Battle of Neighborhood.ipynb

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   "source": [
    "# Capstone Project - The Battle of the Neighborhoods (Week 2)\n",
    "### Applied Data Science Capstone by IBM/Coursera"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table of contents\n",
    "* [Introduction: Business Problem](#introduction)\n",
    "* [Data](#data)\n",
    "* [Methodology](#methodology)\n",
    "* [Results and Discussion](#results)\n",
    "* [Conclusion](#conclusion)"
   ]
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  {
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   "metadata": {},
   "source": [
    "## Introduction: Business Problem <a name=\"introduction\"></a>"
   ]
  },
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   "metadata": {},
   "source": [
    "Guangzhou is at the heart of the most-populous built-up metropolitan area in mainland China, which extends into the neighboring cities of Foshan, Dongguan, Zhongshan and Shenzhen, forming one of the largest urban agglomerations on Earth, the Pearl River Delta Economic Zone. Administratively, the city holds sub-provincial status and is one of China's nine National Central Cities. At the end of 2018, the population of the city's expansive administrative area was estimated at 14,904,400 by city authorities, up 3.8% from the previous year. \n",
    "\n",
    "I live in Foshan which is near Guangzhou. Nowadays lots of people heading Guangzhou for its rich job opportunities. Guangzhou is split to 11 districts and all of them have their own features. One important question is that if you want to work and live in Guangzhou which districts should you choose. It is may depend on the venues in that area, house prices, population densities and so on. \n",
    "\n",
    "So after thinking about this question, I will try to discover the similarities and dissimilarities of the 11 districts in Guangzhou. Also the house prices of each district will be considered too. We will create a map include all the information which helps people easily decide which districts they would choose.\n"
   ]
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   "source": [
    "## Data <a name=\"data\"></a>"
   ]
  },
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   "metadata": {},
   "source": [
    "To consider the question we can list the data below: \n",
    "1. I use geopy package in python to find the center coordinate of Guangzhou as well as the center coordinate of 11 districts. \n",
    "2. From http://datav.aliyun.com/ I find the geojson file of Guangzhou city which is used to create the choropleth map. \n",
    "3. From http://gz.cityhouse.cn/market I find the average house prices of 11 districts of Guangzhou. \n",
    "4. I use Forsquare API to get the most common venues of given districts of Guangzhou\n"
   ]
  },
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   "metadata": {},
   "source": [
    "## Methodology <a name=\"methodology\"></a>"
   ]
  },
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   "source": [
    "First we import the required libraries"
   ]
  },
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   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import library\n",
    "#!pip install beautifulsoup4\n",
    "#!pip install lxml\n",
    "#!pip install request\n",
    "#!pip install geocoder\n",
    "#!pip install folium\n",
    "import requests\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import geocoder\n",
    "from geopy.geocoders import Nominatim # convert an address into latitude and longitude values\n",
    "import json\n",
    "from pandas.io.json import json_normalize\n",
    "import folium\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I use geocoder Nominatim to obtain the exact enter coordinate of Guangzhou as well as its districts. There are 11 districts in Guangzhou: Liwan, Yuexiu, Haizhu, Tianhe, Baiyun, Huangpu, Panyu, Huadu, Nansha, Conghua and Zengcheng. We get all their coordinate and transfer to a dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "address = 'Guangzhou,China'\n",
    "geolocator = Nominatim(user_agent=\"ny_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude=location.latitude\n",
    "longitude=location.longitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_gz=['liwan','yuexiu','haizhu','tianhe','baiyun','huangpu','panyu','huadu','nansha','conghua','zengcheng']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "lat=[]\n",
    "lng=[]\n",
    "for i in list_gz:\n",
    "    address = '{},Guangzhou,China'.format(i)\n",
    "    geolocator = Nominatim(user_agent=\"ny_explorer\")\n",
    "    location = geolocator.geocode(address)\n",
    "    lat.append(location.latitude)\n",
    "    lng.append(location.longitude)\n",
    "    "
   ]
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   "cell_type": "code",
   "execution_count": 7,
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>District</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>liwan</td>\n",
       "      <td>23.1286</td>\n",
       "      <td>113.239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>yuexiu</td>\n",
       "      <td>23.1315</td>\n",
       "      <td>113.261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>haizhu</td>\n",
       "      <td>23.086</td>\n",
       "      <td>113.312</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tianhe</td>\n",
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       "      <td>113.356</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>baiyun</td>\n",
       "      <td>23.1606</td>\n",
       "      <td>113.268</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
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       "      <td>113.476</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>panyu</td>\n",
       "      <td>22.9387</td>\n",
       "      <td>113.379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>huadu</td>\n",
       "      <td>23.4056</td>\n",
       "      <td>113.215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>nansha</td>\n",
       "      <td>22.8027</td>\n",
       "      <td>113.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>conghua</td>\n",
       "      <td>23.5509</td>\n",
       "      <td>113.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>zengcheng</td>\n",
       "      <td>23.2624</td>\n",
       "      <td>113.806</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "     District Latitude Longitude\n",
       "0       liwan  23.1286   113.239\n",
       "1      yuexiu  23.1315   113.261\n",
       "2      haizhu   23.086   113.312\n",
       "3      tianhe  23.1271   113.356\n",
       "4      baiyun  23.1606   113.268\n",
       "5     huangpu  23.1825   113.476\n",
       "6       panyu  22.9387   113.379\n",
       "7       huadu  23.4056   113.215\n",
       "8      nansha  22.8027    113.52\n",
       "9     conghua  23.5509    113.58\n",
       "10  zengcheng  23.2624   113.806"
      ]
     },
     "execution_count": 7,
     "metadata": {},
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   "source": [
    "df_gz=pd.DataFrame(data=[list_gz,lat,lng]).T\n",
    "df_gz.columns=['District','Latitude','Longitude']\n",
    "df_gz"
   ]
  },
  {
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    "We can create a map to visualize them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
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                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_c8ea6f1b4080415db4b35b6bdf27ac9f);
        
