Week3.3.ipynb

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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Week 3 Assignment (Part 3) \n",
    "\n",
    "### Goals\n",
    "\n",
    "Explore and cluster the neighborhoods in Toronto\n",
    " \n",
    "\n",
    "### Requirements\n",
    "\n",
    "1. Add Markdown cells to **explain** what you decided to do and to **report** any observations you make.\n",
    "2. Generate **maps to visualize** your neighborhoods and how they cluster together."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip3 install folium\n",
    "# !pip3 install sklearn\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import folium\n",
    "import requests\n",
    "from pandas.io.json import json_normalize\n",
    "from sklearn.cluster import KMeans\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0. Load data from file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "<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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode      Borough                            Neighborhood   Latitude  \\\n",
       "0        M1B  Scarborough                          Rouge, Malvern  43.806686   \n",
       "1        M1C  Scarborough  Highland Creek, Rouge Hill, Port Union  43.784535   \n",
       "2        M1E  Scarborough       Guildwood, Morningside, West Hill  43.763573   \n",
       "3        M1G  Scarborough                                  Woburn  43.770992   \n",
       "4        M1H  Scarborough                               Cedarbrae  43.773136   \n",
       "\n",
       "   Longitude  \n",
       "0 -79.194353  \n",
       "1 -79.160497  \n",
       "2 -79.188711  \n",
       "3 -79.216917  \n",
       "4 -79.239476  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neigh_df = pd.read_pickle('3.2.pkl')\n",
    "neigh_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Visualize the whole Toronto neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of Toronto are 43.7032, -79.3832.\n"
     ]
    }
   ],
   "source": [
    "latitude = 43.7032\n",
    "longitude = -79.3832\n",
    "print('The geograpical coordinate of Toronto are {}, {}.'.format(latitude, longitude))"
   ]
  },
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   "execution_count": 200,
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x11c088cf8>"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_map = folium.Map(location=[latitude, longitude], zoom_start=11)\n",
    "\n",
    "for lat, lng, label in zip(neigh_df['Latitude'], neigh_df['Longitude'], neigh_df['Neighborhood']):\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color='blue',\n",
    "        fill=True,\n",
    "        fill_color='#3186cc',\n",
    "        fill_opacity=0.7,\n",
    "        parse_html=False).add_to(toronto_map)  \n",
    "    \n",
    "toronto_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Define FourSquare Credentials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentails:\n",
      "CLIENT_ID: LVQ521WZ0ZVT1LNDBDI4FEC4TH5GTPFUJ3IQT21HTNJN4QUO\n",
      "CLIENT_SECRET:PUZJSH44LO0PW3S5BX4ISNSN1GBPBX0T55NBO4ELRQFTRAUA\n"
     ]
    }
   ],
   "source": [
    "CLIENT_ID = 'LVQ521WZ0ZVT1LNDBDI4FEC4TH5GTPFUJ3IQT21HTNJN4QUO'\n",
    "CLIENT_SECRET = 'PUZJSH44LO0PW3S5BX4ISNSN1GBPBX0T55NBO4ELRQFTRAUA'\n",
    "VERSION = '20180605'\n",
    "\n",
    "print('Your credentails:')\n",
    "print('CLIENT_ID: ' + CLIENT_ID)\n",
    "print('CLIENT_SECRET:' + CLIENT_SECRET)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Explore the Toronto neighborhood"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a method to get all the venues around a specific neighborhood. Note that I did not implement this method.  \n",
    "\n",
    "Credits to lab tutorials made by IBM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getNearbyVenues(names, latitudes, longitudes, radius=500, limit=100):\n",
    "    \n",
    "    venues_list=[]\n",
    "    for name, lat, lng in zip(names, latitudes, longitudes):\n",
    "        \n",
    "        url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
    "            CLIENT_ID, \n",
    "            CLIENT_SECRET, \n",
    "            VERSION, \n",
    "            lat, \n",
    "            lng, \n",
    "            radius, \n",
    "            limit)\n",
    "            \n",
    "        # make the GET request\n",
    "        results = requests.get(url).json()[\"response\"]['groups'][0]['items']\n",
    "        \n",
    "        # return only relevant information for each nearby venue\n",
    "        venues_list.append([(\n",
    "            name, \n",
    "            lat, \n",
    "            lng, \n",
    "            v['venue']['name'], \n",
    "            v['venue']['location']['lat'], \n",
    "            v['venue']['location']['lng'],  \n",
    "            v['venue']['categories'][0]['name']) for v in results])\n",
    "\n",
    "    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n",
    "    nearby_venues.columns = ['Neighborhood', \n",
    "                  'Neighborhood Latitude', \n",
    "                  'Neighborhood Longitude', \n",
    "                  'Venue', \n",
    "                  'Venue Latitude', \n",
    "                  'Venue Longitude', \n",
    "                  'Venue Category']\n",
    "    \n",
    "    return(nearby_venues)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Apply the method above to the whole dataframe to collect all venues in the neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "toronto_venues = getNearbyVenues(names=neigh_df['Neighborhood'],\n",
    "                                 latitudes=neigh_df['Latitude'],\n",
    "                                 longitudes=neigh_df['Longitude'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check the collected dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Our venues dataset includes 2250 venues, each has 7 attributes\n",
      "There are 277 categories in total\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Neighborhood Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
       "      <th>Venue Latitude</th>\n",
       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "      <td>Wendy's</td>\n",
       "      <td>43.807448</td>\n",
       "      <td>-79.199056</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "      <td>Royal Canadian Legion</td>\n",
       "      <td>43.782533</td>\n",
       "      <td>-79.163085</td>\n",
       "      <td>Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "      <td>Affordable Toronto Movers</td>\n",
       "      <td>43.787919</td>\n",
       "      <td>-79.162977</td>\n",
       "      <td>Moving Target</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "      <td>Swiss Chalet Rotisserie &amp; Grill</td>\n",
       "      <td>43.767697</td>\n",
       "      <td>-79.189914</td>\n",
       "      <td>Pizza Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "      <td>G &amp; G Electronics</td>\n",
       "      <td>43.765309</td>\n",
       "      <td>-79.191537</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             Neighborhood  Neighborhood Latitude  \\\n",
       "0                          Rouge, Malvern              43.806686   \n",
       "1  Highland Creek, Rouge Hill, Port Union              43.784535   \n",
       "2  Highland Creek, Rouge Hill, Port Union              43.784535   \n",
       "3       Guildwood, Morningside, West Hill              43.763573   \n",
       "4       Guildwood, Morningside, West Hill              43.763573   \n",
       "\n",
       "   Neighborhood Longitude                            Venue  Venue Latitude  \\\n",
       "0              -79.194353                          Wendy's       43.807448   \n",
       "1              -79.160497            Royal Canadian Legion       43.782533   \n",
       "2              -79.160497        Affordable Toronto Movers       43.787919   \n",
       "3              -79.188711  Swiss Chalet Rotisserie & Grill       43.767697   \n",
       "4              -79.188711                G & G Electronics       43.765309   \n",
       "\n",
       "   Venue Longitude        Venue Category  \n",
       "0       -79.199056  Fast Food Restaurant  \n",
       "1       -79.163085                   Bar  \n",
       "2       -79.162977         Moving Target  \n",
       "3       -79.189914           Pizza Place  \n",
       "4       -79.191537     Electronics Store  "
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Our venues dataset includes\", toronto_venues.shape[0], 'venues, each has', toronto_venues.shape[1], 'attributes')\n",
    "print('There are', len(toronto_venues['Venue Category'].unique()), 'categories in total')\n",
    "toronto_venues.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Construct a feature vector  \n",
    "\n",
    "\n",
    "Let's encode the category data using onehot. **I figured out that there are venues whose category is `Neighborhood`, which cause a big ambiguity in analysis, hence, I rename my Neighborhood column to `NeighborhoodName`**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [],
   "source": [
    "toronto_onehot = pd.get_dummies(toronto_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
    "toronto_onehot.insert(0, 'NeighborhoodName', toronto_venues['Neighborhood'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we need to group by neighborhood to compute the histogram of category for each area. I would like to use sum() instead of average(). Data standardization will come later before inputting to K-Mean."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
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       "      <th>4</th>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 278 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    NeighborhoodName  Accessories Store  \\\n",
       "0                           Adelaide, King, Richmond                  1   \n",
       "1                                          Agincourt                  0   \n",
       "2  Agincourt North, L'Amoreaux East, Milliken, St...                  0   \n",
       "3  Albion Gardens, Beaumond Heights, Humbergate, ...                  0   \n",
       "4                             Alderwood, Long Branch                  0   \n",
       "\n",
