFAIR                                      147               1   \n",
       "MEADOWLARK PARK                             2422               1   \n",
       "QUEENS PARK VILLAGE                          320               1   \n",
       "SUNALTA                                     7263               1   \n",
       "BEL-AIRE                                     132               1   \n",
       "RICHMOND                                    2414               1   \n",
       "ELBOW PARK                                  1148               1   \n",
       "SCARBORO                                     542               1   \n",
       "ROXBORO                                      200               1   \n",
       "CLIFF BUNGALOW                              5888               1   \n",
       "\n",
       "                                    1st Most Common Venue  \\\n",
       "Community Name                                              \n",
       "BELTLINE                                         Pharmacy   \n",
       "DOWNTOWN COMMERCIAL CORE                       Restaurant   \n",
       "BRIDGELAND/RIVERSIDE                     Sushi Restaurant   \n",
       "TUXEDO PARK                            Italian Restaurant   \n",
       "KILLARNEY/GLENGARRY                                School   \n",
       "MOUNT PLEASANT                                  Gastropub   \n",
       "INGLEWOOD                                     Gas Station   \n",
       "BANFF TRAIL                                Ice Cream Shop   \n",
       "MISSION                                            Bakery   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL                 Yoga Studio   \n",
       "EAU CLAIRE                                           Café   \n",
       "RENFREW                        Construction & Landscaping   \n",
       "SOUTH CALGARY                              Sandwich Place   \n",
       "PARKHILL                             Fast Food Restaurant   \n",
       "SUNNYSIDE                                            Café   \n",
       "WEST HILLHURST                                  Gift Shop   \n",
       "SHAGANAPPI                                    Golf Course   \n",
       "RAMSAY                                      Grocery Store   \n",
       "ST. ANDREWS HEIGHTS                                  Café   \n",
       "GREENVIEW                                     Gas Station   \n",
       "GREENVIEW INDUSTRIAL PARK              Italian Restaurant   \n",
       "PARKDALE                                   Ice Cream Shop   \n",
       "HIGHFIELD                                          Casino   \n",
       "ROSEDALE                                     Home Service   \n",
       "MANCHESTER INDUSTRIAL                 American Restaurant   \n",
       "CAMBRIAN HEIGHTS                           Sandwich Place   \n",
       "LOWER MOUNT ROYAL                             Coffee Shop   \n",
       "WINSTON HEIGHTS/MOUNTVIEW                     Golf Course   \n",
       "HIGHLAND PARK                               Indie Theater   \n",
       "HILLHURST                                Sushi Restaurant   \n",
       "CRESCENT HEIGHTS                           Scenic Lookout   \n",
       "MANCHESTER                                            Pub   \n",
       "CAPITOL HILL                     Mediterranean Restaurant   \n",
       "CHINATOWN                                            Park   \n",
       "POINT MCKAY                              Business Service   \n",
       "DOWNTOWN EAST VILLAGE                         Coffee Shop   \n",
       "BANKVIEW                                      Pizza Place   \n",
       "BRITANNIA                                     Coffee Shop   \n",
       "ALTADORE                                          Dog Run   \n",
       "DOWNTOWN WEST END                                     Pub   \n",
       "ROSEMONT                                      Coffee Shop   \n",
       "WINDSOR PARK                                  Golf Course   \n",
       "MAYFAIR                                    Scenic Lookout   \n",
       "MEADOWLARK PARK                            Clothing Store   \n",
       "QUEENS PARK VILLAGE                 Vietnamese Restaurant   \n",
       "SUNALTA                                      Burger Joint   \n",
       "BEL-AIRE                                   Scenic Lookout   \n",
       "RICHMOND                                    Grocery Store   \n",
       "ELBOW PARK                            Japanese Restaurant   \n",
       "SCARBORO                                     Burger Joint   \n",
       "ROXBORO                                              Café   \n",
       "CLIFF BUNGALOW                                Pizza Place   \n",
       "\n",
       "                               2nd Most Common Venue   3rd Most Common Venue  \\\n",
       "Community Name                                                                 \n",
       "BELTLINE                                      Bakery             Comedy Club   \n",
       "DOWNTOWN COMMERCIAL CORE                 Coffee Shop                   Hotel   \n",
       "BRIDGELAND/RIVERSIDE                   Moving Target      Italian Restaurant   \n",
       "TUXEDO PARK                       Chinese Restaurant           Grocery Store   \n",
       "KILLARNEY/GLENGARRY                         Pharmacy       Convenience Store   \n",
       "MOUNT PLEASANT                        Breakfast Spot              Restaurant   \n",
       "INGLEWOOD                                      Diner            Antique Shop   \n",
       "BANFF TRAIL                         Baseball Stadium                    Park   \n",
       "MISSION                                  Coffee Shop       French Restaurant   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL            Supermarket                    Bank   \n",
       "EAU CLAIRE                            Sandwich Place                   Hotel   \n",
       "RENFREW                           Athletics & Sports             Coffee Shop   \n",
       "SOUTH CALGARY                                   Pool              Playground   \n",
       "PARKHILL                                     Brewery     American Restaurant   \n",
       "SUNNYSIDE                                       Bank               Gastropub   \n",
       "WEST HILLHURST                    Italian Restaurant  Furniture / Home Store   \n",
       "SHAGANAPPI                        Light Rail Station              Food Truck   \n",
       "RAMSAY                            Athletics & Sports                 Brewery   \n",
       "ST. ANDREWS HEIGHTS                      Pizza Place                Pharmacy   \n",
       "GREENVIEW                      Vietnamese Restaurant             Pizza Place   \n",
       "GREENVIEW INDUSTRIAL PARK             Breakfast Spot          Hardware Store   \n",
       "PARKDALE                                  Hobby Shop          Sandwich Place   \n",
       "HIGHFIELD                                    Brewery           Bowling Alley   \n",
       "ROSEDALE                                    Dive Bar               Rest Area   \n",
       "MANCHESTER INDUSTRIAL            Empanada Restaurant              Print Shop   \n",
       "CAMBRIAN HEIGHTS                         Coffee Shop        Asian Restaurant   \n",
       "LOWER MOUNT ROYAL                           Pharmacy   Vietnamese Restaurant   \n",
       "WINSTON HEIGHTS/MOUNTVIEW                    Dog Run      Athletics & Sports   \n",
       "HIGHLAND PARK                         Ice Cream Shop             Golf Course   \n",
       "HILLHURST                                Yoga Studio     Japanese Restaurant   \n",
       "CRESCENT HEIGHTS                          Poke Place             Pizza Place   \n",
       "MANCHESTER                       Rental Car Location           Grocery Store   \n",
       "CAPITOL HILL                      Athletics & Sports             Cheese Shop   \n",
       "CHINATOWN                                      Hotel             Coffee Shop   \n",
       "POINT MCKAY                                      Spa    Gym / Fitness Center   \n",
       "DOWNTOWN EAST VILLAGE                    Music Venue              Food Truck   \n",
       "BANKVIEW                                      Lawyer             Candy Store   \n",
       "BRITANNIA                                  Wine Shop                 Dog Run   \n",
       "ALTADORE                                         Pub          Massage Studio   \n",
       "DOWNTOWN WEST END                     Sandwich Place             Pizza Place   \n",
       "ROSEMONT                                 Pizza Place                Pharmacy   \n",
       "WINDSOR PARK                              Restaurant                Pharmacy   \n",
       "MAYFAIR                               Clothing Store        Sculpture Garden   \n",
       "MEADOWLARK PARK                          Coffee Shop       Electronics Store   \n",
       "QUEENS PARK VILLAGE                              Bar       Convenience Store   \n",
       "SUNALTA                                   Hobby Shop             Record Shop   \n",
       "BEL-AIRE                              Clothing Store              Food Court   \n",
       "RICHMOND                                  Playground             Pizza Place   \n",
       "ELBOW PARK                         Health Food Store             Yoga Studio   \n",
       "SCARBORO                                  Hobby Shop           Deli / Bodega   \n",
       "ROXBORO                                        Trail             Yoga Studio   \n",
       "CLIFF BUNGALOW                            Restaurant       French Restaurant   \n",
       "\n",
       "                                4th Most Common Venue  \\\n",
       "Community Name                                          \n",
       "BELTLINE                                   Restaurant   \n",
       "DOWNTOWN COMMERCIAL CORE                          Pub   \n",
       "BRIDGELAND/RIVERSIDE                    Grocery Store   \n",
       "TUXEDO PARK                                       Pub   \n",
       "KILLARNEY/GLENGARRY                      Home Service   \n",
       "MOUNT PLEASANT                      Korean Restaurant   \n",
       "INGLEWOOD                                  Food Truck   \n",
       "BANFF TRAIL                               Coffee Shop   \n",
       "MISSION                          Gym / Fitness Center   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL                     Bar   \n",
       "EAU CLAIRE                                Coffee Shop   \n",
       "RENFREW                                    Food Truck   \n",
       "SOUTH CALGARY                      Athletics & Sports   \n",
       "PARKHILL                             Sushi Restaurant   \n",
       "SUNNYSIDE                               Grocery Store   \n",
       "WEST HILLHURST                            Pizza Place   \n",
       "SHAGANAPPI                     Gluten-free Restaurant   \n",
       "RAMSAY                                 Breakfast Spot   \n",
       "ST. ANDREWS HEIGHTS                              Park   \n",
       "GREENVIEW                                         Pub   \n",
       "GREENVIEW INDUSTRIAL PARK      Furniture / Home Store   \n",
       "PARKDALE                           Chinese Restaurant   \n",
       "HIGHFIELD                                 Coffee Shop   \n",
       "ROSEDALE                       Gluten-free Restaurant   \n",
       "MANCHESTER INDUSTRIAL                         Brewery   \n",
       "CAMBRIAN HEIGHTS                          Pizza Place   \n",
       "LOWER MOUNT ROYAL                  Mexican Restaurant   \n",
       "WINSTON HEIGHTS/MOUNTVIEW                 Yoga Studio   \n",
       "HIGHLAND PARK                             Coffee Shop   \n",
       "HILLHURST                                        Park   \n",
