mapit.ipynb

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    "<hr>"
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   "cell_type": "markdown",
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   "source": [
    "## Which neighbourhoods in NYC are most similar to each other?"
   ]
  },
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   "cell_type": "markdown",
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   },
   "source": [
    "#### Where are all the neighbourhoods in NYC?"
   ]
  },
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      "(306, 4)\n"
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></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>Bronx</td>\n",
       "      <td>Allerton</td>\n",
       "      <td>40.865788</td>\n",
       "      <td>-73.859319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Staten Island</td>\n",
       "      <td>Annadale</td>\n",
       "      <td>40.538114</td>\n",
       "      <td>-74.178549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Staten Island</td>\n",
       "      <td>Arden Heights</td>\n",
       "      <td>40.549286</td>\n",
       "      <td>-74.185887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Staten Island</td>\n",
       "      <td>Arlington</td>\n",
       "      <td>40.635325</td>\n",
       "      <td>-74.165104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Staten Island</td>\n",
       "      <td>Arrochar</td>\n",
       "      <td>40.596313</td>\n",
       "      <td>-74.067124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Queens</td>\n",
       "      <td>Arverne</td>\n",
       "      <td>40.589144</td>\n",
       "      <td>-73.791992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Queens</td>\n",
       "      <td>Astoria</td>\n",
       "      <td>40.768509</td>\n",
       "      <td>-73.915654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Queens</td>\n",
       "      <td>Astoria Heights</td>\n",
       "      <td>40.770317</td>\n",
       "      <td>-73.894680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Queens</td>\n",
       "      <td>Auburndale</td>\n",
       "      <td>40.761730</td>\n",
       "      <td>-73.791762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bath Beach</td>\n",
       "      <td>40.599519</td>\n",
       "      <td>-73.998752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bay Ridge</td>\n",
       "      <td>40.625801</td>\n",
       "      <td>-74.030621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Staten Island</td>\n",
       "      <td>Bay Terrace (Staten Island)</td>\n",
       "      <td>40.553988</td>\n",
       "      <td>-74.139166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Queens</td>\n",
       "      <td>Bay Terrace (Queens)</td>\n",
       "      <td>40.782843</td>\n",
       "      <td>-73.776802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Bronx</td>\n",
       "      <td>Baychester</td>\n",
       "      <td>40.866858</td>\n",
       "      <td>-73.835798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Queens</td>\n",
       "      <td>Bayside</td>\n",
       "      <td>40.766041</td>\n",
       "      <td>-73.774274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Queens</td>\n",
       "      <td>Bayswater</td>\n",
       "      <td>40.611322</td>\n",
       "      <td>-73.765968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Bronx</td>\n",
       "      <td>Bedford Park</td>\n",
       "      <td>40.870185</td>\n",
       "      <td>-73.885512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>Bedford Stuyvesant</td>\n",
       "      <td>40.687232</td>\n",
       "      <td>-73.941785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Queens</td>\n",
       "      <td>Beechhurst</td>\n",
       "      <td>40.792781</td>\n",
       "      <td>-73.804365</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          borough                 neighborhood   latitude  longitude\n",
       "0           Bronx                     Allerton  40.865788 -73.859319\n",
       "1   Staten Island                     Annadale  40.538114 -74.178549\n",
       "2   Staten Island                Arden Heights  40.549286 -74.185887\n",
       "3   Staten Island                    Arlington  40.635325 -74.165104\n",
       "4   Staten Island                     Arrochar  40.596313 -74.067124\n",
       "5          Queens                      Arverne  40.589144 -73.791992\n",
       "6          Queens                      Astoria  40.768509 -73.915654\n",
       "7          Queens              Astoria Heights  40.770317 -73.894680\n",
       "8          Queens                   Auburndale  40.761730 -73.791762\n",
       "9        Brooklyn                   Bath Beach  40.599519 -73.998752\n",
       "10      Manhattan            Battery Park City  40.711932 -74.016869\n",
       "11       Brooklyn                    Bay Ridge  40.625801 -74.030621\n",
       "12  Staten Island  Bay Terrace (Staten Island)  40.553988 -74.139166\n",
       "13         Queens         Bay Terrace (Queens)  40.782843 -73.776802\n",
       "14          Bronx                   Baychester  40.866858 -73.835798\n",
       "15         Queens                      Bayside  40.766041 -73.774274\n",
       "16         Queens                    Bayswater  40.611322 -73.765968\n",
       "17          Bronx                 Bedford Park  40.870185 -73.885512\n",
       "18       Brooklyn           Bedford Stuyvesant  40.687232 -73.941785\n",
       "19         Queens                   Beechhurst  40.792781 -73.804365"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Original data source: https://geo.nyu.edu/catalog/nyu_2451_34572\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "nyc = pd.read_csv(\"nyc_neighborhoods.csv\")\n",
    "\n",
    "print(nyc.shape) #shows number of (rows, columns)\n",
    "\n",
    "nyc.head(20) #returns first 20 rows"
   ]
  },
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   "execution_count": 2,
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(40, 4)\n"
     ]
    },
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     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></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>10</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Carnegie Hill</td>\n",
       "      <td>40.782683</td>\n",
       "      <td>-73.953256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Central Harlem</td>\n",
       "      <td>40.815976</td>\n",
       "      <td>-73.943211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Chelsea (Manhattan)</td>\n",
       "      <td>40.744035</td>\n",
       "      <td>-74.003116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Chinatown</td>\n",
       "      <td>40.715618</td>\n",
       "      <td>-73.994279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Civic Center</td>\n",
       "      <td>40.715229</td>\n",
       "      <td>-74.005415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Clinton</td>\n",
       "      <td>40.759101</td>\n",
       "      <td>-73.996119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Harlem</td>\n",
       "      <td>40.792249</td>\n",
       "      <td>-73.944182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>East Village</td>\n",
       "      <td>40.727847</td>\n",
       "      <td>-73.982226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Financial District</td>\n",
       "      <td>40.707107</td>\n",
       "      <td>-74.010665</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      borough         neighborhood   latitude  longitude\n",
       "10  Manhattan    Battery Park City  40.711932 -74.016869\n",
       "44  Manhattan        Carnegie Hill  40.782683 -73.953256\n",
       "48  Manhattan       Central Harlem  40.815976 -73.943211\n",
       "51  Manhattan  Chelsea (Manhattan)  40.744035 -74.003116\n",
       "52  Manhattan            Chinatown  40.715618 -73.994279\n",
       "55  Manhattan         Civic Center  40.715229 -74.005415\n",
       "59  Manhattan              Clinton  40.759101 -73.996119\n",
       "80  Manhattan          East Harlem  40.792249 -73.944182\n",
       "83  Manhattan         East Village  40.727847 -73.982226\n",
       "97  Manhattan   Financial District  40.707107 -74.010665"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# focus on neighborhoods in Manhattan only\n",
    "nyc = nyc[nyc.borough == \"Manhattan\"]\n",
    "\n",
    "print(nyc.shape)\n",
    "nyc.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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    "run_control": {
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   },
   "source": [
    "## Plot the Manhattan neighborhoods on a map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "#### Install the [folium](https://github.com/python-visualization/folium) package for plotting maps in Python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
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    "collapsed": true,
    "run_control": {
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   "outputs": [],
   "source": [
    "# Run this cell to install the folium package\n",
    "# !pip install folium"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "#### Plot a map of Manhattan, New York\n",
    "- latitude, longitude: 40.765937,-73.977304"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
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   "outputs": [
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      ],
      "text/plain": [
       "<folium.folium.Map at 0xb4d8560c88>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import folium\n",
    "import matplotlib.cm as cm\n",
    "\n",
    "map_nyc = folium.Map(location=[40.765937,-73.977304], zoom_start=12)\n",
    "\n",
    "map_nyc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "#### Add markers for each neighborhood to the map:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    },
    "scrolled": false
   },
   "outputs": [
    {
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<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css" />
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css" />
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css" />
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css" />
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    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css" />
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
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                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
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<body>    
    
            <div class="folium-map" id="map_5539988d07304ae8a8d07b82fcd63112" ></div>
        
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}
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  "dashArray": null,
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}
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  "radius": 7,
  "stroke": true,
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}
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            var popup_10d5ee20afb54c719ca95c4ed10736e8 = L.popup({maxWidth: '300'});

            
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  "weight": 3
}
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}
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  "color": "#3388ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "#3388ff",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 7,
  "stroke": true,
  "weight": 3
}
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            var popup_5e88f4fb89f249329565a782cee25394 = L.popup({maxWidth: '300'});

            
                var html_fbf9f11d4c854186ace7f187d413ba09 = $('<div id="html_fbf9f11d4c854186ace7f187d413ba09" style="width: 100.0%; height: 100.0%;">Sutton Place</div>')[0];
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            circle_marker_6193559efbb94e5780a630b1faf29cca.bindPopup(popup_5e88f4fb89f249329565a782cee25394);

            
        
    
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  "color": "#3388ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "#3388ff",
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  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                ).addTo(map_5539988d07304ae8a8d07b82fcd63112);
            
    
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                var html_4316702ee4b74413a472badb10a272a6 = $('<div id="html_4316702ee4b74413a472badb10a272a6" style="width: 100.0%; height: 100.0%;">Tribeca</div>')[0];
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            circle_marker_2eb60841690b45ef95817b998ba08ca9.bindPopup(popup_421ce487bb3240f780cf524b747ccd65);

            
        
    
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                {
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  "color": "#3388ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "#3388ff",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 7,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_5539988d07304ae8a8d07b82fcd63112);
            
    
            var popup_f4093820ef7f4a61bf957dbeed882eda = L.popup({maxWidth: '300'});

            
                var html_0b26c8995d694874bd41901d8a9e8018 = $('<div id="html_0b26c8995d694874bd41901d8a9e8018" style="width: 100.0%; height: 100.0%;">Tudor City</div>')[0];
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  "dashOffset": null,
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  "fillColor": "#3388ff",
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}
                ).addTo(map_5539988d07304ae8a8d07b82fcd63112);
            
    
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                var html_5dd086e6fb0346b6899fe98c5275ef59 = $('<div id="html_5dd086e6fb0346b6899fe98c5275ef59" style="width: 100.0%; height: 100.0%;">Turtle Bay</div>')[0];
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            circle_marker_00bcba6bbcd34d05896d9b1512510363.bindPopup(popup_31e19889d8db40e58b428dcb9c6be682);

            
        
    
            var circle_marker_a6ac62e6c8994e638ca444b9bfaeed62 = L.circleMarker(
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                {
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  "color": "#3388ff",
  "dashArray": null,
  "dashOffset": null,
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}
                ).addTo(map_5539988d07304ae8a8d07b82fcd63112);
            
    
            var popup_ed893873a8f54078a2baded60762c13f = L.popup({maxWidth: '300'});

            
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                popup_ed893873a8f54078a2baded60762c13f.setContent(html_173b58ad7d6b46bd8323195acd90a9ba);
            

            circle_marker_a6ac62e6c8994e638ca444b9bfaeed62.bindPopup(popup_ed893873a8f54078a2baded60762c13f);

            
        
    
            var circle_marker_0c7204e538d5454490f6efc62bae1f4b = L.circleMarker(
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                {
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  "color": "#3388ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "#3388ff",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 7,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_5539988d07304ae8a8d07b82fcd63112);
            
    
            var popup_0ae047f02ef0420cbd960f027fa4c3fd = L.popup({maxWidth: '300'});

            
                var html_59df5e5f6bf541cf8924069fbfe50a9c = $('<div id="html_59df5e5f6bf541cf8924069fbfe50a9c" style="width: 100.0%; height: 100.0%;">Upper West Side</div>')[0];
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                [40.85190253,-73.93690028],
                {
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  "color": "#3388ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "#3388ff",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 7,
  "stroke": true,
  "weight": 3
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                ).addTo(map_5539988d07304ae8a8d07b82fcd63112);
            
    
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                {
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  "color": "#3388ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "#3388ff",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 7,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_5539988d07304ae8a8d07b82fcd63112);
            
    
            var popup_fa3eb67eefd3433e8ff49965ec780978 = L.popup({maxWidth: '300'});

            
                var html_9e65419a4d6d4bedb9b26404951c26e6 = $('<div id="html_9e65419a4d6d4bedb9b26404951c26e6" style="width: 100.0%; height: 100.0%;">West Village</div>')[0];
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            circle_marker_cdfa1e6f953f47acb600d1b1fa126308.bindPopup(popup_fa3eb67eefd3433e8ff49965ec780978);

            
        
    
            var circle_marker_004fc984c01842cca87dc4a10b6bcdba = L.circleMarker(
                [40.77592985,-73.94711784],
                {
  "bubblingMouseEvents": true,
  "color": "#3388ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "#3388ff",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 7,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_5539988d07304ae8a8d07b82fcd63112);
            
    
            var popup_75732666fa114c36a28dcf018aba706c = L.popup({maxWidth: '300'});

            
                var html_341f74f0e3db436cbf51b0523aa0eb25 = $('<div id="html_341f74f0e3db436cbf51b0523aa0eb25" style="width: 100.0%; height: 100.0%;">Yorkville</div>')[0];
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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 0xb4d87b0e48>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_nyc = folium.Map(location=[40.765937,-73.977304], zoom_start=12)\n",
    "\n",
    "for HOOD, LAT, LON in zip(nyc.neighborhood, nyc.latitude, nyc.longitude):\n",
    "    folium.CircleMarker([LAT, LON], \n",
    "                        popup = str(HOOD), #text\n",
    "                        radius = 7).add_to(map_nyc)\n",
    "\n",
    "map_nyc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "#### Change the map style"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "\"Stamen Toner\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css" />
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css" />
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css" />
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css" />
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css" />
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css" />
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_83ce000b14d34df4b39fc686a57a9bdc {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_83ce000b14d34df4b39fc686a57a9bdc" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_83ce000b14d34df4b39fc686a57a9bdc = L.map(
                                  'map_83ce000b14d34df4b39fc686a57a9bdc',
                                  {center: [40.765937,-73.977304],
                                  zoom: 12,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_46541a14b19a4c6bb2c62c6468610fb7 = L.tileLayer(
                'https://stamen-tiles-{s}.a.ssl.fastly.net/toner/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_83ce000b14d34df4b39fc686a57a9bdc);
        
    
            var circle_marker_c2bd76f177ed47d5a127f4b6697eafeb = L.circleMarker(
                [40.71193198,-74.01686931],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "blue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 7,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_83ce000b14d34df4b39fc686a57a9bdc);
            
    
            var popup_ace73e22e1ef4f709471a5151dd0b0e8 = L.popup({maxWidth: '300'});

            
                var html_cc8d8401b729488da70b66ae09f7b24d = $('<div id="html_cc8d8401b729488da70b66ae09f7b24d" style="width: 100.0%; height: 100.0%;">Battery Park City</div>')[0];
                popup_ace73e22e1ef4f709471a5151dd0b0e8.setContent(html_cc8d8401b729488da70b66ae09f7b24d);
            

            circle_marker_c2bd76f177ed47d5a127f4b6697eafeb.bindPopup(popup_ace73e22e1ef4f709471a5151dd0b0e8);

            
        
    
            var circle_marker_cff0d3d2d80f4f77880e32f6671e548f = L.circleMarker(
                [40.78268257,-73.95325647],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "blue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 7,
  "stroke": true,
  "weight": 3
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            var popup_ab84b98925734e438e15c8f03ba31fb4 = L.popup({maxWidth: '300'});

            
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            var popup_bfb3a3a194ac49efba3b8ff5c7ee1ad0 = L.popup({maxWidth: '300'});