       "   Adult Boutique  Afghan Restaurant  Airport  Airport Food Court  \\\n",
       "0               0                  0        0                   0   \n",
       "1               0                  0        0                   0   \n",
       "2               0                  0        0                   0   \n",
       "3               0                  0        0                   0   \n",
       "4               0                  0        0                   0   \n",
       "\n",
       "   Airport Gate  Airport Lounge  Airport Service  Airport Terminal  \\\n",
       "0             0               0                0                 0   \n",
       "1             0               0                0                 0   \n",
       "2             0               0                0                 0   \n",
       "3             0               0                0                 0   \n",
       "4             0               0                0                 0   \n",
       "\n",
       "      ...       Train Station  Vegetarian / Vegan Restaurant  \\\n",
       "0     ...                   0                              1   \n",
       "1     ...                   0                              0   \n",
       "2     ...                   0                              0   \n",
       "3     ...                   0                              0   \n",
       "4     ...                   0                              0   \n",
       "\n",
       "   Video Game Store  Video Store  Vietnamese Restaurant  Warehouse Store  \\\n",
       "0                 0            0                      0                0   \n",
       "1                 0            0                      0                0   \n",
       "2                 0            0                      0                0   \n",
       "3                 0            0                      0                0   \n",
       "4                 0            0                      0                0   \n",
       "\n",
       "   Wine Bar  Wings Joint  Women's Store  Yoga Studio  \n",
       "0         1            0              1            0  \n",
       "1         0            0              0            0  \n",
       "2         0            0              0            0  \n",
       "3         0            0              0            0  \n",
       "4         0            0              0            0  \n",
       "\n",
       "[5 rows x 278 columns]"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_grouped = toronto_onehot.groupby('NeighborhoodName').sum().reset_index()\n",
    "toronto_grouped.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, I want to get the top kind of venues at each neighborhood. Hence, I will need one of the methods provided from the lab tutorials. Again, cerdits to IBM."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "def return_most_common_venues(row, num_top_venues):\n",
    "    row_categories = row.iloc[1:]\n",
    "    row_categories_sorted = row_categories.sort_values(ascending=False)\n",
    "    return row_categories_sorted.index.values[0:num_top_venues]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, I will apply it my data to get the top 10 venue categories for each neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "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>Adelaide, King, Richmond</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Agincourt</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Agincourt North, L'Amoreaux East, Milliken, St...</td>\n",
       "      <td>Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Albion Gardens, Beaumond Heights, Humbergate, ...</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Neighborhood 1st Most Common Venue  \\\n",
       "0                           Adelaide, King, Richmond                  Café   \n",
       "1                                          Agincourt                Lounge   \n",
       "2  Agincourt North, L'Amoreaux East, Milliken, St...                  Park   \n",
       "3  Albion Gardens, Beaumond Heights, Humbergate, ...         Grocery Store   \n",
       "4                             Alderwood, Long Branch           Pizza Place   \n",
       "\n",
       "  2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "0           Coffee Shop            Steakhouse       Thai Restaurant   \n",
       "1          Skating Rink        Clothing Store        Breakfast Spot   \n",
       "2           Coffee Shop            Playground             Drugstore   \n",
       "3   Fried Chicken Joint           Coffee Shop              Pharmacy   \n",
       "4                   Gym                  Pool          Skating Rink   \n",
       "\n",
       "  5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "0   American Restaurant                 Hotel                   Bar   \n",
       "1             Drugstore                 Diner        Discount Store   \n",
       "2    Dim Sum Restaurant                 Diner        Discount Store   \n",
       "3  Fast Food Restaurant           Pizza Place            Beer Store   \n",
       "4           Coffee Shop          Dance Studio              Pharmacy   \n",
       "\n",
       "  8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "0        Cosmetics Shop                   Gym             Restaurant  \n",
       "1               Dog Run      Doner Restaurant             Donut Shop  \n",
       "2               Dog Run      Doner Restaurant             Donut Shop  \n",
       "3        Sandwich Place      Doner Restaurant     Dim Sum Restaurant  \n",
       "4                  Bank                   Pub         Sandwich Place  "
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_top_venues = 10\n",
    "\n",
    "indicators = ['st', 'nd', 'rd']\n",
    "\n",
    "# create columns according to number of top venues\n",
    "columns = ['Neighborhood']\n",
    "for ind in np.arange(num_top_venues):\n",
    "    try:\n",
    "        columns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))\n",
    "    except:\n",
    "        columns.append('{}th Most Common Venue'.format(ind+1))\n",
    "\n",
    "# create a new dataframe\n",
    "neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
    "neighborhoods_venues_sorted['Neighborhood'] = toronto_grouped['NeighborhoodName']\n",
    "\n",
    "for ind in np.arange(toronto_grouped.shape[0]):\n",
    "    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(toronto_grouped.iloc[ind, :], num_top_venues)\n",
    "\n",
    "neighborhoods_venues_sorted.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Clustering using K-Mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [],
   "source": [
    "kclusters = 3\n",
    "X = toronto_grouped.drop('NeighborhoodName', 1).astype(float)\n",
    "X = StandardScaler().fit_transform(X)\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(X)\n",
    "yhat = kmeans.labels_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Merging clustering result with other attributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "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",
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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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "      <td>1</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "      <td>2</td>\n",
       "      <td>Moving Target</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "      <td>2</td>\n",
       "      <td>Medical Center</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "      <td>2</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "      <td>2</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Hakka Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode      Borough                            Neighborhood   Latitude  \\\n",
       "0        M1B  Scarborough                          Rouge, Malvern  43.806686   \n",
       "1        M1C  Scarborough  Highland Creek, Rouge Hill, Port Union  43.784535   \n",
       "2        M1E  Scarborough       Guildwood, Morningside, West Hill  43.763573   \n",
       "3        M1G  Scarborough                                  Woburn  43.770992   \n",
       "4        M1H  Scarborough                               Cedarbrae  43.773136   \n",
       "\n",
       "   Longitude  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "0 -79.194353               1  Fast Food Restaurant           Yoga Studio   \n",
       "1 -79.160497               2         Moving Target                   Bar   \n",
       "2 -79.188711               2        Medical Center   Rental Car Location   \n",
       "3 -79.216917               2           Coffee Shop     Korean Restaurant   \n",
       "4 -79.239476               2    Athletics & Sports      Hakka Restaurant   \n",
       "\n",
       "  3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "0             Drugstore    Dim Sum Restaurant                 Diner   \n",
       "1           Yoga Studio             Drugstore                 Diner   \n",
       "2     Electronics Store           Pizza Place        Breakfast Spot   \n",
       "3           Yoga Studio   Dumpling Restaurant                 Diner   \n",
       "4   Fried Chicken Joint  Caribbean Restaurant       Thai Restaurant   \n",
       "\n",
       "  6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "0        Discount Store               Dog Run      Doner Restaurant   \n",
       "1        Discount Store               Dog Run      Doner Restaurant   \n",
       "2    Mexican Restaurant      Doner Restaurant                 Diner   \n",
       "3        Discount Store               Dog Run      Doner Restaurant   \n",
       "4                Bakery                  Bank            Donut Shop   \n",
       "\n",
       "  9th Most Common Venue 10th Most Common Venue  \n",
       "0            Donut Shop    Dumpling Restaurant  \n",
       "1            Donut Shop    Dumpling Restaurant  \n",
       "2        Discount Store                Dog Run  \n",
       "3            Donut Shop              Drugstore  \n",
       "4        Discount Store                Dog Run  "
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_df = pd.merge(neigh_df, neighborhoods_venues_sorted, on='Neighborhood', how='right')\n",
    "toronto_df.insert(5, 'Cluster Labels', yhat)\n",