       "CRESCENT HEIGHTS                   Athletics & Sports   \n",
       "MANCHESTER                                 Restaurant   \n",
       "CAPITOL HILL                              Yoga Studio   \n",
       "CHINATOWN                          Chinese Restaurant   \n",
       "POINT MCKAY                               Golf Course   \n",
       "DOWNTOWN EAST VILLAGE                           Hotel   \n",
       "BANKVIEW                                Grocery Store   \n",
       "BRITANNIA                              Ice Cream Shop   \n",
       "ALTADORE                               Ice Cream Shop   \n",
       "DOWNTOWN WEST END                         Coffee Shop   \n",
       "ROSEMONT                                         Park   \n",
       "WINDSOR PARK                             Home Service   \n",
       "MAYFAIR                                   Yoga Studio   \n",
       "MEADOWLARK PARK                              Boutique   \n",
       "QUEENS PARK VILLAGE                       Yoga Studio   \n",
       "SUNALTA                                  Dance Studio   \n",
       "BEL-AIRE                                    Gift Shop   \n",
       "RICHMOND                                  Yoga Studio   \n",
       "ELBOW PARK                                 Food Court   \n",
       "SCARBORO                                   Playground   \n",
       "ROXBORO                                    Food Court   \n",
       "CLIFF BUNGALOW                                 Bakery   \n",
       "\n",
       "                                     5th Most Common Venue  \\\n",
       "Community Name                                               \n",
       "BELTLINE                                        Sports Bar   \n",
       "DOWNTOWN COMMERCIAL CORE                    Sandwich Place   \n",
       "BRIDGELAND/RIVERSIDE                         Deli / Bodega   \n",
       "TUXEDO PARK                                       Tea Room   \n",
       "KILLARNEY/GLENGARRY                             Hobby Shop   \n",
       "MOUNT PLEASANT                           Convenience Store   \n",
       "INGLEWOOD                                      Golf Course   \n",
       "BANFF TRAIL                             Seafood Restaurant   \n",
       "MISSION                                        Yoga Studio   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL                         Café   \n",
       "EAU CLAIRE                                             Pub   \n",
       "RENFREW                             Gluten-free Restaurant   \n",
       "SOUTH CALGARY                               Breakfast Spot   \n",
       "PARKHILL                                              Park   \n",
       "SUNNYSIDE                                              Gym   \n",
       "WEST HILLHURST                               Deli / Bodega   \n",
       "SHAGANAPPI                                       Gift Shop   \n",
       "RAMSAY                                                Park   \n",
       "ST. ANDREWS HEIGHTS                            Yoga Studio   \n",
       "GREENVIEW                                              Inn   \n",
       "GREENVIEW INDUSTRIAL PARK       Construction & Landscaping   \n",
       "PARKDALE                                       Coffee Shop   \n",
       "HIGHFIELD                                      Yoga Studio   \n",
       "ROSEDALE                                              Park   \n",
       "MANCHESTER INDUSTRIAL                               School   \n",
       "CAMBRIAN HEIGHTS                                  Pharmacy   \n",
       "LOWER MOUNT ROYAL                           Ice Cream Shop   \n",
       "WINSTON HEIGHTS/MOUNTVIEW                French Restaurant   \n",
       "HIGHLAND PARK                                  Yoga Studio   \n",
       "HILLHURST                               Chinese Restaurant   \n",
       "CRESCENT HEIGHTS                                       Pub   \n",
       "MANCHESTER                                      Bagel Shop   \n",
       "CAPITOL HILL                             French Restaurant   \n",
       "CHINATOWN                                             Café   \n",
       "POINT MCKAY                    Eastern European Restaurant   \n",
       "DOWNTOWN EAST VILLAGE                            BBQ Joint   \n",
       "BANKVIEW                                       Coffee Shop   \n",
       "BRITANNIA                                    Shopping Mall   \n",
       "ALTADORE                                        Playground   \n",
       "DOWNTOWN WEST END                              Karaoke Bar   \n",
       "ROSEMONT                                      Liquor Store   \n",
       "WINDSOR PARK                   Eastern European Restaurant   \n",
       "MAYFAIR                                          Gastropub   \n",
       "MEADOWLARK PARK                       Fast Food Restaurant   \n",
       "QUEENS PARK VILLAGE                 Gluten-free Restaurant   \n",
       "SUNALTA                                          Gift Shop   \n",
       "BEL-AIRE                                         Gastropub   \n",
       "RICHMOND                                        Food Truck   \n",
       "ELBOW PARK                                       Gift Shop   \n",
       "SCARBORO                                         Gift Shop   \n",
       "ROXBORO                                          Gift Shop   \n",
       "CLIFF BUNGALOW                                 Coffee Shop   \n",
       "\n",
       "                                  6th Most Common Venue  \\\n",
       "Community Name                                            \n",
       "BELTLINE                                        Stadium   \n",
       "DOWNTOWN COMMERCIAL CORE       Mediterranean Restaurant   \n",
       "BRIDGELAND/RIVERSIDE                              Train   \n",
       "TUXEDO PARK                          Dim Sum Restaurant   \n",
       "KILLARNEY/GLENGARRY                         Yoga Studio   \n",
       "MOUNT PLEASANT                             Hockey Arena   \n",
       "INGLEWOOD                        Gluten-free Restaurant   \n",
       "BANFF TRAIL                                Liquor Store   \n",
       "MISSION                             Sporting Goods Shop   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL               Coffee Shop   \n",
       "EAU CLAIRE                                          Gym   \n",
       "RENFREW                                       Gift Shop   \n",
       "SOUTH CALGARY                                Food Court   \n",
       "PARKHILL                              Convenience Store   \n",
       "SUNNYSIDE                            Seafood Restaurant   \n",
       "WEST HILLHURST                                Pet Store   \n",
       "SHAGANAPPI                                    Gastropub   \n",
       "RAMSAY                                       Restaurant   \n",
       "ST. ANDREWS HEIGHTS                          Food Court   \n",
       "GREENVIEW                           Rental Car Location   \n",
       "GREENVIEW INDUSTRIAL PARK                  Gourmet Shop   \n",
       "PARKDALE                                         School   \n",
       "HIGHFIELD                                  Gourmet Shop   \n",
       "ROSEDALE                                     Food Court   \n",
       "MANCHESTER INDUSTRIAL                               Spa   \n",
       "CAMBRIAN HEIGHTS                              Pet Store   \n",
       "LOWER MOUNT ROYAL                                 Diner   \n",
       "WINSTON HEIGHTS/MOUNTVIEW        Gluten-free Restaurant   \n",
       "HIGHLAND PARK                                Food Truck   \n",
       "HILLHURST                                           Pub   \n",
       "CRESCENT HEIGHTS                                   Park   \n",
       "MANCHESTER                       Thrift / Vintage Store   \n",
       "CAPITOL HILL                     Gluten-free Restaurant   \n",
       "CHINATOWN                                           Pub   \n",
       "POINT MCKAY                          Frozen Yogurt Shop   \n",
       "DOWNTOWN EAST VILLAGE                            Bakery   \n",
       "BANKVIEW                                    Yoga Studio   \n",
       "BRITANNIA                                          Park   \n",
       "ALTADORE                                            Spa   \n",
       "DOWNTOWN WEST END                        Breakfast Spot   \n",
       "ROSEMONT                                 Sandwich Place   \n",
       "WINDSOR PARK                                 Food Court   \n",
       "MAYFAIR                                     Gas Station   \n",
       "MEADOWLARK PARK                          Cosmetics Shop   \n",
       "QUEENS PARK VILLAGE                           Gift Shop   \n",
       "SUNALTA                                       Gastropub   \n",
       "BEL-AIRE                                    Gas Station   \n",
       "RICHMOND                                      Gift Shop   \n",
       "ELBOW PARK                                    Gastropub   \n",
       "SCARBORO                                      Gastropub   \n",
       "ROXBORO                                       Gastropub   \n",
       "CLIFF BUNGALOW                     Gym / Fitness Center   \n",
       "\n",
       "                                7th Most Common Venue  \\\n",
       "Community Name                                          \n",
       "BELTLINE                                  Music Venue   \n",
       "DOWNTOWN COMMERCIAL CORE                          Bar   \n",
       "BRIDGELAND/RIVERSIDE             Gym / Fitness Center   \n",
       "TUXEDO PARK                         Convenience Store   \n",
       "KILLARNEY/GLENGARRY                         Gastropub   \n",
       "MOUNT PLEASANT                            Yoga Studio   \n",
       "INGLEWOOD                                   Gift Shop   \n",
       "BANFF TRAIL                                Steakhouse   \n",
       "MISSION                                   Beer Garden   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL            Dance Studio   \n",
       "EAU CLAIRE                                 Restaurant   \n",
       "RENFREW                                     Gastropub   \n",
       "SOUTH CALGARY                               Gastropub   \n",
       "PARKHILL                                  Music Store   \n",
       "SUNNYSIDE                                Liquor Store   \n",
       "WEST HILLHURST                      Convenience Store   \n",
       "SHAGANAPPI                                Gas Station   \n",
       "RAMSAY                              Convenience Store   \n",
       "ST. ANDREWS HEIGHTS                         Gastropub   \n",
       "GREENVIEW                           Convenience Store   \n",
       "GREENVIEW INDUSTRIAL PARK           French Restaurant   \n",
       "PARKDALE                                        River   \n",
       "HIGHFIELD                      Gluten-free Restaurant   \n",
       "ROSEDALE                                    Gastropub   \n",
       "MANCHESTER INDUSTRIAL               Electronics Store   \n",
       "CAMBRIAN HEIGHTS                        Grocery Store   \n",
       "LOWER MOUNT ROYAL                                Park   \n",
       "WINSTON HEIGHTS/MOUNTVIEW                   Gift Shop   \n",
       "HIGHLAND PARK                               Gift Shop   \n",
       "HILLHURST                                 Auto Garage   \n",
       "CRESCENT HEIGHTS                                Trail   \n",
       "MANCHESTER                                 Smoke Shop   \n",
       "CAPITOL HILL                                Gift Shop   \n",
       "CHINATOWN                        Gym / Fitness Center   \n",
       "POINT MCKAY                    Gluten-free Restaurant   \n",
       "DOWNTOWN EAST VILLAGE              Light Rail Station   \n",