            
                var html_382a8784188d4e678dcf8b021e18ff0d = $('<div id="html_382a8784188d4e678dcf8b021e18ff0d" style="width: 100.0%; height: 100.0%;">Yorkville</div>')[0];
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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 0xb4d8923048>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_nyc = folium.Map(location=[40.765937,-73.977304], tiles='Stamen Toner', zoom_start=12)#  tiles='Stamen Toner', zoom_start=12)\n",
    "\n",
    "\n",
    "for HOOD, LAT, LON in zip(nyc.neighborhood, nyc.latitude, nyc.longitude):\n",
    "    folium.CircleMarker([LAT, LON], \n",
    "                        popup = str(HOOD), #text\n",
    "                        radius = 7,\n",
    "                        color = \"blue\").add_to(map_nyc)\n",
    "\n",
    "map_nyc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "\"Stamen Watercolor\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
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    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css" />
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    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
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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 0xb4d8a17390>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_nyc = folium.Map(location=[40.765937,-73.977304], tiles='Stamen Watercolor', zoom_start=12)#  tiles='Stamen Toner', zoom_start=12)\n",
    "\n",
    "\n",
    "for HOOD, LAT, LON in zip(nyc.neighborhood, nyc.latitude, nyc.longitude):\n",
    "    folium.CircleMarker([LAT, LON], \n",
    "                        popup = str(HOOD), #text\n",
    "                        radius = 7,\n",
    "                        color = \"blue\").add_to(map_nyc)\n",
    "\n",
    "map_nyc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "<hr>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "## Using the Foursquare API: Finding the profile of nearby venues"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "Please replace with your own ID/SECRET later by creating an account at: https://developer.foursquare.com"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "#### Credentials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "button": false,
    "collapsed": true,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "CLIENT_ID = \"F340AT21E3CPCGJ2W2C3PFLCHARCBSQ3MVFKHOMZFXVIC0NG\"\n",
    "CLIENT_SECRET = \"4O5UVLS4HQKRDLF0TPDI0A0HD1MWAGVSSAPYDNOAHHTPYZRK\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "#### Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Libraries imported.\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "from pandas.io.json import json_normalize\n",
    "import pandas as pd\n",
    "import json\n",
    "pd.options.display.max_columns = 999\n",
    "\n",
    "print(\"Libraries imported.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "### $function$ getNearestVenues: \n",
    "- Using the Foursquare API, fetch the nearby venues for each location in a list.\n",
    "> `getNearestVenues(namelist, latlist, lonlist, radius=100, limit=100)`  \n",
    "> - **namelist**: list of names of locations\n",
    "> - **latlist**: list of latitudes\n",
    "> - **lonlist**: list of longitudes\n",
    "> - **radius**: (optional) in meters from lat/lon. Default = 100\n",
    "> - **limit**: (optional) limit number of venues within radius to search. Default = 100  \n",
    "> - _**Returns a dataframe of all the nearest venues for each input location**_\n",
    "\n",
    "#### _Sample output:_\n",
    "<img src=https://ibm.box.com/shared/static/hexljahyeqhkuv0slvc80xvqgyosmww4.png width=640 align=left>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "button": false,
    "collapsed": true,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "import time\n",
    "\n",
    "def getNearestVenues(namelist, latlist, lonlist, radius=500, limit=100):\n",
    "    \n",
    "    mylist=[]\n",
    "    counter = 1\n",
    "    totalcount = len(namelist)\n",
    "    \n",
    "    for NAME, LAT, LON in zip(namelist, latlist, lonlist):\n",
    "        print(NAME)\n",
    "        \n",
    "        if (counter % 10 == 0) & (counter != 40):\n",
    "            # Prevent exceeding rate limit of API requests\n",
    "            print (\"---Wait 3 sec--- [\" + str(totalcount-counter) + \" remaining]\")\n",
    "            time.sleep(3)\n",
    "            \n",
    "        # Set the API request url\n",
    "        url = \"https://api.foursquare.com/v2/venues/explore?&ll={}%2C%20{}\\\n",
    "                &intent=browse&radius={}\\\n",
    "                &limit={}\\\n",
    "                &client_id={}\\\n",
    "                &client_secret={}\\\n",
    "                &v=20161016\"\\\n",
    "                .format(LAT, LON, radius, limit, CLIENT_ID, CLIENT_SECRET)\n",
    "            \n",
    "        # GET request\n",
    "        results = requests.get(url).json()[\"response\"]['groups']\n",
    "        \n",
    "        # Return specific items of interest from GET request result (for each nearby venue: name, lat, lon, category)\n",
    "        mylist.append([(NAME, LAT, LON, \n",
    "                        v['venue']['name'], \n",
    "                        v['venue']['location']['lat'], \n",
    "                        v['venue']['location']['lng'],  \n",
    "                        v['venue']['categories'][0]['name']) for v in results[0]['items']])\n",
    "        counter += 1\n",
    "\n",
    "    df = pd.DataFrame([item for sublist in mylist for item in sublist])\n",
    "    df.columns = ['poi', 'poi_lat', 'poi_lon', 'venue', 'venue_lat', 'venue_lon', 'venue_cat']\n",
    "    \n",
    "    return(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "Run the **getNearestVenues** function with `radius = 1000` meters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Battery Park City\n",
      "Carnegie Hill\n",
      "Central Harlem\n",
      "Chelsea (Manhattan)\n",
      "Chinatown\n",
      "Civic Center\n",
      "Clinton\n",
      "East Harlem\n",
      "East Village\n",
      "Financial District\n",
      "---Wait 3 sec--- [30 remaining]\n",
      "Flatiron\n",
      "Gramercy\n",
      "Greenwich Village\n",
      "Hamilton Heights\n",
      "Hudson Yards\n",
      "Inwood\n",
      "Lenox Hill\n",
      "Lincoln Square\n",
      "Little Italy\n",
      "Lower East Side\n",
      "---Wait 3 sec--- [20 remaining]\n",
      "Manhattan Valley\n",
      "Manhattanville\n",
      "Marble Hill\n",
      "Midtown\n",
      "Midtown South\n",
      "Morningside Heights\n",
      "Murray Hill (Manhattan)\n",
      "Noho\n",
      "Roosevelt Island\n",
      "Soho\n",
      "---Wait 3 sec--- [10 remaining]\n",
      "Stuyvesant Town\n",
      "Sutton Place\n",
      "Tribeca\n",
      "Tudor City\n",
      "Turtle Bay\n",
      "Upper East Side\n",
      "Upper West Side\n",
      "Washington Heights\n",
      "West Village\n",
      "Yorkville\n"
     ]
    }
   ],
   "source": [
    "# Returns at most 100 nearby venues for each of the borough's lon/lat within a radius of 1000 meters\n",
    "\n",
    "nyc_venues = getNearestVenues(namelist = nyc.neighborhood,\n",
    "                              latlist = nyc.latitude,\n",
    "                              lonlist = nyc.longitude,\n",
    "                              radius = 1000)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3983, 7)\n"
     ]
    },
    {
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       "</style>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>poi</th>\n",
       "      <th>poi_lat</th>\n",
       "      <th>poi_lon</th>\n",
       "      <th>venue</th>\n",
       "      <th>venue_lat</th>\n",
       "      <th>venue_lon</th>\n",
       "      <th>venue_cat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Battery Park City Esplanade</td>\n",
       "      <td>40.711622</td>\n",
       "      <td>-74.017907</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Hudson Eats</td>\n",
       "      <td>40.712819</td>\n",
       "      <td>-74.015911</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Waterfront Plaza, Brookfield Place</td>\n",
       "      <td>40.713159</td>\n",
       "      <td>-74.016062</td>\n",
       "      <td>Plaza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Brookfield Place</td>\n",
       "      <td>40.713204</td>\n",
       "      <td>-74.015619</td>\n",
       "      <td>Shopping Mall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Equinox Brookfield Place</td>\n",
       "      <td>40.712704</td>\n",
       "      <td>-74.014995</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>One World Observatory</td>\n",
       "      <td>40.713282</td>\n",
       "      <td>-74.013972</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Mighty Quinn's BBQ</td>\n",
       "      <td>40.712740</td>\n",
       "      <td>-74.016018</td>\n",
       "      <td>BBQ Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Winter Garden Atrium</td>\n",
       "      <td>40.713242</td>\n",
       "      <td>-74.015854</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Le District</td>\n",
       "      <td>40.713109</td>\n",
       "      <td>-74.015923</td>\n",
       "      <td>Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>National September 11 Memorial &amp; Museum</td>\n",
       "      <td>40.711599</td>\n",
       "      <td>-74.012922</td>\n",
       "      <td>Memorial Site</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>One World Trade Center</td>\n",
       "      <td>40.713069</td>\n",
       "      <td>-74.013133</td>\n",
       "      <td>Building</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Num Pang Sandwich Shop</td>\n",
       "      <td>40.712727</td>\n",
       "      <td>-74.016032</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Dig Inn</td>\n",
       "      <td>40.712835</td>\n",
       "      <td>-74.016013</td>\n",
       "      <td>American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Davidoff of Geneva</td>\n",
       "      <td>40.713111</td>\n",
       "      <td>-74.015130</td>\n",
       "      <td>Smoke Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Grom</td>\n",
       "      <td>40.712871</td>\n",
       "      <td>-74.014022</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Regal Cinemas Battery Park 11</td>\n",
       "      <td>40.714683</td>\n",
       "      <td>-74.015023</td>\n",
       "      <td>Movie Theater</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Liberty Park</td>\n",
       "      <td>40.710384</td>\n",
       "      <td>-74.013868</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Parm</td>\n",
       "      <td>40.714514</td>\n",
       "      <td>-74.016264</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>North End Grill</td>\n",
       "      <td>40.715146</td>\n",
       "      <td>-74.015891</td>\n",
       "      <td>American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Sprinkles Cupcakes</td>\n",
       "      <td>40.713257</td>\n",
       "      <td>-74.015849</td>\n",
       "      <td>Cupcake Shop</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  poi    poi_lat    poi_lon  \\\n",
       "0   Battery Park City  40.711932 -74.016869   \n",
       "1   Battery Park City  40.711932 -74.016869   \n",
       "2   Battery Park City  40.711932 -74.016869   \n",
       "3   Battery Park City  40.711932 -74.016869   \n",
       "4   Battery Park City  40.711932 -74.016869   \n",
       "5   Battery Park City  40.711932 -74.016869   \n",
       "6   Battery Park City  40.711932 -74.016869   \n",
       "7   Battery Park City  40.711932 -74.016869   \n",
       "8   Battery Park City  40.711932 -74.016869   \n",
       "9   Battery Park City  40.711932 -74.016869   \n",
       "10  Battery Park City  40.711932 -74.016869   \n",
       "11  Battery Park City  40.711932 -74.016869   \n",
       "12  Battery Park City  40.711932 -74.016869   \n",
       "13  Battery Park City  40.711932 -74.016869   \n",
       "14  Battery Park City  40.711932 -74.016869   \n",
       "15  Battery Park City  40.711932 -74.016869   \n",
       "16  Battery Park City  40.711932 -74.016869   \n",
       "17  Battery Park City  40.711932 -74.016869   \n",
       "18  Battery Park City  40.711932 -74.016869   \n",
       "19  Battery Park City  40.711932 -74.016869   \n",
       "\n",
       "                                      venue  venue_lat  venue_lon  \\\n",
       "0               Battery Park City Esplanade  40.711622 -74.017907   \n",
       "1                               Hudson Eats  40.712819 -74.015911   \n",
       "2        Waterfront Plaza, Brookfield Place  40.713159 -74.016062   \n",
       "3                          Brookfield Place  40.713204 -74.015619   \n",
       "4                  Equinox Brookfield Place  40.712704 -74.014995   \n",
       "5                     One World Observatory  40.713282 -74.013972   \n",
       "6                        Mighty Quinn's BBQ  40.712740 -74.016018   \n",
       "7                      Winter Garden Atrium  40.713242 -74.015854   \n",
       "8                               Le District  40.713109 -74.015923   \n",
       "9   National September 11 Memorial & Museum  40.711599 -74.012922   \n",
       "10                   One World Trade Center  40.713069 -74.013133   \n",
       "11                   Num Pang Sandwich Shop  40.712727 -74.016032   \n",
       "12                                  Dig Inn  40.712835 -74.016013   \n",
       "13                       Davidoff of Geneva  40.713111 -74.015130   \n",
       "14                                     Grom  40.712871 -74.014022   \n",
       "15            Regal Cinemas Battery Park 11  40.714683 -74.015023   \n",
       "16                             Liberty Park  40.710384 -74.013868   \n",
       "17                                     Parm  40.714514 -74.016264   \n",
       "18                          North End Grill  40.715146 -74.015891   \n",
       "19                       Sprinkles Cupcakes  40.713257 -74.015849   \n",
       "\n",
       "                venue_cat  \n",
       "0                    Park  \n",
       "1              Food Court  \n",
       "2                   Plaza  \n",
       "3           Shopping Mall  \n",
       "4    Gym / Fitness Center  \n",
       "5          Scenic Lookout  \n",
       "6               BBQ Joint  \n",
       "7   Performing Arts Venue  \n",
       "8                  Market  \n",
       "9           Memorial Site  \n",
       "10               Building  \n",
       "11         Sandwich Place  \n",
       "12    American Restaurant  \n",
       "13             Smoke Shop  \n",
       "14         Ice Cream Shop  \n",
       "15          Movie Theater  \n",
       "16                   Park  \n",
       "17     Italian Restaurant  \n",
       "18    American Restaurant  \n",
       "19           Cupcake Shop  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(nyc_venues.shape)\n",
    "nyc_venues.head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "### How many nearby venues were identified by Foursquare for each location (\"point of interest\")?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>poi_lat</th>\n",
       "      <th>poi_lon</th>\n",
       "      <th>venue</th>\n",
       "      <th>venue_lat</th>\n",
       "      <th>venue_lon</th>\n",
       "      <th>venue_cat</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>poi</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Battery Park City</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Carnegie Hill</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central Harlem</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chelsea (Manhattan)</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chinatown</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Civic Center</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clinton</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>East Harlem</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>East Village</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Financial District</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flatiron</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gramercy</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greenwich Village</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hamilton Heights</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hudson Yards</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Inwood</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lenox Hill</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lincoln Square</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Little Italy</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lower East Side</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Manhattan Valley</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Manhattanville</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Marble Hill</th>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Midtown</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Midtown South</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Morningside Heights</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Murray Hill (Manhattan)</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Noho</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Roosevelt Island</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Soho</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stuyvesant Town</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sutton Place</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tribeca</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tudor City</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turtle Bay</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Upper East Side</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Upper West Side</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washington Heights</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Village</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yorkville</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         poi_lat  poi_lon  venue  venue_lat  venue_lon  \\\n",
       "poi                                                                      \n",
       "Battery Park City            100      100    100        100        100   \n",
       "Carnegie Hill                100      100    100        100        100   \n",
       "Central Harlem               100      100    100        100        100   \n",
       "Chelsea (Manhattan)          100      100    100        100        100   \n",
       "Chinatown                    100      100    100        100        100   \n",
       "Civic Center                 100      100    100        100        100   \n",
       "Clinton                      100      100    100        100        100   \n",
       "East Harlem                  100      100    100        100        100   \n",
       "East Village                 100      100    100        100        100   \n",
       "Financial District           100      100    100        100        100   \n",
       "Flatiron                     100      100    100        100        100   \n",
       "Gramercy                     100      100    100        100        100   \n",
       "Greenwich Village            100      100    100        100        100   \n",
       "Hamilton Heights             100      100    100        100        100   \n",
       "Hudson Yards                 100      100    100        100        100   \n",
       "Inwood                       100      100    100        100        100   \n",
       "Lenox Hill                   100      100    100        100        100   \n",
       "Lincoln Square               100      100    100        100        100   \n",
       "Little Italy                 100      100    100        100        100   \n",
       "Lower East Side              100      100    100        100        100   \n",
       "Manhattan Valley             100      100    100        100        100   \n",
       "Manhattanville               100      100    100        100        100   \n",
       "Marble Hill                   83       83     83         83         83   \n",
       "Midtown                      100      100    100        100        100   \n",
       "Midtown South                100      100    100        100        100   \n",
       "Morningside Heights          100      100    100        100        100   \n",
       "Murray Hill (Manhattan)      100      100    100        100        100   \n",
       "Noho                         100      100    100        100        100   \n",
       "Roosevelt Island             100      100    100        100        100   \n",
       "Soho                         100      100    100        100        100   \n",
       "Stuyvesant Town              100      100    100        100        100   \n",
       "Sutton Place                 100      100    100        100        100   \n",
       "Tribeca                      100      100    100        100        100   \n",
       "Tudor City                   100      100    100        100        100   \n",
       "Turtle Bay                   100      100    100        100        100   \n",
       "Upper East Side              100      100    100        100        100   \n",
       "Upper West Side              100      100    100        100        100   \n",
       "Washington Heights           100      100    100        100        100   \n",
       "West Village                 100      100    100        100        100   \n",
       "Yorkville                    100      100    100        100        100   \n",
       "\n",
       "                         venue_cat  \n",
       "poi                                 \n",
       "Battery Park City              100  \n",
       "Carnegie Hill                  100  \n",
       "Central Harlem                 100  \n",
       "Chelsea (Manhattan)            100  \n",
       "Chinatown                      100  \n",
       "Civic Center                   100  \n",
       "Clinton                        100  \n",
       "East Harlem                    100  \n",
       "East Village                   100  \n",
       "Financial District             100  \n",
       "Flatiron                       100  \n",
       "Gramercy                       100  \n",
       "Greenwich Village              100  \n",
       "Hamilton Heights               100  \n",
       "Hudson Yards                   100  \n",
       "Inwood                         100  \n",
       "Lenox Hill                     100  \n",
       "Lincoln Square                 100  \n",
       "Little Italy                   100  \n",
       "Lower East Side                100  \n",
       "Manhattan Valley               100  \n",
       "Manhattanville                 100  \n",
       "Marble Hill                     83  \n",
       "Midtown                        100  \n",
       "Midtown South                  100  \n",
       "Morningside Heights            100  \n",
       "Murray Hill (Manhattan)        100  \n",
       "Noho                           100  \n",
       "Roosevelt Island               100  \n",
       "Soho                           100  \n",
       "Stuyvesant Town                100  \n",
       "Sutton Place                   100  \n",
       "Tribeca                        100  \n",
       "Tudor City                     100  \n",
       "Turtle Bay                     100  \n",
       "Upper East Side                100  \n",
       "Upper West Side                100  \n",
       "Washington Heights             100  \n",
       "West Village                   100  \n",
       "Yorkville                      100  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nyc_venues.groupby(\"poi\").count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "## K-means clustering of neighborhoods based on their nearby venues"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "Given the dataframe, how can we do clustering to see which locations are most similar to each other?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>poi</th>\n",
       "      <th>poi_lat</th>\n",
       "      <th>poi_lon</th>\n",
       "      <th>venue</th>\n",
       "      <th>venue_lat</th>\n",
       "      <th>venue_lon</th>\n",
       "      <th>venue_cat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Battery Park City Esplanade</td>\n",
       "      <td>40.711622</td>\n",
       "      <td>-74.017907</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Hudson Eats</td>\n",
       "      <td>40.712819</td>\n",
       "      <td>-74.015911</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Waterfront Plaza, Brookfield Place</td>\n",
       "      <td>40.713159</td>\n",
       "      <td>-74.016062</td>\n",
       "      <td>Plaza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Brookfield Place</td>\n",
       "      <td>40.713204</td>\n",
       "      <td>-74.015619</td>\n",
       "      <td>Shopping Mall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>Equinox Brookfield Place</td>\n",
       "      <td>40.712704</td>\n",
       "      <td>-74.014995</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 poi    poi_lat    poi_lon  \\\n",
       "0  Battery Park City  40.711932 -74.016869   \n",
       "1  Battery Park City  40.711932 -74.016869   \n",
       "2  Battery Park City  40.711932 -74.016869   \n",
       "3  Battery Park City  40.711932 -74.016869   \n",
       "4  Battery Park City  40.711932 -74.016869   \n",
       "\n",
       "                                venue  venue_lat  venue_lon  \\\n",
       "0         Battery Park City Esplanade  40.711622 -74.017907   \n",
       "1                         Hudson Eats  40.712819 -74.015911   \n",
       "2  Waterfront Plaza, Brookfield Place  40.713159 -74.016062   \n",
       "3                    Brookfield Place  40.713204 -74.015619   \n",
       "4            Equinox Brookfield Place  40.712704 -74.014995   \n",
       "\n",
       "              venue_cat  \n",
       "0                  Park  \n",
       "1            Food Court  \n",
       "2                 Plaza  \n",
       "3         Shopping Mall  \n",
       "4  Gym / Fitness Center  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nyc_venues.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "Answer: we cannot do clustering with this dataframe _as is_. Cannot cluster on the venue_cat column because it has categorical features. We need to reshape it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "**Goal:**\n",
    "- one-hot encode the category column -- so that each venue category is its own category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3983, 298)\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>poi</th>\n",
       "      <th>Accessories Store</th>\n",
       "      <th>African Restaurant</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Antique Shop</th>\n",
       "      <th>Arcade</th>\n",
       "      <th>Arepa Restaurant</th>\n",
       "      <th>Argentinian Restaurant</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>Australian Restaurant</th>\n",
       "      <th>Austrian Restaurant</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Field</th>\n",
       "      <th>Basketball Court</th>\n",
       "      <th>Basketball Stadium</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Garden</th>\n",
       "      <th>Beer Store</th>\n",
       "      <th>Big Box Store</th>\n",
       "      <th>Bike Trail</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Board Shop</th>\n",
       "      <th>Boat or Ferry</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Bowling Alley</th>\n",
       "      <th>Boxing Gym</th>\n",
       "      <th>Brazilian Restaurant</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Bridge</th>\n",
       "      <th>Bubble Tea Shop</th>\n",
       "      <th>Buffet</th>\n",
       "      <th>Building</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>Burrito Place</th>\n",
       "      <th>Bus Station</th>\n",
       "      <th>Bus Stop</th>\n",
       "      <th>Butcher</th>\n",
       "      <th>Cable Car</th>\n",
       "      <th>Café</th>\n",
       "      <th>Cambodian Restaurant</th>\n",
       "      <th>Camera Store</th>\n",
       "      <th>Candy Store</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Chocolate Shop</th>\n",
       "      <th>Christmas Market</th>\n",
       "      <th>Climbing Gym</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Club House</th>\n",
       "      <th>Cocktail Bar</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>College Academic Building</th>\n",
       "      <th>College Theater</th>\n",
       "      <th>Comedy Club</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Comic Shop</th>\n",
       "      <th>Community Center</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Creperie</th>\n",
       "      <th>Cuban Restaurant</th>\n",
       "      <th>Cupcake Shop</th>\n",
       "      <th>Cycle Studio</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Daycare</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Department Store</th>\n",
       "      <th>Design Studio</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Dim Sum Restaurant</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Discount Store</th>\n",
       "      <th>Dive Bar</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Dumpling Restaurant</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Empanada Restaurant</th>\n",
       "      <th>English Restaurant</th>\n",
       "      <th>Ethiopian Restaurant</th>\n",
       "      <th>Event Space</th>\n",
       "      <th>Exhibit</th>\n",
       "      <th>Falafel Restaurant</th>\n",
       "      <th>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Field</th>\n",
       "      <th>Filipino Restaurant</th>\n",
       "      <th>Fish Market</th>\n",
       "      <th>Flea Market</th>\n",
       "      <th>Flower Shop</th>\n",
       "      <th>Food</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Food Court</th>\n",
       "      <th>Food Truck</th>\n",
       "      <th>Fountain</th>\n",
       "      <th>French Restaurant</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Frozen Yogurt Shop</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Garden Center</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>Gay Bar</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>German Restaurant</th>\n",
       "      <th>Gift Shop</th>\n",
       "      <th>Gluten-free Restaurant</th>\n",
       "      <th>Golf Course</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>Halal Restaurant</th>\n",
       "      <th>Harbor / Marina</th>\n",
       "      <th>Hawaiian Restaurant</th>\n",
       "      <th>Health &amp; Beauty Service</th>\n",
       "      <th>Health Food Store</th>\n",
       "      <th>Heliport</th>\n",
       "      <th>High School</th>\n",
       "      <th>Historic Site</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Hobby Shop</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Hot Dog Joint</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indie Movie Theater</th>\n",
       "      <th>Indie Theater</th>\n",
       "      <th>Israeli Restaurant</th>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <th>Japanese Curry Restaurant</th>\n",
       "      <th>Japanese Restaurant</th>\n",
       "      <th>Jazz Club</th>\n",
       "      <th>Jewelry Store</th>\n",
       "      <th>Jewish Restaurant</th>\n",
       "      <th>Juice Bar</th>\n",
       "      <th>Karaoke Bar</th>\n",
       "      <th>Kids Store</th>\n",
       "      <th>Kitchen Supply Store</th>\n",
       "      <th>Korean Restaurant</th>\n",
       "      <th>Kosher Restaurant</th>\n",
       "      <th>Lake</th>\n",
       "      <th>Latin American Restaurant</th>\n",
       "      <th>Laundry Service</th>\n",
       "      <th>Lebanese Restaurant</th>\n",
       "      <th>Library</th>\n",
       "      <th>Lighthouse</th>\n",
       "      <th>Lingerie Store</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Malay Restaurant</th>\n",
       "      <th>Market</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Massage Studio</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Memorial Site</th>\n",
       "      <th>Men's Store</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Mini Golf</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>Mobile Phone Shop</th>\n",
       "      <th>Modern European Restaurant</th>\n",
       "      <th>Molecular Gastronomy Restaurant</th>\n",
       "      <th>Monument / Landmark</th>\n",
       "      <th>Moroccan Restaurant</th>\n",
       "      <th>Movie Theater</th>\n",
       "      <th>Moving Target</th>\n",
       "      <th>Museum</th>\n",
       "      <th>Music School</th>\n",
       "      <th>Music Store</th>\n",
       "      <th>Music Venue</th>\n",
       "      <th>Nail Salon</th>\n",
       "      <th>New American Restaurant</th>\n",
       "      <th>Nightclub</th>\n",
       "      <th>Noodle House</th>\n",
       "      <th>Office</th>\n",
       "      <th>Opera House</th>\n",
       "      <th>Optical Shop</th>\n",
       "      <th>Organic Grocery</th>\n",
       "      <th>Other Nightlife</th>\n",
       "      <th>Outdoor Sculpture</th>\n",
       "      <th>Outdoors &amp; Recreation</th>\n",
       "      <th>Paella Restaurant</th>\n",
       "      <th>Paper / Office Supplies Store</th>\n",
       "      <th>Park</th>\n",
       "      <th>Performing Arts Venue</th>\n",
       "      <th>Persian Restaurant</th>\n",
       "      <th>Peruvian Restaurant</th>\n",
       "      <th>Pet Café</th>\n",
       "      <th>Pet Service</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Piano Bar</th>\n",
       "      <th>Pie Shop</th>\n",
       "      <th>Pier</th>\n",
       "      <th>Pilates Studio</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Pool</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Public Art</th>\n",
       "      <th>Ramen Restaurant</th>\n",
       "      <th>Record Shop</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Residential Building (Apartment / Condo)</th>\n",
       "      <th>Resort</th>\n",
       "      <th>Rest Area</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>River</th>\n",
       "      <th>Rock Club</th>\n",
       "      <th>Roof Deck</th>\n",
       "      <th>Russian Restaurant</th>\n",
       "      <th>Sake Bar</th>\n",
       "      <th>Salad Place</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Scenic Lookout</th>\n",
       "      <th>School</th>\n",
       "      <th>Sculpture Garden</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Shabu-Shabu Restaurant</th>\n",
       "      <th>Shanghai Restaurant</th>\n",
       "      <th>Shoe Store</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Skating Rink</th>\n",
       "      <th>Ski Chalet</th>\n",
       "      <th>Smoke Shop</th>\n",
       "      <th>Snack Place</th>\n",
       "      <th>Soba Restaurant</th>\n",
       "      <th>Social Club</th>\n",
       "      <th>Soup Place</th>\n",
       "      <th>South American Restaurant</th>\n",
       "      <th>Southern / Soul Food Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Spanish Restaurant</th>\n",
       "      <th>Speakeasy</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Street Art</th>\n",
       "      <th>Street Food Gathering</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Supplement Shop</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swiss Restaurant</th>\n",
       "      <th>Synagogue</th>\n",
       "      <th>Szechuan Restaurant</th>\n",
       "      <th>Taco Place</th>\n",
       "      <th>Tailor Shop</th>\n",
       "      <th>Taiwanese Restaurant</th>\n",
       "      <th>Tapas Restaurant</th>\n",
       "      <th>Tattoo Parlor</th>\n",
       "      <th>Tea Room</th>\n",
       "      <th>Tech Startup</th>\n",
       "      <th>Tennis Court</th>\n",
       "      <th>Tennis Stadium</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Theme Restaurant</th>\n",
       "      <th>Thrift / Vintage Store</th>\n",
       "      <th>Tibetan Restaurant</th>\n",
       "      <th>Tourist Information Center</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Track</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Tram Station</th>\n",
       "      <th>Tree</th>\n",
       "      <th>Turkish Restaurant</th>\n",
       "      <th>Udon Restaurant</th>\n",
       "      <th>Ukrainian Restaurant</th>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
       "      <th>Veterinarian</th>\n",
       "      <th>Video Game Store</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Volleyball Court</th>\n",
       "      <th>Whisky Bar</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Wine Shop</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Women's Store</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Battery Park City</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>1</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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Battery Park City</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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Battery Park City</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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 poi  Accessories Store  African Restaurant  \\\n",
       "0  Battery Park City                  0                   0   \n",
       "1  Battery Park City                  0                   0   \n",
       "2  Battery Park City                  0                   0   \n",
       "3  Battery Park City                  0                   0   \n",
       "4  Battery Park City                  0                   0   \n",
       "\n",
       "   American Restaurant  Antique Shop  Arcade  Arepa Restaurant  \\\n",
       "0                    0             0       0                 0   \n",
       "1                    0             0       0                 0   \n",
       "2                    0             0       0                 0   \n",
       "3                    0             0       0                 0   \n",
       "4                    0             0       0                 0   \n",
       "\n",
       "   Argentinian Restaurant  Art Gallery  Art Museum  Arts & Crafts 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",
       "   Asian Restaurant  Athletics & Sports  Australian Restaurant  \\\n",
       "0                 0                   0                      0   \n",
       "1                 0                   0                      0   \n",
       "2                 0                   0                      0   \n",
       "3                 0                   0                      0   \n",
       "4                 0                   0                      0   \n",
       "\n",
       "   Austrian Restaurant  BBQ Joint  Bagel Shop  Bakery  Bank  Bar  \\\n",
       "0                    0          0           0       0     0    0   \n",
       "1                    0          0           0       0     0    0   \n",
       "2                    0          0           0       0     0    0   \n",
       "3                    0          0           0       0     0    0   \n",
       "4                    0          0           0       0     0    0   \n",
       "\n",
       "   Baseball Field  Basketball Court  Basketball Stadium  Beer Bar  \\\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",
       "   Beer Garden  Beer Store  Big Box Store  Bike Trail  Bistro  Board Shop  \\\n",
       "0            0           0              0           0       0           0   \n",
       "1            0           0              0           0       0           0   \n",
       "2            0           0              0           0       0           0   \n",
       "3            0           0              0           0       0           0   \n",
       "4            0           0              0           0       0           0   \n",
       "\n",
       "   Boat or Ferry  Bookstore  Boutique  Bowling Alley  Boxing Gym  \\\n",
       "0              0          0         0              0           0   \n",
       "1              0          0         0              0           0   \n",
       "2              0          0         0              0           0   \n",
       "3              0          0         0              0           0   \n",
       "4              0          0         0              0           0   \n",
       "\n",
       "   Brazilian Restaurant  Breakfast Spot  Bridge  Bubble Tea Shop  Buffet  \\\n",
       "0                     0               0       0                0       0   \n",
       "1                     0               0       0                0       0   \n",
       "2                     0               0       0                0       0   \n",
       "3                     0               0       0                0       0   \n",
       "4                     0               0       0                0       0   \n",
       "\n",