    "toronto_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Visualizing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
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            var popup_4475a096d30f44f699eac1369f60bcb0 = L.popup({maxWidth: '300'});

            
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x11bb421d0>"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map\n",
    "map_clusters = folium.Map(location=[latitude, longitude], zoom_start=11)\n",
    "\n",
    "# set color scheme for the clusters\n",
    "x = np.arange(kclusters)\n",
    "ys = [i+x+(i*x)**2 for i in range(kclusters)]\n",
    "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
    "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "\n",
    "# add markers to the map\n",
    "markers_colors = []\n",
    "for lat, lon, poi, cluster in zip(toronto_df['Latitude'], toronto_df['Longitude'], toronto_df['Neighborhood'], toronto_df['Cluster Labels']):\n",
    "    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color=rainbow[cluster-1],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[cluster-1],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**The map might help us more understand the clusters. One can see that there is one featured red circle right at the center, around them are some purple, and the majority are green, covering all over the map.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Examine clusters  \n",
    "\n",
    "So this is the last step, to examine/reflect the actual data with the k-mean clustering results.  \n",
    "Let's look at individual data from each group first!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster #0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>M5S</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbord, University of Toronto</td>\n",
       "      <td>43.662696</td>\n",
       "      <td>-79.400049</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Jazz Club</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PostalCode           Borough                    Neighborhood   Latitude  \\\n",
       "64        M5S  Downtown Toronto  Harbord, University of Toronto  43.662696   \n",
       "\n",
       "    Longitude  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "64 -79.400049               0                  Café             Bookstore   \n",
       "\n",
       "   3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "64   Japanese Restaurant            Restaurant                   Bar   \n",
       "\n",
       "   6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "64                Bakery           Coffee Shop    Chinese Restaurant   \n",
       "\n",
       "   9th Most Common Venue 10th Most Common Venue  \n",
       "64             Jazz Club       Sushi Restaurant  "
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_df[toronto_df['Cluster Labels'] == 0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Clearly, this area is perfectly designed for a univeristy, they have cafe, bookstore, bakery, jazz club, bar, and so on.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster #1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "      <td>1</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M1M</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cliffcrest, Cliffside, Scarborough Village West</td>\n",
       "      <td>43.716316</td>\n",
       "      <td>-79.239476</td>\n",
       "      <td>1</td>\n",
       "      <td>Motel</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M2L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Silver Hills, York Mills</td>\n",
       "      <td>43.757490</td>\n",
       "      <td>-79.374714</td>\n",
       "      <td>1</td>\n",
       "      <td>Cafeteria</td>\n",
       "      <td>Martial Arts Dojo</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M2N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale South</td>\n",
       "      <td>43.770120</td>\n",
       "      <td>-79.408493</td>\n",
       "      <td>1</td>\n",
       "      <td>Ramen Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Indonesian Restaurant</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Hotel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M2R</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale West</td>\n",
       "      <td>43.782736</td>\n",
       "      <td>-79.442259</td>\n",
       "      <td>1</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M3J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Northwood Park, York University</td>\n",
       "      <td>43.767980</td>\n",
       "      <td>-79.487262</td>\n",
       "      <td>1</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>43.725882</td>\n",
       "      <td>-79.315572</td>\n",
       "      <td>1</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Portuguese Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>43.728020</td>\n",
       "      <td>-79.388790</td>\n",
       "      <td>1</td>\n",
       "      <td>Park</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>M4P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville North</td>\n",
       "      <td>43.712751</td>\n",
       "      <td>-79.390197</td>\n",
       "      <td>1</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>General Entertainment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>M4X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Cabbagetown, St. James Town</td>\n",
       "      <td>43.667967</td>\n",
       "      <td>-79.367675</td>\n",
       "      <td>1</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Café</td>\n",
       "      <td>Beer Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>M6M</td>\n",
       "      <td>York</td>\n",
       "      <td>Del Ray, Keelsdale, Mount Dennis, Silverthorn</td>\n",
       "      <td>43.691116</td>\n",
       "      <td>-79.476013</td>\n",
       "      <td>1</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Check Cashing Service</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>M6R</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "      <td>43.648960</td>\n",
       "      <td>-79.456325</td>\n",
       "      <td>1</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Piano Bar</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Burger Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>M6S</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede, Swansea</td>\n",
       "      <td>43.651571</td>\n",
       "      <td>-79.484450</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Food</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Indie Movie Theater</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PostalCode           Borough  \\\n",
       "0         M1B       Scarborough   \n",
       "8         M1M       Scarborough   \n",
       "19        M2L        North York   \n",
       "20        M2N        North York   \n",
       "22        M2R        North York   \n",
       "27        M3J        North York   \n",
       "32        M4A        North York   \n",
       "42        M4N   Central Toronto   \n",
       "43        M4P   Central Toronto   \n",
       "49        M4X  Downtown Toronto   \n",
       "78        M6M              York   \n",
       "81        M6R      West Toronto   \n",
       "82        M6S      West Toronto   \n",
       "\n",
       "                                       Neighborhood   Latitude  Longitude  \\\n",
       "0                                    Rouge, Malvern  43.806686 -79.194353   \n",
       "8   Cliffcrest, Cliffside, Scarborough Village West  43.716316 -79.239476   \n",
       "19                         Silver Hills, York Mills  43.757490 -79.374714   \n",
       "20                                 Willowdale South  43.770120 -79.408493   \n",
       "22                                  Willowdale West  43.782736 -79.442259   \n",
       "27                  Northwood Park, York University  43.767980 -79.487262   \n",
       "32                                 Victoria Village  43.725882 -79.315572   \n",
       "42                                    Lawrence Park  43.728020 -79.388790   \n",
       "43                                 Davisville North  43.712751 -79.390197   \n",
       "49                      Cabbagetown, St. James Town  43.667967 -79.367675   \n",
       "78    Del Ray, Keelsdale, Mount Dennis, Silverthorn  43.691116 -79.476013   \n",
       "81                           Parkdale, Roncesvalles  43.648960 -79.456325   \n",
       "82                               Runnymede, Swansea  43.651571 -79.484450   \n",
       "\n",
       "    Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "0                1  Fast Food Restaurant           Yoga Studio   \n",
       "8                1                 Motel   American Restaurant   \n",
       "19               1             Cafeteria     Martial Arts Dojo   \n",
       "20               1      Ramen Restaurant            Restaurant   \n",
       "22               1         Grocery Store              Pharmacy   \n",
       "27               1                   Bar    Falafel Restaurant   \n",
       "32               1          Hockey Arena          Intersection   \n",
       "42               1                  Park           Swim School   \n",
       "43               1         Grocery Store                 Hotel   \n",
       "49               1            Restaurant           Coffee Shop   \n",
       "78               1  Fast Food Restaurant            Restaurant   \n",
       "81               1             Gift Shop          Dessert Shop   \n",
       "82               1                  Café           Coffee Shop   \n",
       "\n",
       "   3rd Most Common Venue  4th Most Common Venue        5th Most Common Venue  \\\n",
       "0              Drugstore     Dim Sum Restaurant                        Diner   \n",
       "8       Department Store     Dim Sum Restaurant                        Diner   \n",
       "19   Dumpling Restaurant                  Diner               Discount Store   \n",
       "20        Sandwich Place                   Café                  Pizza Place   \n",
       "22           Coffee Shop            Pizza Place                      Butcher   \n",
       "27           Coffee Shop         Massage Studio  Eastern European Restaurant   \n",