       "BANKVIEW                                    Gift Shop   \n",
       "BRITANNIA                        Kitchen Supply Store   \n",
       "ALTADORE                                   Food Truck   \n",
       "DOWNTOWN WEST END                       Grocery Store   \n",
       "ROSEMONT                                  Yoga Studio   \n",
       "WINDSOR PARK                                Gastropub   \n",
       "MAYFAIR                        Furniture / Home Store   \n",
       "MEADOWLARK PARK                             Bookstore   \n",
       "QUEENS PARK VILLAGE                         Gastropub   \n",
       "SUNALTA                                   Gas Station   \n",
       "BEL-AIRE                       Furniture / Home Store   \n",
       "RICHMOND                                    Gastropub   \n",
       "ELBOW PARK                                Gas Station   \n",
       "SCARBORO                                  Gas Station   \n",
       "ROXBORO                                   Gas Station   \n",
       "CLIFF BUNGALOW                                    Pub   \n",
       "\n",
       "                                     8th Most Common Venue  \\\n",
       "Community Name                                               \n",
       "BELTLINE                                         Racetrack   \n",
       "DOWNTOWN COMMERCIAL CORE               Japanese Restaurant   \n",
       "BRIDGELAND/RIVERSIDE                           Coffee Shop   \n",
       "TUXEDO PARK                                     Restaurant   \n",
       "KILLARNEY/GLENGARRY                            Gas Station   \n",
       "MOUNT PLEASANT                                  Food Truck   \n",
       "INGLEWOOD                                        Gastropub   \n",
       "BANFF TRAIL                                    High School   \n",
       "MISSION                                     Breakfast Spot   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL         Fast Food Restaurant   \n",
       "EAU CLAIRE                     Eastern European Restaurant   \n",
       "RENFREW                                        Gas Station   \n",
       "SOUTH CALGARY                                  Gas Station   \n",
       "PARKHILL                                        Comic Shop   \n",
       "SUNNYSIDE                                      Supermarket   \n",
       "WEST HILLHURST                                  Hobby Shop   \n",
       "SHAGANAPPI                          Furniture / Home Store   \n",
       "RAMSAY                                           Nightclub   \n",
       "ST. ANDREWS HEIGHTS                            Gas Station   \n",
       "GREENVIEW                             Fast Food Restaurant   \n",
       "GREENVIEW INDUSTRIAL PARK           Gluten-free Restaurant   \n",
       "PARKDALE                                              Café   \n",
       "HIGHFIELD                                        Gift Shop   \n",
       "ROSEDALE                                       Gas Station   \n",
       "MANCHESTER INDUSTRIAL                   Frozen Yogurt Shop   \n",
       "CAMBRIAN HEIGHTS                              Liquor Store   \n",
       "LOWER MOUNT ROYAL                      Japanese Restaurant   \n",
       "WINSTON HEIGHTS/MOUNTVIEW                        Gastropub   \n",
       "HIGHLAND PARK                                    Gastropub   \n",
       "HILLHURST                                       Food Truck   \n",
       "CRESCENT HEIGHTS                                      Bank   \n",
       "MANCHESTER                                      Food Court   \n",
       "CAPITOL HILL                                     Gastropub   \n",
       "CHINATOWN                          New American Restaurant   \n",
       "POINT MCKAY                                      Gift Shop   \n",
       "DOWNTOWN EAST VILLAGE                          Supermarket   \n",
       "BANKVIEW                                         Gastropub   \n",
       "BRITANNIA                                             Bank   \n",
       "ALTADORE                                         Gift Shop   \n",
       "DOWNTOWN WEST END                               Skate Park   \n",
       "ROSEMONT                                       Gas Station   \n",
       "WINDSOR PARK                                   Gas Station   \n",
       "MAYFAIR                                 Frozen Yogurt Shop   \n",
       "MEADOWLARK PARK                         Italian Restaurant   \n",
       "QUEENS PARK VILLAGE                            Gas Station   \n",
       "SUNALTA                             Furniture / Home Store   \n",
       "BEL-AIRE                                Frozen Yogurt Shop   \n",
       "RICHMOND                                       Gas Station   \n",
       "ELBOW PARK                          Furniture / Home Store   \n",
       "SCARBORO                            Furniture / Home Store   \n",
       "ROXBORO                             Furniture / Home Store   \n",
       "CLIFF BUNGALOW                                      Lounge   \n",
       "\n",
       "                                   9th Most Common Venue  \\\n",
       "Community Name                                             \n",
       "BELTLINE                                       Nightclub   \n",
       "DOWNTOWN COMMERCIAL CORE                            Café   \n",
       "BRIDGELAND/RIVERSIDE                         Yoga Studio   \n",
       "TUXEDO PARK                                  Coffee Shop   \n",
       "KILLARNEY/GLENGARRY               Furniture / Home Store   \n",
       "MOUNT PLEASANT                                 Gift Shop   \n",
       "INGLEWOOD                         Furniture / Home Store   \n",
       "BANFF TRAIL                               Soccer Stadium   \n",
       "MISSION                                     Burger Joint   \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL                 Food Court   \n",
       "EAU CLAIRE                       New American Restaurant   \n",
       "RENFREW                           Furniture / Home Store   \n",
       "SOUTH CALGARY                     Furniture / Home Store   \n",
       "PARKHILL                                     Coffee Shop   \n",
       "SUNNYSIDE                                     Comic Shop   \n",
       "WEST HILLHURST                              Liquor Store   \n",
       "SHAGANAPPI                            Frozen Yogurt Shop   \n",
       "RAMSAY                                       Yoga Studio   \n",
       "ST. ANDREWS HEIGHTS               Furniture / Home Store   \n",
       "GREENVIEW                               Sushi Restaurant   \n",
       "GREENVIEW INDUSTRIAL PARK                      Gift Shop   \n",
       "PARKDALE                                     Gas Station   \n",
       "HIGHFIELD                                      Gastropub   \n",
       "ROSEDALE                          Furniture / Home Store   \n",
       "MANCHESTER INDUSTRIAL                     Discount Store   \n",
       "CAMBRIAN HEIGHTS                             Gas Station   \n",
       "LOWER MOUNT ROYAL                     Italian Restaurant   \n",
       "WINSTON HEIGHTS/MOUNTVIEW                    Gas Station   \n",
       "HIGHLAND PARK                                Gas Station   \n",
       "HILLHURST                         Gluten-free Restaurant   \n",
       "CRESCENT HEIGHTS                          Sandwich Place   \n",
       "MANCHESTER                                   Gas Station   \n",
       "CAPITOL HILL                                 Gas Station   \n",
       "CHINATOWN                                     Restaurant   \n",
       "POINT MCKAY                                    Gastropub   \n",
       "DOWNTOWN EAST VILLAGE                             Museum   \n",
       "BANKVIEW                                     Gas Station   \n",
       "BRITANNIA                              Food & Drink Shop   \n",
       "ALTADORE                                       Gastropub   \n",
       "DOWNTOWN WEST END                   Gym / Fitness Center   \n",
       "ROSEMONT                          Furniture / Home Store   \n",
       "WINDSOR PARK                      Furniture / Home Store   \n",
       "MAYFAIR                                French Restaurant   \n",
       "MEADOWLARK PARK                               Restaurant   \n",
       "QUEENS PARK VILLAGE               Furniture / Home Store   \n",
       "SUNALTA                               Frozen Yogurt Shop   \n",
       "BEL-AIRE                               French Restaurant   \n",
       "RICHMOND                          Furniture / Home Store   \n",
       "ELBOW PARK                            Frozen Yogurt Shop   \n",
       "SCARBORO                              Frozen Yogurt Shop   \n",
       "ROXBORO                               Frozen Yogurt Shop   \n",
       "CLIFF BUNGALOW                 Latin American Restaurant   \n",
       "\n",
       "                                10th Most Common Venue  \n",
       "Community Name                                          \n",
       "BELTLINE                       New American Restaurant  \n",
       "DOWNTOWN COMMERCIAL CORE           American Restaurant  \n",
       "BRIDGELAND/RIVERSIDE                       Gas Station  \n",
       "TUXEDO PARK                           Greek Restaurant  \n",
       "KILLARNEY/GLENGARRY                 Frozen Yogurt Shop  \n",
       "MOUNT PLEASANT                             Gas Station  \n",
       "INGLEWOOD                           Frozen Yogurt Shop  \n",
       "BANFF TRAIL                                Pizza Place  \n",
       "MISSION                                           Café  \n",
       "HOUNSFIELD HEIGHTS/BRIAR HILL           Ice Cream Shop  \n",
       "EAU CLAIRE                           Indian Restaurant  \n",
       "RENFREW                             Frozen Yogurt Shop  \n",
       "SOUTH CALGARY                       Frozen Yogurt Shop  \n",
       "PARKHILL                            Mexican Restaurant  \n",
       "SUNNYSIDE                                 Burger Joint  \n",
       "WEST HILLHURST                              Food Truck  \n",
       "SHAGANAPPI                           French Restaurant  \n",
       "RAMSAY                               French Restaurant  \n",
       "ST. ANDREWS HEIGHTS                 Frozen Yogurt Shop  \n",
       "GREENVIEW                            Food & Drink Shop  \n",
       "GREENVIEW INDUSTRIAL PARK                    Gastropub  \n",
       "PARKDALE                        Furniture / Home Store  \n",
       "HIGHFIELD                                  Gas Station  \n",
       "ROSEDALE                            Frozen Yogurt Shop  \n",
       "MANCHESTER INDUSTRIAL                        Gift Shop  \n",
       "CAMBRIAN HEIGHTS                Furniture / Home Store  \n",
       "LOWER MOUNT ROYAL                          Pizza Place  \n",
       "WINSTON HEIGHTS/MOUNTVIEW       Furniture / Home Store  \n",
       "HIGHLAND PARK                   Furniture / Home Store  \n",
       "HILLHURST                                    Gift Shop  \n",
       "CRESCENT HEIGHTS                      Sushi Restaurant  \n",
       "MANCHESTER                      Furniture / Home Store  \n",
       "CAPITOL HILL                    Furniture / Home Store  \n",
       "CHINATOWN                               Scenic Lookout  \n",
       "POINT MCKAY                                   Dive Bar  \n",
       "DOWNTOWN EAST VILLAGE                           Hostel  \n",
       "BANKVIEW                        Furniture / Home Store  \n",
       "BRITANNIA                                  Yoga Studio  \n",
       "ALTADORE                                   Gas Station  \n",
       "DOWNTOWN WEST END                           Steakhouse  \n",