       "   Building  Burger Joint  Burrito Place  Bus Station  Bus Stop  Butcher  \\\n",
       "0         0             0              0            0         0        0   \n",
       "1         0             0              0            0         0        0   \n",
       "2         0             0              0            0         0        0   \n",
       "3         0             0              0            0         0        0   \n",
       "4         0             0              0            0         0        0   \n",
       "\n",
       "   Cable Car  Café  Cambodian Restaurant  Camera Store  Candy Store  \\\n",
       "0          0     0                     0             0            0   \n",
       "1          0     0                     0             0            0   \n",
       "2          0     0                     0             0            0   \n",
       "3          0     0                     0             0            0   \n",
       "4          0     0                     0             0            0   \n",
       "\n",
       "   Caribbean Restaurant  Cheese Shop  Chinese Restaurant  Chocolate Shop  \\\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",
       "   Christmas Market  Climbing Gym  Clothing Store  Club House  Cocktail Bar  \\\n",
       "0                 0             0               0           0             0   \n",
       "1                 0             0               0           0             0   \n",
       "2                 0             0               0           0             0   \n",
       "3                 0             0               0           0             0   \n",
       "4                 0             0               0           0             0   \n",
       "\n",
       "   Coffee Shop  College Academic Building  College Theater  Comedy Club  \\\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",
       "   Comfort Food Restaurant  Comic Shop  Community Center  Concert Hall  \\\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",
       "   Convenience Store  Cosmetics Shop  Creperie  Cuban Restaurant  \\\n",
       "0                  0               0         0                 0   \n",
       "1                  0               0         0                 0   \n",
       "2                  0               0         0                 0   \n",
       "3                  0               0         0                 0   \n",
       "4                  0               0         0                 0   \n",
       "\n",
       "   Cupcake Shop  Cycle Studio  Dance Studio  Daycare  Deli / Bodega  \\\n",
       "0             0             0             0        0              0   \n",
       "1             0             0             0        0              0   \n",
       "2             0             0             0        0              0   \n",
       "3             0             0             0        0              0   \n",
       "4             0             0             0        0              0   \n",
       "\n",
       "   Department Store  Design Studio  Dessert Shop  Dim Sum Restaurant  Diner  \\\n",
       "0                 0              0             0                   0      0   \n",
       "1                 0              0             0                   0      0   \n",
       "2                 0              0             0                   0      0   \n",
       "3                 0              0             0                   0      0   \n",
       "4                 0              0             0                   0      0   \n",
       "\n",
       "   Discount Store  Dive Bar  Dog Run  Donut Shop  Dumpling Restaurant  \\\n",
       "0               0         0        0           0                    0   \n",
       "1               0         0        0           0                    0   \n",
       "2               0         0        0           0                    0   \n",
       "3               0         0        0           0                    0   \n",
       "4               0         0        0           0                    0   \n",
       "\n",
       "   Eastern European Restaurant  Electronics Store  Empanada Restaurant  \\\n",
       "0                            0                  0                    0   \n",
       "1                            0                  0                    0   \n",
       "2                            0                  0                    0   \n",
       "3                            0                  0                    0   \n",
       "4                            0                  0                    0   \n",
       "\n",
       "   English Restaurant  Ethiopian Restaurant  Event Space  Exhibit  \\\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",
       "   Falafel Restaurant  Farmers Market  Fast Food Restaurant  Field  \\\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",
       "   Filipino Restaurant  Fish Market  Flea Market  Flower Shop  Food  \\\n",
       "0                    0            0            0            0     0   \n",
       "1                    0            0            0            0     0   \n",
       "2                    0            0            0            0     0   \n",
       "3                    0            0            0            0     0   \n",
       "4                    0            0            0            0     0   \n",
       "\n",
       "   Food & Drink Shop  Food Court  Food Truck  Fountain  French Restaurant  \\\n",
       "0                  0           0           0         0                  0   \n",
       "1                  0           1           0         0                  0   \n",
       "2                  0           0           0         0                  0   \n",
       "3                  0           0           0         0                  0   \n",
       "4                  0           0           0         0                  0   \n",
       "\n",
       "   Fried Chicken Joint  Frozen Yogurt Shop  Furniture / Home Store  Garden  \\\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",
       "   Garden Center  Gastropub  Gay Bar  General Entertainment  \\\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",
       "   German Restaurant  Gift Shop  Gluten-free Restaurant  Golf Course  \\\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",
       "   Gourmet Shop  Greek Restaurant  Grocery Store  Gym  Gym / Fitness Center  \\\n",
       "0             0                 0              0    0                     0   \n",
       "1             0                 0              0    0                     0   \n",
       "2             0                 0              0    0                     0   \n",
       "3             0                 0              0    0                     0   \n",
       "4             0                 0              0    0                     1   \n",
       "\n",
       "   Halal Restaurant  Harbor / Marina  Hawaiian Restaurant  \\\n",
       "0                 0                0                    0   \n",
       "1                 0                0                    0   \n",
       "2                 0                0                    0   \n",
       "3                 0                0                    0   \n",
       "4                 0                0                    0   \n",
       "\n",
       "   Health & Beauty Service  Health Food Store  Heliport  High School  \\\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",
       "   Historic Site  History Museum  Hobby Shop  Hostel  Hot Dog Joint  Hotel  \\\n",
       "0              0               0           0       0              0      0   \n",
       "1              0               0           0       0              0      0   \n",
       "2              0               0           0       0              0      0   \n",
       "3              0               0           0       0              0      0   \n",
       "4              0               0           0       0              0      0   \n",
       "\n",
       "   Hotel Bar  Ice Cream Shop  Indian Restaurant  Indie Movie Theater  \\\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",
       "   Indie Theater  Israeli Restaurant  Italian Restaurant  \\\n",
       "0              0                   0                   0   \n",
       "1              0                   0                   0   \n",
       "2              0                   0                   0   \n",
       "3              0                   0                   0   \n",
       "4              0                   0                   0   \n",
       "\n",
       "   Japanese Curry Restaurant  Japanese Restaurant  Jazz Club  Jewelry 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",
       "   Jewish Restaurant  Juice Bar  Karaoke Bar  Kids 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",
       "   Kitchen Supply Store  Korean Restaurant  Kosher Restaurant  Lake  \\\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",
       "   Latin American Restaurant  Laundry Service  Lebanese Restaurant  Library  \\\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",
       "   Lighthouse  Lingerie Store  Liquor Store  Lounge  Malay Restaurant  Market  \\\n",
       "0           0               0             0       0                 0       0   \n",
       "1           0               0             0       0                 0       0   \n",
       "2           0               0             0       0                 0       0   \n",
       "3           0               0             0       0                 0       0   \n",
       "4           0               0             0       0                 0       0   \n",
       "\n",
       "   Martial Arts Dojo  Massage Studio  Mediterranean Restaurant  Memorial Site  \\\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",
       "   Men's Store  Mexican Restaurant  Middle Eastern Restaurant  Mini Golf  \\\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",
       "   Miscellaneous Shop  Mobile Phone Shop  Modern European Restaurant  \\\n",
       "0                   0                  0                           0   \n",
       "1                   0                  0                           0   \n",
       "2                   0                  0                           0   \n",
       "3                   0                  0                           0   \n",
       "4                   0                  0                           0   \n",
       "\n",
       "   Molecular Gastronomy Restaurant  Monument / Landmark  Moroccan Restaurant  \\\n",
       "0                                0                    0                    0   \n",
       "1                                0                    0                    0   \n",
       "2                                0                    0                    0   \n",
       "3                                0                    0                    0   \n",
       "4                                0                    0                    0   \n",
       "\n",
       "   Movie Theater  Moving Target  Museum  Music School  Music Store  \\\n",
       "0              0              0       0             0            0   \n",
       "1              0              0       0             0            0   \n",
       "2              0              0       0             0            0   \n",
       "3              0              0       0             0            0   \n",
       "4              0              0       0             0            0   \n",
       "\n",
       "   Music Venue  Nail Salon  New American Restaurant  Nightclub  Noodle House  \\\n",
       "0            0           0                        0          0             0   \n",
       "1            0           0                        0          0             0   \n",
       "2            0           0                        0          0             0   \n",
       "3            0           0                        0          0             0   \n",
       "4            0           0                        0          0             0   \n",
       "\n",
       "   Office  Opera House  Optical Shop  Organic Grocery  Other Nightlife  \\\n",
       "0       0            0             0                0                0   \n",
       "1       0            0             0                0                0   \n",
       "2       0            0             0                0                0   \n",
       "3       0            0             0                0                0   \n",
       "4       0            0             0                0                0   \n",
       "\n",
       "   Outdoor Sculpture  Outdoors & Recreation  Paella Restaurant  \\\n",
       "0                  0                      0                  0   \n",
       "1                  0                      0                  0   \n",
       "2                  0                      0                  0   \n",
       "3                  0                      0                  0   \n",
       "4                  0                      0                  0   \n",
       "\n",
       "   Paper / Office Supplies Store  Park  Performing Arts Venue  \\\n",
       "0                              0     1                      0   \n",
       "1                              0     0                      0   \n",
       "2                              0     0                      0   \n",
       "3                              0     0                      0   \n",
       "4                              0     0                      0   \n",
       "\n",
       "   Persian Restaurant  Peruvian Restaurant  Pet Café  Pet Service  Pet Store  \\\n",
       "0                   0                    0         0            0          0   \n",
       "1                   0                    0         0            0          0   \n",
       "2                   0                    0         0            0          0   \n",
       "3                   0                    0         0            0          0   \n",
       "4                   0                    0         0            0          0   \n",
       "\n",
       "   Pharmacy  Piano Bar  Pie Shop  Pier  Pilates Studio  Pizza Place  \\\n",
       "0         0          0         0     0               0            0   \n",
       "1         0          0         0     0               0            0   \n",
       "2         0          0         0     0               0            0   \n",
       "3         0          0         0     0               0            0   \n",
       "4         0          0         0     0               0            0   \n",
       "\n",
       "   Playground  Plaza  Pool  Pub  Public Art  Ramen Restaurant  Record Shop  \\\n",
       "0           0      0     0    0           0                 0            0   \n",
       "1           0      0     0    0           0                 0            0   \n",
       "2           0      1     0    0           0                 0            0   \n",
       "3           0      0     0    0           0                 0            0   \n",
       "4           0      0     0    0           0                 0            0   \n",
       "\n",
       "   Rental Car Location  Residential Building (Apartment / Condo)  Resort  \\\n",
       "0                    0                                         0       0   \n",
       "1                    0                                         0       0   \n",
       "2                    0                                         0       0   \n",
       "3                    0                                         0       0   \n",
       "4                    0                                         0       0   \n",
       "\n",
       "   Rest Area  Restaurant  River  Rock Club  Roof Deck  Russian Restaurant  \\\n",
       "0          0           0      0          0          0                   0   \n",
       "1          0           0      0          0          0                   0   \n",
       "2          0           0      0          0          0                   0   \n",
       "3          0           0      0          0          0                   0   \n",
       "4          0           0      0          0          0                   0   \n",
       "\n",
       "   Sake Bar  Salad Place  Salon / Barbershop  Sandwich Place  Scenic Lookout  \\\n",
       "0         0            0                   0               0               0   \n",
       "1         0            0                   0               0               0   \n",
       "2         0            0                   0               0               0   \n",
       "3         0            0                   0               0               0   \n",
       "4         0            0                   0               0               0   \n",
       "\n",
       "   School  Sculpture Garden  Seafood Restaurant  Shabu-Shabu Restaurant  \\\n",
       "0       0                 0                   0                       0   \n",
       "1       0                 0                   0                       0   \n",
       "2       0                 0                   0                       0   \n",
       "3       0                 0                   0                       0   \n",
       "4       0                 0                   0                       0   \n",
       "\n",
       "   Shanghai Restaurant  Shoe Store  Shopping Mall  Skating Rink  Ski Chalet  \\\n",
       "0                    0           0              0             0           0   \n",
       "1                    0           0              0             0           0   \n",
       "2                    0           0              0             0           0   \n",
       "3                    0           0              1             0           0   \n",
       "4                    0           0              0             0           0   \n",
       "\n",
       "   Smoke Shop  Snack Place  Soba Restaurant  Social Club  Soup Place  \\\n",
       "0           0            0                0            0           0   \n",
       "1           0            0                0            0           0   \n",
       "2           0            0                0            0           0   \n",
       "3           0            0                0            0           0   \n",
       "4           0            0                0            0           0   \n",
       "\n",
       "   South American Restaurant  Southern / Soul Food Restaurant  Spa  \\\n",
       "0                          0                                0    0   \n",
       "1                          0                                0    0   \n",
       "2                          0                                0    0   \n",
       "3                          0                                0    0   \n",
       "4                          0                                0    0   \n",
       "\n",
       "   Spanish Restaurant  Speakeasy  Sporting Goods Shop  Steakhouse  Street Art  \\\n",
       "0                   0          0                    0           0           0   \n",
       "1                   0          0                    0           0           0   \n",
       "2                   0          0                    0           0           0   \n",
       "3                   0          0                    0           0           0   \n",
       "4                   0          0                    0           0           0   \n",
       "\n",
       "   Street Food Gathering  Supermarket  Supplement Shop  Sushi Restaurant  \\\n",
       "0                      0            0                0                 0   \n",
       "1                      0            0                0                 0   \n",
       "2                      0            0                0                 0   \n",
       "3                      0            0                0                 0   \n",
       "4                      0            0                0                 0   \n",
       "\n",
       "   Swiss Restaurant  Synagogue  Szechuan Restaurant  Taco Place  Tailor Shop  \\\n",
       "0                 0          0                    0           0            0   \n",
       "1                 0          0                    0           0            0   \n",
       "2                 0          0                    0           0            0   \n",
       "3                 0          0                    0           0            0   \n",
       "4                 0          0                    0           0            0   \n",
       "\n",
       "   Taiwanese Restaurant  Tapas Restaurant  Tattoo Parlor  Tea Room  \\\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",
       "   Tech Startup  Tennis Court  Tennis Stadium  Thai Restaurant  Theater  \\\n",
       "0             0             0               0                0        0   \n",
       "1             0             0               0                0        0   \n",
       "2             0             0               0                0        0   \n",
       "3             0             0               0                0        0   \n",
       "4             0             0               0                0        0   \n",
       "\n",
       "   Theme Restaurant  Thrift / Vintage Store  Tibetan Restaurant  \\\n",
       "0                 0                       0                   0   \n",
       "1                 0                       0                   0   \n",
       "2                 0                       0                   0   \n",
       "3                 0                       0                   0   \n",
       "4                 0                       0                   0   \n",
       "\n",
       "   Tourist Information Center  Toy / Game Store  Track  Trail  Train Station  \\\n",
       "0                           0                 0      0      0              0   \n",
       "1                           0                 0      0      0              0   \n",
       "2                           0                 0      0      0              0   \n",
       "3                           0                 0      0      0              0   \n",
       "4                           0                 0      0      0              0   \n",
       "\n",
       "   Tram Station  Tree  Turkish Restaurant  Udon Restaurant  \\\n",
       "0             0     0                   0                0   \n",
       "1             0     0                   0                0   \n",
       "2             0     0                   0                0   \n",
       "3             0     0                   0                0   \n",
       "4             0     0                   0                0   \n",
       "\n",
       "   Ukrainian Restaurant  Vegetarian / Vegan Restaurant  Veterinarian  \\\n",
       "0                     0                              0             0   \n",
       "1                     0                              0             0   \n",
       "2                     0                              0             0   \n",
       "3                     0                              0             0   \n",
       "4                     0                              0             0   \n",
       "\n",
       "   Video Game Store  Vietnamese Restaurant  Volleyball Court  Whisky Bar  \\\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  Wine Shop  Wings Joint  Women's Store  Yoga Studio  \n",
       "0         0          0            0              0            0  \n",
       "1         0          0            0              0            0  \n",
       "2         0          0            0              0            0  \n",
       "3         0          0            0              0            0  \n",
       "4         0          0            0              0            0  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# One hot encoding\n",
    "nyc_onehot = pd.get_dummies(nyc_venues[['venue_cat']], prefix = \"\", prefix_sep=\"\")\n",
    "\n",
    "#add poi column back to dataframe, at the end\n",
    "nyc_onehot[\"poi\"] = nyc_venues.poi \n",
    "\n",
    "# Move poi column to the first column\n",
    "col_names = [nyc_onehot.columns[-1]] + list(nyc_onehot.columns[:-1])\n",
    "nyc_onehot = nyc_onehot[col_names]\n",
    "\n",
    "print(nyc_onehot.shape) # many new columns created!\n",
    "nyc_onehot.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "### What's the \"profile\" for each neighborhood? Let's get the mean of each venue type by neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>poi</th>\n",
       "      <th>Accessories Store</th>\n",
       "      <th>African Restaurant</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Antique Shop</th>\n",
       "      <th>Arcade</th>\n",
       "      <th>Arepa Restaurant</th>\n",
       "      <th>Argentinian Restaurant</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>Australian Restaurant</th>\n",
       "      <th>Austrian Restaurant</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Field</th>\n",
       "      <th>Basketball Court</th>\n",
       "      <th>Basketball Stadium</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Garden</th>\n",
       "      <th>Beer Store</th>\n",
       "      <th>Big Box Store</th>\n",
       "      <th>Bike Trail</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Board Shop</th>\n",
       "      <th>Boat or Ferry</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Bowling Alley</th>\n",
       "      <th>Boxing Gym</th>\n",
       "      <th>Brazilian Restaurant</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Bridge</th>\n",
       "      <th>Bubble Tea Shop</th>\n",
       "      <th>Buffet</th>\n",
       "      <th>Building</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>Burrito Place</th>\n",
       "      <th>Bus Station</th>\n",
       "      <th>Bus Stop</th>\n",
       "      <th>Butcher</th>\n",
       "      <th>Cable Car</th>\n",
       "      <th>Café</th>\n",
       "      <th>Cambodian Restaurant</th>\n",
       "      <th>Camera Store</th>\n",
       "      <th>Candy Store</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Chocolate Shop</th>\n",
       "      <th>Christmas Market</th>\n",
       "      <th>Climbing Gym</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Club House</th>\n",
       "      <th>Cocktail Bar</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>College Academic Building</th>\n",
       "      <th>College Theater</th>\n",
       "      <th>Comedy Club</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Comic Shop</th>\n",
       "      <th>Community Center</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Creperie</th>\n",
       "      <th>Cuban Restaurant</th>\n",
       "      <th>Cupcake Shop</th>\n",
       "      <th>Cycle Studio</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Daycare</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Department Store</th>\n",
       "      <th>Design Studio</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Dim Sum Restaurant</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Discount Store</th>\n",
       "      <th>Dive Bar</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Dumpling Restaurant</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Empanada Restaurant</th>\n",
       "      <th>English Restaurant</th>\n",
       "      <th>Ethiopian Restaurant</th>\n",
       "      <th>Event Space</th>\n",
       "      <th>Exhibit</th>\n",
       "      <th>Falafel Restaurant</th>\n",
       "      <th>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Field</th>\n",
       "      <th>Filipino Restaurant</th>\n",
       "      <th>Fish Market</th>\n",
       "      <th>Flea Market</th>\n",
       "      <th>Flower Shop</th>\n",
       "      <th>Food</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Food Court</th>\n",
       "      <th>Food Truck</th>\n",
       "      <th>Fountain</th>\n",
       "      <th>French Restaurant</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Frozen Yogurt Shop</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Garden Center</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>Gay Bar</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>German Restaurant</th>\n",
       "      <th>Gift Shop</th>\n",
       "      <th>Gluten-free Restaurant</th>\n",
       "      <th>Golf Course</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>Halal Restaurant</th>\n",
       "      <th>Harbor / Marina</th>\n",
       "      <th>Hawaiian Restaurant</th>\n",
       "      <th>Health &amp; Beauty Service</th>\n",
       "      <th>Health Food Store</th>\n",
       "      <th>Heliport</th>\n",
       "      <th>High School</th>\n",
       "      <th>Historic Site</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Hobby Shop</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Hot Dog Joint</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indie Movie Theater</th>\n",
       "      <th>Indie Theater</th>\n",
       "      <th>Israeli Restaurant</th>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <th>Japanese Curry Restaurant</th>\n",
       "      <th>Japanese Restaurant</th>\n",
       "      <th>Jazz Club</th>\n",
       "      <th>Jewelry Store</th>\n",
       "      <th>Jewish Restaurant</th>\n",
       "      <th>Juice Bar</th>\n",
       "      <th>Karaoke Bar</th>\n",
       "      <th>Kids Store</th>\n",
       "      <th>Kitchen Supply Store</th>\n",
       "      <th>Korean Restaurant</th>\n",
       "      <th>Kosher Restaurant</th>\n",
       "      <th>Lake</th>\n",
       "      <th>Latin American Restaurant</th>\n",
       "      <th>Laundry Service</th>\n",
       "      <th>Lebanese Restaurant</th>\n",
       "      <th>Library</th>\n",
       "      <th>Lighthouse</th>\n",
       "      <th>Lingerie Store</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Malay Restaurant</th>\n",
       "      <th>Market</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Massage Studio</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Memorial Site</th>\n",
       "      <th>Men's Store</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Mini Golf</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>Mobile Phone Shop</th>\n",
       "      <th>Modern European Restaurant</th>\n",
       "      <th>Molecular Gastronomy Restaurant</th>\n",
       "      <th>Monument / Landmark</th>\n",
       "      <th>Moroccan Restaurant</th>\n",
       "      <th>Movie Theater</th>\n",
       "      <th>Moving Target</th>\n",
       "      <th>Museum</th>\n",
       "      <th>Music School</th>\n",
       "      <th>Music Store</th>\n",
       "      <th>Music Venue</th>\n",
       "      <th>Nail Salon</th>\n",
       "      <th>New American Restaurant</th>\n",
       "      <th>Nightclub</th>\n",
       "      <th>Noodle House</th>\n",
       "      <th>Office</th>\n",
       "      <th>Opera House</th>\n",
       "      <th>Optical Shop</th>\n",
       "      <th>Organic Grocery</th>\n",
       "      <th>Other Nightlife</th>\n",
       "      <th>Outdoor Sculpture</th>\n",
       "      <th>Outdoors &amp; Recreation</th>\n",
       "      <th>Paella Restaurant</th>\n",
       "      <th>Paper / Office Supplies Store</th>\n",
       "      <th>Park</th>\n",
       "      <th>Performing Arts Venue</th>\n",
       "      <th>Persian Restaurant</th>\n",
       "      <th>Peruvian Restaurant</th>\n",
       "      <th>Pet Café</th>\n",
       "      <th>Pet Service</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Piano Bar</th>\n",
       "      <th>Pie Shop</th>\n",
       "      <th>Pier</th>\n",
       "      <th>Pilates Studio</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Pool</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Public Art</th>\n",
       "      <th>Ramen Restaurant</th>\n",
       "      <th>Record Shop</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Residential Building (Apartment / Condo)</th>\n",
       "      <th>Resort</th>\n",
       "      <th>Rest Area</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>River</th>\n",
       "      <th>Rock Club</th>\n",
       "      <th>Roof Deck</th>\n",
       "      <th>Russian Restaurant</th>\n",
       "      <th>Sake Bar</th>\n",
       "      <th>Salad Place</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Scenic Lookout</th>\n",
       "      <th>School</th>\n",
       "      <th>Sculpture Garden</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Shabu-Shabu Restaurant</th>\n",
       "      <th>Shanghai Restaurant</th>\n",
       "      <th>Shoe Store</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Skating Rink</th>\n",
       "      <th>Ski Chalet</th>\n",
       "      <th>Smoke Shop</th>\n",
       "      <th>Snack Place</th>\n",
       "      <th>Soba Restaurant</th>\n",
       "      <th>Social Club</th>\n",
       "      <th>Soup Place</th>\n",
       "      <th>South American Restaurant</th>\n",
       "      <th>Southern / Soul Food Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Spanish Restaurant</th>\n",
       "      <th>Speakeasy</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Street Art</th>\n",
       "      <th>Street Food Gathering</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Supplement Shop</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swiss Restaurant</th>\n",
       "      <th>Synagogue</th>\n",
       "      <th>Szechuan Restaurant</th>\n",
       "      <th>Taco Place</th>\n",
       "      <th>Tailor Shop</th>\n",
       "      <th>Taiwanese Restaurant</th>\n",
       "      <th>Tapas Restaurant</th>\n",
       "      <th>Tattoo Parlor</th>\n",
       "      <th>Tea Room</th>\n",
       "      <th>Tech Startup</th>\n",
       "      <th>Tennis Court</th>\n",
       "      <th>Tennis Stadium</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Theme Restaurant</th>\n",
       "      <th>Thrift / Vintage Store</th>\n",
       "      <th>Tibetan Restaurant</th>\n",
       "      <th>Tourist Information Center</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Track</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Tram Station</th>\n",
       "      <th>Tree</th>\n",
       "      <th>Turkish Restaurant</th>\n",
       "      <th>Udon Restaurant</th>\n",
       "      <th>Ukrainian Restaurant</th>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
       "      <th>Veterinarian</th>\n",
       "      <th>Video Game Store</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Volleyball Court</th>\n",
       "      <th>Whisky Bar</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Wine Shop</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Women's Store</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Carnegie Hill</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Central Harlem</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Chelsea (Manhattan)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chinatown</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Civic Center</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Clinton</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>East Harlem</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>East Village</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Financial District</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   poi  Accessories Store  African Restaurant  \\\n",
       "0    Battery Park City               0.00                0.00   \n",
       "1        Carnegie Hill               0.00                0.00   \n",
       "2       Central Harlem               0.00                0.04   \n",
       "3  Chelsea (Manhattan)               0.00                0.00   \n",
       "4            Chinatown               0.00                0.00   \n",
       "5         Civic Center               0.00                0.00   \n",
       "6              Clinton               0.00                0.00   \n",
       "7          East Harlem               0.00                0.00   \n",
       "8         East Village               0.00                0.00   \n",
       "9   Financial District               0.01                0.00   \n",
       "\n",
       "   American Restaurant  Antique Shop  Arcade  Arepa Restaurant  \\\n",
       "0                 0.04          0.01     0.0               0.0   \n",
       "1                 0.02          0.00     0.0               0.0   \n",
       "2                 0.02          0.00     0.0               0.0   \n",
       "3                 0.04          0.00     0.0               0.0   \n",
       "4                 0.03          0.00     0.0               0.0   \n",
       "5                 0.03          0.01     0.0               0.0   \n",
       "6                 0.03          0.00     0.0               0.0   \n",
       "7                 0.02          0.00     0.0               0.0   \n",
       "8                 0.00          0.00     0.0               0.0   \n",
       "9                 0.02          0.00     0.0               0.0   \n",
       "\n",
       "   Argentinian Restaurant  Art Gallery  Art Museum  Arts & Crafts Store  \\\n",
       "0                    0.00         0.00        0.00                 0.00   \n",
       "1                    0.00         0.00        0.03                 0.00   \n",
       "2                    0.00         0.01        0.01                 0.01   \n",
       "3                    0.00         0.12        0.00                 0.00   \n",
       "4                    0.00         0.00        0.00                 0.00   \n",
       "5                    0.00         0.00        0.00                 0.00   \n",
       "6                    0.00         0.01        0.00                 0.00   \n",
       "7                    0.00         0.00        0.02                 0.00   \n",
       "8                    0.01         0.00        0.00                 0.01   \n",
       "9                    0.00         0.00        0.00                 0.00   \n",
       "\n",
       "   Asian Restaurant  Athletics & Sports  Australian Restaurant  \\\n",
       "0              0.00                0.01                   0.00   \n",
       "1              0.00                0.00                   0.00   \n",
       "2              0.00                0.00                   0.00   \n",
       "3              0.02                0.00                   0.00   \n",
       "4              0.01                0.00                   0.01   \n",
       "5              0.01                0.00                   0.01   \n",
       "6              0.00                0.00                   0.00   \n",
       "7              0.00                0.00                   0.00   \n",
       "8              0.02                0.00                   0.00   \n",
       "9              0.00                0.00                   0.00   \n",
       "\n",
       "   Austrian Restaurant  BBQ Joint  Bagel Shop  Bakery  Bank   Bar  \\\n",
       "0                 0.00       0.01        0.01    0.01   0.0  0.00   \n",
       "1                 0.01       0.00        0.00    0.05   0.0  0.02   \n",
       "2                 0.00       0.01        0.00    0.00   0.0  0.03   \n",
       "3                 0.00       0.01        0.02    0.01   0.0  0.01   \n",
       "4                 0.01       0.00        0.00    0.02   0.0  0.01   \n",
       "5                 0.00       0.00        0.01    0.05   0.0  0.00   \n",
       "6                 0.00       0.00        0.00    0.03   0.0  0.03   \n",
       "7                 0.00       0.01        0.00    0.06   0.0  0.01   \n",
       "8                 0.00       0.00        0.02    0.01   0.0  0.03   \n",
       "9                 0.00       0.00        0.01    0.00   0.0  0.01   \n",
       "\n",
       "   Baseball Field  Basketball Court  Basketball Stadium  Beer Bar  \\\n",
       "0             0.0               0.0                 0.0      0.00   \n",
       "1             0.0               0.0                 0.0      0.00   \n",
       "2             0.0               0.0                 0.0      0.00   \n",
       "3             0.0               0.0                 0.0      0.00   \n",
       "4             0.0               0.0                 0.0      0.00   \n",
       "5             0.0               0.0                 0.0      0.00   \n",
       "6             0.0               0.0                 0.0      0.00   \n",
       "7             0.0               0.0                 0.0      0.01   \n",
       "8             0.0               0.0                 0.0      0.00   \n",
       "9             0.0               0.0                 0.0      0.00   \n",
       "\n",
       "   Beer Garden  Beer Store  Big Box Store  Bike Trail  Bistro  Board Shop  \\\n",
       "0          0.0        0.00            0.0         0.0     0.0         0.0   \n",
       "1          0.0        0.01            0.0         0.0     0.0         0.0   \n",
       "2          0.0        0.00            0.0         0.0     0.0         0.0   \n",
       "3          0.0        0.01            0.0         0.0     0.0         0.0   \n",
       "4          0.0        0.00            0.0         0.0     0.0         0.0   \n",