       "32           Coffee Shop  Portuguese Restaurant                  Yoga Studio   \n",
       "42              Bus Line     Dim Sum Restaurant          Empanada Restaurant   \n",
       "43            Restaurant         Sandwich Place                 Burger Joint   \n",
       "49           Pizza Place            Flower Shop                       Bakery   \n",
       "78        Sandwich Place  Check Cashing Service                  Yoga Studio   \n",
       "81         Movie Theater             Restaurant               Breakfast Spot   \n",
       "82           Pizza Place       Sushi Restaurant                    Bookstore   \n",
       "\n",
       "   6th Most Common Venue        7th Most Common Venue  \\\n",
       "0         Discount Store                      Dog Run   \n",
       "8         Discount Store                      Dog Run   \n",
       "19               Dog Run             Doner Restaurant   \n",
       "20     Electronics Store                    Pet Store   \n",
       "22           Yoga Studio             Doner Restaurant   \n",
       "27   Dumpling Restaurant               Discount Store   \n",
       "32                 Diner               Discount Store   \n",
       "42     Electronics Store  Eastern European Restaurant   \n",
       "43        Breakfast Spot            Food & Drink Shop   \n",
       "49     Indian Restaurant           Italian Restaurant   \n",
       "78      Doner Restaurant           Dim Sum Restaurant   \n",
       "81           Coffee Shop                    Piano Bar   \n",
       "82    Italian Restaurant                          Spa   \n",
       "\n",
       "          8th Most Common Venue 9th Most Common Venue  \\\n",
       "0              Doner Restaurant            Donut Shop   \n",
       "8              Doner Restaurant            Donut Shop   \n",
       "19                   Donut Shop             Drugstore   \n",
       "20        Indonesian Restaurant            Steakhouse   \n",
       "22                 Dessert Shop    Dim Sum Restaurant   \n",
       "27                      Dog Run      Doner Restaurant   \n",
       "32                      Dog Run      Doner Restaurant   \n",
       "42          Dumpling Restaurant          Dessert Shop   \n",
       "43             Asian Restaurant                  Park   \n",
       "49                          Pub                  Café   \n",
       "78                        Diner        Discount Store   \n",
       "81  Eastern European Restaurant               Dog Run   \n",
       "82                         Food          Dessert Shop   \n",
       "\n",
       "         10th Most Common Venue  \n",
       "0           Dumpling Restaurant  \n",
       "8                     Drugstore  \n",
       "19  Eastern European Restaurant  \n",
       "20                        Hotel  \n",
       "22                        Diner  \n",
       "27                   Donut Shop  \n",
       "32                   Donut Shop  \n",
       "42                   Donut Shop  \n",
       "43        General Entertainment  \n",
       "49                   Beer Store  \n",
       "78                      Dog Run  \n",
       "81                 Burger Joint  \n",
       "82          Indie Movie Theater  "
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_df[toronto_df['Cluster Labels'] == 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**These areas seem to be \"the most livable\" areas in Toronto, they have various utalities around, e.g., park, yoga, dinner, dimsum, etc.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster #2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "      <td>2</td>\n",
       "      <td>Moving Target</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "      <td>2</td>\n",
       "      <td>Medical Center</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "      <td>2</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "      <td>2</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Hakka Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M1J</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Scarborough Village</td>\n",
       "      <td>43.744734</td>\n",
       "      <td>-79.239476</td>\n",
       "      <td>2</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Yoga Studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M1K</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>East Birchmount Park, Ionview, Kennedy Park</td>\n",
       "      <td>43.727929</td>\n",
       "      <td>-79.262029</td>\n",
       "      <td>2</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>Train Station</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M1L</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clairlea, Golden Mile, Oakridge</td>\n",
       "      <td>43.711112</td>\n",
       "      <td>-79.284577</td>\n",
       "      <td>2</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M1N</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Birch Cliff, Cliffside West</td>\n",
       "      <td>43.692657</td>\n",
       "      <td>-79.264848</td>\n",
       "      <td>2</td>\n",
       "      <td>General Entertainment</td>\n",
       "      <td>College Stadium</td>\n",
       "      <td>Café</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M1P</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Dorset Park, Scarborough Town Centre, Wexford ...</td>\n",
       "      <td>43.757410</td>\n",
       "      <td>-79.273304</td>\n",
       "      <td>2</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Thrift / Vintage Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M1R</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Maryvale, Wexford</td>\n",
       "      <td>43.750072</td>\n",
       "      <td>-79.295849</td>\n",
       "      <td>2</td>\n",
       "      <td>Auto Garage</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M1S</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt</td>\n",
       "      <td>43.794200</td>\n",
       "      <td>-79.262029</td>\n",
       "      <td>2</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M1T</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clarks Corners, Sullivan, Tam O'Shanter</td>\n",
       "      <td>43.781638</td>\n",
       "      <td>-79.304302</td>\n",
       "      <td>2</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Noodle House</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M1V</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt North, L'Amoreaux East, Milliken, St...</td>\n",
       "      <td>43.815252</td>\n",
       "      <td>-79.284577</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M1W</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>L'Amoreaux West, Steeles West</td>\n",
       "      <td>43.799525</td>\n",
       "      <td>-79.318389</td>\n",
       "      <td>2</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>43.803762</td>\n",
       "      <td>-79.363452</td>\n",
       "      <td>2</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M2J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Fairview, Henry Farm, Oriole</td>\n",
       "      <td>43.778517</td>\n",
       "      <td>-79.346556</td>\n",
       "      <td>2</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "      <td>Shoe Store</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M2K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>43.786947</td>\n",
       "      <td>-79.385975</td>\n",
       "      <td>2</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Café</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M2P</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills West</td>\n",
       "      <td>43.752758</td>\n",
       "      <td>-79.400049</td>\n",
       "      <td>2</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Park</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.753259</td>\n",
       "      <td>-79.329656</td>\n",
       "      <td>2</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M3B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills North</td>\n",
       "      <td>43.745906</td>\n",
       "      <td>-79.352188</td>\n",
       "      <td>2</td>\n",
       "      <td>Café</td>\n",
       "      <td>Basketball Court</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M3C</td>\n",
       "      <td>North York</td>\n",
       "      <td>Flemingdon Park, Don Mills South</td>\n",
       "      <td>43.725900</td>\n",
       "      <td>-79.340923</td>\n",
       "      <td>2</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M3H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor, Downsview North, Wilson Heights</td>\n",
       "      <td>43.754328</td>\n",
       "      <td>-79.442259</td>\n",
       "      <td>2</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M3K</td>\n",
       "      <td>North York</td>\n",
       "      <td>CFB Toronto, Downsview East</td>\n",
       "      <td>43.737473</td>\n",
       "      <td>-79.464763</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Airport</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M3L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview West</td>\n",
       "      <td>43.739015</td>\n",
       "      <td>-79.506944</td>\n",
       "      <td>2</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>M3M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview Central</td>\n",
       "      <td>43.728496</td>\n",
       "      <td>-79.495697</td>\n",
       "      <td>2</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>M3N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview Northwest</td>\n",
       "      <td>43.761631</td>\n",
       "      <td>-79.520999</td>\n",
       "      <td>2</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>M4B</td>\n",
       "      <td>East York</td>\n",
       "      <td>Woodbine Gardens, Parkview Hill</td>\n",
       "      <td>43.706397</td>\n",
       "      <td>-79.309937</td>\n",
       "      <td>2</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Rock Climbing Spot</td>\n",
       "      <td>Café</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Pet Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>M4C</td>\n",
       "      <td>East York</td>\n",
       "      <td>Woodbine Heights</td>\n",
       "      <td>43.695344</td>\n",