       "ROSEMONT                            Frozen Yogurt Shop  \n",
       "WINDSOR PARK                        Frozen Yogurt Shop  \n",
       "MAYFAIR                                     Food Truck  \n",
       "MEADOWLARK PARK                          Women's Store  \n",
       "QUEENS PARK VILLAGE                 Frozen Yogurt Shop  \n",
       "SUNALTA                              French Restaurant  \n",
       "BEL-AIRE                                    Food Truck  \n",
       "RICHMOND                            Frozen Yogurt Shop  \n",
       "ELBOW PARK                           French Restaurant  \n",
       "SCARBORO                             French Restaurant  \n",
       "ROXBORO                              French Restaurant  \n",
       "CLIFF BUNGALOW                       Korean Restaurant  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
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    "downTown_merged.loc[downTown_merged['Cluster Labels'] == 1, downTown_merged.columns[[1] + list(range(5, downTown_merged.shape[1]))]]"
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  {
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   "source": [
    "<h4> Total Crime Count in cluster one: <h4>"
   ]
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  {
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   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "260679"
      ]
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     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
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  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "268014"
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     },
     "execution_count": 28,
     "metadata": {},
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   "execution_count": null,
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   "outputs": [],
   "source": []
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   "execution_count": 29,
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       "                            Category        Long  Total Crime Count  \\\n",
       "Community Name                                                        \n",
       "RIDEAU PARK          Social Disorder -114.074161                273   \n",
       "UPPER MOUNT ROYAL  Physical Disorder -114.085028               1286   \n",
       "ELBOYA             Physical Disorder -114.073620                996   \n",
       "\n",
       "                   Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "Community Name                                                                  \n",
       "RIDEAU PARK                     2                  Park           Golf Course   \n",
       "UPPER MOUNT ROYAL               2                  Park    Athletics & Sports   \n",
       "ELBOYA                          2                  Park           Golf Course   \n",
       "\n",
       "                  3rd Most Common Venue   4th Most Common Venue  \\\n",
       "Community Name                                                    \n",
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       "ELBOYA                        Gift Shop               Gastropub   \n",
       "\n",
       "                  5th Most Common Venue   6th Most Common Venue  \\\n",
       "Community Name                                                    \n",
       "RIDEAU PARK                 Gas Station  Furniture / Home Store   \n",
       "UPPER MOUNT ROYAL             Gift Shop               Gastropub   \n",
       "ELBOYA                      Gas Station  Furniture / Home Store   \n",
       "\n",
       "                  7th Most Common Venue   8th Most Common Venue  \\\n",
       "Community Name                                                    \n",
       "RIDEAU PARK          Frozen Yogurt Shop       French Restaurant   \n",
       "UPPER MOUNT ROYAL           Gas Station  Furniture / Home Store   \n",
       "ELBOYA               Frozen Yogurt Shop       French Restaurant   \n",
       "\n",
       "                  9th Most Common Venue 10th Most Common Venue  \n",
       "Community Name                                                  \n",
       "RIDEAU PARK                  Food Truck             Food Court  \n",
       "UPPER MOUNT ROYAL    Frozen Yogurt Shop      French Restaurant  \n",
       "ELBOYA                       Food Truck             Food Court  "
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     "execution_count": 29,
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    "downTown_merged.loc[downTown_merged['Cluster Labels'] == 2, downTown_merged.columns[[1] + list(range(5, downTown_merged.shape[1]))]]"
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   "cell_type": "code",
   "execution_count": 30,
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       "                         Category        Long  Total Crime Count  \\\n",
       "Community Name                                                     \n",
       "BURNS INDUSTRIAL  Social Disorder -114.039686                812   \n",
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       "Community Name                                             \n",
       "BURNS INDUSTRIAL               3  Furniture / Home Store   \n",
       "\n",
       "                 2nd Most Common Venue 3rd Most Common Venue  \\\n",
       "Community Name                                                 \n",
       "BURNS INDUSTRIAL           Yoga Studio          Gourmet Shop   \n",
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       "                   4th Most Common Venue 5th Most Common Venue  \\\n",
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       "\n",
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       "Community Name                                                 \n",
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    "downTown_merged.loc[downTown_merged['Cluster Labels'] == 3, downTown_merged.columns[[1] + list(range(5, downTown_merged.shape[1]))]]"
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       "                       Category        Long  Total Crime Count  \\\n",
       "Community Name                                                   \n",
       "ERLTON          Social Disorder -114.063147               1211   \n",
       "\n",
       "                Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "Community Name                                                               \n",
       "ERLTON                       4        Breakfast Spot           Yoga Studio   \n",
       "\n",
       "               3rd Most Common Venue 4th Most Common Venue  \\\n",
       "Community Name                                               \n",
       "ERLTON             French Restaurant           Golf Course   \n",
       "\n",
       "                 5th Most Common Venue 6th Most Common Venue  \\\n",
       "Community Name                                                 \n",
       "ERLTON          Gluten-free Restaurant             Gift Shop   \n",
       "\n",
       "               7th Most Common Venue 8th Most Common Venue  \\\n",
       "Community Name                                               \n",
       "ERLTON                     Gastropub           Gas Station   \n",
       "\n",
       "                 9th Most Common Venue 10th Most Common Venue  \n",
       "Community Name                                                 \n",
       "ERLTON          Furniture / Home Store     Frozen Yogurt Shop  "
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    "downTown_merged.loc[downTown_merged['Cluster Labels'] == 4, downTown_merged.columns[[1] + list(range(5, downTown_merged.shape[1]))]]"
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  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
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       "                       Category        Long  Total Crime Count  \\\n",
       "Community Name                                                   \n",
       "HIGHWOOD        Social Disorder -114.079901               1123   \n",
       "\n",
       "                Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "Community Name                                                               \n",
       "HIGHWOOD                     5                Bakery           Yoga Studio   \n",
       "\n",
       "               3rd Most Common Venue 4th Most Common Venue  \\\n",
       "Community Name                                               \n",
       "HIGHWOOD                  Food Truck           Golf Course   \n",
       "\n",
       "                 5th Most Common Venue 6th Most Common Venue  \\\n",
       "Community Name                                                 \n",
       "HIGHWOOD        Gluten-free Restaurant             Gift Shop   \n",
       "\n",
       "               7th Most Common Venue 8th Most Common Venue  \\\n",
       "Community Name                                               \n",
       "HIGHWOOD                   Gastropub           Gas Station   \n",
       "\n",
       "                 9th Most Common Venue 10th Most Common Venue  \n",
       "Community Name                                                 \n",
       "HIGHWOOD        Furniture / Home Store     Frozen Yogurt Shop  "
      ]
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     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "downTown_merged.loc[downTown_merged['Cluster Labels'] == 5, downTown_merged.columns[[1] + list(range(5, downTown_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "southEast = pd.read_csv(\"east.csv\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
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       "      <td>C&amp;C Hauling</td>\n",
       "      <td>51.042490</td>\n",
       "      <td>-113.944358</td>\n",
       "      <td>Business Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PENBROOKE MEADOWS</td>\n",
       "      <td>Royal Canadian Fried Chicken</td>\n",
       "      <td>51.048209</td>\n",
       "      <td>-113.953608</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FOREST LAWN</td>\n",
       "      <td>Dairy Queen</td>\n",
       "      <td>51.037465</td>\n",
       "      <td>-113.968082</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>FOREST LAWN</td>\n",
       "      <td>Indonesian Kitchen</td>\n",
       "      <td>51.037683</td>\n",
       "      <td>-113.977513</td>\n",
       "      <td>Indonesian Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Neighborhood                                  Venue  Venue Latitude  \\\n",
       "0  PENBROOKE MEADOWS  Blue Electrical Services & Technology       51.047145   \n",
       "1  PENBROOKE MEADOWS                            C&C Hauling       51.042490   \n",
       "2  PENBROOKE MEADOWS           Royal Canadian Fried Chicken       51.048209   \n",
       "3        FOREST LAWN                            Dairy Queen       51.037465   \n",
       "4        FOREST LAWN                     Indonesian Kitchen       51.037683   \n",
       "\n",
       "   Venue Longitude              Venue Category  \n",
       "0      -113.948472  Construction & Landscaping  \n",
       "1      -113.944358            Business Service  \n",
       "2      -113.953608         Fried Chicken Joint  \n",
       "3      -113.968082              Ice Cream Shop  \n",
       "4      -113.977513       Indonesian Restaurant  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "east = pd.read_csv(\"east.csv\") \n",
    "east = east.drop_duplicates()\n",
    "east.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-13-f6f581196b4c>:8: FutureWarning: Columnar iteration over characters will be deprecated in future releases.\n",
      "  result['Lat'], result['Long'] = result['Community Center Point'].str.split(',', 1).str\n"
     ]
    }
   ],
   "source": [