    
        var popup_391338ad861c4b05ad3b98668c5d7c9e = L.popup({"maxWidth": "100%"});

        
            var html_f5e524f1c38a4a7abfe9433496f87552 = $(`<div id="html_f5e524f1c38a4a7abfe9433496f87552" style="width: 100.0%; height: 100.0%;">nansha</div>`)[0];
            popup_391338ad861c4b05ad3b98668c5d7c9e.setContent(html_f5e524f1c38a4a7abfe9433496f87552);
        

        circle_marker_126ea6a57a84421ebbfa053589e44f92.bindPopup(popup_391338ad861c4b05ad3b98668c5d7c9e)
        ;

        
    
    
            var circle_marker_53c95b67adfb4019a91473caddf19664 = L.circleMarker(
                [23.5508777, 113.5804636],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_c8ea6f1b4080415db4b35b6bdf27ac9f);
        
    
        var popup_e59a08aac4884dec971e93ba54934724 = L.popup({"maxWidth": "100%"});

        
            var html_25b1b2c897da429681e2786cd335d705 = $(`<div id="html_25b1b2c897da429681e2786cd335d705" style="width: 100.0%; height: 100.0%;">conghua</div>`)[0];
            popup_e59a08aac4884dec971e93ba54934724.setContent(html_25b1b2c897da429681e2786cd335d705);
        

        circle_marker_53c95b67adfb4019a91473caddf19664.bindPopup(popup_e59a08aac4884dec971e93ba54934724)
        ;

        
    
    
            var circle_marker_1065b4b336234d8f847d6aee23871f0d = L.circleMarker(
                [23.2624345, 113.8064389],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_c8ea6f1b4080415db4b35b6bdf27ac9f);
        
    
        var popup_947bb1d22a71478abd3400f6ee215386 = L.popup({"maxWidth": "100%"});

        
            var html_63def74ff2e94acdb33f702b8d80ff6d = $(`<div id="html_63def74ff2e94acdb33f702b8d80ff6d" style="width: 100.0%; height: 100.0%;">zengcheng</div>`)[0];
            popup_947bb1d22a71478abd3400f6ee215386.setContent(html_63def74ff2e94acdb33f702b8d80ff6d);
        

        circle_marker_1065b4b336234d8f847d6aee23871f0d.bindPopup(popup_947bb1d22a71478abd3400f6ee215386)
        ;

        
    