       "      <td>-79.318389</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Video Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Curling Ice</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>2</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Neighborhood</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>M4G</td>\n",
       "      <td>East York</td>\n",
       "      <td>Leaside</td>\n",
       "      <td>43.709060</td>\n",
       "      <td>-79.363452</td>\n",
       "      <td>2</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Bike Shop</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Bagel Shop</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Record Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "      <td>43.628947</td>\n",
       "      <td>-79.394420</td>\n",
       "      <td>2</td>\n",
       "      <td>Airport Lounge</td>\n",
       "      <td>Airport Terminal</td>\n",
       "      <td>Airport Service</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "      <td>Boat or Ferry</td>\n",
       "      <td>Sculpture Garden</td>\n",
       "      <td>Plane</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Airport Gate</td>\n",
       "      <td>Airport</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>M5W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Stn A PO Boxes 25 The Esplanade</td>\n",
       "      <td>43.646435</td>\n",
       "      <td>-79.374846</td>\n",
       "      <td>2</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>M5X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>First Canadian Place, Underground city</td>\n",
       "      <td>43.648429</td>\n",
       "      <td>-79.382280</td>\n",
       "      <td>2</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Heights, Lawrence Manor</td>\n",
       "      <td>43.718518</td>\n",
       "      <td>-79.464763</td>\n",
       "      <td>2</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Accessories Store</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Fraternity House</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Concert Hall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>M6B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Glencairn</td>\n",
       "      <td>43.709577</td>\n",
       "      <td>-79.445073</td>\n",
       "      <td>2</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Arcade</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>M6C</td>\n",
       "      <td>York</td>\n",
       "      <td>Humewood-Cedarvale</td>\n",
       "      <td>43.693781</td>\n",
       "      <td>-79.428191</td>\n",
       "      <td>2</td>\n",
       "      <td>Field</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>M6E</td>\n",
       "      <td>York</td>\n",
       "      <td>Caledonia-Fairbanks</td>\n",
       "      <td>43.689026</td>\n",
       "      <td>-79.453512</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Market</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>M6G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "      <td>43.669542</td>\n",
       "      <td>-79.422564</td>\n",
       "      <td>2</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Baby Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dovercourt Village, Dufferin</td>\n",
       "      <td>43.669005</td>\n",
       "      <td>-79.442259</td>\n",
       "      <td>2</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bank</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>M6J</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal, Trinity</td>\n",
       "      <td>43.647927</td>\n",
       "      <td>-79.419750</td>\n",
       "      <td>2</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton, Exhibition Place, Parkdale Village</td>\n",
       "      <td>43.636847</td>\n",
       "      <td>-79.428191</td>\n",
       "      <td>2</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>M6L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Maple Leaf Park, North Park, Upwood Park</td>\n",
       "      <td>43.713756</td>\n",
       "      <td>-79.490074</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Basketball Court</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>M6N</td>\n",
       "      <td>York</td>\n",
       "      <td>The Junction North, Runnymede</td>\n",
       "      <td>43.673185</td>\n",
       "      <td>-79.487262</td>\n",
       "      <td>2</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park, The Junction South</td>\n",
       "      <td>43.661608</td>\n",
       "      <td>-79.464763</td>\n",
       "      <td>2</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Café</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Queen's Park</td>\n",
       "      <td>Queen's Park</td>\n",
       "      <td>43.662301</td>\n",
       "      <td>-79.389494</td>\n",
       "      <td>2</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Creperie</td>\n",
       "      <td>Café</td>\n",
       "      <td>Portuguese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>M7R</td>\n",
       "      <td>Mississauga</td>\n",
       "      <td>Canada Post Gateway Processing Centre</td>\n",
       "      <td>43.636966</td>\n",
       "      <td>-79.615819</td>\n",
       "      <td>2</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business reply mail Processing Centre969 Eastern</td>\n",
       "      <td>43.662744</td>\n",
       "      <td>-79.321558</td>\n",
       "      <td>2</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Recording Studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>M8V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Humber Bay Shores, Mimico South, New Toronto</td>\n",
       "      <td>43.605647</td>\n",
       "      <td>-79.501321</td>\n",
       "      <td>2</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>M8W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "      <td>43.602414</td>\n",
       "      <td>-79.543484</td>\n",
       "      <td>2</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>M8X</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n",
       "      <td>43.653654</td>\n",
       "      <td>-79.506944</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>River</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>M8Y</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Humber Bay, King's Mill Park, Kingsway Park So...</td>\n",
       "      <td>43.636258</td>\n",
       "      <td>-79.498509</td>\n",
       "      <td>2</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Park</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsway Park South West, Mimico NW, The Queen...</td>\n",
       "      <td>43.628841</td>\n",
       "      <td>-79.520999</td>\n",
       "      <td>2</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Supplement Shop</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Social Club</td>\n",
       "      <td>Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Cloverdale, Islington, Martin Grove, Princess ...</td>\n",
       "      <td>43.650943</td>\n",
       "      <td>-79.554724</td>\n",
       "      <td>2</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>M9C</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Bloordale Gardens, Eringate, Markland Wood, Ol...</td>\n",
       "      <td>43.643515</td>\n",
       "      <td>-79.577201</td>\n",
       "      <td>2</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Comfort Food Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>College Rec Center</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>M9L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>43.756303</td>\n",
       "      <td>-79.565963</td>\n",
       "      <td>2</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>M9M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Emery, Humberlea</td>\n",
       "      <td>43.724766</td>\n",
       "      <td>-79.532242</td>\n",
       "      <td>2</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>M9P</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Westmount</td>\n",
       "      <td>43.696319</td>\n",
       "      <td>-79.532242</td>\n",
       "      <td>2</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>M9R</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsview Village, Martin Grove Gardens, Richv...</td>\n",
       "      <td>43.688905</td>\n",
       "      <td>-79.554724</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>M9V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Albion Gardens, Beaumond Heights, Humbergate, ...</td>\n",
       "      <td>43.739416</td>\n",
       "      <td>-79.588437</td>\n",
       "      <td>2</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>M9W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Northwest</td>\n",
       "      <td>43.706748</td>\n",
       "      <td>-79.594054</td>\n",
       "      <td>2</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>85 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   PostalCode           Borough  \\\n",
       "1         M1C       Scarborough   \n",
       "2         M1E       Scarborough   \n",
       "3         M1G       Scarborough   \n",
       "4         M1H       Scarborough   \n",
       "5         M1J       Scarborough   \n",
       "6         M1K       Scarborough   \n",
       "7         M1L       Scarborough   \n",
       "9         M1N       Scarborough   \n",
       "10        M1P       Scarborough   \n",
       "11        M1R       Scarborough   \n",
       "12        M1S       Scarborough   \n",
       "13        M1T       Scarborough   \n",
       "14        M1V       Scarborough   \n",
       "15        M1W       Scarborough   \n",
       "16        M2H        North York   \n",
       "17        M2J        North York   \n",
       "18        M2K        North York   \n",
       "21        M2P        North York   \n",
       "23        M3A        North York   \n",
       "24        M3B        North York   \n",
       "25        M3C        North York   \n",
       "26        M3H        North York   \n",
       "28        M3K        North York   \n",
       "29        M3L        North York   \n",
       "30        M3M        North York   \n",
       "31        M3N        North York   \n",
       "33        M4B         East York   \n",
       "34        M4C         East York   \n",