       "5          0.0        0.00            0.0         0.0     0.0         0.0   \n",
       "6          0.0        0.00            0.0         0.0     0.0         0.0   \n",
       "7          0.0        0.00            0.0         0.0     0.0         0.0   \n",
       "8          0.0        0.01            0.0         0.0     0.0         0.0   \n",
       "9          0.0        0.00            0.0         0.0     0.0         0.0   \n",
       "\n",
       "   Boat or Ferry  Bookstore  Boutique  Bowling Alley  Boxing Gym  \\\n",
       "0           0.01       0.02      0.00            0.0        0.01   \n",
       "1           0.00       0.03      0.00            0.0        0.00   \n",
       "2           0.00       0.01      0.01            0.0        0.00   \n",
       "3           0.00       0.01      0.02            0.0        0.00   \n",
       "4           0.00       0.00      0.01            0.0        0.00   \n",
       "5           0.00       0.01      0.03            0.0        0.01   \n",
       "6           0.00       0.01      0.00            0.0        0.00   \n",
       "7           0.00       0.00      0.00            0.0        0.00   \n",
       "8           0.00       0.01      0.00            0.0        0.00   \n",
       "9           0.00       0.00      0.00            0.0        0.00   \n",
       "\n",
       "   Brazilian Restaurant  Breakfast Spot  Bridge  Bubble Tea Shop  Buffet  \\\n",
       "0                   0.0            0.00     0.0             0.00    0.00   \n",
       "1                   0.0            0.01     0.0             0.00    0.00   \n",
       "2                   0.0            0.00     0.0             0.00    0.01   \n",
       "3                   0.0            0.01     0.0             0.00    0.00   \n",
       "4                   0.0            0.01     0.0             0.00    0.00   \n",
       "5                   0.0            0.00     0.0             0.01    0.00   \n",
       "6                   0.0            0.00     0.0             0.00    0.00   \n",
       "7                   0.0            0.00     0.0             0.00    0.00   \n",
       "8                   0.0            0.00     0.0             0.00    0.00   \n",
       "9                   0.0            0.01     0.0             0.00    0.00   \n",
       "\n",
       "   Building  Burger Joint  Burrito Place  Bus Station  Bus Stop  Butcher  \\\n",
       "0      0.01          0.02           0.01          0.0       0.0     0.00   \n",
       "1      0.00          0.01           0.00          0.0       0.0     0.01   \n",
       "2      0.00          0.01           0.00          0.0       0.0     0.00   \n",
       "3      0.00          0.01           0.00          0.0       0.0     0.01   \n",
       "4      0.00          0.00           0.00          0.0       0.0     0.00   \n",
       "5      0.00          0.01           0.00          0.0       0.0     0.00   \n",
       "6      0.01          0.04           0.00          0.0       0.0     0.00   \n",
       "7      0.00          0.03           0.00          0.0       0.0     0.00   \n",
       "8      0.00          0.01           0.00          0.0       0.0     0.01   \n",
       "9      0.00          0.01           0.00          0.0       0.0     0.00   \n",
       "\n",
       "   Cable Car  Café  Cambodian Restaurant  Camera Store  Candy Store  \\\n",
       "0        0.0  0.01                   0.0          0.00         0.00   \n",
       "1        0.0  0.07                   0.0          0.00         0.00   \n",
       "2        0.0  0.06                   0.0          0.00         0.00   \n",
       "3        0.0  0.03                   0.0          0.00         0.00   \n",
       "4        0.0  0.03                   0.0          0.00         0.00   \n",
       "5        0.0  0.03                   0.0          0.00         0.00   \n",
       "6        0.0  0.01                   0.0          0.01         0.00   \n",
       "7        0.0  0.05                   0.0          0.00         0.00   \n",
       "8        0.0  0.01                   0.0          0.00         0.01   \n",
       "9        0.0  0.01                   0.0          0.00         0.00   \n",
       "\n",
       "   Caribbean Restaurant  Cheese Shop  Chinese Restaurant  Chocolate Shop  \\\n",
       "0                  0.00         0.00                0.00            0.00   \n",
       "1                  0.00         0.01                0.00            0.00   \n",
       "2                  0.02         0.00                0.02            0.00   \n",
       "3                  0.00         0.00                0.00            0.00   \n",
       "4                  0.00         0.01                0.07            0.01   \n",
       "5                  0.00         0.00                0.02            0.00   \n",
       "6                  0.00         0.00                0.01            0.00   \n",
       "7                  0.00         0.00                0.02            0.00   \n",
       "8                  0.01         0.01                0.02            0.00   \n",
       "9                  0.00         0.00                0.00            0.01   \n",
       "\n",
       "   Christmas Market  Climbing Gym  Clothing Store  Club House  Cocktail Bar  \\\n",
       "0               0.0          0.00            0.00         0.0          0.00   \n",
       "1               0.0          0.01            0.01         0.0          0.03   \n",
       "2               0.0          0.00            0.00         0.0          0.02   \n",
       "3               0.0          0.00            0.00         0.0          0.00   \n",
       "4               0.0          0.00            0.01         0.0          0.05   \n",
       "5               0.0          0.00            0.00         0.0          0.03   \n",
       "6               0.0          0.00            0.00         0.0          0.01   \n",
       "7               0.0          0.01            0.01         0.0          0.03   \n",
       "8               0.0          0.00            0.00         0.0          0.07   \n",
       "9               0.0          0.00            0.00         0.0          0.02   \n",
       "\n",
       "   Coffee Shop  College Academic Building  College Theater  Comedy Club  \\\n",
       "0         0.06                        0.0             0.00         0.00   \n",
       "1         0.02                        0.0             0.00         0.00   \n",
       "2         0.04                        0.0             0.01         0.01   \n",
       "3         0.02                        0.0             0.01         0.00   \n",
       "4         0.02                        0.0             0.00         0.00   \n",
       "5         0.04                        0.0             0.00         0.00   \n",
       "6         0.02                        0.0             0.00         0.00   \n",
       "7         0.03                        0.0             0.00         0.00   \n",
       "8         0.08                        0.0             0.00         0.00   \n",
       "9         0.09                        0.0             0.00         0.00   \n",
       "\n",
       "   Comfort Food Restaurant  Comic Shop  Community Center  Concert Hall  \\\n",
       "0                     0.00        0.00              0.00           0.0   \n",
       "1                     0.00        0.00              0.01           0.0   \n",
       "2                     0.01        0.00              0.00           0.0   \n",
       "3                     0.00        0.00              0.00           0.0   \n",
       "4                     0.00        0.00              0.00           0.0   \n",
       "5                     0.00        0.00              0.00           0.0   \n",
       "6                     0.00        0.00              0.00           0.0   \n",
       "7                     0.00        0.00              0.00           0.0   \n",
       "8                     0.00        0.00              0.00           0.0   \n",
       "9                     0.00        0.01              0.00           0.0   \n",
       "\n",
       "   Convenience Store  Cosmetics Shop  Creperie  Cuban Restaurant  \\\n",
       "0                0.0            0.00       0.0              0.00   \n",
       "1                0.0            0.00       0.0              0.00   \n",
       "2                0.0            0.01       0.0              0.00   \n",
       "3                0.0            0.01       0.0              0.00   \n",
       "4                0.0            0.01       0.0              0.00   \n",
       "5                0.0            0.01       0.0              0.01   \n",
       "6                0.0            0.01       0.0              0.01   \n",
       "7                0.0            0.01       0.0              0.01   \n",
       "8                0.0            0.00       0.0              0.00   \n",
       "9                0.0            0.00       0.0              0.01   \n",
       "\n",
       "   Cupcake Shop  Cycle Studio  Dance Studio  Daycare  Deli / Bodega  \\\n",
       "0          0.01          0.01          0.00      0.0           0.00   \n",
       "1          0.00          0.01          0.01      0.0           0.01   \n",
       "2          0.00          0.01          0.00      0.0           0.01   \n",
       "3          0.02          0.02          0.00      0.0           0.00   \n",
       "4          0.00          0.00          0.00      0.0           0.00   \n",
       "5          0.00          0.01          0.01      0.0           0.00   \n",
       "6          0.00          0.00          0.01      0.0           0.01   \n",
       "7          0.00          0.00          0.01      0.0           0.03   \n",
       "8          0.01          0.00          0.00      0.0           0.01   \n",
       "9          0.00          0.01          0.00      0.0           0.00   \n",
       "\n",
       "   Department Store  Design Studio  Dessert Shop  Dim Sum Restaurant  Diner  \\\n",
       "0              0.01            0.0          0.00                0.00    0.0   \n",
       "1              0.00            0.0          0.00                0.00    0.0   \n",
       "2              0.00            0.0          0.01                0.00    0.0   \n",
       "3              0.00            0.0          0.01                0.00    0.0   \n",
       "4              0.00            0.0          0.00                0.01    0.0   \n",
       "5              0.00            0.0          0.00                0.01    0.0   \n",
       "6              0.00            0.0          0.00                0.00    0.0   \n",
       "7              0.00            0.0          0.01                0.00    0.0   \n",
       "8              0.00            0.0          0.01                0.00    0.0   \n",
       "9              0.01            0.0          0.01                0.00    0.0   \n",
       "\n",
       "   Discount Store  Dive Bar  Dog Run  Donut Shop  Dumpling Restaurant  \\\n",
       "0            0.00      0.00     0.02        0.00                 0.00   \n",
       "1            0.00      0.00     0.00        0.00                 0.00   \n",
       "2            0.00      0.00     0.01        0.00                 0.00   \n",
       "3            0.00      0.00     0.00        0.01                 0.00   \n",
       "4            0.00      0.01     0.00        0.01                 0.02   \n",
       "5            0.00      0.00     0.00        0.00                 0.00   \n",
       "6            0.00      0.01     0.00        0.00                 0.00   \n",
       "7            0.00      0.00     0.00        0.01                 0.00   \n",
       "8            0.00      0.00     0.01        0.00                 0.00   \n",
       "9            0.01      0.00     0.01        0.00                 0.00   \n",
       "\n",
       "   Eastern European Restaurant  Electronics Store  Empanada Restaurant  \\\n",
       "0                          0.0               0.01                  0.0   \n",
       "1                          0.0               0.00                  0.0   \n",
       "2                          0.0               0.00                  0.0   \n",
       "3                          0.0               0.01                  0.0   \n",
       "4                          0.0               0.00                  0.0   \n",
       "5                          0.0               0.00                  0.0   \n",
       "6                          0.0               0.00                  0.0   \n",
       "7                          0.0               0.00                  0.0   \n",
       "8                          0.0               0.00                  0.0   \n",
       "9                          0.0               0.00                  0.0   \n",
       "\n",
       "   English Restaurant  Ethiopian Restaurant  Event Space  Exhibit  \\\n",
       "0                0.00                  0.00         0.00      0.0   \n",
       "1                0.00                  0.00         0.00      0.0   \n",
       "2                0.00                  0.01         0.01      0.0   \n",
       "3                0.00                  0.00         0.00      0.0   \n",
       "4                0.01                  0.00         0.00      0.0   \n",
       "5                0.00                  0.00         0.00      0.0   \n",
       "6                0.00                  0.01         0.00      0.0   \n",
       "7                0.00                  0.00         0.00      0.0   \n",
       "8                0.00                  0.00         0.00      0.0   \n",
       "9                0.00                  0.00         0.01      0.0   \n",
       "\n",
       "   Falafel Restaurant  Farmers Market  Fast Food Restaurant  Field  \\\n",
       "0                0.00            0.01                  0.00    0.0   \n",
       "1                0.00            0.00                  0.00    0.0   \n",
       "2                0.00            0.00                  0.01    0.0   \n",
       "3                0.00            0.00                  0.00    0.0   \n",
       "4                0.00            0.00                  0.00    0.0   \n",
       "5                0.01            0.01                  0.00    0.0   \n",
       "6                0.01            0.00                  0.00    0.0   \n",
       "7                0.00            0.01                  0.01    0.0   \n",
       "8                0.00            0.00                  0.00    0.0   \n",
       "9                0.02            0.01                  0.00    0.0   \n",
       "\n",
       "   Filipino Restaurant  Fish Market  Flea Market  Flower Shop  Food  \\\n",
       "0                 0.00         0.00         0.00         0.00   0.0   \n",
       "1                 0.00         0.00         0.00         0.00   0.0   \n",
       "2                 0.00         0.00         0.00         0.00   0.0   \n",
       "3                 0.00         0.01         0.01         0.00   0.0   \n",
       "4                 0.00         0.00         0.00         0.01   0.0   \n",
       "5                 0.00         0.00         0.01         0.00   0.0   \n",
       "6                 0.00         0.00         0.00         0.00   0.0   \n",
       "7                 0.00         0.00         0.00         0.00   0.0   \n",
       "8                 0.02         0.00         0.00         0.00   0.0   \n",
       "9                 0.00         0.00         0.00         0.00   0.0   \n",
       "\n",
       "   Food & Drink Shop  Food Court  Food Truck  Fountain  French Restaurant  \\\n",
       "0               0.00        0.01        0.01      0.00               0.00   \n",
       "1               0.00        0.00        0.00      0.00               0.02   \n",
       "2               0.01        0.00        0.00      0.00               0.02   \n",
       "3               0.00        0.00        0.00      0.00               0.01   \n",
       "4               0.00        0.00        0.00      0.00               0.02   \n",
       "5               0.00        0.00        0.00      0.00               0.05   \n",
       "6               0.00        0.00        0.00      0.00               0.01   \n",
       "7               0.00        0.00        0.00      0.01               0.01   \n",
       "8               0.01        0.00        0.00      0.00               0.00   \n",
       "9               0.00        0.01        0.03      0.00               0.00   \n",
       "\n",
       "   Fried Chicken Joint  Frozen Yogurt Shop  Furniture / Home Store  Garden  \\\n",
       "0                 0.00                 0.0                    0.01    0.00   \n",
       "1                 0.00                 0.0                    0.00    0.00   \n",
       "2                 0.01                 0.0                    0.00    0.00   \n",
       "3                 0.00                 0.0                    0.00    0.00   \n",
       "4                 0.00                 0.0                    0.00    0.00   \n",
       "5                 0.00                 0.0                    0.01    0.00   \n",
       "6                 0.00                 0.0                    0.00    0.00   \n",
       "7                 0.01                 0.0                    0.00    0.01   \n",
       "8                 0.01                 0.0                    0.00    0.02   \n",
       "9                 0.01                 0.0                    0.00    0.00   \n",
       "\n",
       "   Garden Center  Gastropub  Gay Bar  General Entertainment  \\\n",
       "0           0.00        0.0      0.0                   0.00   \n",
       "1           0.00        0.0      0.0                   0.00   \n",
       "2           0.00        0.0      0.0                   0.00   \n",
       "3           0.00        0.0      0.0                   0.00   \n",
       "4           0.00        0.0      0.0                   0.01   \n",
       "5           0.00        0.0      0.0                   0.00   \n",
       "6           0.00        0.0      0.0                   0.00   \n",
       "7           0.01        0.0      0.0                   0.00   \n",
       "8           0.00        0.0      0.0                   0.00   \n",
       "9           0.00        0.0      0.0                   0.00   \n",
       "\n",
       "   German Restaurant  Gift Shop  Gluten-free Restaurant  Golf Course  \\\n",
       "0               0.00       0.01                     0.0         0.00   \n",
       "1               0.01       0.00                     0.0         0.00   \n",
       "2               0.00       0.00                     0.0         0.00   \n",
       "3               0.00       0.01                     0.0         0.01   \n",
       "4               0.00       0.00                     0.0         0.00   \n",
       "5               0.01       0.00                     0.0         0.00   \n",
       "6               0.00       0.01                     0.0         0.00   \n",
       "7               0.00       0.00                     0.0         0.00   \n",
       "8               0.01       0.01                     0.0         0.00   \n",
       "9               0.00       0.00                     0.0         0.00   \n",
       "\n",
       "   Gourmet Shop  Greek Restaurant  Grocery Store   Gym  Gym / Fitness Center  \\\n",
       "0          0.00              0.00           0.01  0.00                  0.04   \n",
       "1          0.01              0.00           0.03  0.02                  0.05   \n",
       "2          0.00              0.00           0.01  0.01                  0.04   \n",
       "3          0.00              0.00           0.01  0.00                  0.04   \n",
       "4          0.02              0.01           0.00  0.00                  0.00   \n",
       "5          0.00              0.00           0.01  0.00                  0.02   \n",
       "6          0.00              0.00           0.00  0.02                  0.04   \n",
       "7          0.00              0.00           0.01  0.02                  0.00   \n",
       "8          0.01              0.02           0.00  0.00                  0.00   \n",
       "9          0.00              0.02           0.00  0.01                  0.02   \n",
       "\n",
       "   Halal Restaurant  Harbor / Marina  Hawaiian Restaurant  \\\n",
       "0               0.0              0.0                 0.00   \n",
       "1               0.0              0.0                 0.00   \n",
       "2               0.0              0.0                 0.00   \n",
       "3               0.0              0.0                 0.00   \n",
       "4               0.0              0.0                 0.00   \n",
       "5               0.0              0.0                 0.00   \n",
       "6               0.0              0.0                 0.00   \n",
       "7               0.0              0.0                 0.01   \n",
       "8               0.0              0.0                 0.00   \n",
       "9               0.0              0.0                 0.00   \n",
       "\n",
       "   Health & Beauty Service  Health Food Store  Heliport  High School  \\\n",
       "0                     0.00                0.0       0.0          0.0   \n",
       "1                     0.00                0.0       0.0          0.0   \n",
       "2                     0.00                0.0       0.0          0.0   \n",
       "3                     0.01                0.0       0.0          0.0   \n",
       "4                     0.00                0.0       0.0          0.0   \n",
       "5                     0.00                0.0       0.0          0.0   \n",
       "6                     0.00                0.0       0.0          0.0   \n",
       "7                     0.00                0.0       0.0          0.0   \n",
       "8                     0.00                0.0       0.0          0.0   \n",
       "9                     0.00                0.0       0.0          0.0   \n",
       "\n",
       "   Historic Site  History Museum  Hobby Shop  Hostel  Hot Dog Joint  Hotel  \\\n",
       "0           0.02            0.01         0.0     0.0           0.00   0.03   \n",
       "1           0.00            0.00         0.0     0.0           0.02   0.00   \n",
       "2           0.00            0.01         0.0     0.0           0.00   0.00   \n",
       "3           0.00            0.00         0.0     0.0           0.00   0.05   \n",
       "4           0.00            0.02         0.0     0.0           0.00   0.02   \n",
       "5           0.00            0.00         0.0     0.0           0.00   0.05   \n",
       "6           0.00            0.01         0.0     0.0           0.00   0.05   \n",
       "7           0.01            0.01         0.0     0.0           0.00   0.00   \n",
       "8           0.00            0.00         0.0     0.0           0.01   0.00   \n",
       "9           0.01            0.01         0.0     0.0           0.00   0.06   \n",
       "\n",
       "   Hotel Bar  Ice Cream Shop  Indian Restaurant  Indie Movie Theater  \\\n",
       "0       0.01            0.02               0.00                 0.00   \n",
       "1       0.00            0.00               0.01                 0.00   \n",
       "2       0.00            0.00               0.01                 0.00   \n",
       "3       0.00            0.02               0.01                 0.00   \n",
       "4       0.00            0.06               0.00                 0.01   \n",
       "5       0.02            0.02               0.01                 0.00   \n",
       "6       0.00            0.02               0.00                 0.00   \n",
       "7       0.00            0.00               0.01                 0.00   \n",
       "8       0.00            0.06               0.00                 0.00   \n",
       "9       0.01            0.01               0.00                 0.00   \n",
       "\n",
       "   Indie Theater  Israeli Restaurant  Italian Restaurant  \\\n",
       "0           0.00                0.00                0.01   \n",
       "1           0.00                0.00                0.05   \n",
       "2           0.00                0.00                0.01   \n",
       "3           0.00                0.01                0.04   \n",
       "4           0.00                0.00                0.01   \n",
       "5           0.01                0.00                0.02   \n",
       "6           0.02                0.00                0.06   \n",
       "7           0.00                0.00                0.03   \n",
       "8           0.01                0.00                0.02   \n",
       "9           0.00                0.00                0.02   \n",
       "\n",
       "   Japanese Curry Restaurant  Japanese Restaurant  Jazz Club  Jewelry Store  \\\n",
       "0                       0.00                 0.01       0.00           0.01   \n",
       "1                       0.00                 0.02       0.00           0.00   \n",
       "2                       0.00                 0.00       0.02           0.00   \n",
       "3                       0.00                 0.01       0.00           0.00   \n",
       "4                       0.00                 0.01       0.00           0.00   \n",
       "5                       0.00                 0.01       0.00           0.01   \n",
       "6                       0.01                 0.01       0.01           0.00   \n",
       "7                       0.00                 0.00       0.00           0.00   \n",
       "8                       0.00                 0.02       0.00           0.01   \n",
       "9                       0.01                 0.02       0.00           0.02   \n",
       "\n",
       "   Jewish Restaurant  Juice Bar  Karaoke Bar  Kids Store  \\\n",
       "0               0.00       0.01         0.00        0.01   \n",
       "1               0.00       0.01         0.00        0.00   \n",
       "2               0.00       0.01         0.00        0.01   \n",
       "3               0.00       0.00         0.00        0.00   \n",
       "4               0.01       0.01         0.01        0.00   \n",
       "5               0.00       0.01         0.00        0.00   \n",
       "6               0.00       0.01         0.00        0.00   \n",
       "7               0.00       0.00         0.00        0.00   \n",
       "8               0.00       0.03         0.00        0.00   \n",
       "9               0.00       0.01         0.00        0.00   \n",
       "\n",
       "   Kitchen Supply Store  Korean Restaurant  Kosher Restaurant  Lake  \\\n",
       "0                   0.0               0.00               0.00  0.00   \n",
       "1                   0.0               0.00               0.01  0.01   \n",
       "2                   0.0               0.00               0.00  0.00   \n",
       "3                   0.0               0.00               0.00  0.00   \n",
       "4                   0.0               0.00               0.00  0.00   \n",
       "5                   0.0               0.01               0.00  0.00   \n",
       "6                   0.0               0.00               0.00  0.00   \n",
       "7                   0.0               0.00               0.00  0.01   \n",
       "8                   0.0               0.02               0.00  0.00   \n",
       "9                   0.0               0.00               0.00  0.00   \n",
       "\n",
       "   Latin American Restaurant  Laundry Service  Lebanese Restaurant  Library  \\\n",
       "0                       0.00             0.00                 0.00     0.00   \n",
       "1                       0.00             0.00                 0.00     0.00   \n",
       "2                       0.00             0.00                 0.00     0.01   \n",
       "3                       0.00             0.00                 0.00     0.00   \n",
       "4                       0.00             0.00                 0.00     0.00   \n",
       "5                       0.00             0.01                 0.00     0.00   \n",
       "6                       0.01             0.00                 0.00     0.00   \n",
       "7                       0.03             0.00                 0.00     0.00   \n",
       "8                       0.00             0.00                 0.00     0.00   \n",
       "9                       0.00             0.00                 0.01     0.00   \n",
       "\n",
       "   Lighthouse  Lingerie Store  Liquor Store  Lounge  Malay Restaurant  Market  \\\n",
       "0         0.0            0.01          0.00    0.00              0.00    0.02   \n",
       "1         0.0            0.00          0.00    0.00              0.00    0.00   \n",
       "2         0.0            0.00          0.00    0.03              0.00    0.00   \n",
       "3         0.0            0.00          0.00    0.00              0.00    0.01   \n",
       "4         0.0            0.00          0.01    0.00              0.01    0.00   \n",
       "5         0.0            0.00          0.00    0.01              0.00    0.00   \n",
       "6         0.0            0.00          0.00    0.00              0.00    0.01   \n",
       "7         0.0            0.00          0.00    0.00              0.00    0.00   \n",
       "8         0.0            0.00          0.00    0.00              0.00    0.00   \n",
       "9         0.0            0.01          0.00    0.00              0.00    0.01   \n",
       "\n",
       "   Martial Arts Dojo  Massage Studio  Mediterranean Restaurant  Memorial Site  \\\n",
       "0                0.0             0.0                      0.00           0.03   \n",
       "1                0.0             0.0                      0.00           0.00   \n",
       "2                0.0             0.0                      0.00           0.00   \n",
       "3                0.0             0.0                      0.01           0.00   \n",
       "4                0.0             0.0                      0.01           0.00   \n",
       "5                0.0             0.0                      0.00           0.00   \n",
       "6                0.0             0.0                      0.01           0.00   \n",
       "7                0.0             0.0                      0.00           0.00   \n",
       "8                0.0             0.0                      0.00           0.00   \n",
       "9                0.0             0.0                      0.01           0.02   \n",
       "\n",
       "   Men's Store  Mexican Restaurant  Middle Eastern Restaurant  Mini Golf  \\\n",
       "0         0.00                0.02                       0.00        0.0   \n",
       "1         0.00                0.01                       0.00        0.0   \n",
       "2         0.00                0.02                       0.01        0.0   \n",
       "3         0.00                0.00                       0.00        0.0   \n",
       "4         0.00                0.01                       0.00        0.0   \n",
       "5         0.03                0.00                       0.00        0.0   \n",
       "6         0.01                0.01                       0.00        0.0   \n",
       "7         0.00                0.09                       0.00        0.0   \n",
       "8         0.00                0.02                       0.00        0.0   \n",
       "9         0.00                0.01                       0.00        0.0   \n",
       "\n",
       "   Miscellaneous Shop  Mobile Phone Shop  Modern European Restaurant  \\\n",
       "0                0.00                0.0                        0.00   \n",
       "1                0.00                0.0                        0.00   \n",
       "2                0.00                0.0                        0.00   \n",
       "3                0.00                0.0                        0.00   \n",
       "4                0.00                0.0                        0.00   \n",
       "5                0.00                0.0                        0.01   \n",
       "6                0.01                0.0                        0.00   \n",
       "7                0.00                0.0                        0.00   \n",
       "8                0.00                0.0                        0.00   \n",
       "9                0.00                0.0                        0.00   \n",
       "\n",
       "   Molecular Gastronomy Restaurant  Monument / Landmark  Moroccan Restaurant  \\\n",
       "0                             0.00                 0.00                 0.00   \n",
       "1                             0.00                 0.00                 0.00   \n",
       "2                             0.00                 0.01                 0.00   \n",
       "3                             0.00                 0.00                 0.00   \n",
       "4                             0.00                 0.00                 0.00   \n",
       "5                             0.01                 0.01                 0.00   \n",
       "6                             0.00                 0.00                 0.00   \n",
       "7                             0.00                 0.00                 0.02   \n",
       "8                             0.00                 0.00                 0.02   \n",
       "9                             0.00                 0.00                 0.00   \n",
       "\n",
       "   Movie Theater  Moving Target  Museum  Music School  Music Store  \\\n",
       "0           0.01            0.0    0.00          0.00          0.0   \n",
       "1           0.00            0.0    0.01          0.00          0.0   \n",
       "2           0.00            0.0    0.00          0.00          0.0   \n",
       "3           0.01            0.0    0.00          0.00          0.0   \n",
       "4           0.00            0.0    0.00          0.00          0.0   \n",
       "5           0.00            0.0    0.00          0.00          0.0   \n",
       "6           0.00            0.0    0.00          0.01          0.0   \n",
       "7           0.00            0.0    0.00          0.00          0.0   \n",
       "8           0.00            0.0    0.00          0.00          0.0   \n",
       "9           0.00            0.0    0.01          0.00          0.0   \n",
       "\n",
       "   Music Venue  Nail Salon  New American Restaurant  Nightclub  Noodle House  \\\n",
       "0         0.00        0.00                     0.00       0.00          0.00   \n",
       "1         0.00        0.00                     0.01       0.00          0.00   \n",
       "2         0.01        0.00                     0.00       0.00          0.00   \n",
       "3         0.00        0.00                     0.01       0.03          0.00   \n",
       "4         0.01        0.00                     0.01       0.00          0.02   \n",
       "5         0.00        0.01                     0.01       0.00          0.00   \n",
       "6         0.00        0.00                     0.01       0.00          0.01   \n",
       "7         0.00        0.00                     0.00       0.00          0.00   \n",
       "8         0.00        0.00                     0.01       0.00          0.00   \n",
       "9         0.00        0.00                     0.00       0.00          0.00   \n",
       "\n",
       "   Office  Opera House  Optical Shop  Organic Grocery  Other Nightlife  \\\n",
       "0    0.00          0.0          0.00              0.0              0.0   \n",
       "1    0.00          0.0          0.00              0.0              0.0   \n",
       "2    0.00          0.0          0.00              0.0              0.0   \n",
       "3    0.01          0.0          0.00              0.0              0.0   \n",
       "4    0.00          0.0          0.02              0.0              0.0   \n",
       "5    0.00          0.0          0.00              0.0              0.0   \n",
       "6    0.00          0.0          0.00              0.0              0.0   \n",
       "7    0.00          0.0          0.00              0.0              0.0   \n",
       "8    0.00          0.0          0.00              0.0              0.0   \n",
       "9    0.00          0.0          0.00              0.0              0.0   \n",
       "\n",
       "   Outdoor Sculpture  Outdoors & Recreation  Paella Restaurant  \\\n",
       "0               0.01                    0.0               0.00   \n",
       "1               0.00                    0.0               0.00   \n",
       "2               0.00                    0.0               0.00   \n",
       "3               0.00                    0.0               0.01   \n",
       "4               0.00                    0.0               0.00   \n",
       "5               0.00                    0.0               0.00   \n",
       "6               0.00                    0.0               0.00   \n",
       "7               0.00                    0.0               0.00   \n",
       "8               0.00                    0.0               0.00   \n",
       "9               0.02                    0.0               0.00   \n",
       "\n",
       "   Paper / Office Supplies Store  Park  Performing Arts Venue  \\\n",
       "0                           0.00  0.06                   0.02   \n",
       "1                           0.00  0.00                   0.00   \n",
       "2                           0.00  0.01                   0.00   \n",
       "3                           0.00  0.01                   0.00   \n",
       "4                           0.01  0.00                   0.00   \n",
       "5                           0.00  0.01                   0.01   \n",
       "6                           0.00  0.02                   0.00   \n",
       "7                           0.00  0.03                   0.00   \n",
       "8                           0.00  0.01                   0.00   \n",
       "9                           0.00  0.05                   0.00   \n",
       "\n",
       "   Persian Restaurant  Peruvian Restaurant  Pet Café  Pet Service  Pet Store  \\\n",
       "0                 0.0                 0.00       0.0          0.0       0.01   \n",
       "1                 0.0                 0.01       0.0          0.0       0.01   \n",
       "2                 0.0                 0.00       0.0          0.0       0.00   \n",
       "3                 0.0                 0.00       0.0          0.0       0.00   \n",
       "4                 0.0                 0.00       0.0          0.0       0.01   \n",
       "5                 0.0                 0.00       0.0          0.0       0.00   \n",
       "6                 0.0                 0.01       0.0          0.0       0.00   \n",
       "7                 0.0                 0.00       0.0          0.0       0.01   \n",
       "8                 0.0                 0.01       0.0          0.0       0.00   \n",
       "9                 0.0                 0.00       0.0          0.0       0.01   \n",
       "\n",
       "   Pharmacy  Piano Bar  Pie Shop  Pier  Pilates Studio  Pizza Place  \\\n",
       "0      0.00        0.0      0.00  0.00            0.00         0.02   \n",
       "1      0.00        0.0      0.00  0.00            0.00         0.04   \n",
       "2      0.00        0.0      0.00  0.00            0.00         0.02   \n",
       "3      0.00        0.0      0.00  0.00            0.00         0.00   \n",
       "4      0.01        0.0      0.00  0.00            0.01         0.01   \n",
       "5      0.00        0.0      0.00  0.00            0.01         0.00   \n",
       "6      0.00        0.0      0.01  0.01            0.00         0.03   \n",
       "7      0.01        0.0      0.00  0.00            0.00         0.07   \n",
       "8      0.00        0.0      0.00  0.00            0.00         0.04   \n",
       "9      0.00        0.0      0.00  0.00            0.00         0.04   \n",
       "\n",
       "   Playground  Plaza  Pool   Pub  Public Art  Ramen Restaurant  Record Shop  \\\n",
       "0        0.01   0.03  0.00  0.01        0.01              0.00          0.0   \n",
       "1        0.00   0.00  0.00  0.01        0.00              0.01          0.0   \n",
       "2        0.00   0.00  0.01  0.00        0.01              0.00          0.0   \n",
       "3        0.00   0.00  0.00  0.00        0.00              0.00          0.0   \n",
       "4        0.00   0.00  0.00  0.00        0.00              0.00          0.0   \n",
       "5        0.01   0.00  0.00  0.00        0.00              0.00          0.0   \n",
       "6        0.00   0.00  0.00  0.00        0.00              0.00          0.0   \n",
       "7        0.00   0.01  0.00  0.00        0.00              0.00          0.0   \n",
       "8        0.00   0.00  0.00  0.00        0.00              0.01          0.0   \n",
       "9        0.00   0.02  0.00  0.01        0.00              0.00          0.0   \n",
       "\n",
       "   Rental Car Location  Residential Building (Apartment / Condo)  Resort  \\\n",
       "0                  0.0                                       0.0    0.00   \n",
       "1                  0.0                                       0.0    0.00   \n",