    "eastCrimeData = preProcessing(df, 'EAST')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "eastCrimeData.drop(eastCrimeData.loc[eastCrimeData['Resident Count'] == 0].index, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>Sector</th>\n",
       "      <th>Category</th>\n",
       "      <th>Resident Count</th>\n",
       "      <th>Year</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Total Crime Count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Community Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>FOREST LAWN</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>7814</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.037848</td>\n",
       "      <td>-113.971230</td>\n",
       "      <td>18556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOVER</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>10351</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.022463</td>\n",
       "      <td>-113.993151</td>\n",
       "      <td>10010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALBERT PARK/RADISSON HEIGHTS</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>6997</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.044541</td>\n",
       "      <td>-113.996784</td>\n",
       "      <td>9306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PENBROOKE MEADOWS</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>8554</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.045866</td>\n",
       "      <td>-113.947516</td>\n",
       "      <td>7328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERIN WOODS</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>7049</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.021051</td>\n",
       "      <td>-113.967607</td>\n",
       "      <td>3522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SOUTHVIEW</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1805</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.034156</td>\n",
       "      <td>-113.997338</td>\n",
       "      <td>4576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOREST LAWN INDUSTRIAL</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>123</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.027111</td>\n",
       "      <td>-113.956970</td>\n",
       "      <td>2585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RED CARPET</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1594</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.042514</td>\n",
       "      <td>-113.938773</td>\n",
       "      <td>1270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10A</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>648</td>\n",
       "      <td>2012</td>\n",
       "      <td>51.052305</td>\n",
       "      <td>-113.893029</td>\n",
       "      <td>486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10C</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>171</td>\n",
       "      <td>2012</td>\n",
       "      <td>51.026955</td>\n",
       "      <td>-113.888657</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOREST HEIGHTS</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>6496</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.049237</td>\n",
       "      <td>-113.968772</td>\n",
       "      <td>5667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09P</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>120</td>\n",
       "      <td>2018</td>\n",
       "      <td>51.026940</td>\n",
       "      <td>-113.888657</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09O</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>619</td>\n",
       "      <td>2018</td>\n",
       "      <td>51.052305</td>\n",
       "      <td>-113.893029</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>APPLEWOOD PARK</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>6981</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.044982</td>\n",
       "      <td>-113.927858</td>\n",
       "      <td>2571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOOTHILLS</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>317</td>\n",
       "      <td>2019</td>\n",
       "      <td>50.994166</td>\n",
       "      <td>-113.981989</td>\n",
       "      <td>2225</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             Sector           Category  Resident Count  Year  \\\n",
       "Community Name                                                                 \n",
       "FOREST LAWN                    EAST    Social Disorder            7814  2019   \n",
       "DOVER                          EAST    Social Disorder           10351  2019   \n",
       "ALBERT PARK/RADISSON HEIGHTS   EAST    Social Disorder            6997  2019   \n",
       "PENBROOKE MEADOWS              EAST    Social Disorder            8554  2019   \n",
       "ERIN WOODS                     EAST    Social Disorder            7049  2019   \n",
       "SOUTHVIEW                      EAST    Social Disorder            1805  2019   \n",
       "FOREST LAWN INDUSTRIAL         EAST    Social Disorder             123  2019   \n",
       "RED CARPET                     EAST    Social Disorder            1594  2019   \n",
       "10A                            EAST    Social Disorder             648  2012   \n",
       "10C                            EAST  Physical Disorder             171  2012   \n",
       "FOREST HEIGHTS                 EAST  Physical Disorder            6496  2019   \n",
       "09P                            EAST    Social Disorder             120  2018   \n",
       "09O                            EAST  Physical Disorder             619  2018   \n",
       "APPLEWOOD PARK                 EAST  Physical Disorder            6981  2019   \n",
       "FOOTHILLS                      EAST  Physical Disorder             317  2019   \n",
       "\n",
       "                                    Lat        Long  Total Crime Count  \n",
       "Community Name                                                          \n",
       "FOREST LAWN                   51.037848 -113.971230              18556  \n",
       "DOVER                         51.022463 -113.993151              10010  \n",
       "ALBERT PARK/RADISSON HEIGHTS  51.044541 -113.996784               9306  \n",
       "PENBROOKE MEADOWS             51.045866 -113.947516               7328  \n",
       "ERIN WOODS                    51.021051 -113.967607               3522  \n",
       "SOUTHVIEW                     51.034156 -113.997338               4576  \n",
       "FOREST LAWN INDUSTRIAL        51.027111 -113.956970               2585  \n",
       "RED CARPET                    51.042514 -113.938773               1270  \n",
       "10A                           51.052305 -113.893029                486  \n",
       "10C                           51.026955 -113.888657                 86  \n",
       "FOREST HEIGHTS                51.049237 -113.968772               5667  \n",
       "09P                           51.026940 -113.888657                  2  \n",
       "09O                           51.052305 -113.893029                 59  \n",
       "APPLEWOOD PARK                51.044982 -113.927858               2571  \n",
       "FOOTHILLS                     50.994166 -113.981989               2225  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eastCrimeData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(18, 47)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "east_grouped = process(east)\n",
    "east_grouped.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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>09H</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>09P</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10C</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ALBERT PARK/RADISSON HEIGHTS</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Train Station</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>APPLEWOOD PARK</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Park</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Neighborhood  1st Most Common Venue  2nd Most Common Venue  \\\n",
       "0                           09H            Golf Course             Food Truck   \n",
       "1                           09P           Food Service  Vietnamese Restaurant   \n",
       "2                           10C           Food Service  Vietnamese Restaurant   \n",
       "3  ALBERT PARK/RADISSON HEIGHTS  Vietnamese Restaurant     Light Rail Station   \n",
       "4                APPLEWOOD PARK                  Trail           Home Service   \n",
       "\n",
       "   3rd Most Common Venue 4th Most Common Venue       5th Most Common Venue  \\\n",
       "0  Vietnamese Restaurant     Convenience Store                 Gas Station   \n",
       "1      Convenience Store           Golf Course                 Gas Station   \n",
       "2      Convenience Store           Golf Course                 Gas Station   \n",
       "3           Home Service         Train Station                         Bar   \n",
       "4                   Park          Liquor Store  Construction & Landscaping   \n",
       "\n",
       "    6th Most Common Venue 7th Most Common Venue   8th Most Common Venue  \\\n",
       "0  Furniture / Home Store   Fried Chicken Joint            Food Service   \n",
       "1  Furniture / Home Store   Fried Chicken Joint              Food Truck   \n",
       "2  Furniture / Home Store   Fried Chicken Joint              Food Truck   \n",
       "3          Baseball Field           Gas Station      Athletics & Sports   \n",
       "4   Vietnamese Restaurant     Convenience Store  Furniture / Home Store   \n",
       "\n",
       "    9th Most Common Venue 10th Most Common Venue  \n",
       "0    Fast Food Restaurant                  Diner  \n",
       "1    Fast Food Restaurant                  Diner  \n",
       "2    Fast Food Restaurant                  Diner  \n",
       "3  Furniture / Home Store    Fried Chicken Joint  \n",
       "4     Fried Chicken Joint             Food Truck  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neighborhoods_venues_sorted_east = top_venues(east_grouped)\n",
    "neighborhoods_venues_sorted_east.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"seaborn\")\n",
    "Ks = 11\n",
    "mse = np.zeros((Ks-1))\n",
    "downTown_grouped_clustering = east_grouped.drop('Neighborhood', 1)\n",
    "for n in range(1,Ks):\n",
    "    \n",
    "    # set number of clusters\n",
    "    kclusters = n\n",
    "    # run k-means clustering\n",
    "    kmeans = KMeans(n_clusters=kclusters, random_state=0, init = 'random', n_init = 15).fit(downTown_grouped_clustering)\n",
    "    mse[n-1] = kmeans.inertia_\n",
    "\n",
    "plt.plot(range(1,Ks),mse)\n",
    "plt.xlabel(\"Number of clusters\")\n",
    "plt.ylabel(\"MSE\")\n",
    "plt.title(\"K selection\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2, 0, 0, 2, 1, 2, 1, 2, 2, 2], dtype=int32)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set number of clusters\n",
    "kclusters = 3\n",
    "\n",
    "east_grouped_clustering = east_grouped.drop('Neighborhood', 1)\n",
    "\n",
    "# run k-means clustering\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(east_grouped_clustering)\n",
    "\n",
    "# check cluster labels generated for each row in the dataframe\n",
    "kmeans.labels_[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# add clustering labels\n",
    "neighborhoods_venues_sorted_east.insert(0, 'Cluster Labels', kmeans.labels_)\n",
    "\n",
    "east_merged = eastCrimeData\n",
    "\n",
    "# merge toronto_grouped with toronto_data to add latitude/longitude for each neighborhood\n",
    "east_merged = east_merged.join(neighborhoods_venues_sorted_east.set_index('Neighborhood'), on='Community Name')\n",
    "east_merged = east_merged[east_merged['Cluster Labels'].notna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "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>Sector</th>\n",