       "35        M4E      East Toronto   \n",
       "36        M4G         East York   \n",
       "..        ...               ...   \n",
       "66        M5V  Downtown Toronto   \n",
       "67        M5W  Downtown Toronto   \n",
       "68        M5X  Downtown Toronto   \n",
       "69        M6A        North York   \n",
       "70        M6B        North York   \n",
       "71        M6C              York   \n",
       "72        M6E              York   \n",
       "73        M6G  Downtown Toronto   \n",
       "74        M6H      West Toronto   \n",
       "75        M6J      West Toronto   \n",
       "76        M6K      West Toronto   \n",
       "77        M6L        North York   \n",
       "79        M6N              York   \n",
       "80        M6P      West Toronto   \n",
       "83        M7A      Queen's Park   \n",
       "84        M7R       Mississauga   \n",
       "85        M7Y      East Toronto   \n",
       "86        M8V         Etobicoke   \n",
       "87        M8W         Etobicoke   \n",
       "88        M8X         Etobicoke   \n",
       "89        M8Y         Etobicoke   \n",
       "90        M8Z         Etobicoke   \n",
       "91        M9B         Etobicoke   \n",
       "92        M9C         Etobicoke   \n",
       "93        M9L        North York   \n",
       "94        M9M        North York   \n",
       "95        M9P         Etobicoke   \n",
       "96        M9R         Etobicoke   \n",
       "97        M9V         Etobicoke   \n",
       "98        M9W         Etobicoke   \n",
       "\n",
       "                                         Neighborhood   Latitude  Longitude  \\\n",
       "1              Highland Creek, Rouge Hill, Port Union  43.784535 -79.160497   \n",
       "2                   Guildwood, Morningside, West Hill  43.763573 -79.188711   \n",
       "3                                              Woburn  43.770992 -79.216917   \n",
       "4                                           Cedarbrae  43.773136 -79.239476   \n",
       "5                                 Scarborough Village  43.744734 -79.239476   \n",
       "6         East Birchmount Park, Ionview, Kennedy Park  43.727929 -79.262029   \n",
       "7                     Clairlea, Golden Mile, Oakridge  43.711112 -79.284577   \n",
       "9                         Birch Cliff, Cliffside West  43.692657 -79.264848   \n",
       "10  Dorset Park, Scarborough Town Centre, Wexford ...  43.757410 -79.273304   \n",
       "11                                  Maryvale, Wexford  43.750072 -79.295849   \n",
       "12                                          Agincourt  43.794200 -79.262029   \n",
       "13            Clarks Corners, Sullivan, Tam O'Shanter  43.781638 -79.304302   \n",
       "14  Agincourt North, L'Amoreaux East, Milliken, St...  43.815252 -79.284577   \n",
       "15                      L'Amoreaux West, Steeles West  43.799525 -79.318389   \n",
       "16                                  Hillcrest Village  43.803762 -79.363452   \n",
       "17                       Fairview, Henry Farm, Oriole  43.778517 -79.346556   \n",
       "18                                    Bayview Village  43.786947 -79.385975   \n",
       "21                                    York Mills West  43.752758 -79.400049   \n",
       "23                                          Parkwoods  43.753259 -79.329656   \n",
       "24                                    Don Mills North  43.745906 -79.352188   \n",
       "25                   Flemingdon Park, Don Mills South  43.725900 -79.340923   \n",
       "26    Bathurst Manor, Downsview North, Wilson Heights  43.754328 -79.442259   \n",
       "28                        CFB Toronto, Downsview East  43.737473 -79.464763   \n",
       "29                                     Downsview West  43.739015 -79.506944   \n",
       "30                                  Downsview Central  43.728496 -79.495697   \n",
       "31                                Downsview Northwest  43.761631 -79.520999   \n",
       "33                    Woodbine Gardens, Parkview Hill  43.706397 -79.309937   \n",
       "34                                   Woodbine Heights  43.695344 -79.318389   \n",
       "35                                        The Beaches  43.676357 -79.293031   \n",
       "36                                            Leaside  43.709060 -79.363452   \n",
       "..                                                ...        ...        ...   \n",
       "66  CN Tower, Bathurst Quay, Island airport, Harbo...  43.628947 -79.394420   \n",
       "67                    Stn A PO Boxes 25 The Esplanade  43.646435 -79.374846   \n",
       "68             First Canadian Place, Underground city  43.648429 -79.382280   \n",
       "69                   Lawrence Heights, Lawrence Manor  43.718518 -79.464763   \n",
       "70                                          Glencairn  43.709577 -79.445073   \n",
       "71                                 Humewood-Cedarvale  43.693781 -79.428191   \n",
       "72                                Caledonia-Fairbanks  43.689026 -79.453512   \n",
       "73                                           Christie  43.669542 -79.422564   \n",
       "74                       Dovercourt Village, Dufferin  43.669005 -79.442259   \n",
       "75                           Little Portugal, Trinity  43.647927 -79.419750   \n",
       "76       Brockton, Exhibition Place, Parkdale Village  43.636847 -79.428191   \n",
       "77           Maple Leaf Park, North Park, Upwood Park  43.713756 -79.490074   \n",
       "79                      The Junction North, Runnymede  43.673185 -79.487262   \n",
       "80                      High Park, The Junction South  43.661608 -79.464763   \n",
       "83                                       Queen's Park  43.662301 -79.389494   \n",
       "84              Canada Post Gateway Processing Centre  43.636966 -79.615819   \n",
       "85   Business reply mail Processing Centre969 Eastern  43.662744 -79.321558   \n",
       "86       Humber Bay Shores, Mimico South, New Toronto  43.605647 -79.501321   \n",
       "87                             Alderwood, Long Branch  43.602414 -79.543484   \n",
       "88      The Kingsway, Montgomery Road, Old Mill North  43.653654 -79.506944   \n",
       "89  Humber Bay, King's Mill Park, Kingsway Park So...  43.636258 -79.498509   \n",
       "90  Kingsway Park South West, Mimico NW, The Queen...  43.628841 -79.520999   \n",
       "91  Cloverdale, Islington, Martin Grove, Princess ...  43.650943 -79.554724   \n",
       "92  Bloordale Gardens, Eringate, Markland Wood, Ol...  43.643515 -79.577201   \n",
       "93                                      Humber Summit  43.756303 -79.565963   \n",
       "94                                   Emery, Humberlea  43.724766 -79.532242   \n",
       "95                                          Westmount  43.696319 -79.532242   \n",
       "96  Kingsview Village, Martin Grove Gardens, Richv...  43.688905 -79.554724   \n",
       "97  Albion Gardens, Beaumond Heights, Humbergate, ...  43.739416 -79.588437   \n",
       "98                                          Northwest  43.706748 -79.594054   \n",
       "\n",
       "    Cluster Labels  1st Most Common Venue       2nd Most Common Venue  \\\n",
       "1                2          Moving Target                         Bar   \n",
       "2                2         Medical Center         Rental Car Location   \n",
       "3                2            Coffee Shop           Korean Restaurant   \n",
       "4                2     Athletics & Sports            Hakka Restaurant   \n",
       "5                2      Convenience Store                  Playground   \n",
       "6                2         Discount Store            Department Store   \n",
       "7                2                 Bakery                    Bus Line   \n",
       "9                2  General Entertainment             College Stadium   \n",
       "10               2      Indian Restaurant   Latin American Restaurant   \n",
       "11               2            Auto Garage   Middle Eastern Restaurant   \n",
       "12               2                 Lounge                Skating Rink   \n",
       "13               2            Pizza Place         Fried Chicken Joint   \n",
       "14               2                   Park                 Coffee Shop   \n",
       "15               2   Fast Food Restaurant          Chinese Restaurant   \n",
       "16               2                   Pool                 Golf Course   \n",
       "17               2         Clothing Store        Fast Food Restaurant   \n",
       "18               2                   Bank                        Café   \n",
       "21               2                   Bank                        Park   \n",
       "23               2      Food & Drink Shop                        Park   \n",
       "24               2                   Café            Basketball Court   \n",
       "25               2       Asian Restaurant                         Gym   \n",
       "26               2            Coffee Shop               Shopping Mall   \n",
       "28               2                   Park                    Bus Stop   \n",
       "29               2          Grocery Store               Shopping Mall   \n",
       "30               2         Baseball Field                Home Service   \n",
       "31               2   Gym / Fitness Center          Athletics & Sports   \n",
       "33               2            Pizza Place        Fast Food Restaurant   \n",
       "34               2                   Park                 Video Store   \n",
       "35               2            Coffee Shop                 Music Venue   \n",
       "36               2    Sporting Goods Shop                 Coffee Shop   \n",
       "..             ...                    ...                         ...   \n",
       "66               2         Airport Lounge            Airport Terminal   \n",
       "67               2            Coffee Shop                        Café   \n",
       "68               2            Coffee Shop                        Café   \n",
       "69               2         Clothing Store      Furniture / Home Store   \n",
       "70               2    Japanese Restaurant                      Bakery   \n",