       "2                  0.0                                       0.0    0.00   \n",
       "3                  0.0                                       0.0    0.00   \n",
       "4                  0.0                                       0.0    0.00   \n",
       "5                  0.0                                       0.0    0.00   \n",
       "6                  0.0                                       0.0    0.01   \n",
       "7                  0.0                                       0.0    0.00   \n",
       "8                  0.0                                       0.0    0.00   \n",
       "9                  0.0                                       0.0    0.00   \n",
       "\n",
       "   Rest Area  Restaurant  River  Rock Club  Roof Deck  Russian Restaurant  \\\n",
       "0        0.0        0.00    0.0       0.00       0.00                 0.0   \n",
       "1        0.0        0.01    0.0       0.00       0.00                 0.0   \n",
       "2        0.0        0.00    0.0       0.00       0.00                 0.0   \n",
       "3        0.0        0.00    0.0       0.00       0.01                 0.0   \n",
       "4        0.0        0.00    0.0       0.01       0.00                 0.0   \n",
       "5        0.0        0.01    0.0       0.00       0.00                 0.0   \n",
       "6        0.0        0.00    0.0       0.00       0.01                 0.0   \n",
       "7        0.0        0.01    0.0       0.00       0.01                 0.0   \n",
       "8        0.0        0.00    0.0       0.00       0.00                 0.0   \n",
       "9        0.0        0.00    0.0       0.00       0.00                 0.0   \n",
       "\n",
       "   Sake Bar  Salad Place  Salon / Barbershop  Sandwich Place  Scenic Lookout  \\\n",
       "0      0.00         0.00                0.00            0.03            0.02   \n",
       "1      0.00         0.01                0.02            0.02            0.00   \n",
       "2      0.00         0.00                0.01            0.00            0.00   \n",
       "3      0.00         0.00                0.01            0.01            0.01   \n",
       "4      0.00         0.01                0.01            0.04            0.00   \n",
       "5      0.00         0.00                0.01            0.01            0.00   \n",
       "6      0.00         0.00                0.00            0.02            0.00   \n",
       "7      0.00         0.00                0.00            0.01            0.01   \n",
       "8      0.02         0.00                0.00            0.00            0.00   \n",
       "9      0.00         0.02                0.00            0.04            0.00   \n",
       "\n",
       "   School  Sculpture Garden  Seafood Restaurant  Shabu-Shabu Restaurant  \\\n",
       "0    0.00               0.0                0.00                    0.00   \n",
       "1    0.00               0.0                0.00                    0.00   \n",
       "2    0.01               0.0                0.03                    0.00   \n",
       "3    0.00               0.0                0.04                    0.00   \n",
       "4    0.00               0.0                0.02                    0.00   \n",
       "5    0.00               0.0                0.00                    0.00   \n",
       "6    0.00               0.0                0.00                    0.00   \n",
       "7    0.00               0.0                0.00                    0.00   \n",
       "8    0.00               0.0                0.02                    0.01   \n",
       "9    0.00               0.0                0.01                    0.00   \n",
       "\n",
       "   Shanghai Restaurant  Shoe Store  Shopping Mall  Skating Rink  Ski Chalet  \\\n",
       "0                 0.00        0.00           0.02           0.0        0.00   \n",
       "1                 0.00        0.01           0.00           0.0        0.00   \n",
       "2                 0.00        0.01           0.00           0.0        0.01   \n",
       "3                 0.00        0.00           0.00           0.0        0.00   \n",
       "4                 0.01        0.02           0.00           0.0        0.00   \n",
       "5                 0.01        0.00           0.00           0.0        0.00   \n",
       "6                 0.00        0.00           0.00           0.0        0.00   \n",
       "7                 0.00        0.00           0.00           0.0        0.00   \n",
       "8                 0.00        0.00           0.00           0.0        0.00   \n",
       "9                 0.00        0.01           0.00           0.0        0.00   \n",
       "\n",
       "   Smoke Shop  Snack Place  Soba Restaurant  Social Club  Soup Place  \\\n",
       "0        0.01         0.00              0.0          0.0        0.00   \n",
       "1        0.00         0.00              0.0          0.0        0.00   \n",
       "2        0.00         0.00              0.0          0.0        0.00   \n",
       "3        0.00         0.00              0.0          0.0        0.00   \n",
       "4        0.00         0.01              0.0          0.0        0.00   \n",
       "5        0.00         0.00              0.0          0.0        0.00   \n",
       "6        0.00         0.00              0.0          0.0        0.00   \n",
       "7        0.00         0.00              0.0          0.0        0.00   \n",
       "8        0.00         0.00              0.0          0.0        0.01   \n",
       "9        0.00         0.00              0.0          0.0        0.00   \n",
       "\n",
       "   South American Restaurant  Southern / Soul Food Restaurant   Spa  \\\n",
       "0                        0.0                             0.00  0.00   \n",
       "1                        0.0                             0.00  0.02   \n",
       "2                        0.0                             0.05  0.01   \n",
       "3                        0.0                             0.00  0.00   \n",
       "4                        0.0                             0.00  0.02   \n",
       "5                        0.0                             0.00  0.02   \n",
       "6                        0.0                             0.00  0.01   \n",
       "7                        0.0                             0.00  0.01   \n",
       "8                        0.0                             0.00  0.00   \n",
       "9                        0.0                             0.00  0.01   \n",
       "\n",
       "   Spanish Restaurant  Speakeasy  Sporting Goods Shop  Steakhouse  Street Art  \\\n",
       "0                0.00       0.00                 0.01        0.03        0.00   \n",
       "1                0.00       0.00                 0.01        0.01        0.00   \n",
       "2                0.02       0.00                 0.01        0.00        0.00   \n",
       "3                0.01       0.01                 0.01        0.00        0.00   \n",
       "4                0.01       0.02                 0.00        0.00        0.00   \n",
       "5                0.00       0.00                 0.01        0.00        0.00   \n",
       "6                0.00       0.00                 0.00        0.00        0.00   \n",
       "7                0.02       0.00                 0.00        0.01        0.01   \n",
       "8                0.01       0.02                 0.00        0.00        0.00   \n",
       "9                0.00       0.00                 0.00        0.04        0.00   \n",
       "\n",
       "   Street Food Gathering  Supermarket  Supplement Shop  Sushi Restaurant  \\\n",
       "0                    0.0         0.00              0.0              0.00   \n",
       "1                    0.0         0.00              0.0              0.00   \n",
       "2                    0.0         0.00              0.0              0.02   \n",
       "3                    0.0         0.00              0.0              0.01   \n",
       "4                    0.0         0.00              0.0              0.00   \n",
       "5                    0.0         0.00              0.0              0.02   \n",
       "6                    0.0         0.01              0.0              0.01   \n",
       "7                    0.0         0.00              0.0              0.00   \n",
       "8                    0.0         0.00              0.0              0.01   \n",
       "9                    0.0         0.00              0.0              0.00   \n",
       "\n",
       "   Swiss Restaurant  Synagogue  Szechuan Restaurant  Taco Place  Tailor Shop  \\\n",
       "0               0.0        0.0                  0.0        0.00          0.0   \n",
       "1               0.0        0.0                  0.0        0.00          0.0   \n",
       "2               0.0        0.0                  0.0        0.00          0.0   \n",
       "3               0.0        0.0                  0.0        0.01          0.0   \n",
       "4               0.0        0.0                  0.0        0.00          0.0   \n",
       "5               0.0        0.0                  0.0        0.00          0.0   \n",
       "6               0.0        0.0                  0.0        0.01          0.0   \n",
       "7               0.0        0.0                  0.0        0.01          0.0   \n",
       "8               0.0        0.0                  0.0        0.00          0.0   \n",
       "9               0.0        0.0                  0.0        0.00          0.0   \n",
       "\n",
       "   Taiwanese Restaurant  Tapas Restaurant  Tattoo Parlor  Tea Room  \\\n",
       "0                   0.0              0.01           0.00       0.0   \n",
       "1                   0.0              0.00           0.00       0.0   \n",
       "2                   0.0              0.01           0.00       0.0   \n",
       "3                   0.0              0.01           0.00       0.0   \n",
       "4                   0.0              0.00           0.00       0.0   \n",
       "5                   0.0              0.00           0.01       0.0   \n",
       "6                   0.0              0.00           0.00       0.0   \n",
       "7                   0.0              0.00           0.00       0.0   \n",
       "8                   0.0              0.00           0.00       0.0   \n",
       "9                   0.0              0.01           0.00       0.0   \n",
       "\n",
       "   Tech Startup  Tennis Court  Tennis Stadium  Thai Restaurant  Theater  \\\n",
       "0           0.0          0.00             0.0             0.00     0.00   \n",
       "1           0.0          0.00             0.0             0.02     0.00   \n",
       "2           0.0          0.01             0.0             0.00     0.03   \n",
       "3           0.0          0.00             0.0             0.00     0.02   \n",
       "4           0.0          0.00             0.0             0.01     0.00   \n",
       "5           0.0          0.00             0.0             0.00     0.01   \n",
       "6           0.0          0.00             0.0             0.04     0.07   \n",
       "7           0.0          0.00             0.0             0.04     0.00   \n",
       "8           0.0          0.00             0.0             0.01     0.00   \n",
       "9           0.0          0.00             0.0             0.00     0.00   \n",
       "\n",
       "   Theme Restaurant  Thrift / Vintage Store  Tibetan Restaurant  \\\n",
       "0               0.0                     0.0                 0.0   \n",
       "1               0.0                     0.0                 0.0   \n",
       "2               0.0                     0.0                 0.0   \n",
       "3               0.0                     0.0                 0.0   \n",
       "4               0.0                     0.0                 0.0   \n",
       "5               0.0                     0.0                 0.0   \n",
       "6               0.0                     0.0                 0.0   \n",
       "7               0.0                     0.0                 0.0   \n",
       "8               0.0                     0.0                 0.0   \n",
       "9               0.0                     0.0                 0.0   \n",
       "\n",
       "   Tourist Information Center  Toy / Game Store  Track  Trail  Train Station  \\\n",
       "0                         0.0               0.0    0.0   0.00            0.0   \n",
       "1                         0.0               0.0    0.0   0.00            0.0   \n",
       "2                         0.0               0.0    0.0   0.00            0.0   \n",
       "3                         0.0               0.0    0.0   0.01            0.0   \n",
       "4                         0.0               0.0    0.0   0.00            0.0   \n",
       "5                         0.0               0.0    0.0   0.00            0.0   \n",
       "6                         0.0               0.0    0.0   0.00            0.0   \n",
       "7                         0.0               0.0    0.0   0.00            0.0   \n",
       "8                         0.0               0.0    0.0   0.00            0.0   \n",
       "9                         0.0               0.0    0.0   0.00            0.0   \n",
       "\n",
       "   Tram Station  Tree  Turkish Restaurant  Udon Restaurant  \\\n",
       "0           0.0  0.01                 0.0             0.00   \n",
       "1           0.0  0.00                 0.0             0.00   \n",
       "2           0.0  0.00                 0.0             0.00   \n",
       "3           0.0  0.00                 0.0             0.00   \n",
       "4           0.0  0.00                 0.0             0.00   \n",
       "5           0.0  0.00                 0.0             0.00   \n",
       "6           0.0  0.00                 0.0             0.00   \n",
       "7           0.0  0.00                 0.0             0.00   \n",
       "8           0.0  0.00                 0.0             0.01   \n",
       "9           0.0  0.00                 0.0             0.00   \n",
       "\n",
       "   Ukrainian Restaurant  Vegetarian / Vegan Restaurant  Veterinarian  \\\n",
       "0                  0.00                           0.01           0.0   \n",
       "1                  0.00                           0.01           0.0   \n",
       "2                  0.00                           0.00           0.0   \n",
       "3                  0.00                           0.02           0.0   \n",
       "4                  0.00                           0.00           0.0   \n",
       "5                  0.00                           0.01           0.0   \n",
       "6                  0.00                           0.02           0.0   \n",
       "7                  0.00                           0.00           0.0   \n",
       "8                  0.01                           0.02           0.0   \n",
       "9                  0.00                           0.01           0.0   \n",
       "\n",
       "   Video Game Store  Vietnamese Restaurant  Volleyball Court  Whisky Bar  \\\n",
       "0               0.0                   0.00               0.0        0.00   \n",
       "1               0.0                   0.01               0.0        0.00   \n",
       "2               0.0                   0.00               0.0        0.00   \n",
       "3               0.0                   0.00               0.0        0.00   \n",
       "4               0.0                   0.01               0.0        0.00   \n",
       "5               0.0                   0.00               0.0        0.01   \n",
       "6               0.0                   0.00               0.0        0.01   \n",
       "7               0.0                   0.00               0.0        0.00   \n",
       "8               0.0                   0.02               0.0        0.00   \n",
       "9               0.0                   0.00               0.0        0.00   \n",
       "\n",
       "   Wine Bar  Wine Shop  Wings Joint  Women's Store  Yoga Studio  \n",
       "0      0.00       0.03          0.0           0.01         0.00  \n",
       "1      0.01       0.03          0.0           0.01         0.03  \n",
       "2      0.00       0.00          0.0           0.00         0.02  \n",
       "3      0.02       0.00          0.0           0.00         0.00  \n",
       "4      0.03       0.00          0.0           0.00         0.01  \n",
       "5      0.02       0.02          0.0           0.00         0.03  \n",
       "6      0.02       0.01          0.0           0.00         0.01  \n",
       "7      0.01       0.01          0.0           0.00         0.00  \n",
       "8      0.03       0.00          0.0           0.00         0.00  \n",
       "9      0.01       0.01          0.0           0.01         0.00  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nyc_grouped = nyc_onehot.groupby('poi').mean().reset_index()\n",
    "nyc_grouped.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "## Neighborhoods in Manhattan\n",
    "\n",
    "_<font align=left>Image source: https://nickwoodhams.com/new-york-neighborhoods-by-proximity-to-manhattan/</font>  _\n",
    "\n",
    "<img src=https://nickwoodhams.com/content/images/2015/07/Manhattan-neighborhoods-map.jpg width=350 align=left>  \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "### What are the most popular venues for each neighborhood?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----Battery Park City----\n",
      "                  venue  freq\n",
      "0                  Park  0.06\n",
      "1           Coffee Shop  0.06\n",
      "2  Gym / Fitness Center  0.04\n",
      "\n",
      "\n",
      "----Carnegie Hill----\n",
      "                  venue  freq\n",
      "0                  Café  0.07\n",
      "1                Bakery  0.05\n",
      "2  Gym / Fitness Center  0.05\n",
      "\n",
      "\n",
      "----Central Harlem----\n",
      "                             venue  freq\n",
      "0                             Café  0.06\n",
      "1  Southern / Soul Food Restaurant  0.05\n",
      "2             Gym / Fitness Center  0.04\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: DeprecationWarning: \n",
      ".ix is deprecated. Please use\n",
      ".loc for label based indexing or\n",
      ".iloc for positional indexing\n",
      "\n",
      "See the documentation here:\n",
      "http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n",
      "  \"\"\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----Chelsea (Manhattan)----\n",
      "                venue  freq\n",
      "0         Art Gallery  0.12\n",
      "1               Hotel  0.05\n",
      "2  Italian Restaurant  0.04\n",
      "\n",
      "\n",
      "----Chinatown----\n",
      "                venue  freq\n",
      "0  Chinese Restaurant  0.07\n",
      "1      Ice Cream Shop  0.06\n",
      "2        Cocktail Bar  0.05\n",
      "\n",
      "\n",
      "----Civic Center----\n",
      "               venue  freq\n",
      "0             Bakery  0.05\n",
      "1              Hotel  0.05\n",
      "2  French Restaurant  0.05\n",
      "\n",
      "\n",
      "----Clinton----\n",
      "                venue  freq\n",
      "0             Theater  0.07\n",
      "1  Italian Restaurant  0.06\n",
      "2               Hotel  0.05\n",
      "\n",
      "\n",
      "----East Harlem----\n",
      "                venue  freq\n",
      "0  Mexican Restaurant  0.09\n",
      "1         Pizza Place  0.07\n",
      "2              Bakery  0.06\n",
      "\n",
      "\n",
      "----East Village----\n",
      "            venue  freq\n",
      "0     Coffee Shop  0.08\n",
      "1    Cocktail Bar  0.07\n",
      "2  Ice Cream Shop  0.06\n",
      "\n",
      "\n",
      "----Financial District----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.09\n",
      "1        Hotel  0.06\n",
      "2         Park  0.05\n",
      "\n",
      "\n",
      "----Flatiron----\n",
      "                     venue  freq\n",
      "0     Gym / Fitness Center  0.06\n",
      "1             Cycle Studio  0.05\n",
      "2  New American Restaurant  0.05\n",
      "\n",
      "\n",
      "----Gramercy----\n",
      "                      venue  freq\n",
      "0       American Restaurant  0.07\n",
      "1   New American Restaurant  0.05\n",
      "2  Mediterranean Restaurant  0.04\n",
      "\n",
      "\n",
      "----Greenwich Village----\n",
      "                 venue  freq\n",
      "0   Italian Restaurant  0.10\n",
      "1  American Restaurant  0.06\n",
      "2          Coffee Shop  0.05\n",
      "\n",
      "\n",
      "----Hamilton Heights----\n",
      "                venue  freq\n",
      "0                Café  0.06\n",
      "1  Mexican Restaurant  0.05\n",
      "2                Park  0.05\n",
      "\n",
      "\n",
      "----Hudson Yards----\n",
      "                  venue  freq\n",
      "0                 Hotel  0.08\n",
      "1  Gym / Fitness Center  0.05\n",
      "2    Italian Restaurant  0.05\n",
      "\n",
      "\n",
      "----Inwood----\n",
      "                       venue  freq\n",
      "0  Latin American Restaurant  0.06\n",
      "1                     Lounge  0.05\n",
      "2              Deli / Bodega  0.05\n",
      "\n",
      "\n",
      "----Lenox Hill----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.06\n",
      "1           Coffee Shop  0.04\n",
      "2    Italian Restaurant  0.04\n",
      "\n",
      "\n",
      "----Lincoln Square----\n",
      "                  venue  freq\n",
      "0    Italian Restaurant  0.07\n",
      "1     French Restaurant  0.06\n",
      "2  Gym / Fitness Center  0.06\n",
      "\n",
      "\n",
      "----Little Italy----\n",
      "                venue  freq\n",
      "0  Italian Restaurant  0.05\n",
      "1         Coffee Shop  0.05\n",
      "2            Boutique  0.04\n",
      "\n",
      "\n",
      "----Lower East Side----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.06\n",
      "1  Italian Restaurant  0.06\n",
      "2        Cocktail Bar  0.03\n",
      "\n",
      "\n",
      "----Manhattan Valley----\n",
      "           venue  freq\n",
      "0           Park  0.06\n",
      "1    Coffee Shop  0.06\n",
      "2  Grocery Store  0.03\n",
      "\n",
      "\n",
      "----Manhattanville----\n",
      "                 venue  freq\n",
      "0                 Park  0.06\n",
      "1  American Restaurant  0.05\n",
      "2   Mexican Restaurant  0.05\n",
      "\n",
      "\n",
      "----Marble Hill----\n",
      "                venue  freq\n",
      "0                Park  0.07\n",
      "1         Pizza Place  0.05\n",
      "2  Spanish Restaurant  0.04\n",
      "\n",
      "\n",
      "----Midtown----\n",
      "         venue  freq\n",
      "0      Theater  0.08\n",
      "1  Coffee Shop  0.06\n",
      "2        Hotel  0.05\n",
      "\n",
      "\n",
      "----Midtown South----\n",
      "                  venue  freq\n",
      "0     Korean Restaurant  0.07\n",
      "1  Gym / Fitness Center  0.06\n",
      "2        Sandwich Place  0.05\n",
      "\n",
      "\n",
      "----Morningside Heights----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.06\n",
      "1  Italian Restaurant  0.05\n",
      "2                Park  0.05\n",
      "\n",
      "\n",
      "----Murray Hill (Manhattan)----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.07\n",
      "1     Korean Restaurant  0.05\n",
      "2   Japanese Restaurant  0.04\n",
      "\n",
      "\n",
      "----Noho----\n",
      "                 venue  freq\n",
      "0   Italian Restaurant  0.07\n",
      "1  American Restaurant  0.05\n",
      "2       Ice Cream Shop  0.04\n",
      "\n",
      "\n",
      "----Roosevelt Island----\n",
      "         venue  freq\n",
      "0         Park  0.06\n",
      "1  Coffee Shop  0.05\n",
      "2  Pizza Place  0.04\n",
      "\n",
      "\n",
      "----Soho----\n",
      "                venue  freq\n",
      "0  Italian Restaurant  0.07\n",
      "1         Coffee Shop  0.06\n",
      "2                Café  0.04\n",
      "\n",
      "\n",
      "----Stuyvesant Town----\n",
      "          venue  freq\n",
      "0           Bar  0.08\n",
      "1   Pizza Place  0.06\n",
      "2  Cocktail Bar  0.05\n",
      "\n",
      "\n",
      "----Sutton Place----\n",
      "                  venue  freq\n",
      "0  Gym / Fitness Center  0.06\n",
      "1   American Restaurant  0.05\n",
      "2    Italian Restaurant  0.05\n",
      "\n",
      "\n",
      "----Tribeca----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.05\n",
      "1        Hotel  0.05\n",
      "2         Park  0.05\n",
      "\n",
      "\n",
      "----Tudor City----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.05\n",
      "1  Japanese Restaurant  0.03\n",
      "2                Hotel  0.03\n",
      "\n",
      "\n",
      "----Turtle Bay----\n",
      "                 venue  freq\n",
      "0  American Restaurant  0.07\n",
      "1          Coffee Shop  0.06\n",
      "2     Sushi Restaurant  0.04\n",
      "\n",
      "\n",
      "----Upper East Side----\n",
      "                venue  freq\n",
      "0  Italian Restaurant  0.09\n",
      "1         Art Gallery  0.08\n",
      "2              Bakery  0.05\n",
      "\n",
      "\n",
      "----Upper West Side----\n",
      "                venue  freq\n",
      "0  Italian Restaurant  0.06\n",
      "1                Park  0.05\n",
      "2              Bakery  0.04\n",
      "\n",
      "\n",
      "----Washington Heights----\n",
      "                       venue  freq\n",
      "0                Pizza Place  0.08\n",
      "1                       Café  0.07\n",
      "2  Latin American Restaurant  0.04\n",
      "\n",
      "\n",
      "----West Village----\n",
      "                 venue  freq\n",
      "0   Italian Restaurant  0.13\n",
      "1  American Restaurant  0.06\n",
      "2             Wine Bar  0.05\n",
      "\n",
      "\n",
      "----Yorkville----\n",
      "                venue  freq\n",
      "0  Italian Restaurant  0.07\n",
      "1       Deli / Bodega  0.04\n",
      "2                 Gym  0.04\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for hood in nyc_grouped.poi:\n",
    "    print(\"----\"+hood+\"----\")\n",
    "    temp = nyc_grouped.loc[nyc_grouped.poi == hood].T.reset_index()\n",
    "    temp.columns = ['venue','freq']\n",
    "    temp = temp.ix[1:]\n",
    "    temp['freq'] = temp['freq'].astype(float)\n",
    "    temp = temp.round({'freq': 2})\n",
    "    print(temp.sort_values('freq', ascending = False).reset_index(drop=True).head(3))\n",
    "    print(\"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "### View top venues per neighborhood as a table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>poi</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Carnegie Hill</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Central Harlem</td>\n",
       "      <td>Café</td>\n",
       "      <td>Southern / Soul Food Restaurant</td>\n",
       "      <td>African Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Chelsea (Manhattan)</td>\n",
       "      <td>Art Gallery</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chinatown</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   poi                   0                                1  \\\n",
       "0    Battery Park City         Coffee Shop                             Park   \n",
       "1        Carnegie Hill                Café                           Bakery   \n",
       "2       Central Harlem                Café  Southern / Soul Food Restaurant   \n",
       "3  Chelsea (Manhattan)         Art Gallery                            Hotel   \n",
       "4            Chinatown  Chinese Restaurant                   Ice Cream Shop   \n",
       "\n",
       "                      2  \n",
       "0   American Restaurant  \n",
       "1  Gym / Fitness Center  \n",
       "2    African Restaurant  \n",
       "3   American Restaurant  \n",
       "4          Cocktail Bar  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_n = 3\n",
    "\n",
    "df = pd.DataFrame({n: nyc_grouped.drop(\"poi\", axis=1).T[col].nlargest(top_n).index.tolist() \n",
    "                  for n, col in enumerate(nyc_grouped.T)}).T\n",
    "df[\"poi\"] = nyc_grouped.poi\n",
    "df[df.columns[-1:].union(df.columns[:-1])].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "<hr>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "## K-means clustering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "#### Review our dataframe:\n",
    "Because each variable has a numeric value, we can now cluster the neighborhoods together."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>poi</th>\n",
       "      <th>Accessories Store</th>\n",
       "      <th>African Restaurant</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Antique Shop</th>\n",
       "      <th>Arcade</th>\n",
       "      <th>Arepa Restaurant</th>\n",
       "      <th>Argentinian Restaurant</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>Australian Restaurant</th>\n",
       "      <th>Austrian Restaurant</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Field</th>\n",
       "      <th>Basketball Court</th>\n",
       "      <th>Basketball Stadium</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Garden</th>\n",
       "      <th>Beer Store</th>\n",
       "      <th>Big Box Store</th>\n",
       "      <th>Bike Trail</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Board Shop</th>\n",
       "      <th>Boat or Ferry</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Bowling Alley</th>\n",
       "      <th>Boxing Gym</th>\n",
       "      <th>Brazilian Restaurant</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Bridge</th>\n",
       "      <th>Bubble Tea Shop</th>\n",
       "      <th>Buffet</th>\n",
       "      <th>Building</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>Burrito Place</th>\n",
       "      <th>Bus Station</th>\n",
       "      <th>Bus Stop</th>\n",
       "      <th>Butcher</th>\n",
       "      <th>Cable Car</th>\n",
       "      <th>Café</th>\n",
       "      <th>Cambodian Restaurant</th>\n",
       "      <th>Camera Store</th>\n",
       "      <th>Candy Store</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Chocolate Shop</th>\n",
       "      <th>Christmas Market</th>\n",
       "      <th>Climbing Gym</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Club House</th>\n",
       "      <th>Cocktail Bar</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>College Academic Building</th>\n",
       "      <th>College Theater</th>\n",
       "      <th>Comedy Club</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Comic Shop</th>\n",
       "      <th>Community Center</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Creperie</th>\n",
       "      <th>Cuban Restaurant</th>\n",
       "      <th>Cupcake Shop</th>\n",
       "      <th>Cycle Studio</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Daycare</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Department Store</th>\n",
       "      <th>Design Studio</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Dim Sum Restaurant</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Discount Store</th>\n",
       "      <th>Dive Bar</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Dumpling Restaurant</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Empanada Restaurant</th>\n",
       "      <th>English Restaurant</th>\n",
       "      <th>Ethiopian Restaurant</th>\n",
       "      <th>Event Space</th>\n",
       "      <th>Exhibit</th>\n",
       "      <th>Falafel Restaurant</th>\n",
       "      <th>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Field</th>\n",
       "      <th>Filipino Restaurant</th>\n",
       "      <th>Fish Market</th>\n",
       "      <th>Flea Market</th>\n",
       "      <th>Flower Shop</th>\n",
       "      <th>Food</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Food Court</th>\n",
       "      <th>Food Truck</th>\n",
       "      <th>Fountain</th>\n",
       "      <th>French Restaurant</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Frozen Yogurt Shop</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Garden Center</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>Gay Bar</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>German Restaurant</th>\n",
       "      <th>Gift Shop</th>\n",
       "      <th>Gluten-free Restaurant</th>\n",
       "      <th>Golf Course</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>Halal Restaurant</th>\n",
       "      <th>Harbor / Marina</th>\n",
       "      <th>Hawaiian Restaurant</th>\n",
       "      <th>Health &amp; Beauty Service</th>\n",
       "      <th>Health Food Store</th>\n",
       "      <th>Heliport</th>\n",
       "      <th>High School</th>\n",
       "      <th>Historic Site</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Hobby Shop</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Hot Dog Joint</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indie Movie Theater</th>\n",
       "      <th>Indie Theater</th>\n",
       "      <th>Israeli Restaurant</th>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <th>Japanese Curry Restaurant</th>\n",
       "      <th>Japanese Restaurant</th>\n",
       "      <th>Jazz Club</th>\n",
       "      <th>Jewelry Store</th>\n",
       "      <th>Jewish Restaurant</th>\n",
       "      <th>Juice Bar</th>\n",
       "      <th>Karaoke Bar</th>\n",
       "      <th>Kids Store</th>\n",
       "      <th>Kitchen Supply Store</th>\n",
       "      <th>Korean Restaurant</th>\n",
       "      <th>Kosher Restaurant</th>\n",
       "      <th>Lake</th>\n",
       "      <th>Latin American Restaurant</th>\n",
       "      <th>Laundry Service</th>\n",
       "      <th>Lebanese Restaurant</th>\n",
       "      <th>Library</th>\n",
       "      <th>Lighthouse</th>\n",
       "      <th>Lingerie Store</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Malay Restaurant</th>\n",
       "      <th>Market</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Massage Studio</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Memorial Site</th>\n",
       "      <th>Men's Store</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Mini Golf</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>Mobile Phone Shop</th>\n",
       "      <th>Modern European Restaurant</th>\n",
       "      <th>Molecular Gastronomy Restaurant</th>\n",
       "      <th>Monument / Landmark</th>\n",
       "      <th>Moroccan Restaurant</th>\n",
       "      <th>Movie Theater</th>\n",
       "      <th>Moving Target</th>\n",
       "      <th>Museum</th>\n",
       "      <th>Music School</th>\n",
       "      <th>Music Store</th>\n",
       "      <th>Music Venue</th>\n",
       "      <th>Nail Salon</th>\n",
       "      <th>New American Restaurant</th>\n",
       "      <th>Nightclub</th>\n",
       "      <th>Noodle House</th>\n",
       "      <th>Office</th>\n",
       "      <th>Opera House</th>\n",
       "      <th>Optical Shop</th>\n",
       "      <th>Organic Grocery</th>\n",
       "      <th>Other Nightlife</th>\n",
       "      <th>Outdoor Sculpture</th>\n",
       "      <th>Outdoors &amp; Recreation</th>\n",
       "      <th>Paella Restaurant</th>\n",
       "      <th>Paper / Office Supplies Store</th>\n",
       "      <th>Park</th>\n",
       "      <th>Performing Arts Venue</th>\n",
       "      <th>Persian Restaurant</th>\n",
       "      <th>Peruvian Restaurant</th>\n",
       "      <th>Pet Café</th>\n",
       "      <th>Pet Service</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Piano Bar</th>\n",
       "      <th>Pie Shop</th>\n",
       "      <th>Pier</th>\n",
       "      <th>Pilates Studio</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Pool</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Public Art</th>\n",
       "      <th>Ramen Restaurant</th>\n",
       "      <th>Record Shop</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Residential Building (Apartment / Condo)</th>\n",
       "      <th>Resort</th>\n",
       "      <th>Rest Area</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>River</th>\n",
       "      <th>Rock Club</th>\n",
       "      <th>Roof Deck</th>\n",
       "      <th>Russian Restaurant</th>\n",
       "      <th>Sake Bar</th>\n",
       "      <th>Salad Place</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Scenic Lookout</th>\n",
       "      <th>School</th>\n",
       "      <th>Sculpture Garden</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Shabu-Shabu Restaurant</th>\n",
       "      <th>Shanghai Restaurant</th>\n",
       "      <th>Shoe Store</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Skating Rink</th>\n",
       "      <th>Ski Chalet</th>\n",
       "      <th>Smoke Shop</th>\n",
       "      <th>Snack Place</th>\n",
       "      <th>Soba Restaurant</th>\n",
       "      <th>Social Club</th>\n",
       "      <th>Soup Place</th>\n",
       "      <th>South American Restaurant</th>\n",
       "      <th>Southern / Soul Food Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Spanish Restaurant</th>\n",
       "      <th>Speakeasy</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Street Art</th>\n",
       "      <th>Street Food Gathering</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Supplement Shop</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swiss Restaurant</th>\n",
       "      <th>Synagogue</th>\n",
       "      <th>Szechuan Restaurant</th>\n",
       "      <th>Taco Place</th>\n",
       "      <th>Tailor Shop</th>\n",
       "      <th>Taiwanese Restaurant</th>\n",
       "      <th>Tapas Restaurant</th>\n",
       "      <th>Tattoo Parlor</th>\n",
       "      <th>Tea Room</th>\n",
       "      <th>Tech Startup</th>\n",
       "      <th>Tennis Court</th>\n",
       "      <th>Tennis Stadium</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Theme Restaurant</th>\n",
       "      <th>Thrift / Vintage Store</th>\n",
       "      <th>Tibetan Restaurant</th>\n",
       "      <th>Tourist Information Center</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Track</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Tram Station</th>\n",
       "      <th>Tree</th>\n",
       "      <th>Turkish Restaurant</th>\n",
       "      <th>Udon Restaurant</th>\n",
       "      <th>Ukrainian Restaurant</th>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
       "      <th>Veterinarian</th>\n",
       "      <th>Video Game Store</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Volleyball Court</th>\n",
       "      <th>Whisky Bar</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Wine Shop</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Women's Store</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Carnegie Hill</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Central Harlem</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Chelsea (Manhattan)</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chinatown</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   poi  Accessories Store  African Restaurant  \\\n",
       "0    Battery Park City                0.0                0.00   \n",
       "1        Carnegie Hill                0.0                0.00   \n",
       "2       Central Harlem                0.0                0.04   \n",
       "3  Chelsea (Manhattan)                0.0                0.00   \n",
       "4            Chinatown                0.0                0.00   \n",
       "\n",
       "   American Restaurant  Antique Shop  Arcade  Arepa Restaurant  \\\n",
       "0                 0.04          0.01     0.0               0.0   \n",
       "1                 0.02          0.00     0.0               0.0   \n",
       "2                 0.02          0.00     0.0               0.0   \n",
       "3                 0.04          0.00     0.0               0.0   \n",
       "4                 0.03          0.00     0.0               0.0   \n",
       "\n",
       "   Argentinian Restaurant  Art Gallery  Art Museum  Arts & Crafts Store  \\\n",
       "0                     0.0         0.00        0.00                 0.00   \n",
       "1                     0.0         0.00        0.03                 0.00   \n",
       "2                     0.0         0.01        0.01                 0.01   \n",
       "3                     0.0         0.12        0.00                 0.00   \n",
       "4                     0.0         0.00        0.00                 0.00   \n",
       "\n",
       "   Asian Restaurant  Athletics & Sports  Australian Restaurant  \\\n",
       "0              0.00                0.01                   0.00   \n",
       "1              0.00                0.00                   0.00   \n",
       "2              0.00                0.00                   0.00   \n",
       "3              0.02                0.00                   0.00   \n",
       "4              0.01                0.00                   0.01   \n",
       "\n",
       "   Austrian Restaurant  BBQ Joint  Bagel Shop  Bakery  Bank   Bar  \\\n",