       "      <th>Category</th>\n",
       "      <th>Resident Count</th>\n",
       "      <th>Year</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Total Crime Count</th>\n",
       "      <th>Cluster Labels</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",
       "    <tr>\n",
       "      <th>Community Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>FOREST LAWN</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>7814</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.037848</td>\n",
       "      <td>-113.971230</td>\n",
       "      <td>18556</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Indonesian Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOVER</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>10351</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.022463</td>\n",
       "      <td>-113.993151</td>\n",
       "      <td>10010</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALBERT PARK/RADISSON HEIGHTS</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>6997</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.044541</td>\n",
       "      <td>-113.996784</td>\n",
       "      <td>9306</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Train Station</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PENBROOKE MEADOWS</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>8554</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.045866</td>\n",
       "      <td>-113.947516</td>\n",
       "      <td>7328</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Business Service</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERIN WOODS</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>7049</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.021051</td>\n",
       "      <td>-113.967607</td>\n",
       "      <td>3522</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SOUTHVIEW</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1805</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.034156</td>\n",
       "      <td>-113.997338</td>\n",
       "      <td>4576</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>National Park</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOREST LAWN INDUSTRIAL</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>123</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.027111</td>\n",
       "      <td>-113.956970</td>\n",
       "      <td>2585</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RED CARPET</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>1594</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.042514</td>\n",
       "      <td>-113.938773</td>\n",
       "      <td>1270</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Business Service</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10C</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>171</td>\n",
       "      <td>2012</td>\n",
       "      <td>51.026955</td>\n",
       "      <td>-113.888657</td>\n",
       "      <td>86</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOREST HEIGHTS</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>6496</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.049237</td>\n",
       "      <td>-113.968772</td>\n",
       "      <td>5667</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09P</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>120</td>\n",
       "      <td>2018</td>\n",
       "      <td>51.026940</td>\n",
       "      <td>-113.888657</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>APPLEWOOD PARK</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>6981</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.044982</td>\n",
       "      <td>-113.927858</td>\n",
       "      <td>2571</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Park</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOOTHILLS</th>\n",
       "      <td>EAST</td>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>317</td>\n",
       "      <td>2019</td>\n",
       "      <td>50.994166</td>\n",
       "      <td>-113.981989</td>\n",
       "      <td>2225</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Taco Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Paper / Office Supplies Store</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             Sector           Category  Resident Count  Year  \\\n",
       "Community Name                                                                 \n",
       "FOREST LAWN                    EAST    Social Disorder            7814  2019   \n",
       "DOVER                          EAST    Social Disorder           10351  2019   \n",
       "ALBERT PARK/RADISSON HEIGHTS   EAST    Social Disorder            6997  2019   \n",
       "PENBROOKE MEADOWS              EAST    Social Disorder            8554  2019   \n",
       "ERIN WOODS                     EAST    Social Disorder            7049  2019   \n",
       "SOUTHVIEW                      EAST    Social Disorder            1805  2019   \n",
       "FOREST LAWN INDUSTRIAL         EAST    Social Disorder             123  2019   \n",
       "RED CARPET                     EAST    Social Disorder            1594  2019   \n",
       "10C                            EAST  Physical Disorder             171  2012   \n",
       "FOREST HEIGHTS                 EAST  Physical Disorder            6496  2019   \n",
       "09P                            EAST    Social Disorder             120  2018   \n",
       "APPLEWOOD PARK                 EAST  Physical Disorder            6981  2019   \n",
       "FOOTHILLS                      EAST  Physical Disorder             317  2019   \n",
       "\n",
       "                                    Lat        Long  Total Crime Count  \\\n",
       "Community Name                                                           \n",
       "FOREST LAWN                   51.037848 -113.971230              18556   \n",
       "DOVER                         51.022463 -113.993151              10010   \n",
       "ALBERT PARK/RADISSON HEIGHTS  51.044541 -113.996784               9306   \n",
       "PENBROOKE MEADOWS             51.045866 -113.947516               7328   \n",
       "ERIN WOODS                    51.021051 -113.967607               3522   \n",
       "SOUTHVIEW                     51.034156 -113.997338               4576   \n",
       "FOREST LAWN INDUSTRIAL        51.027111 -113.956970               2585   \n",
       "RED CARPET                    51.042514 -113.938773               1270   \n",
       "10C                           51.026955 -113.888657                 86   \n",
       "FOREST HEIGHTS                51.049237 -113.968772               5667   \n",
       "09P                           51.026940 -113.888657                  2   \n",
       "APPLEWOOD PARK                51.044982 -113.927858               2571   \n",
       "FOOTHILLS                     50.994166 -113.981989               2225   \n",
       "\n",
       "                              Cluster Labels       1st Most Common Venue  \\\n",
       "Community Name                                                             \n",
       "FOREST LAWN                              2.0       Vietnamese Restaurant   \n",
       "DOVER                                    2.0                Home Service   \n",
       "ALBERT PARK/RADISSON HEIGHTS             2.0       Vietnamese Restaurant   \n",
       "PENBROOKE MEADOWS                        1.0  Construction & Landscaping   \n",
       "ERIN WOODS                               2.0                        Park   \n",
       "SOUTHVIEW                                2.0                 Golf Course   \n",
       "FOREST LAWN INDUSTRIAL                   2.0           Convenience Store   \n",
       "RED CARPET                               2.0       Vietnamese Restaurant   \n",
       "10C                                      0.0                Food Service   \n",
       "FOREST HEIGHTS                           2.0                        Bank   \n",
       "09P                                      0.0                Food Service   \n",
       "APPLEWOOD PARK                           1.0                       Trail   \n",
       "FOOTHILLS                                2.0       Vietnamese Restaurant   \n",
       "\n",
       "                              2nd Most Common Venue  \\\n",
       "Community Name                                        \n",
       "FOREST LAWN                             Pizza Place   \n",
       "DOVER                                Baseball Field   \n",
       "ALBERT PARK/RADISSON HEIGHTS     Light Rail Station   \n",
       "PENBROOKE MEADOWS               Fried Chicken Joint   \n",
       "ERIN WOODS                        Health Food Store   \n",
       "SOUTHVIEW                               Bus Station   \n",
       "FOREST LAWN INDUSTRIAL                 Liquor Store   \n",
       "RED CARPET                                 Tea Room   \n",
       "10C                           Vietnamese Restaurant   \n",
       "FOREST HEIGHTS                         Skating Rink   \n",
       "09P                           Vietnamese Restaurant   \n",
       "APPLEWOOD PARK                         Home Service   \n",
       "FOOTHILLS                                Taco Place   \n",
       "\n",
       "                                   3rd Most Common Venue  \\\n",
       "Community Name                                             \n",
       "FOREST LAWN                               Ice Cream Shop   \n",
       "DOVER                                         Playground   \n",
       "ALBERT PARK/RADISSON HEIGHTS                Home Service   \n",
       "PENBROOKE MEADOWS                       Business Service   \n",
       "ERIN WOODS                    Construction & Landscaping   \n",
       "SOUTHVIEW                                  National Park   \n",
       "FOREST LAWN INDUSTRIAL             Vietnamese Restaurant   \n",
       "RED CARPET                                           Bar   \n",
       "10C                                    Convenience Store   \n",
       "FOREST HEIGHTS                     Vietnamese Restaurant   \n",
       "09P                                    Convenience Store   \n",
       "APPLEWOOD PARK                                      Park   \n",
       "FOOTHILLS                                 Sandwich Place   \n",
       "\n",
       "                              4th Most Common Venue  \\\n",
       "Community Name                                        \n",
       "FOREST LAWN                   Indonesian Restaurant   \n",
       "DOVER                                         Diner   \n",
       "ALBERT PARK/RADISSON HEIGHTS          Train Station   \n",
       "PENBROOKE MEADOWS                 Convenience Store   \n",
       "ERIN WOODS                              Gas Station   \n",
       "SOUTHVIEW                         Convenience Store   \n",
       "FOREST LAWN INDUSTRIAL                  Gas Station   \n",
       "RED CARPET                         Business Service   \n",
       "10C                                     Golf Course   \n",
       "FOREST HEIGHTS                    Convenience Store   \n",
       "09P                                     Golf Course   \n",
       "APPLEWOOD PARK                         Liquor Store   \n",
       "FOOTHILLS                       Japanese Restaurant   \n",
       "\n",
       "                                      5th Most Common Venue  \\\n",
       "Community Name                                                \n",
       "FOREST LAWN                            Fast Food Restaurant   \n",
       "DOVER                                 Vietnamese Restaurant   \n",
       "ALBERT PARK/RADISSON HEIGHTS                            Bar   \n",
       "PENBROOKE MEADOWS                               Golf Course   \n",
       "ERIN WOODS                           Furniture / Home Store   \n",