       "71               2                  Field                       Trail   \n",
       "72               2                   Park               Women's Store   \n",
       "73               2          Grocery Store                        Café   \n",
       "74               2         Discount Store                      Bakery   \n",
       "75               2                    Bar                        Café   \n",
       "76               2            Coffee Shop                        Café   \n",
       "77               2                   Park  Construction & Landscaping   \n",
       "79               2               Bus Line                 Pizza Place   \n",
       "80               2     Mexican Restaurant                         Bar   \n",
       "83               2            Coffee Shop                       Diner   \n",
       "84               2                  Hotel                 Coffee Shop   \n",
       "85               2     Light Rail Station                      Garden   \n",
       "86               2                    Gym         Fried Chicken Joint   \n",
       "87               2            Pizza Place                         Gym   \n",
       "88               2                   Park                  Smoke Shop   \n",
       "89               2         Baseball Field                Home Service   \n",
       "90               2          Grocery Store           Convenience Store   \n",
       "91               2                   Bank                 Yoga Studio   \n",
       "92               2                   Café                 Pizza Place   \n",
       "93               2            Pizza Place         Empanada Restaurant   \n",
       "94               2         Baseball Field                 Yoga Studio   \n",
       "95               2            Pizza Place          Chinese Restaurant   \n",
       "96               2                   Park           Mobile Phone Shop   \n",
       "97               2          Grocery Store         Fried Chicken Joint   \n",
       "98               2              Drugstore         Rental Car Location   \n",
       "\n",
       "          3rd Most Common Venue      4th Most Common Venue  \\\n",
       "1                   Yoga Studio                  Drugstore   \n",
       "2             Electronics Store                Pizza Place   \n",
       "3                   Yoga Studio        Dumpling Restaurant   \n",
       "4           Fried Chicken Joint       Caribbean Restaurant   \n",
       "5           Dumpling Restaurant                      Diner   \n",
       "6                   Coffee Shop                Bus Station   \n",
       "7                  Soccer Field                Bus Station   \n",
       "9                          Café               Skating Rink   \n",
       "10                    Pet Store     Furniture / Home Store   \n",
       "11               Breakfast Spot             Sandwich Place   \n",
       "12               Clothing Store             Breakfast Spot   \n",
       "13              Thai Restaurant              Shopping Mall   \n",
       "14                   Playground                  Drugstore   \n",
       "15                Grocery Store             Breakfast Spot   \n",
       "16                      Dog Run         Athletics & Sports   \n",
       "17                  Coffee Shop             Cosmetics Shop   \n",
       "18          Japanese Restaurant         Chinese Restaurant   \n",
       "21                  Yoga Studio                      Diner   \n",
       "23         Fast Food Restaurant         Falafel Restaurant   \n",
       "24         Caribbean Restaurant        Japanese Restaurant   \n",
       "25                  Coffee Shop                 Beer Store   \n",
       "26                Deli / Bodega  Middle Eastern Restaurant   \n",
       "28                      Airport                  Drugstore   \n",
       "29                         Bank                Yoga Studio   \n",
       "30            Korean Restaurant                 Food Truck   \n",
       "31               Discount Store               Liquor Store   \n",
       "33         Gym / Fitness Center                       Bank   \n",
       "34               Cosmetics Shop                Curling Ice   \n",
       "35                          Pub               Neighborhood   \n",
       "36                 Burger Joint                  Bike Shop   \n",
       "..                          ...                        ...   \n",
       "66              Airport Service            Harbor / Marina   \n",
       "67                 Cocktail Bar         Seafood Restaurant   \n",
       "68                        Hotel                 Restaurant   \n",
       "69            Accessories Store                   Boutique   \n",
       "70                       Arcade                        Pub   \n",
       "71                 Hockey Arena                       Park   \n",
       "72                     Pharmacy       Fast Food Restaurant   \n",
       "73                         Park                 Restaurant   \n",
       "74                  Supermarket  Middle Eastern Restaurant   \n",
       "75                   Restaurant                Coffee Shop   \n",
       "76               Breakfast Spot              Grocery Store   \n",
       "77             Basketball Court                     Bakery   \n",
       "79                       Bakery                Yoga Studio   \n",
       "80                         Café       Fast Food Restaurant   \n",
       "83             Sushi Restaurant               Burger Joint   \n",
       "84         Gym / Fitness Center   Mediterranean Restaurant   \n",
       "85                   Smoke Shop                    Brewery   \n",
       "86         Fast Food Restaurant          Fish & Chips Shop   \n",
       "87                         Pool               Skating Rink   \n",
       "88                        River           Doner Restaurant   \n",
       "89                         Park                      Diner   \n",
       "90              Supplement Shop               Burger Joint   \n",
       "91               Discount Store                    Dog Run   \n",
       "92                   Beer Store               Liquor Store   \n",
       "93                  Yoga Studio                  Drugstore   \n",
       "94  Eastern European Restaurant             Discount Store   \n",
       "95                 Intersection                Coffee Shop   \n",
       "96                  Pizza Place                 Donut Shop   \n",
       "97                  Coffee Shop                   Pharmacy   \n",
       "98             Department Store         Dim Sum Restaurant   \n",
       "\n",
       "          5th Most Common Venue      6th Most Common Venue  \\\n",
       "1                         Diner             Discount Store   \n",
       "2                Breakfast Spot         Mexican Restaurant   \n",
       "3                         Diner             Discount Store   \n",
       "4               Thai Restaurant                     Bakery   \n",
       "5                Discount Store                    Dog Run   \n",
       "6                 Train Station       Ethiopian Restaurant   \n",
       "7                  Intersection             Ice Cream Shop   \n",
       "9                   Yoga Studio                      Diner   \n",
       "10        Vietnamese Restaurant         Chinese Restaurant   \n",
       "11                  Yoga Studio                 Donut Shop   \n",
       "12                    Drugstore                      Diner   \n",
       "13         Fast Food Restaurant                   Pharmacy   \n",
       "14           Dim Sum Restaurant                      Diner   \n",
       "15               Discount Store        Japanese Restaurant   \n",
       "16     Mediterranean Restaurant                  Drugstore   \n",
       "17             Toy / Game Store                 Shoe Store   \n",
       "18                  Yoga Studio             Discount Store   \n",
       "21               Discount Store                    Dog Run   \n",
       "23                  Event Space       Ethiopian Restaurant   \n",
       "24               Baseball Field                       Pool   \n",
       "25                Grocery Store             Clothing Store   \n",
       "26                  Supermarket             Ice Cream Shop   \n",
       "28                        Diner             Discount Store   \n",
       "29          Dumpling Restaurant             Discount Store   \n",
       "30               Discount Store                    Dog Run   \n",
       "31                Grocery Store         Falafel Restaurant   \n",
       "33                 Intersection         Rock Climbing Spot   \n",
       "34                 Intersection                 Beer Store   \n",
       "35                  Yoga Studio           Doner Restaurant   \n",
       "36                 Liquor Store             Sandwich Place   \n",
       "..                          ...                        ...   \n",
       "66                Boat or Ferry           Sculpture Garden   \n",
       "67                   Restaurant                   Beer Bar   \n",
       "68                   Steakhouse                        Bar   \n",
       "69             Fraternity House                  Gift Shop   \n",
       "70                  Yoga Studio             Discount Store   \n",
       "71                 Gourmet Shop           Department Store   \n",
       "72                       Market                 Donut Shop   \n",
       "73                    Nightclub                      Diner   \n",
       "74                  Gas Station                 Smoke Shop   \n",
       "75                 Cocktail Bar           Asian Restaurant   \n",
       "76       Furniture / Home Store                  Nightclub   \n",
       "77  Eastern European Restaurant                    Dog Run   \n",
       "79                    Drugstore             Discount Store   \n",
       "80              Thai Restaurant                  Bookstore   \n",
       "83          Japanese Restaurant                        Gym   \n",
       "84          Fried Chicken Joint  Middle Eastern Restaurant   \n",
       "85               Farmers Market       Fast Food Restaurant   \n",