       "0                 0.00       0.01        0.01    0.01   0.0  0.00   \n",
       "1                 0.01       0.00        0.00    0.05   0.0  0.02   \n",
       "2                 0.00       0.01        0.00    0.00   0.0  0.03   \n",
       "3                 0.00       0.01        0.02    0.01   0.0  0.01   \n",
       "4                 0.01       0.00        0.00    0.02   0.0  0.01   \n",
       "\n",
       "   Baseball Field  Basketball Court  Basketball Stadium  Beer Bar  \\\n",
       "0             0.0               0.0                 0.0       0.0   \n",
       "1             0.0               0.0                 0.0       0.0   \n",
       "2             0.0               0.0                 0.0       0.0   \n",
       "3             0.0               0.0                 0.0       0.0   \n",
       "4             0.0               0.0                 0.0       0.0   \n",
       "\n",
       "   Beer Garden  Beer Store  Big Box Store  Bike Trail  Bistro  Board Shop  \\\n",
       "0          0.0        0.00            0.0         0.0     0.0         0.0   \n",
       "1          0.0        0.01            0.0         0.0     0.0         0.0   \n",
       "2          0.0        0.00            0.0         0.0     0.0         0.0   \n",
       "3          0.0        0.01            0.0         0.0     0.0         0.0   \n",
       "4          0.0        0.00            0.0         0.0     0.0         0.0   \n",
       "\n",
       "   Boat or Ferry  Bookstore  Boutique  Bowling Alley  Boxing Gym  \\\n",
       "0           0.01       0.02      0.00            0.0        0.01   \n",
       "1           0.00       0.03      0.00            0.0        0.00   \n",
       "2           0.00       0.01      0.01            0.0        0.00   \n",
       "3           0.00       0.01      0.02            0.0        0.00   \n",
       "4           0.00       0.00      0.01            0.0        0.00   \n",
       "\n",
       "   Brazilian Restaurant  Breakfast Spot  Bridge  Bubble Tea Shop  Buffet  \\\n",
       "0                   0.0            0.00     0.0              0.0    0.00   \n",
       "1                   0.0            0.01     0.0              0.0    0.00   \n",
       "2                   0.0            0.00     0.0              0.0    0.01   \n",
       "3                   0.0            0.01     0.0              0.0    0.00   \n",
       "4                   0.0            0.01     0.0              0.0    0.00   \n",
       "\n",
       "   Building  Burger Joint  Burrito Place  Bus Station  Bus Stop  Butcher  \\\n",
       "0      0.01          0.02           0.01          0.0       0.0     0.00   \n",
       "1      0.00          0.01           0.00          0.0       0.0     0.01   \n",
       "2      0.00          0.01           0.00          0.0       0.0     0.00   \n",
       "3      0.00          0.01           0.00          0.0       0.0     0.01   \n",
       "4      0.00          0.00           0.00          0.0       0.0     0.00   \n",
       "\n",
       "   Cable Car  Café  Cambodian Restaurant  Camera Store  Candy Store  \\\n",
       "0        0.0  0.01                   0.0           0.0          0.0   \n",
       "1        0.0  0.07                   0.0           0.0          0.0   \n",
       "2        0.0  0.06                   0.0           0.0          0.0   \n",
       "3        0.0  0.03                   0.0           0.0          0.0   \n",
       "4        0.0  0.03                   0.0           0.0          0.0   \n",
       "\n",
       "   Caribbean Restaurant  Cheese Shop  Chinese Restaurant  Chocolate Shop  \\\n",
       "0                  0.00         0.00                0.00            0.00   \n",
       "1                  0.00         0.01                0.00            0.00   \n",
       "2                  0.02         0.00                0.02            0.00   \n",
       "3                  0.00         0.00                0.00            0.00   \n",
       "4                  0.00         0.01                0.07            0.01   \n",
       "\n",
       "   Christmas Market  Climbing Gym  Clothing Store  Club House  Cocktail Bar  \\\n",
       "0               0.0          0.00            0.00         0.0          0.00   \n",
       "1               0.0          0.01            0.01         0.0          0.03   \n",
       "2               0.0          0.00            0.00         0.0          0.02   \n",
       "3               0.0          0.00            0.00         0.0          0.00   \n",
       "4               0.0          0.00            0.01         0.0          0.05   \n",
       "\n",
       "   Coffee Shop  College Academic Building  College Theater  Comedy Club  \\\n",
       "0         0.06                        0.0             0.00         0.00   \n",
       "1         0.02                        0.0             0.00         0.00   \n",
       "2         0.04                        0.0             0.01         0.01   \n",
       "3         0.02                        0.0             0.01         0.00   \n",
       "4         0.02                        0.0             0.00         0.00   \n",
       "\n",
       "   Comfort Food Restaurant  Comic Shop  Community Center  Concert Hall  \\\n",
       "0                     0.00         0.0              0.00           0.0   \n",
       "1                     0.00         0.0              0.01           0.0   \n",
       "2                     0.01         0.0              0.00           0.0   \n",
       "3                     0.00         0.0              0.00           0.0   \n",
       "4                     0.00         0.0              0.00           0.0   \n",
       "\n",
       "   Convenience Store  Cosmetics Shop  Creperie  Cuban Restaurant  \\\n",
       "0                0.0            0.00       0.0               0.0   \n",
       "1                0.0            0.00       0.0               0.0   \n",
       "2                0.0            0.01       0.0               0.0   \n",
       "3                0.0            0.01       0.0               0.0   \n",
       "4                0.0            0.01       0.0               0.0   \n",
       "\n",
       "   Cupcake Shop  Cycle Studio  Dance Studio  Daycare  Deli / Bodega  \\\n",
       "0          0.01          0.01          0.00      0.0           0.00   \n",
       "1          0.00          0.01          0.01      0.0           0.01   \n",
       "2          0.00          0.01          0.00      0.0           0.01   \n",
       "3          0.02          0.02          0.00      0.0           0.00   \n",
       "4          0.00          0.00          0.00      0.0           0.00   \n",
       "\n",
       "   Department Store  Design Studio  Dessert Shop  Dim Sum Restaurant  Diner  \\\n",
       "0              0.01            0.0          0.00                0.00    0.0   \n",
       "1              0.00            0.0          0.00                0.00    0.0   \n",
       "2              0.00            0.0          0.01                0.00    0.0   \n",
       "3              0.00            0.0          0.01                0.00    0.0   \n",
       "4              0.00            0.0          0.00                0.01    0.0   \n",
       "\n",
       "   Discount Store  Dive Bar  Dog Run  Donut Shop  Dumpling Restaurant  \\\n",
       "0             0.0      0.00     0.02        0.00                 0.00   \n",
       "1             0.0      0.00     0.00        0.00                 0.00   \n",
       "2             0.0      0.00     0.01        0.00                 0.00   \n",
       "3             0.0      0.00     0.00        0.01                 0.00   \n",
       "4             0.0      0.01     0.00        0.01                 0.02   \n",
       "\n",
       "   Eastern European Restaurant  Electronics Store  Empanada Restaurant  \\\n",
       "0                          0.0               0.01                  0.0   \n",
       "1                          0.0               0.00                  0.0   \n",
       "2                          0.0               0.00                  0.0   \n",
       "3                          0.0               0.01                  0.0   \n",
       "4                          0.0               0.00                  0.0   \n",
       "\n",
       "   English Restaurant  Ethiopian Restaurant  Event Space  Exhibit  \\\n",
       "0                0.00                  0.00         0.00      0.0   \n",
       "1                0.00                  0.00         0.00      0.0   \n",
       "2                0.00                  0.01         0.01      0.0   \n",
       "3                0.00                  0.00         0.00      0.0   \n",
       "4                0.01                  0.00         0.00      0.0   \n",
       "\n",
       "   Falafel Restaurant  Farmers Market  Fast Food Restaurant  Field  \\\n",
       "0                 0.0            0.01                  0.00    0.0   \n",
       "1                 0.0            0.00                  0.00    0.0   \n",
       "2                 0.0            0.00                  0.01    0.0   \n",
       "3                 0.0            0.00                  0.00    0.0   \n",
       "4                 0.0            0.00                  0.00    0.0   \n",
       "\n",
       "   Filipino Restaurant  Fish Market  Flea Market  Flower Shop  Food  \\\n",
       "0                  0.0         0.00         0.00         0.00   0.0   \n",
       "1                  0.0         0.00         0.00         0.00   0.0   \n",
       "2                  0.0         0.00         0.00         0.00   0.0   \n",
       "3                  0.0         0.01         0.01         0.00   0.0   \n",
       "4                  0.0         0.00         0.00         0.01   0.0   \n",
       "\n",
       "   Food & Drink Shop  Food Court  Food Truck  Fountain  French Restaurant  \\\n",
       "0               0.00        0.01        0.01       0.0               0.00   \n",
       "1               0.00        0.00        0.00       0.0               0.02   \n",
       "2               0.01        0.00        0.00       0.0               0.02   \n",
       "3               0.00        0.00        0.00       0.0               0.01   \n",
       "4               0.00        0.00        0.00       0.0               0.02   \n",
       "\n",
       "   Fried Chicken Joint  Frozen Yogurt Shop  Furniture / Home Store  Garden  \\\n",
       "0                 0.00                 0.0                    0.01     0.0   \n",
       "1                 0.00                 0.0                    0.00     0.0   \n",
       "2                 0.01                 0.0                    0.00     0.0   \n",
       "3                 0.00                 0.0                    0.00     0.0   \n",
       "4                 0.00                 0.0                    0.00     0.0   \n",
       "\n",
       "   Garden Center  Gastropub  Gay Bar  General Entertainment  \\\n",
       "0            0.0        0.0      0.0                   0.00   \n",
       "1            0.0        0.0      0.0                   0.00   \n",
       "2            0.0        0.0      0.0                   0.00   \n",
       "3            0.0        0.0      0.0                   0.00   \n",
       "4            0.0        0.0      0.0                   0.01   \n",
       "\n",
       "   German Restaurant  Gift Shop  Gluten-free Restaurant  Golf Course  \\\n",
       "0               0.00       0.01                     0.0         0.00   \n",
       "1               0.01       0.00                     0.0         0.00   \n",
       "2               0.00       0.00                     0.0         0.00   \n",
       "3               0.00       0.01                     0.0         0.01   \n",
       "4               0.00       0.00                     0.0         0.00   \n",
       "\n",
       "   Gourmet Shop  Greek Restaurant  Grocery Store   Gym  Gym / Fitness Center  \\\n",
       "0          0.00              0.00           0.01  0.00                  0.04   \n",
       "1          0.01              0.00           0.03  0.02                  0.05   \n",
       "2          0.00              0.00           0.01  0.01                  0.04   \n",
       "3          0.00              0.00           0.01  0.00                  0.04   \n",
       "4          0.02              0.01           0.00  0.00                  0.00   \n",
       "\n",
       "   Halal Restaurant  Harbor / Marina  Hawaiian Restaurant  \\\n",
       "0               0.0              0.0                  0.0   \n",
       "1               0.0              0.0                  0.0   \n",
       "2               0.0              0.0                  0.0   \n",
       "3               0.0              0.0                  0.0   \n",
       "4               0.0              0.0                  0.0   \n",
       "\n",
       "   Health & Beauty Service  Health Food Store  Heliport  High School  \\\n",
       "0                     0.00                0.0       0.0          0.0   \n",
       "1                     0.00                0.0       0.0          0.0   \n",
       "2                     0.00                0.0       0.0          0.0   \n",
       "3                     0.01                0.0       0.0          0.0   \n",
       "4                     0.00                0.0       0.0          0.0   \n",
       "\n",
       "   Historic Site  History Museum  Hobby Shop  Hostel  Hot Dog Joint  Hotel  \\\n",
       "0           0.02            0.01         0.0     0.0           0.00   0.03   \n",
       "1           0.00            0.00         0.0     0.0           0.02   0.00   \n",
       "2           0.00            0.01         0.0     0.0           0.00   0.00   \n",
       "3           0.00            0.00         0.0     0.0           0.00   0.05   \n",
       "4           0.00            0.02         0.0     0.0           0.00   0.02   \n",
       "\n",
       "   Hotel Bar  Ice Cream Shop  Indian Restaurant  Indie Movie Theater  \\\n",
       "0       0.01            0.02               0.00                 0.00   \n",
       "1       0.00            0.00               0.01                 0.00   \n",
       "2       0.00            0.00               0.01                 0.00   \n",
       "3       0.00            0.02               0.01                 0.00   \n",
       "4       0.00            0.06               0.00                 0.01   \n",
       "\n",
       "   Indie Theater  Israeli Restaurant  Italian Restaurant  \\\n",
       "0            0.0                0.00                0.01   \n",
       "1            0.0                0.00                0.05   \n",
       "2            0.0                0.00                0.01   \n",
       "3            0.0                0.01                0.04   \n",
       "4            0.0                0.00                0.01   \n",
       "\n",
       "   Japanese Curry Restaurant  Japanese Restaurant  Jazz Club  Jewelry Store  \\\n",
       "0                        0.0                 0.01       0.00           0.01   \n",
       "1                        0.0                 0.02       0.00           0.00   \n",
       "2                        0.0                 0.00       0.02           0.00   \n",
       "3                        0.0                 0.01       0.00           0.00   \n",
       "4                        0.0                 0.01       0.00           0.00   \n",
       "\n",
       "   Jewish Restaurant  Juice Bar  Karaoke Bar  Kids Store  \\\n",
       "0               0.00       0.01         0.00        0.01   \n",
       "1               0.00       0.01         0.00        0.00   \n",
       "2               0.00       0.01         0.00        0.01   \n",
       "3               0.00       0.00         0.00        0.00   \n",
       "4               0.01       0.01         0.01        0.00   \n",
       "\n",
       "   Kitchen Supply Store  Korean Restaurant  Kosher Restaurant  Lake  \\\n",
       "0                   0.0                0.0               0.00  0.00   \n",
       "1                   0.0                0.0               0.01  0.01   \n",
       "2                   0.0                0.0               0.00  0.00   \n",
       "3                   0.0                0.0               0.00  0.00   \n",
       "4                   0.0                0.0               0.00  0.00   \n",
       "\n",
       "   Latin American Restaurant  Laundry Service  Lebanese Restaurant  Library  \\\n",
       "0                        0.0              0.0                  0.0     0.00   \n",
       "1                        0.0              0.0                  0.0     0.00   \n",
       "2                        0.0              0.0                  0.0     0.01   \n",
       "3                        0.0              0.0                  0.0     0.00   \n",
       "4                        0.0              0.0                  0.0     0.00   \n",
       "\n",
       "   Lighthouse  Lingerie Store  Liquor Store  Lounge  Malay Restaurant  Market  \\\n",
       "0         0.0            0.01          0.00    0.00              0.00    0.02   \n",
       "1         0.0            0.00          0.00    0.00              0.00    0.00   \n",
       "2         0.0            0.00          0.00    0.03              0.00    0.00   \n",
       "3         0.0            0.00          0.00    0.00              0.00    0.01   \n",
       "4         0.0            0.00          0.01    0.00              0.01    0.00   \n",
       "\n",
       "   Martial Arts Dojo  Massage Studio  Mediterranean Restaurant  Memorial Site  \\\n",
       "0                0.0             0.0                      0.00           0.03   \n",
       "1                0.0             0.0                      0.00           0.00   \n",
       "2                0.0             0.0                      0.00           0.00   \n",
       "3                0.0             0.0                      0.01           0.00   \n",
       "4                0.0             0.0                      0.01           0.00   \n",
       "\n",
       "   Men's Store  Mexican Restaurant  Middle Eastern Restaurant  Mini Golf  \\\n",
       "0          0.0                0.02                       0.00        0.0   \n",
       "1          0.0                0.01                       0.00        0.0   \n",
       "2          0.0                0.02                       0.01        0.0   \n",
       "3          0.0                0.00                       0.00        0.0   \n",
       "4          0.0                0.01                       0.00        0.0   \n",
       "\n",
       "   Miscellaneous Shop  Mobile Phone Shop  Modern European Restaurant  \\\n",
       "0                 0.0                0.0                         0.0   \n",
       "1                 0.0                0.0                         0.0   \n",
       "2                 0.0                0.0                         0.0   \n",
       "3                 0.0                0.0                         0.0   \n",
       "4                 0.0                0.0                         0.0   \n",
       "\n",
       "   Molecular Gastronomy Restaurant  Monument / Landmark  Moroccan Restaurant  \\\n",
       "0                              0.0                 0.00                  0.0   \n",
       "1                              0.0                 0.00                  0.0   \n",
       "2                              0.0                 0.01                  0.0   \n",
       "3                              0.0                 0.00                  0.0   \n",
       "4                              0.0                 0.00                  0.0   \n",
       "\n",
       "   Movie Theater  Moving Target  Museum  Music School  Music Store  \\\n",
       "0           0.01            0.0    0.00           0.0          0.0   \n",
       "1           0.00            0.0    0.01           0.0          0.0   \n",
       "2           0.00            0.0    0.00           0.0          0.0   \n",
       "3           0.01            0.0    0.00           0.0          0.0   \n",
       "4           0.00            0.0    0.00           0.0          0.0   \n",
       "\n",
       "   Music Venue  Nail Salon  New American Restaurant  Nightclub  Noodle House  \\\n",
       "0         0.00         0.0                     0.00       0.00          0.00   \n",
       "1         0.00         0.0                     0.01       0.00          0.00   \n",
       "2         0.01         0.0                     0.00       0.00          0.00   \n",
       "3         0.00         0.0                     0.01       0.03          0.00   \n",
       "4         0.01         0.0                     0.01       0.00          0.02   \n",
       "\n",
       "   Office  Opera House  Optical Shop  Organic Grocery  Other Nightlife  \\\n",
       "0    0.00          0.0          0.00              0.0              0.0   \n",
       "1    0.00          0.0          0.00              0.0              0.0   \n",
       "2    0.00          0.0          0.00              0.0              0.0   \n",
       "3    0.01          0.0          0.00              0.0              0.0   \n",
       "4    0.00          0.0          0.02              0.0              0.0   \n",
       "\n",
       "   Outdoor Sculpture  Outdoors & Recreation  Paella Restaurant  \\\n",
       "0               0.01                    0.0               0.00   \n",
       "1               0.00                    0.0               0.00   \n",
       "2               0.00                    0.0               0.00   \n",
       "3               0.00                    0.0               0.01   \n",
       "4               0.00                    0.0               0.00   \n",
       "\n",
       "   Paper / Office Supplies Store  Park  Performing Arts Venue  \\\n",
       "0                           0.00  0.06                   0.02   \n",
       "1                           0.00  0.00                   0.00   \n",
       "2                           0.00  0.01                   0.00   \n",
       "3                           0.00  0.01                   0.00   \n",
       "4                           0.01  0.00                   0.00   \n",
       "\n",
       "   Persian Restaurant  Peruvian Restaurant  Pet Café  Pet Service  Pet Store  \\\n",
       "0                 0.0                 0.00       0.0          0.0       0.01   \n",
       "1                 0.0                 0.01       0.0          0.0       0.01   \n",
       "2                 0.0                 0.00       0.0          0.0       0.00   \n",
       "3                 0.0                 0.00       0.0          0.0       0.00   \n",
       "4                 0.0                 0.00       0.0          0.0       0.01   \n",
       "\n",
       "   Pharmacy  Piano Bar  Pie Shop  Pier  Pilates Studio  Pizza Place  \\\n",
       "0      0.00        0.0       0.0   0.0            0.00         0.02   \n",
       "1      0.00        0.0       0.0   0.0            0.00         0.04   \n",
       "2      0.00        0.0       0.0   0.0            0.00         0.02   \n",
       "3      0.00        0.0       0.0   0.0            0.00         0.00   \n",
       "4      0.01        0.0       0.0   0.0            0.01         0.01   \n",
       "\n",
       "   Playground  Plaza  Pool   Pub  Public Art  Ramen Restaurant  Record Shop  \\\n",
       "0        0.01   0.03  0.00  0.01        0.01              0.00          0.0   \n",
       "1        0.00   0.00  0.00  0.01        0.00              0.01          0.0   \n",
       "2        0.00   0.00  0.01  0.00        0.01              0.00          0.0   \n",
       "3        0.00   0.00  0.00  0.00        0.00              0.00          0.0   \n",
       "4        0.00   0.00  0.00  0.00        0.00              0.00          0.0   \n",
       "\n",
       "   Rental Car Location  Residential Building (Apartment / Condo)  Resort  \\\n",
       "0                  0.0                                       0.0     0.0   \n",
       "1                  0.0                                       0.0     0.0   \n",
       "2                  0.0                                       0.0     0.0   \n",
       "3                  0.0                                       0.0     0.0   \n",
       "4                  0.0                                       0.0     0.0   \n",
       "\n",
       "   Rest Area  Restaurant  River  Rock Club  Roof Deck  Russian Restaurant  \\\n",
       "0        0.0        0.00    0.0       0.00       0.00                 0.0   \n",
       "1        0.0        0.01    0.0       0.00       0.00                 0.0   \n",
       "2        0.0        0.00    0.0       0.00       0.00                 0.0   \n",
       "3        0.0        0.00    0.0       0.00       0.01                 0.0   \n",
       "4        0.0        0.00    0.0       0.01       0.00                 0.0   \n",
       "\n",
       "   Sake Bar  Salad Place  Salon / Barbershop  Sandwich Place  Scenic Lookout  \\\n",
       "0       0.0         0.00                0.00            0.03            0.02   \n",
       "1       0.0         0.01                0.02            0.02            0.00   \n",
       "2       0.0         0.00                0.01            0.00            0.00   \n",
       "3       0.0         0.00                0.01            0.01            0.01   \n",
       "4       0.0         0.01                0.01            0.04            0.00   \n",
       "\n",
       "   School  Sculpture Garden  Seafood Restaurant  Shabu-Shabu Restaurant  \\\n",
       "0    0.00               0.0                0.00                     0.0   \n",
       "1    0.00               0.0                0.00                     0.0   \n",
       "2    0.01               0.0                0.03                     0.0   \n",
       "3    0.00               0.0                0.04                     0.0   \n",
       "4    0.00               0.0                0.02                     0.0   \n",
       "\n",
       "   Shanghai Restaurant  Shoe Store  Shopping Mall  Skating Rink  Ski Chalet  \\\n",
       "0                 0.00        0.00           0.02           0.0        0.00   \n",
       "1                 0.00        0.01           0.00           0.0        0.00   \n",
       "2                 0.00        0.01           0.00           0.0        0.01   \n",
       "3                 0.00        0.00           0.00           0.0        0.00   \n",
       "4                 0.01        0.02           0.00           0.0        0.00   \n",
       "\n",
       "   Smoke Shop  Snack Place  Soba Restaurant  Social Club  Soup Place  \\\n",
       "0        0.01         0.00              0.0          0.0         0.0   \n",
       "1        0.00         0.00              0.0          0.0         0.0   \n",
       "2        0.00         0.00              0.0          0.0         0.0   \n",
       "3        0.00         0.00              0.0          0.0         0.0   \n",
       "4        0.00         0.01              0.0          0.0         0.0   \n",
       "\n",
       "   South American Restaurant  Southern / Soul Food Restaurant   Spa  \\\n",
       "0                        0.0                             0.00  0.00   \n",
       "1                        0.0                             0.00  0.02   \n",
       "2                        0.0                             0.05  0.01   \n",
       "3                        0.0                             0.00  0.00   \n",
       "4                        0.0                             0.00  0.02   \n",
       "\n",
       "   Spanish Restaurant  Speakeasy  Sporting Goods Shop  Steakhouse  Street Art  \\\n",
       "0                0.00       0.00                 0.01        0.03         0.0   \n",
       "1                0.00       0.00                 0.01        0.01         0.0   \n",
       "2                0.02       0.00                 0.01        0.00         0.0   \n",
       "3                0.01       0.01                 0.01        0.00         0.0   \n",
       "4                0.01       0.02                 0.00        0.00         0.0   \n",
       "\n",
       "   Street Food Gathering  Supermarket  Supplement Shop  Sushi Restaurant  \\\n",
       "0                    0.0          0.0              0.0              0.00   \n",
       "1                    0.0          0.0              0.0              0.00   \n",
       "2                    0.0          0.0              0.0              0.02   \n",
       "3                    0.0          0.0              0.0              0.01   \n",
       "4                    0.0          0.0              0.0              0.00   \n",
       "\n",
       "   Swiss Restaurant  Synagogue  Szechuan Restaurant  Taco Place  Tailor Shop  \\\n",
       "0               0.0        0.0                  0.0        0.00          0.0   \n",
       "1               0.0        0.0                  0.0        0.00          0.0   \n",
       "2               0.0        0.0                  0.0        0.00          0.0   \n",
       "3               0.0        0.0                  0.0        0.01          0.0   \n",
       "4               0.0        0.0                  0.0        0.00          0.0   \n",
       "\n",
       "   Taiwanese Restaurant  Tapas Restaurant  Tattoo Parlor  Tea Room  \\\n",
       "0                   0.0              0.01            0.0       0.0   \n",
       "1                   0.0              0.00            0.0       0.0   \n",
       "2                   0.0              0.01            0.0       0.0   \n",
       "3                   0.0              0.01            0.0       0.0   \n",
       "4                   0.0              0.00            0.0       0.0   \n",
       "\n",
       "   Tech Startup  Tennis Court  Tennis Stadium  Thai Restaurant  Theater  \\\n",
       "0           0.0          0.00             0.0             0.00     0.00   \n",
       "1           0.0          0.00             0.0             0.02     0.00   \n",
       "2           0.0          0.01             0.0             0.00     0.03   \n",
       "3           0.0          0.00             0.0             0.00     0.02   \n",
       "4           0.0          0.00             0.0             0.01     0.00   \n",
       "\n",
       "   Theme Restaurant  Thrift / Vintage Store  Tibetan Restaurant  \\\n",
       "0               0.0                     0.0                 0.0   \n",
       "1               0.0                     0.0                 0.0   \n",
       "2               0.0                     0.0                 0.0   \n",
       "3               0.0                     0.0                 0.0   \n",
       "4               0.0                     0.0                 0.0   \n",
       "\n",
       "   Tourist Information Center  Toy / Game Store  Track  Trail  Train Station  \\\n",
       "0                         0.0               0.0    0.0   0.00            0.0   \n",
       "1                         0.0               0.0    0.0   0.00            0.0   \n",
       "2                         0.0               0.0    0.0   0.00            0.0   \n",
       "3                         0.0               0.0    0.0   0.01            0.0   \n",
       "4                         0.0               0.0    0.0   0.00            0.0   \n",
       "\n",
       "   Tram Station  Tree  Turkish Restaurant  Udon Restaurant  \\\n",
       "0           0.0  0.01                 0.0              0.0   \n",
       "1           0.0  0.00                 0.0              0.0   \n",
       "2           0.0  0.00                 0.0              0.0   \n",
       "3           0.0  0.00                 0.0              0.0   \n",
       "4           0.0  0.00                 0.0              0.0   \n",
       "\n",
       "   Ukrainian Restaurant  Vegetarian / Vegan Restaurant  Veterinarian  \\\n",
       "0                   0.0                           0.01           0.0   \n",
       "1                   0.0                           0.01           0.0   \n",
       "2                   0.0                           0.00           0.0   \n",
       "3                   0.0                           0.02           0.0   \n",
       "4                   0.0                           0.00           0.0   \n",
       "\n",
       "   Video Game Store  Vietnamese Restaurant  Volleyball Court  Whisky Bar  \\\n",
       "0               0.0                   0.00               0.0         0.0   \n",
       "1               0.0                   0.01               0.0         0.0   \n",
       "2               0.0                   0.00               0.0         0.0   \n",
       "3               0.0                   0.00               0.0         0.0   \n",
       "4               0.0                   0.01               0.0         0.0   \n",
       "\n",
       "   Wine Bar  Wine Shop  Wings Joint  Women's Store  Yoga Studio  \n",
       "0      0.00       0.03          0.0           0.01         0.00  \n",
       "1      0.01       0.03          0.0           0.01         0.03  \n",
       "2      0.00       0.00          0.0           0.00         0.02  \n",
       "3      0.02       0.00          0.0           0.00         0.00  \n",
       "4      0.03       0.00          0.0           0.00         0.01  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nyc_grouped.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "### **Goal**:\n",
    "Use k-means clustering to group similar POI's together into clusters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 4, 0, 2, 4, 4, 4, 0, 3, 1])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "# Set number of clusters\n",
    "kclusters = 5\n",
    "\n",
    "# Run k-means clustering\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(nyc_grouped.drop('poi', 1))\n",
    "\n",
    "# Check cluster labels generated for each row in the dataframe\n",
    "kmeans.labels_[0:10] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "#### Combine the cluster labels with the actual data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead th {\n",
       "        text-align: left;\n",
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       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>borough</th>\n",
       "      <th>neighborhood</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>cluster_labels</th>\n",
       "      <th>poi</th>\n",
       "      <th>Accessories Store</th>\n",
       "      <th>African Restaurant</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Antique Shop</th>\n",
       "      <th>Arcade</th>\n",
       "      <th>Arepa Restaurant</th>\n",
       "      <th>Argentinian Restaurant</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>Australian Restaurant</th>\n",
       "      <th>Austrian Restaurant</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Field</th>\n",
       "      <th>Basketball Court</th>\n",
       "      <th>Basketball Stadium</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Garden</th>\n",
       "      <th>Beer Store</th>\n",
       "      <th>Big Box Store</th>\n",
       "      <th>Bike Trail</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Board Shop</th>\n",
       "      <th>Boat or Ferry</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Bowling Alley</th>\n",
       "      <th>Boxing Gym</th>\n",
       "      <th>Brazilian Restaurant</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Bridge</th>\n",
       "      <th>Bubble Tea Shop</th>\n",
       "      <th>Buffet</th>\n",
       "      <th>Building</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>Burrito Place</th>\n",
       "      <th>Bus Station</th>\n",
       "      <th>Bus Stop</th>\n",
       "      <th>Butcher</th>\n",
       "      <th>Cable Car</th>\n",
       "      <th>Café</th>\n",
       "      <th>Cambodian Restaurant</th>\n",
       "      <th>Camera Store</th>\n",
       "      <th>Candy Store</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Chocolate Shop</th>\n",
       "      <th>Christmas Market</th>\n",
       "      <th>Climbing Gym</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Club House</th>\n",
       "      <th>Cocktail Bar</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>College Academic Building</th>\n",
       "      <th>College Theater</th>\n",
       "      <th>Comedy Club</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Comic Shop</th>\n",
       "      <th>Community Center</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Creperie</th>\n",
       "      <th>Cuban Restaurant</th>\n",
       "      <th>Cupcake Shop</th>\n",
       "      <th>Cycle Studio</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Daycare</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Department Store</th>\n",
       "      <th>Design Studio</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Dim Sum Restaurant</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Discount Store</th>\n",
       "      <th>Dive Bar</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Dumpling Restaurant</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Empanada Restaurant</th>\n",
       "      <th>English Restaurant</th>\n",
       "      <th>Ethiopian Restaurant</th>\n",
       "      <th>Event Space</th>\n",
       "      <th>Exhibit</th>\n",
       "      <th>Falafel Restaurant</th>\n",
       "      <th>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Field</th>\n",
       "      <th>Filipino Restaurant</th>\n",
       "      <th>Fish Market</th>\n",
       "      <th>Flea Market</th>\n",
       "      <th>Flower Shop</th>\n",
       "      <th>Food</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Food Court</th>\n",
       "      <th>Food Truck</th>\n",
       "      <th>Fountain</th>\n",
       "      <th>French Restaurant</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Frozen Yogurt Shop</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Garden Center</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>Gay Bar</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>German Restaurant</th>\n",
       "      <th>Gift Shop</th>\n",
       "      <th>Gluten-free Restaurant</th>\n",
       "      <th>Golf Course</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>Halal Restaurant</th>\n",
       "      <th>Harbor / Marina</th>\n",
       "      <th>Hawaiian Restaurant</th>\n",
       "      <th>Health &amp; Beauty Service</th>\n",
       "      <th>Health Food Store</th>\n",
       "      <th>Heliport</th>\n",
       "      <th>High School</th>\n",
       "      <th>Historic Site</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Hobby Shop</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Hot Dog Joint</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indie Movie Theater</th>\n",
       "      <th>Indie Theater</th>\n",
       "      <th>Israeli Restaurant</th>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <th>Japanese Curry Restaurant</th>\n",
       "      <th>Japanese Restaurant</th>\n",
       "      <th>Jazz Club</th>\n",
       "      <th>Jewelry Store</th>\n",
       "      <th>Jewish Restaurant</th>\n",
       "      <th>Juice Bar</th>\n",
       "      <th>Karaoke Bar</th>\n",
       "      <th>Kids Store</th>\n",
       "      <th>Kitchen Supply Store</th>\n",
       "      <th>Korean Restaurant</th>\n",
       "      <th>Kosher Restaurant</th>\n",
       "      <th>Lake</th>\n",
       "      <th>Latin American Restaurant</th>\n",
       "      <th>Laundry Service</th>\n",
       "      <th>Lebanese Restaurant</th>\n",
       "      <th>Library</th>\n",
       "      <th>Lighthouse</th>\n",
       "      <th>Lingerie Store</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Malay Restaurant</th>\n",
       "      <th>Market</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Massage Studio</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Memorial Site</th>\n",
       "      <th>Men's Store</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Mini Golf</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>Mobile Phone Shop</th>\n",
       "      <th>Modern European Restaurant</th>\n",
       "      <th>Molecular Gastronomy Restaurant</th>\n",
       "      <th>Monument / Landmark</th>\n",
       "      <th>Moroccan Restaurant</th>\n",
       "      <th>Movie Theater</th>\n",
       "      <th>Moving Target</th>\n",
       "      <th>Museum</th>\n",
       "      <th>Music School</th>\n",
       "      <th>Music Store</th>\n",
       "      <th>Music Venue</th>\n",
       "      <th>Nail Salon</th>\n",
       "      <th>New American Restaurant</th>\n",
       "      <th>Nightclub</th>\n",
       "      <th>Noodle House</th>\n",
       "      <th>Office</th>\n",
       "      <th>Opera House</th>\n",
       "      <th>Optical Shop</th>\n",
       "      <th>Organic Grocery</th>\n",
       "      <th>Other Nightlife</th>\n",
       "      <th>Outdoor Sculpture</th>\n",
       "      <th>Outdoors &amp; Recreation</th>\n",
       "      <th>Paella Restaurant</th>\n",
       "      <th>Paper / Office Supplies Store</th>\n",
       "      <th>Park</th>\n",
       "      <th>Performing Arts Venue</th>\n",
       "      <th>Persian Restaurant</th>\n",
       "      <th>Peruvian Restaurant</th>\n",
       "      <th>Pet Café</th>\n",