       "SOUTHVIEW                                       Gas Station   \n",
       "FOREST LAWN INDUSTRIAL               Furniture / Home Store   \n",
       "RED CARPET                                Convenience Store   \n",
       "10C                                             Gas Station   \n",
       "FOREST HEIGHTS                                  Gas Station   \n",
       "09P                                             Gas Station   \n",
       "APPLEWOOD PARK                   Construction & Landscaping   \n",
       "FOOTHILLS                     Paper / Office Supplies Store   \n",
       "\n",
       "                                   6th Most Common Venue  \\\n",
       "Community Name                                             \n",
       "FOREST LAWN                     Mediterranean Restaurant   \n",
       "DOVER                                  Convenience Store   \n",
       "ALBERT PARK/RADISSON HEIGHTS              Baseball Field   \n",
       "PENBROOKE MEADOWS                            Gas Station   \n",
       "ERIN WOODS                           Fried Chicken Joint   \n",
       "SOUTHVIEW                         Furniture / Home Store   \n",
       "FOREST LAWN INDUSTRIAL               Fried Chicken Joint   \n",
       "RED CARPET                                   Gas Station   \n",
       "10C                               Furniture / Home Store   \n",
       "FOREST HEIGHTS                    Furniture / Home Store   \n",
       "09P                               Furniture / Home Store   \n",
       "APPLEWOOD PARK                     Vietnamese Restaurant   \n",
       "FOOTHILLS                     Construction & Landscaping   \n",
       "\n",
       "                               7th Most Common Venue   8th Most Common Venue  \\\n",
       "Community Name                                                                 \n",
       "FOREST LAWN                         Department Store       Convenience Store   \n",
       "DOVER                                    Gas Station  Furniture / Home Store   \n",
       "ALBERT PARK/RADISSON HEIGHTS             Gas Station      Athletics & Sports   \n",
       "PENBROOKE MEADOWS             Furniture / Home Store              Food Truck   \n",
       "ERIN WOODS                                Food Truck            Food Service   \n",
       "SOUTHVIEW                        Fried Chicken Joint              Food Truck   \n",
       "FOREST LAWN INDUSTRIAL                    Food Truck            Food Service   \n",
       "RED CARPET                    Furniture / Home Store     Fried Chicken Joint   \n",
       "10C                              Fried Chicken Joint              Food Truck   \n",
       "FOREST HEIGHTS                   Fried Chicken Joint              Food Truck   \n",
       "09P                              Fried Chicken Joint              Food Truck   \n",
       "APPLEWOOD PARK                     Convenience Store  Furniture / Home Store   \n",
       "FOOTHILLS                     Furniture / Home Store     Fried Chicken Joint   \n",
       "\n",
       "                               9th Most Common Venue 10th Most Common Venue  \n",
       "Community Name                                                               \n",
       "FOREST LAWN                       Chinese Restaurant          Grocery Store  \n",
       "DOVER                            Fried Chicken Joint             Food Truck  \n",
       "ALBERT PARK/RADISSON HEIGHTS  Furniture / Home Store    Fried Chicken Joint  \n",
       "PENBROOKE MEADOWS                       Food Service   Fast Food Restaurant  \n",
       "ERIN WOODS                      Fast Food Restaurant                  Diner  \n",
       "SOUTHVIEW                               Food Service   Fast Food Restaurant  \n",
       "FOREST LAWN INDUSTRIAL          Fast Food Restaurant                  Diner  \n",
       "RED CARPET                                Food Truck           Food Service  \n",
       "10C                             Fast Food Restaurant                  Diner  \n",
       "FOREST HEIGHTS                          Food Service   Fast Food Restaurant  \n",
       "09P                             Fast Food Restaurant                  Diner  \n",
       "APPLEWOOD PARK                   Fried Chicken Joint             Food Truck  \n",
       "FOOTHILLS                                 Food Truck           Food Service  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "east_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "east_merged['Cluster Labels'] = east_merged['Cluster Labels'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
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</body>
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        circle_marker_97c68187b1a74eb6b7d774df1f196e59.bindPopup(popup_233a32f86fd74f498815186c4f964084)
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        circle_marker_6bba25259b254e97918f040beb97cb1f.bindPopup(popup_b94d014536764843b0e82911e1af568d)
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        circle_marker_692e72b364334de39a3e678dc3349b84.bindPopup(popup_1b23ddbd17634df3859cd567afda2c56)
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            var circle_marker_93514bc95b914cf7a8188330ad186c2b = L.circleMarker(
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            var html_8672107560b34dda832abb30dba712e6 = $(`<div id="html_8672107560b34dda832abb30dba712e6" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
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            var circle_marker_1da7b029cd5f4c57a913efd1970d6fbc = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_1cb2bfdfed444f9c8fbed5cfb523a060);
        
    
        var popup_59ad359e5ee84204a5d2fd9fee06582e = L.popup({"maxWidth": "100%"});

        
            var html_4d87b2e2967b40c08a7b3a463c2b2211 = $(`<div id="html_4d87b2e2967b40c08a7b3a463c2b2211" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>`)[0];
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f9580642370>"
      ]
     },
     "execution_count": 45,
     "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, cluster in zip(east_merged['Lat'], east_merged['Long'], east_merged['Cluster Labels']):\n",
    "    label = folium.Popup(' 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": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
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       "      <th>Long</th>\n",
       "      <th>Total Crime Count</th>\n",
       "      <th>Cluster Labels</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",
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       "    <tr>\n",
       "      <th>Community Name</th>\n",
       "      <th></th>\n",
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       "      <td>0</td>\n",
       "      <td>Food Service</td>\n",
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       "      <td>Convenience Store</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09P</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-113.888657</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Category        Long  Total Crime Count  \\\n",
       "Community Name                                                     \n",
       "10C             Physical Disorder -113.888657                 86   \n",
       "09P               Social Disorder -113.888657                  2   \n",
       "\n",
       "                Cluster Labels 1st Most Common Venue  2nd Most Common Venue  \\\n",
       "Community Name                                                                \n",
       "10C                          0          Food Service  Vietnamese Restaurant   \n",
       "09P                          0          Food Service  Vietnamese Restaurant   \n",
       "\n",
       "               3rd Most Common Venue 4th Most Common Venue  \\\n",
       "Community Name                                               \n",
       "10C                Convenience Store           Golf Course   \n",
       "09P                Convenience Store           Golf Course   \n",
       "\n",
       "               5th Most Common Venue   6th Most Common Venue  \\\n",
       "Community Name                                                 \n",
       "10C                      Gas Station  Furniture / Home Store   \n",
       "09P                      Gas Station  Furniture / Home Store   \n",
       "\n",
       "               7th Most Common Venue 8th Most Common Venue  \\\n",
       "Community Name                                               \n",
       "10C              Fried Chicken Joint            Food Truck   \n",
       "09P              Fried Chicken Joint            Food Truck   \n",
       "\n",
       "               9th Most Common Venue 10th Most Common Venue  \n",
       "Community Name                                               \n",
       "10C             Fast Food Restaurant                  Diner  \n",
       "09P             Fast Food Restaurant                  Diner  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
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    "east_merged.loc[east_merged['Cluster Labels'] == 0, east_merged.columns[[1] + list(range(5, east_merged.shape[1]))]]"
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   "execution_count": 47,
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    {
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       "      <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",
       "    <tr>\n",
       "      <th>Community Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>PENBROOKE MEADOWS</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-113.947516</td>\n",
       "      <td>7328</td>\n",
       "      <td>1</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Business Service</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Food Truck</td>\n",
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       "    <tr>\n",
       "      <th>APPLEWOOD PARK</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-113.927858</td>\n",
       "      <td>2571</td>\n",
       "      <td>1</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Park</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Category        Long  Total Crime Count  \\\n",
       "Community Name                                                        \n",
       "PENBROOKE MEADOWS    Social Disorder -113.947516               7328   \n",
       "APPLEWOOD PARK     Physical Disorder -113.927858               2571   \n",
       "\n",
       "                   Cluster Labels       1st Most Common Venue  \\\n",
       "Community Name                                                  \n",
       "PENBROOKE MEADOWS               1  Construction & Landscaping   \n",
       "APPLEWOOD PARK                  1                       Trail   \n",
       "\n",
       "                  2nd Most Common Venue 3rd Most Common Venue  \\\n",
       "Community Name                                                  \n",
       "PENBROOKE MEADOWS   Fried Chicken Joint      Business Service   \n",
       "APPLEWOOD PARK             Home Service                  Park   \n",
       "\n",
       "                  4th Most Common Venue       5th Most Common Venue  \\\n",
       "Community Name                                                        \n",
       "PENBROOKE MEADOWS     Convenience Store                 Golf Course   \n",
       "APPLEWOOD PARK             Liquor Store  Construction & Landscaping   \n",
       "\n",
       "                   6th Most Common Venue   7th Most Common Venue  \\\n",
       "Community Name                                                     \n",
       "PENBROOKE MEADOWS            Gas Station  Furniture / Home Store   \n",
       "APPLEWOOD PARK     Vietnamese Restaurant       Convenience Store   \n",
       "\n",
       "                    8th Most Common Venue 9th Most Common Venue  \\\n",