       "86               Sandwich Place                Flower Shop   \n",
       "87                  Coffee Shop               Dance Studio   \n",
       "88                 Dessert Shop         Dim Sum Restaurant   \n",
       "89               Discount Store                    Dog Run   \n",
       "90                       Bakery             Sandwich Place   \n",
       "91             Doner Restaurant                 Donut Shop   \n",
       "92                         Park                   Pharmacy   \n",
       "93           Dim Sum Restaurant                      Diner   \n",
       "94                      Dog Run           Doner Restaurant   \n",
       "95    Middle Eastern Restaurant             Sandwich Place   \n",
       "96           Dim Sum Restaurant                      Diner   \n",
       "97         Fast Food Restaurant                Pizza Place   \n",
       "98                        Diner             Discount Store   \n",
       "\n",
       "      7th Most Common Venue  8th Most Common Venue  \\\n",
       "1                   Dog Run       Doner Restaurant   \n",
       "2          Doner Restaurant                  Diner   \n",
       "3                   Dog Run       Doner Restaurant   \n",
       "4                      Bank             Donut Shop   \n",
       "5          Doner Restaurant             Donut Shop   \n",
       "6       Empanada Restaurant      Electronics Store   \n",
       "7                      Park      Electronics Store   \n",
       "9            Discount Store                Dog Run   \n",
       "10   Thrift / Vintage Store             Donut Shop   \n",
       "11           Discount Store                Dog Run   \n",
       "12           Discount Store                Dog Run   \n",
       "13             Noodle House     Italian Restaurant   \n",
       "14           Discount Store                Dog Run   \n",
       "15           Sandwich Place           Burger Joint   \n",
       "16       Dim Sum Restaurant                  Diner   \n",
       "17              Bus Station          Metro Station   \n",
       "18                  Dog Run       Doner Restaurant   \n",
       "21         Doner Restaurant             Donut Shop   \n",
       "23      Empanada Restaurant      Electronics Store   \n",
       "24     Gym / Fitness Center      Electronics Store   \n",
       "25       Chinese Restaurant     Dim Sum Restaurant   \n",
       "26         Sushi Restaurant                   Bank   \n",
       "28                  Dog Run       Doner Restaurant   \n",
       "29                  Dog Run       Doner Restaurant   \n",
       "30         Doner Restaurant             Donut Shop   \n",
       "31              Event Space   Ethiopian Restaurant   \n",
       "33                     Café              Gastropub   \n",
       "34              Golf Course     Falafel Restaurant   \n",
       "35       Dim Sum Restaurant                  Diner   \n",
       "36               Bagel Shop                   Bank   \n",
       "..                      ...                    ...   \n",
       "66                    Plane               Boutique   \n",
       "67                    Hotel         Cosmetics Shop   \n",
       "68                Gastropub                    Gym   \n",
       "69              Event Space  Vietnamese Restaurant   \n",
       "70                  Dog Run       Doner Restaurant   \n",
       "71              Event Space   Ethiopian Restaurant   \n",
       "72       Dim Sum Restaurant                  Diner   \n",
       "73       Italian Restaurant      Convenience Store   \n",
       "74                  Brewery   Fast Food Restaurant   \n",
       "75        French Restaurant            Pizza Place   \n",
       "76    Performing Arts Venue                    Gym   \n",
       "77         Doner Restaurant             Donut Shop   \n",
       "79                  Dog Run       Doner Restaurant   \n",
       "80           Sandwich Place            Flea Market   \n",
       "83        Indian Restaurant               Creperie   \n",
       "84            Burrito Place         Sandwich Place   \n",
       "85                      Spa          Burrito Place   \n",
       "86                   Bakery     Mexican Restaurant   \n",
       "87                 Pharmacy                   Bank   \n",
       "88                    Diner         Discount Store   \n",
       "89         Doner Restaurant             Donut Shop   \n",
       "90              Flower Shop         Discount Store   \n",
       "91                Drugstore    Dumpling Restaurant   \n",
       "92  Comfort Food Restaurant            Event Space   \n",
       "93           Discount Store                Dog Run   \n",
       "94               Donut Shop              Drugstore   \n",
       "95              Yoga Studio                  Diner   \n",
       "96           Discount Store                Dog Run   \n",
       "97               Beer Store         Sandwich Place   \n",
       "98                  Dog Run       Doner Restaurant   \n",
       "\n",
       "          9th Most Common Venue         10th Most Common Venue  \n",
       "1                    Donut Shop            Dumpling Restaurant  \n",
       "2                Discount Store                        Dog Run  \n",
       "3                    Donut Shop                      Drugstore  \n",
       "4                Discount Store                        Dog Run  \n",
       "5                     Drugstore                    Yoga Studio  \n",
       "6   Eastern European Restaurant                   Dessert Shop  \n",
       "7   Eastern European Restaurant            Dumpling Restaurant  \n",
       "9              Doner Restaurant                     Donut Shop  \n",
       "10           Dim Sum Restaurant                          Diner  \n",
       "11             Doner Restaurant                      Drugstore  \n",
       "12             Doner Restaurant                     Donut Shop  \n",
       "13           Chinese Restaurant                   Dessert Shop  \n",
       "14             Doner Restaurant                     Donut Shop  \n",
       "15               Cosmetics Shop                    Pizza Place  \n",
       "16               Discount Store               Doner Restaurant  \n",
       "17                       Bakery              Electronics Store  \n",
       "18                   Donut Shop                      Drugstore  \n",
       "21                    Drugstore            Dumpling Restaurant  \n",
       "23  Eastern European Restaurant             Dim Sum Restaurant  \n",
       "24  Eastern European Restaurant            Empanada Restaurant  \n",
       "25                   Restaurant                 Sandwich Place  \n",
       "26                   Restaurant            Fried Chicken Joint  \n",
       "28                   Donut Shop            Dumpling Restaurant  \n",
       "29                   Donut Shop                      Drugstore  \n",
       "30                    Drugstore            Dumpling Restaurant  \n",
       "31          Empanada Restaurant              Electronics Store  \n",
       "33           Athletics & Sports                      Pet Store  \n",
       "34         Ethiopian Restaurant            Empanada Restaurant  \n",
       "35               Discount Store                        Dog Run  \n",
       "36            Fish & Chips Shop                    Record Shop  \n",
       "..                          ...                            ...  \n",
       "66                 Airport Gate                        Airport  \n",
       "67          Japanese Restaurant                         Bakery  \n",
       "68                Deli / Bodega            American Restaurant  \n",
       "69                  Coffee Shop                   Concert Hall  \n",
       "70                   Donut Shop                      Drugstore  \n",
       "71          Empanada Restaurant              Electronics Store  \n",
       "72               Discount Store                        Dog Run  \n",
       "73                   Baby Store                    Coffee Shop  \n",
       "74                          Bar                           Bank  \n",
       "75                       Bakery  Vegetarian / Vegan Restaurant  \n",
       "76                    Pet Store              Convenience Store  \n",
       "77                    Drugstore            Dumpling Restaurant  \n",
       "79                   Donut Shop            Dumpling Restaurant  \n",
       "80           Italian Restaurant                          Diner  \n",
       "83                         Café          Portuguese Restaurant  \n",
       "84          American Restaurant                      Drugstore  \n",
       "85                   Restaurant               Recording Studio  \n",
       "86                   Restaurant                           Café  \n",
       "87                          Pub                 Sandwich Place  \n",
       "88                      Dog Run                      Drugstore  \n",
       "89                    Drugstore            Dumpling Restaurant  \n",
       "90                  Social Club                            Gym  \n",
       "91  Eastern European Restaurant             Dim Sum Restaurant  \n",
       "92           College Rec Center           Ethiopian Restaurant  \n",
       "93             Doner Restaurant                     Donut Shop  \n",
       "94          Dumpling Restaurant              Electronics Store  \n",
       "95               Discount Store                        Dog Run  \n",
       "96             Doner Restaurant                      Drugstore  \n",
       "97             Doner Restaurant             Dim Sum Restaurant  \n",
       "98                   Donut Shop                    Yoga Studio  \n",
       "\n",
       "[85 rows x 16 columns]"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_df[toronto_df['Cluster Labels'] == 2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**And of course, the rest of Toronto, there are more casual venues like basketball court, supermarket, pool, beer store, etc.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thank you for checking my assignment!\n",
    "\n",
    "**Notebook created by [Thinh Nguyen-Vo](http://thinh.ca)**"
   ]
  }
 ],
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