       "      <th>Pet Service</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Piano Bar</th>\n",
       "      <th>Pie Shop</th>\n",
       "      <th>Pier</th>\n",
       "      <th>Pilates Studio</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Pool</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Public Art</th>\n",
       "      <th>Ramen Restaurant</th>\n",
       "      <th>Record Shop</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Residential Building (Apartment / Condo)</th>\n",
       "      <th>Resort</th>\n",
       "      <th>Rest Area</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>River</th>\n",
       "      <th>Rock Club</th>\n",
       "      <th>Roof Deck</th>\n",
       "      <th>Russian Restaurant</th>\n",
       "      <th>Sake Bar</th>\n",
       "      <th>Salad Place</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Scenic Lookout</th>\n",
       "      <th>School</th>\n",
       "      <th>Sculpture Garden</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Shabu-Shabu Restaurant</th>\n",
       "      <th>Shanghai Restaurant</th>\n",
       "      <th>Shoe Store</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Skating Rink</th>\n",
       "      <th>Ski Chalet</th>\n",
       "      <th>Smoke Shop</th>\n",
       "      <th>Snack Place</th>\n",
       "      <th>Soba Restaurant</th>\n",
       "      <th>Social Club</th>\n",
       "      <th>Soup Place</th>\n",
       "      <th>South American Restaurant</th>\n",
       "      <th>Southern / Soul Food Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Spanish Restaurant</th>\n",
       "      <th>Speakeasy</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Street Art</th>\n",
       "      <th>Street Food Gathering</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Supplement Shop</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swiss Restaurant</th>\n",
       "      <th>Synagogue</th>\n",
       "      <th>Szechuan Restaurant</th>\n",
       "      <th>Taco Place</th>\n",
       "      <th>Tailor Shop</th>\n",
       "      <th>Taiwanese Restaurant</th>\n",
       "      <th>Tapas Restaurant</th>\n",
       "      <th>Tattoo Parlor</th>\n",
       "      <th>Tea Room</th>\n",
       "      <th>Tech Startup</th>\n",
       "      <th>Tennis Court</th>\n",
       "      <th>Tennis Stadium</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Theme Restaurant</th>\n",
       "      <th>Thrift / Vintage Store</th>\n",
       "      <th>Tibetan Restaurant</th>\n",
       "      <th>Tourist Information Center</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Track</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Tram Station</th>\n",
       "      <th>Tree</th>\n",
       "      <th>Turkish Restaurant</th>\n",
       "      <th>Udon Restaurant</th>\n",
       "      <th>Ukrainian Restaurant</th>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
       "      <th>Veterinarian</th>\n",
       "      <th>Video Game Store</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Volleyball Court</th>\n",
       "      <th>Whisky Bar</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Wine Shop</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Women's Store</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>40.711932</td>\n",
       "      <td>-74.016869</td>\n",
       "      <td>1</td>\n",
       "      <td>Battery Park City</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
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       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Carnegie Hill</td>\n",
       "      <td>40.782683</td>\n",
       "      <td>-73.953256</td>\n",
       "      <td>4</td>\n",
       "      <td>Carnegie Hill</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Central Harlem</td>\n",
       "      <td>40.815976</td>\n",
       "      <td>-73.943211</td>\n",
       "      <td>0</td>\n",
       "      <td>Central Harlem</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Chelsea (Manhattan)</td>\n",
       "      <td>40.744035</td>\n",
       "      <td>-74.003116</td>\n",
       "      <td>2</td>\n",
       "      <td>Chelsea (Manhattan)</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>Chinatown</td>\n",
       "      <td>40.715618</td>\n",
       "      <td>-73.994279</td>\n",
       "      <td>4</td>\n",
       "      <td>Chinatown</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     borough         neighborhood   latitude  longitude  cluster_labels  \\\n",
       "0  Manhattan    Battery Park City  40.711932 -74.016869               1   \n",
       "1  Manhattan        Carnegie Hill  40.782683 -73.953256               4   \n",
       "2  Manhattan       Central Harlem  40.815976 -73.943211               0   \n",
       "3  Manhattan  Chelsea (Manhattan)  40.744035 -74.003116               2   \n",
       "4  Manhattan            Chinatown  40.715618 -73.994279               4   \n",
       "\n",
       "                   poi  Accessories Store  African Restaurant  \\\n",
       "0    Battery Park City                0.0                0.00   \n",
       "1        Carnegie Hill                0.0                0.00   \n",
       "2       Central Harlem                0.0                0.04   \n",
       "3  Chelsea (Manhattan)                0.0                0.00   \n",
       "4            Chinatown                0.0                0.00   \n",
       "\n",
       "   American Restaurant  Antique Shop  Arcade  Arepa Restaurant  \\\n",
       "0                 0.04          0.01     0.0               0.0   \n",
       "1                 0.02          0.00     0.0               0.0   \n",
       "2                 0.02          0.00     0.0               0.0   \n",
       "3                 0.04          0.00     0.0               0.0   \n",
       "4                 0.03          0.00     0.0               0.0   \n",
       "\n",
       "   Argentinian Restaurant  Art Gallery  Art Museum  Arts & Crafts Store  \\\n",
       "0                     0.0         0.00        0.00                 0.00   \n",
       "1                     0.0         0.00        0.03                 0.00   \n",
       "2                     0.0         0.01        0.01                 0.01   \n",
       "3                     0.0         0.12        0.00                 0.00   \n",
       "4                     0.0         0.00        0.00                 0.00   \n",
       "\n",
       "   Asian Restaurant  Athletics & Sports  Australian Restaurant  \\\n",
       "0              0.00                0.01                   0.00   \n",
       "1              0.00                0.00                   0.00   \n",
       "2              0.00                0.00                   0.00   \n",
       "3              0.02                0.00                   0.00   \n",
       "4              0.01                0.00                   0.01   \n",
       "\n",
       "   Austrian Restaurant  BBQ Joint  Bagel Shop  Bakery  Bank   Bar  \\\n",
       "0                 0.00       0.01        0.01    0.01   0.0  0.00   \n",
       "1                 0.01       0.00        0.00    0.05   0.0  0.02   \n",
       "2                 0.00       0.01        0.00    0.00   0.0  0.03   \n",
       "3                 0.00       0.01        0.02    0.01   0.0  0.01   \n",
       "4                 0.01       0.00        0.00    0.02   0.0  0.01   \n",
       "\n",
       "   Baseball Field  Basketball Court  Basketball Stadium  Beer Bar  \\\n",
       "0             0.0               0.0                 0.0       0.0   \n",
       "1             0.0               0.0                 0.0       0.0   \n",
       "2             0.0               0.0                 0.0       0.0   \n",
       "3             0.0               0.0                 0.0       0.0   \n",
       "4             0.0               0.0                 0.0       0.0   \n",
       "\n",
       "   Beer Garden  Beer Store  Big Box Store  Bike Trail  Bistro  Board Shop  \\\n",
       "0          0.0        0.00            0.0         0.0     0.0         0.0   \n",
       "1          0.0        0.01            0.0         0.0     0.0         0.0   \n",
       "2          0.0        0.00            0.0         0.0     0.0         0.0   \n",
       "3          0.0        0.01            0.0         0.0     0.0         0.0   \n",
       "4          0.0        0.00            0.0         0.0     0.0         0.0   \n",
       "\n",
       "   Boat or Ferry  Bookstore  Boutique  Bowling Alley  Boxing Gym  \\\n",
       "0           0.01       0.02      0.00            0.0        0.01   \n",
       "1           0.00       0.03      0.00            0.0        0.00   \n",
       "2           0.00       0.01      0.01            0.0        0.00   \n",
       "3           0.00       0.01      0.02            0.0        0.00   \n",
       "4           0.00       0.00      0.01            0.0        0.00   \n",
       "\n",
       "   Brazilian Restaurant  Breakfast Spot  Bridge  Bubble Tea Shop  Buffet  \\\n",
       "0                   0.0            0.00     0.0              0.0    0.00   \n",
       "1                   0.0            0.01     0.0              0.0    0.00   \n",
       "2                   0.0            0.00     0.0              0.0    0.01   \n",
       "3                   0.0            0.01     0.0              0.0    0.00   \n",
       "4                   0.0            0.01     0.0              0.0    0.00   \n",
       "\n",
       "   Building  Burger Joint  Burrito Place  Bus Station  Bus Stop  Butcher  \\\n",
       "0      0.01          0.02           0.01          0.0       0.0     0.00   \n",
       "1      0.00          0.01           0.00          0.0       0.0     0.01   \n",
       "2      0.00          0.01           0.00          0.0       0.0     0.00   \n",
       "3      0.00          0.01           0.00          0.0       0.0     0.01   \n",
       "4      0.00          0.00           0.00          0.0       0.0     0.00   \n",
       "\n",
       "   Cable Car  Café  Cambodian Restaurant  Camera Store  Candy Store  \\\n",
       "0        0.0  0.01                   0.0           0.0          0.0   \n",
       "1        0.0  0.07                   0.0           0.0          0.0   \n",
       "2        0.0  0.06                   0.0           0.0          0.0   \n",
       "3        0.0  0.03                   0.0           0.0          0.0   \n",
       "4        0.0  0.03                   0.0           0.0          0.0   \n",
       "\n",
       "   Caribbean Restaurant  Cheese Shop  Chinese Restaurant  Chocolate Shop  \\\n",
       "0                  0.00         0.00                0.00            0.00   \n",
       "1                  0.00         0.01                0.00            0.00   \n",
       "2                  0.02         0.00                0.02            0.00   \n",
       "3                  0.00         0.00                0.00            0.00   \n",
       "4                  0.00         0.01                0.07            0.01   \n",
       "\n",
       "   Christmas Market  Climbing Gym  Clothing Store  Club House  Cocktail Bar  \\\n",
       "0               0.0          0.00            0.00         0.0          0.00   \n",
       "1               0.0          0.01            0.01         0.0          0.03   \n",
       "2               0.0          0.00            0.00         0.0          0.02   \n",
       "3               0.0          0.00            0.00         0.0          0.00   \n",
       "4               0.0          0.00            0.01         0.0          0.05   \n",
       "\n",
       "   Coffee Shop  College Academic Building  College Theater  Comedy Club  \\\n",
       "0         0.06                        0.0             0.00         0.00   \n",
       "1         0.02                        0.0             0.00         0.00   \n",
       "2         0.04                        0.0             0.01         0.01   \n",
       "3         0.02                        0.0             0.01         0.00   \n",
       "4         0.02                        0.0             0.00         0.00   \n",
       "\n",
       "   Comfort Food Restaurant  Comic Shop  Community Center  Concert Hall  \\\n",
       "0                     0.00         0.0              0.00           0.0   \n",
       "1                     0.00         0.0              0.01           0.0   \n",
       "2                     0.01         0.0              0.00           0.0   \n",
       "3                     0.00         0.0              0.00           0.0   \n",
       "4                     0.00         0.0              0.00           0.0   \n",
       "\n",
       "   Convenience Store  Cosmetics Shop  Creperie  Cuban Restaurant  \\\n",
       "0                0.0            0.00       0.0               0.0   \n",
       "1                0.0            0.00       0.0               0.0   \n",
       "2                0.0            0.01       0.0               0.0   \n",
       "3                0.0            0.01       0.0               0.0   \n",
       "4                0.0            0.01       0.0               0.0   \n",
       "\n",
       "   Cupcake Shop  Cycle Studio  Dance Studio  Daycare  Deli / Bodega  \\\n",
       "0          0.01          0.01          0.00      0.0           0.00   \n",
       "1          0.00          0.01          0.01      0.0           0.01   \n",
       "2          0.00          0.01          0.00      0.0           0.01   \n",
       "3          0.02          0.02          0.00      0.0           0.00   \n",
       "4          0.00          0.00          0.00      0.0           0.00   \n",
       "\n",
       "   Department Store  Design Studio  Dessert Shop  Dim Sum Restaurant  Diner  \\\n",
       "0              0.01            0.0          0.00                0.00    0.0   \n",
       "1              0.00            0.0          0.00                0.00    0.0   \n",
       "2              0.00            0.0          0.01                0.00    0.0   \n",
       "3              0.00            0.0          0.01                0.00    0.0   \n",
       "4              0.00            0.0          0.00                0.01    0.0   \n",
       "\n",
       "   Discount Store  Dive Bar  Dog Run  Donut Shop  Dumpling Restaurant  \\\n",
       "0             0.0      0.00     0.02        0.00                 0.00   \n",
       "1             0.0      0.00     0.00        0.00                 0.00   \n",
       "2             0.0      0.00     0.01        0.00                 0.00   \n",
       "3             0.0      0.00     0.00        0.01                 0.00   \n",
       "4             0.0      0.01     0.00        0.01                 0.02   \n",
       "\n",
       "   Eastern European Restaurant  Electronics Store  Empanada Restaurant  \\\n",
       "0                          0.0               0.01                  0.0   \n",
       "1                          0.0               0.00                  0.0   \n",
       "2                          0.0               0.00                  0.0   \n",
       "3                          0.0               0.01                  0.0   \n",
       "4                          0.0               0.00                  0.0   \n",
       "\n",
       "   English Restaurant  Ethiopian Restaurant  Event Space  Exhibit  \\\n",
       "0                0.00                  0.00         0.00      0.0   \n",
       "1                0.00                  0.00         0.00      0.0   \n",
       "2                0.00                  0.01         0.01      0.0   \n",
       "3                0.00                  0.00         0.00      0.0   \n",
       "4                0.01                  0.00         0.00      0.0   \n",
       "\n",
       "   Falafel Restaurant  Farmers Market  Fast Food Restaurant  Field  \\\n",
       "0                 0.0            0.01                  0.00    0.0   \n",
       "1                 0.0            0.00                  0.00    0.0   \n",
       "2                 0.0            0.00                  0.01    0.0   \n",
       "3                 0.0            0.00                  0.00    0.0   \n",
       "4                 0.0            0.00                  0.00    0.0   \n",
       "\n",
       "   Filipino Restaurant  Fish Market  Flea Market  Flower Shop  Food  \\\n",
       "0                  0.0         0.00         0.00         0.00   0.0   \n",
       "1                  0.0         0.00         0.00         0.00   0.0   \n",
       "2                  0.0         0.00         0.00         0.00   0.0   \n",
       "3                  0.0         0.01         0.01         0.00   0.0   \n",
       "4                  0.0         0.00         0.00         0.01   0.0   \n",
       "\n",
       "   Food & Drink Shop  Food Court  Food Truck  Fountain  French Restaurant  \\\n",
       "0               0.00        0.01        0.01       0.0               0.00   \n",
       "1               0.00        0.00        0.00       0.0               0.02   \n",
       "2               0.01        0.00        0.00       0.0               0.02   \n",
       "3               0.00        0.00        0.00       0.0               0.01   \n",
       "4               0.00        0.00        0.00       0.0               0.02   \n",
       "\n",
       "   Fried Chicken Joint  Frozen Yogurt Shop  Furniture / Home Store  Garden  \\\n",
       "0                 0.00                 0.0                    0.01     0.0   \n",
       "1                 0.00                 0.0                    0.00     0.0   \n",
       "2                 0.01                 0.0                    0.00     0.0   \n",
       "3                 0.00                 0.0                    0.00     0.0   \n",
       "4                 0.00                 0.0                    0.00     0.0   \n",
       "\n",
       "   Garden Center  Gastropub  Gay Bar  General Entertainment  \\\n",
       "0            0.0        0.0      0.0                   0.00   \n",
       "1            0.0        0.0      0.0                   0.00   \n",
       "2            0.0        0.0      0.0                   0.00   \n",
       "3            0.0        0.0      0.0                   0.00   \n",
       "4            0.0        0.0      0.0                   0.01   \n",
       "\n",
       "   German Restaurant  Gift Shop  Gluten-free Restaurant  Golf Course  \\\n",
       "0               0.00       0.01                     0.0         0.00   \n",
       "1               0.01       0.00                     0.0         0.00   \n",
       "2               0.00       0.00                     0.0         0.00   \n",
       "3               0.00       0.01                     0.0         0.01   \n",
       "4               0.00       0.00                     0.0         0.00   \n",
       "\n",
       "   Gourmet Shop  Greek Restaurant  Grocery Store   Gym  Gym / Fitness Center  \\\n",
       "0          0.00              0.00           0.01  0.00                  0.04   \n",
       "1          0.01              0.00           0.03  0.02                  0.05   \n",
       "2          0.00              0.00           0.01  0.01                  0.04   \n",
       "3          0.00              0.00           0.01  0.00                  0.04   \n",
       "4          0.02              0.01           0.00  0.00                  0.00   \n",
       "\n",
       "   Halal Restaurant  Harbor / Marina  Hawaiian Restaurant  \\\n",
       "0               0.0              0.0                  0.0   \n",
       "1               0.0              0.0                  0.0   \n",
       "2               0.0              0.0                  0.0   \n",
       "3               0.0              0.0                  0.0   \n",
       "4               0.0              0.0                  0.0   \n",
       "\n",
       "   Health & Beauty Service  Health Food Store  Heliport  High School  \\\n",
       "0                     0.00                0.0       0.0          0.0   \n",
       "1                     0.00                0.0       0.0          0.0   \n",
       "2                     0.00                0.0       0.0          0.0   \n",
       "3                     0.01                0.0       0.0          0.0   \n",
       "4                     0.00                0.0       0.0          0.0   \n",
       "\n",
       "   Historic Site  History Museum  Hobby Shop  Hostel  Hot Dog Joint  Hotel  \\\n",
       "0           0.02            0.01         0.0     0.0           0.00   0.03   \n",
       "1           0.00            0.00         0.0     0.0           0.02   0.00   \n",
       "2           0.00            0.01         0.0     0.0           0.00   0.00   \n",
       "3           0.00            0.00         0.0     0.0           0.00   0.05   \n",
       "4           0.00            0.02         0.0     0.0           0.00   0.02   \n",
       "\n",
       "   Hotel Bar  Ice Cream Shop  Indian Restaurant  Indie Movie Theater  \\\n",
       "0       0.01            0.02               0.00                 0.00   \n",
       "1       0.00            0.00               0.01                 0.00   \n",
       "2       0.00            0.00               0.01                 0.00   \n",
       "3       0.00            0.02               0.01                 0.00   \n",
       "4       0.00            0.06               0.00                 0.01   \n",
       "\n",
       "   Indie Theater  Israeli Restaurant  Italian Restaurant  \\\n",
       "0            0.0                0.00                0.01   \n",
       "1            0.0                0.00                0.05   \n",
       "2            0.0                0.00                0.01   \n",
       "3            0.0                0.01                0.04   \n",
       "4            0.0                0.00                0.01   \n",
       "\n",
       "   Japanese Curry Restaurant  Japanese Restaurant  Jazz Club  Jewelry Store  \\\n",
       "0                        0.0                 0.01       0.00           0.01   \n",
       "1                        0.0                 0.02       0.00           0.00   \n",
       "2                        0.0                 0.00       0.02           0.00   \n",
       "3                        0.0                 0.01       0.00           0.00   \n",
       "4                        0.0                 0.01       0.00           0.00   \n",
       "\n",
       "   Jewish Restaurant  Juice Bar  Karaoke Bar  Kids Store  \\\n",
       "0               0.00       0.01         0.00        0.01   \n",
       "1               0.00       0.01         0.00        0.00   \n",
       "2               0.00       0.01         0.00        0.01   \n",
       "3               0.00       0.00         0.00        0.00   \n",
       "4               0.01       0.01         0.01        0.00   \n",
       "\n",
       "   Kitchen Supply Store  Korean Restaurant  Kosher Restaurant  Lake  \\\n",
       "0                   0.0                0.0               0.00  0.00   \n",
       "1                   0.0                0.0               0.01  0.01   \n",
       "2                   0.0                0.0               0.00  0.00   \n",
       "3                   0.0                0.0               0.00  0.00   \n",
       "4                   0.0                0.0               0.00  0.00   \n",
       "\n",
       "   Latin American Restaurant  Laundry Service  Lebanese Restaurant  Library  \\\n",
       "0                        0.0              0.0                  0.0     0.00   \n",
       "1                        0.0              0.0                  0.0     0.00   \n",
       "2                        0.0              0.0                  0.0     0.01   \n",
       "3                        0.0              0.0                  0.0     0.00   \n",
       "4                        0.0              0.0                  0.0     0.00   \n",
       "\n",
       "   Lighthouse  Lingerie Store  Liquor Store  Lounge  Malay Restaurant  Market  \\\n",
       "0         0.0            0.01          0.00    0.00              0.00    0.02   \n",
       "1         0.0            0.00          0.00    0.00              0.00    0.00   \n",
       "2         0.0            0.00          0.00    0.03              0.00    0.00   \n",
       "3         0.0            0.00          0.00    0.00              0.00    0.01   \n",
       "4         0.0            0.00          0.01    0.00              0.01    0.00   \n",
       "\n",
       "   Martial Arts Dojo  Massage Studio  Mediterranean Restaurant  Memorial Site  \\\n",
       "0                0.0             0.0                      0.00           0.03   \n",
       "1                0.0             0.0                      0.00           0.00   \n",
       "2                0.0             0.0                      0.00           0.00   \n",
       "3                0.0             0.0                      0.01           0.00   \n",
       "4                0.0             0.0                      0.01           0.00   \n",
       "\n",
       "   Men's Store  Mexican Restaurant  Middle Eastern Restaurant  Mini Golf  \\\n",
       "0          0.0                0.02                       0.00        0.0   \n",
       "1          0.0                0.01                       0.00        0.0   \n",
       "2          0.0                0.02                       0.01        0.0   \n",
       "3          0.0                0.00                       0.00        0.0   \n",
       "4          0.0                0.01                       0.00        0.0   \n",
       "\n",
       "   Miscellaneous Shop  Mobile Phone Shop  Modern European Restaurant  \\\n",
       "0                 0.0                0.0                         0.0   \n",
       "1                 0.0                0.0                         0.0   \n",
       "2                 0.0                0.0                         0.0   \n",
       "3                 0.0                0.0                         0.0   \n",
       "4                 0.0                0.0                         0.0   \n",
       "\n",
       "   Molecular Gastronomy Restaurant  Monument / Landmark  Moroccan Restaurant  \\\n",
       "0                              0.0                 0.00                  0.0   \n",
       "1                              0.0                 0.00                  0.0   \n",
       "2                              0.0                 0.01                  0.0   \n",
       "3                              0.0                 0.00                  0.0   \n",
       "4                              0.0                 0.00                  0.0   \n",
       "\n",
       "   Movie Theater  Moving Target  Museum  Music School  Music Store  \\\n",
       "0           0.01            0.0    0.00           0.0          0.0   \n",
       "1           0.00            0.0    0.01           0.0          0.0   \n",
       "2           0.00            0.0    0.00           0.0          0.0   \n",
       "3           0.01            0.0    0.00           0.0          0.0   \n",
       "4           0.00            0.0    0.00           0.0          0.0   \n",
       "\n",
       "   Music Venue  Nail Salon  New American Restaurant  Nightclub  Noodle House  \\\n",
       "0         0.00         0.0                     0.00       0.00          0.00   \n",
       "1         0.00         0.0                     0.01       0.00          0.00   \n",
       "2         0.01         0.0                     0.00       0.00          0.00   \n",
       "3         0.00         0.0                     0.01       0.03          0.00   \n",
       "4         0.01         0.0                     0.01       0.00          0.02   \n",
       "\n",
       "   Office  Opera House  Optical Shop  Organic Grocery  Other Nightlife  \\\n",
       "0    0.00          0.0          0.00              0.0              0.0   \n",
       "1    0.00          0.0          0.00              0.0              0.0   \n",
       "2    0.00          0.0          0.00              0.0              0.0   \n",
       "3    0.01          0.0          0.00              0.0              0.0   \n",
       "4    0.00          0.0          0.02              0.0              0.0   \n",
       "\n",
       "   Outdoor Sculpture  Outdoors & Recreation  Paella Restaurant  \\\n",
       "0               0.01                    0.0               0.00   \n",
       "1               0.00                    0.0               0.00   \n",
       "2               0.00                    0.0               0.00   \n",
       "3               0.00                    0.0               0.01   \n",
       "4               0.00                    0.0               0.00   \n",
       "\n",
       "   Paper / Office Supplies Store  Park  Performing Arts Venue  \\\n",
       "0                           0.00  0.06                   0.02   \n",
       "1                           0.00  0.00                   0.00   \n",
       "2                           0.00  0.01                   0.00   \n",
       "3                           0.00  0.01                   0.00   \n",
       "4                           0.01  0.00                   0.00   \n",
       "\n",
       "   Persian Restaurant  Peruvian Restaurant  Pet Café  Pet Service  Pet Store  \\\n",
       "0                 0.0                 0.00       0.0          0.0       0.01   \n",
       "1                 0.0                 0.01       0.0          0.0       0.01   \n",
       "2                 0.0                 0.00       0.0          0.0       0.00   \n",
       "3                 0.0                 0.00       0.0          0.0       0.00   \n",
       "4                 0.0                 0.00       0.0          0.0       0.01   \n",
       "\n",
       "   Pharmacy  Piano Bar  Pie Shop  Pier  Pilates Studio  Pizza Place  \\\n",
       "0      0.00        0.0       0.0   0.0            0.00         0.02   \n",
       "1      0.00        0.0       0.0   0.0            0.00         0.04   \n",
       "2      0.00        0.0       0.0   0.0            0.00         0.02   \n",
       "3      0.00        0.0       0.0   0.0            0.00         0.00   \n",
       "4      0.01        0.0       0.0   0.0            0.01         0.01   \n",
       "\n",
       "   Playground  Plaza  Pool   Pub  Public Art  Ramen Restaurant  Record Shop  \\\n",
       "0        0.01   0.03  0.00  0.01        0.01              0.00          0.0   \n",
       "1        0.00   0.00  0.00  0.01        0.00              0.01          0.0   \n",
       "2        0.00   0.00  0.01  0.00        0.01              0.00          0.0   \n",
       "3        0.00   0.00  0.00  0.00        0.00              0.00          0.0   \n",
       "4        0.00   0.00  0.00  0.00        0.00              0.00          0.0   \n",
       "\n",
       "   Rental Car Location  Residential Building (Apartment / Condo)  Resort  \\\n",
       "0                  0.0                                       0.0     0.0   \n",
       "1                  0.0                                       0.0     0.0   \n",
       "2                  0.0                                       0.0     0.0   \n",
       "3                  0.0                                       0.0     0.0   \n",
       "4                  0.0                                       0.0     0.0   \n",
       "\n",
       "   Rest Area  Restaurant  River  Rock Club  Roof Deck  Russian Restaurant  \\\n",
       "0        0.0        0.00    0.0       0.00       0.00                 0.0   \n",
       "1        0.0        0.01    0.0       0.00       0.00                 0.0   \n",
       "2        0.0        0.00    0.0       0.00       0.00                 0.0   \n",
       "3        0.0        0.00    0.0       0.00       0.01                 0.0   \n",
       "4        0.0        0.00    0.0       0.01       0.00                 0.0   \n",
       "\n",
       "   Sake Bar  Salad Place  Salon / Barbershop  Sandwich Place  Scenic Lookout  \\\n",
       "0       0.0         0.00                0.00            0.03            0.02   \n",
       "1       0.0         0.01                0.02            0.02            0.00   \n",
       "2       0.0         0.00                0.01            0.00            0.00   \n",
       "3       0.0         0.00                0.01            0.01            0.01   \n",
       "4       0.0         0.01                0.01            0.04            0.00   \n",
       "\n",
       "   School  Sculpture Garden  Seafood Restaurant  Shabu-Shabu Restaurant  \\\n",
       "0    0.00               0.0                0.00                     0.0   \n",
       "1    0.00               0.0                0.00                     0.0   \n",
       "2    0.01               0.0                0.03                     0.0   \n",
       "3    0.00               0.0                0.04                     0.0   \n",
       "4    0.00               0.0                0.02                     0.0   \n",
       "\n",
       "   Shanghai Restaurant  Shoe Store  Shopping Mall  Skating Rink  Ski Chalet  \\\n",
       "0                 0.00        0.00           0.02           0.0        0.00   \n",
       "1                 0.00        0.01           0.00           0.0        0.00   \n",
       "2                 0.00        0.01           0.00           0.0        0.01   \n",
       "3                 0.00        0.00           0.00           0.0        0.00   \n",
       "4                 0.01        0.02           0.00           0.0        0.00   \n",
       "\n",
       "   Smoke Shop  Snack Place  Soba Restaurant  Social Club  Soup Place  \\\n",
       "0        0.01         0.00              0.0          0.0         0.0   \n",
       "1        0.00         0.00              0.0          0.0         0.0   \n",
       "2        0.00         0.00              0.0          0.0         0.0   \n",
       "3        0.00         0.00              0.0          0.0         0.0   \n",
       "4        0.00         0.01              0.0          0.0         0.0   \n",
       "\n",
       "   South American Restaurant  Southern / Soul Food Restaurant   Spa  \\\n",
       "0                        0.0                             0.00  0.00   \n",
       "1                        0.0                             0.00  0.02   \n",
       "2                        0.0                             0.05  0.01   \n",
       "3                        0.0                             0.00  0.00   \n",
       "4                        0.0                             0.00  0.02   \n",
       "\n",
       "   Spanish Restaurant  Speakeasy  Sporting Goods Shop  Steakhouse  Street Art  \\\n",
       "0                0.00       0.00                 0.01        0.03         0.0   \n",
       "1                0.00       0.00                 0.01        0.01         0.0   \n",
       "2                0.02       0.00                 0.01        0.00         0.0   \n",
       "3                0.01       0.01                 0.01        0.00         0.0   \n",
       "4                0.01       0.02                 0.00        0.00         0.0   \n",
       "\n",
       "   Street Food Gathering  Supermarket  Supplement Shop  Sushi Restaurant  \\\n",
       "0                    0.0          0.0              0.0              0.00   \n",
       "1                    0.0          0.0              0.0              0.00   \n",
       "2                    0.0          0.0              0.0              0.02   \n",
       "3                    0.0          0.0              0.0              0.01   \n",
       "4                    0.0          0.0              0.0              0.00   \n",
       "\n",
       "   Swiss Restaurant  Synagogue  Szechuan Restaurant  Taco Place  Tailor Shop  \\\n",
       "0               0.0        0.0                  0.0        0.00          0.0   \n",
       "1               0.0        0.0                  0.0        0.00          0.0   \n",
       "2               0.0        0.0                  0.0        0.00          0.0   \n",
       "3               0.0        0.0                  0.0        0.01          0.0   \n",
       "4               0.0        0.0                  0.0        0.00          0.0   \n",
       "\n",
       "   Taiwanese Restaurant  Tapas Restaurant  Tattoo Parlor  Tea Room  \\\n",
       "0                   0.0              0.01            0.0       0.0   \n",
       "1                   0.0              0.00            0.0       0.0   \n",
       "2                   0.0              0.01            0.0       0.0   \n",
       "3                   0.0              0.01            0.0       0.0   \n",
       "4                   0.0              0.00            0.0       0.0   \n",
       "\n",
       "   Tech Startup  Tennis Court  Tennis Stadium  Thai Restaurant  Theater  \\\n",
       "0           0.0          0.00             0.0             0.00     0.00   \n",
       "1           0.0          0.00             0.0             0.02     0.00   \n",
       "2           0.0          0.01             0.0             0.00     0.03   \n",
       "3           0.0          0.00             0.0             0.00     0.02   \n",
       "4           0.0          0.00             0.0             0.01     0.00   \n",
       "\n",
       "   Theme Restaurant  Thrift / Vintage Store  Tibetan Restaurant  \\\n",
       "0               0.0                     0.0                 0.0   \n",
       "1               0.0                     0.0                 0.0   \n",
       "2               0.0                     0.0                 0.0   \n",
       "3               0.0                     0.0                 0.0   \n",
       "4               0.0                     0.0                 0.0   \n",
       "\n",
       "   Tourist Information Center  Toy / Game Store  Track  Trail  Train Station  \\\n",
       "0                         0.0               0.0    0.0   0.00            0.0   \n",
       "1                         0.0               0.0    0.0   0.00            0.0   \n",
       "2                         0.0               0.0    0.0   0.00            0.0   \n",
       "3                         0.0               0.0    0.0   0.01            0.0   \n",
       "4                         0.0               0.0    0.0   0.00            0.0   \n",
       "\n",
       "   Tram Station  Tree  Turkish Restaurant  Udon Restaurant  \\\n",
       "0           0.0  0.01                 0.0              0.0   \n",
       "1           0.0  0.00                 0.0              0.0   \n",
       "2           0.0  0.00                 0.0              0.0   \n",
       "3           0.0  0.00                 0.0              0.0   \n",
       "4           0.0  0.00                 0.0              0.0   \n",
       "\n",
       "   Ukrainian Restaurant  Vegetarian / Vegan Restaurant  Veterinarian  \\\n",
       "0                   0.0                           0.01           0.0   \n",
       "1                   0.0                           0.01           0.0   \n",
       "2                   0.0                           0.00           0.0   \n",
       "3                   0.0                           0.02           0.0   \n",
       "4                   0.0                           0.00           0.0   \n",
       "\n",
       "   Video Game Store  Vietnamese Restaurant  Volleyball Court  Whisky Bar  \\\n",
       "0               0.0                   0.00               0.0         0.0   \n",
       "1               0.0                   0.01               0.0         0.0   \n",
       "2               0.0                   0.00               0.0         0.0   \n",
       "3               0.0                   0.00               0.0         0.0   \n",
       "4               0.0                   0.01               0.0         0.0   \n",
       "\n",
       "   Wine Bar  Wine Shop  Wings Joint  Women's Store  Yoga Studio  \n",
       "0      0.00       0.03          0.0           0.01         0.00  \n",
       "1      0.01       0.03          0.0           0.01         0.03  \n",
       "2      0.00       0.00          0.0           0.00         0.02  \n",
       "3      0.02       0.00          0.0           0.00         0.00  \n",
       "4      0.03       0.00          0.0           0.00         0.01  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nyc_merged = nyc\n",
    "\n",
    "# Add clustering labels\n",
    "nyc_merged['cluster_labels'] = kmeans.labels_\n",
    "\n",
    "# Merge nyc_grouped with nyc to add latitude/longitude for each neighborhood\n",
    "nyc_merged = nyc_merged.merge(nyc_grouped, left_on=\"neighborhood\", right_on=\"poi\")\n",
    "\n",
    "nyc_merged.head() #Check the last columns!\n",
    "\n",
    "# TWK -> look at cluser_labels column"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "## Plot the neighborhoods on a map, <font color=\"blue\">coloured</font> by its cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "button": false,
    "run_control": {
     "read_only": false
    },
    "scrolled": false
   },
   "outputs": [
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}
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            var popup_289f723af9be49fabe2b7ac87fd56ff8 = L.popup({maxWidth: '300'});