       "Community Name                                                    \n",
       "PENBROOKE MEADOWS              Food Truck          Food Service   \n",
       "APPLEWOOD PARK     Furniture / Home Store   Fried Chicken Joint   \n",
       "\n",
       "                  10th Most Common Venue  \n",
       "Community Name                            \n",
       "PENBROOKE MEADOWS   Fast Food Restaurant  \n",
       "APPLEWOOD PARK                Food Truck  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "east_merged.loc[east_merged['Cluster Labels'] == 1, east_merged.columns[[1] + list(range(5, east_merged.shape[1]))]]"
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   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Category</th>\n",
       "      <th>Long</th>\n",
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       "      <th>Cluster Labels</th>\n",
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       "      <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",
       "    <tr>\n",
       "      <th>Community Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>FOREST LAWN</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-113.971230</td>\n",
       "      <td>18556</td>\n",
       "      <td>2</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Indonesian Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DOVER</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-113.993151</td>\n",
       "      <td>10010</td>\n",
       "      <td>2</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALBERT PARK/RADISSON HEIGHTS</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-113.996784</td>\n",
       "      <td>9306</td>\n",
       "      <td>2</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Train Station</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERIN WOODS</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-113.967607</td>\n",
       "      <td>3522</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SOUTHVIEW</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-113.997338</td>\n",
       "      <td>4576</td>\n",
       "      <td>2</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>National Park</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOREST LAWN INDUSTRIAL</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-113.956970</td>\n",
       "      <td>2585</td>\n",
       "      <td>2</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RED CARPET</th>\n",
       "      <td>Social Disorder</td>\n",
       "      <td>-113.938773</td>\n",
       "      <td>1270</td>\n",
       "      <td>2</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Business Service</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOREST HEIGHTS</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-113.968772</td>\n",
       "      <td>5667</td>\n",
       "      <td>2</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FOOTHILLS</th>\n",
       "      <td>Physical Disorder</td>\n",
       "      <td>-113.981989</td>\n",
       "      <td>2225</td>\n",
       "      <td>2</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Taco Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Paper / Office Supplies Store</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Food Service</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       Category        Long  \\\n",
       "Community Name                                                \n",
       "FOREST LAWN                     Social Disorder -113.971230   \n",
       "DOVER                           Social Disorder -113.993151   \n",
       "ALBERT PARK/RADISSON HEIGHTS    Social Disorder -113.996784   \n",
       "ERIN WOODS                      Social Disorder -113.967607   \n",
       "SOUTHVIEW                       Social Disorder -113.997338   \n",
       "FOREST LAWN INDUSTRIAL          Social Disorder -113.956970   \n",
       "RED CARPET                      Social Disorder -113.938773   \n",
       "FOREST HEIGHTS                Physical Disorder -113.968772   \n",
       "FOOTHILLS                     Physical Disorder -113.981989   \n",
       "\n",
       "                              Total Crime Count  Cluster Labels  \\\n",
       "Community Name                                                    \n",
       "FOREST LAWN                               18556               2   \n",
       "DOVER                                     10010               2   \n",
       "ALBERT PARK/RADISSON HEIGHTS               9306               2   \n",
       "ERIN WOODS                                 3522               2   \n",
       "SOUTHVIEW                                  4576               2   \n",
       "FOREST LAWN INDUSTRIAL                     2585               2   \n",
       "RED CARPET                                 1270               2   \n",
       "FOREST HEIGHTS                             5667               2   \n",
       "FOOTHILLS                                  2225               2   \n",
       "\n",
       "                              1st Most Common Venue 2nd Most Common Venue  \\\n",
       "Community Name                                                              \n",
       "FOREST LAWN                   Vietnamese Restaurant           Pizza Place   \n",
       "DOVER                                  Home Service        Baseball Field   \n",
       "ALBERT PARK/RADISSON HEIGHTS  Vietnamese Restaurant    Light Rail Station   \n",
       "ERIN WOODS                                     Park     Health Food Store   \n",
       "SOUTHVIEW                               Golf Course           Bus Station   \n",
       "FOREST LAWN INDUSTRIAL            Convenience Store          Liquor Store   \n",
       "RED CARPET                    Vietnamese Restaurant              Tea Room   \n",
       "FOREST HEIGHTS                                 Bank          Skating Rink   \n",
       "FOOTHILLS                     Vietnamese Restaurant            Taco Place   \n",
       "\n",
       "                                   3rd Most Common Venue  \\\n",
       "Community Name                                             \n",
       "FOREST LAWN                               Ice Cream Shop   \n",
       "DOVER                                         Playground   \n",
       "ALBERT PARK/RADISSON HEIGHTS                Home Service   \n",
       "ERIN WOODS                    Construction & Landscaping   \n",
       "SOUTHVIEW                                  National Park   \n",
       "FOREST LAWN INDUSTRIAL             Vietnamese Restaurant   \n",
       "RED CARPET                                           Bar   \n",
       "FOREST HEIGHTS                     Vietnamese Restaurant   \n",
       "FOOTHILLS                                 Sandwich Place   \n",
       "\n",
       "                              4th Most Common Venue  \\\n",
       "Community Name                                        \n",
       "FOREST LAWN                   Indonesian Restaurant   \n",
       "DOVER                                         Diner   \n",
       "ALBERT PARK/RADISSON HEIGHTS          Train Station   \n",
       "ERIN WOODS                              Gas Station   \n",
       "SOUTHVIEW                         Convenience Store   \n",
       "FOREST LAWN INDUSTRIAL                  Gas Station   \n",
       "RED CARPET                         Business Service   \n",
       "FOREST HEIGHTS                    Convenience Store   \n",
       "FOOTHILLS                       Japanese Restaurant   \n",
       "\n",
       "                                      5th Most Common Venue  \\\n",
       "Community Name                                                \n",
       "FOREST LAWN                            Fast Food Restaurant   \n",
       "DOVER                                 Vietnamese Restaurant   \n",
       "ALBERT PARK/RADISSON HEIGHTS                            Bar   \n",
       "ERIN WOODS                           Furniture / Home Store   \n",
       "SOUTHVIEW                                       Gas Station   \n",
       "FOREST LAWN INDUSTRIAL               Furniture / Home Store   \n",
       "RED CARPET                                Convenience Store   \n",
       "FOREST HEIGHTS                                  Gas Station   \n",
       "FOOTHILLS                     Paper / Office Supplies Store   \n",
       "\n",
       "                                   6th Most Common Venue  \\\n",
       "Community Name                                             \n",
       "FOREST LAWN                     Mediterranean Restaurant   \n",
       "DOVER                                  Convenience Store   \n",
       "ALBERT PARK/RADISSON HEIGHTS              Baseball Field   \n",
       "ERIN WOODS                           Fried Chicken Joint   \n",
       "SOUTHVIEW                         Furniture / Home Store   \n",
       "FOREST LAWN INDUSTRIAL               Fried Chicken Joint   \n",
       "RED CARPET                                   Gas Station   \n",
       "FOREST HEIGHTS                    Furniture / Home Store   \n",
       "FOOTHILLS                     Construction & Landscaping   \n",
       "\n",
       "                               7th Most Common Venue   8th Most Common Venue  \\\n",
       "Community Name                                                                 \n",
       "FOREST LAWN                         Department Store       Convenience Store   \n",
       "DOVER                                    Gas Station  Furniture / Home Store   \n",
       "ALBERT PARK/RADISSON HEIGHTS             Gas Station      Athletics & Sports   \n",
       "ERIN WOODS                                Food Truck            Food Service   \n",
       "SOUTHVIEW                        Fried Chicken Joint              Food Truck   \n",
       "FOREST LAWN INDUSTRIAL                    Food Truck            Food Service   \n",
       "RED CARPET                    Furniture / Home Store     Fried Chicken Joint   \n",
       "FOREST HEIGHTS                   Fried Chicken Joint              Food Truck   \n",
       "FOOTHILLS                     Furniture / Home Store     Fried Chicken Joint   \n",
       "\n",
       "                               9th Most Common Venue 10th Most Common Venue  \n",
       "Community Name                                                               \n",
       "FOREST LAWN                       Chinese Restaurant          Grocery Store  \n",
       "DOVER                            Fried Chicken Joint             Food Truck  \n",
       "ALBERT PARK/RADISSON HEIGHTS  Furniture / Home Store    Fried Chicken Joint  \n",
       "ERIN WOODS                      Fast Food Restaurant                  Diner  \n",
       "SOUTHVIEW                               Food Service   Fast Food Restaurant  \n",
       "FOREST LAWN INDUSTRIAL          Fast Food Restaurant                  Diner  \n",
       "RED CARPET                                Food Truck           Food Service  \n",
       "FOREST HEIGHTS                          Food Service   Fast Food Restaurant  \n",
       "FOOTHILLS                                 Food Truck           Food Service  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "east_merged.loc[east_merged['Cluster Labels'] == 2, east_merged.columns[[1] + list(range(5, east_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "57717"
      ]
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     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "east_merged.loc[east_merged['Cluster Labels'] == 2, 'Total Crime Count'].sum()"
   ]
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  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "67704"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "east_merged['Total Crime Count'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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