            
                var html_512647d8d6344cdb92da6a80ea74bd24 = $('<div id="html_512647d8d6344cdb92da6a80ea74bd24" style="width: 100.0%; height: 100.0%;">Upper West Side Cluster 4</div>')[0];
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                var html_525cf08e245741fd80f215e77c085080 = $('<div id="html_525cf08e245741fd80f215e77c085080" style="width: 100.0%; height: 100.0%;">Washington Heights Cluster 0</div>')[0];
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                {
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                [40.77592985,-73.94711784],
                {
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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 0xb4db51a5f8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import folium\n",
    "import matplotlib.cm as cm\n",
    "import numpy as np\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "# Create map\n",
    "map_clusters = folium.Map(location=[40.765937,-73.977304], zoom_start=13)\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",
    "for POI, LAT, LON, CLU in zip(nyc_merged.poi, nyc_merged.latitude, nyc_merged.longitude, nyc_merged.cluster_labels):\n",
    "    folium.CircleMarker([LAT, LON], \n",
    "                        popup = str(POI)+\" Cluster \"+str(CLU),\n",
    "                        radius = 7, \n",
    "                        color = rainbow[CLU-1], \n",
    "                        fill_color = rainbow[CLU-1],\n",
    "                        fill_opacity = 0.7).add_to(map_clusters)\n",
    "\n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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    "run_control": {
     "read_only": false
    }
   },
   "source": [
    "<hr>"
   ]
  }
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