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7fb5d00bae10>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map of Toronto using latitude and longitude values\n",
    "map_toronto = folium.Map(location=[latitude, longitude], zoom_start=12)\n",
    "\n",
    "# add markers to map\n",
    "for lat, lng, label in zip(df_gz['Latitude'], df_gz['Longitude'], df_gz['District']):\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=10,\n",
    "        popup=label,\n",
    "        color='blue',\n",
    "        fill=True,\n",
    "        fill_color='#3186cc',\n",
    "        fill_opacity=0.7,\n",
    "        parse_html=False).add_to(map_toronto)  \n",
    "    \n",
    "map_toronto"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Noticed that some of the districts are very close to each other and some are far from the city center.\n",
    "\n",
    "Next we use Foursquare API to explore the districts and segment them. The limit of venues return is set to 100 since I only get the personal account. And also the radius is set to 2500 meters which means we would like to find the venues which locate within 2500 meters from districts center. After setting all these parameters we get 433 venues of all 11 districts.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentails:\n",
      "CLIENT_ID: VCFQR0E1BTCZWQVRND3OYBOZY5FJDY0YT2RN35CRKJKJEQP4\n",
      "CLIENT_SECRET:FNCWVTOWKKLIHTHLFYKGYQCT5BDFW2BWYSUUY1AMLM0CQULU\n"
     ]
    }
   ],
   "source": [
    "CLIENT_ID = 'VCFQR0E1BTCZWQVRND3OYBOZY5FJDY0YT2RN35CRKJKJEQP4' # your Foursquare ID\n",
    "CLIENT_SECRET = 'FNCWVTOWKKLIHTHLFYKGYQCT5BDFW2BWYSUUY1AMLM0CQULU' # your Foursquare Secret\n",
    "VERSION = '20180605' # Foursquare API version\n",
    "LIMIT = 100\n",
    "print('Your credentails:')\n",
    "print('CLIENT_ID: ' + CLIENT_ID)\n",
    "print('CLIENT_SECRET:' + CLIENT_SECRET)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get venues for 11 districts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getNearbyVenues(names, latitudes, longitudes, radius=2500):\n",
    "    \n",
    "    venues_list=[]\n",
    "    for name, lat, lng in zip(names, latitudes, longitudes):\n",
    "        print(name)\n",
    "            \n",
    "        # create the API request URL\n",
    "        url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
    "            CLIENT_ID, \n",
    "            CLIENT_SECRET, \n",
    "            VERSION, \n",
    "            lat, \n",
    "            lng, \n",
    "            radius, \n",
    "            LIMIT)\n",
    "            \n",
    "        # make the GET request\n",
    "        results = requests.get(url).json()[\"response\"]['groups'][0]['items']\n",
    "        \n",
    "        # return only relevant information for each nearby venue\n",
    "        venues_list.append([(\n",
    "            name, \n",
    "            lat, \n",
    "            lng, \n",
    "            v['venue']['name'], \n",
    "            v['venue']['location']['lat'], \n",
    "            v['venue']['location']['lng'],  \n",
    "            v['venue']['categories'][0]['name']) for v in results])\n",
    "\n",
    "    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n",
    "    nearby_venues.columns = ['Neighborhood', \n",
    "                  'Neighborhood Latitude', \n",
    "                  'Neighborhood Longitude', \n",
    "                  'Venue', \n",
    "                  'Venue Latitude', \n",
    "                  'Venue Longitude', \n",
    "                  'Venue Category']\n",
    "    \n",
    "    return(nearby_venues)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "liwan\n",
      "yuexiu\n",
      "haizhu\n",
      "tianhe\n",
      "baiyun\n",
      "huangpu\n",
      "panyu\n",
      "huadu\n",
      "nansha\n",
      "conghua\n",
      "zengcheng\n"
     ]
    }
   ],
   "source": [
    "gz_venues = getNearbyVenues(names=df_gz['District'],\n",
    "                                   latitudes=df_gz['Latitude'],\n",
    "                                   longitudes=df_gz['Longitude']\n",
    "                                  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(433, 7)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Neighborhood Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
       "      <th>Venue Latitude</th>\n",
       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>liwan</td>\n",
       "      <td>23.128625</td>\n",
       "      <td>113.239199</td>\n",
       "      <td>點都德</td>\n",
       "      <td>23.125928</td>\n",
       "      <td>113.241140</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>liwan</td>\n",
       "      <td>23.128625</td>\n",
       "      <td>113.239199</td>\n",
       "      <td>Lizhi Wan (荔枝湾)</td>\n",
       "      <td>23.123997</td>\n",
       "      <td>113.232286</td>\n",
       "      <td>Lake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>liwan</td>\n",
       "      <td>23.128625</td>\n",
       "      <td>113.239199</td>\n",
       "      <td>Guangdong Folk Art Museum (Chen Clan Academy) ...</td>\n",
       "      <td>23.129088</td>\n",
       "      <td>113.240169</td>\n",
       "      <td>Historic Site</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>liwan</td>\n",
       "      <td>23.128625</td>\n",
       "      <td>113.239199</td>\n",
       "      <td>Liu Hua Park (流花湖公园)</td>\n",
       "      <td>23.139302</td>\n",
       "      <td>113.246531</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>liwan</td>\n",
       "      <td>23.128625</td>\n",
       "      <td>113.239199</td>\n",
       "      <td>Panxi Restaurant (泮溪酒家)</td>\n",
       "      <td>23.123726</td>\n",
       "      <td>113.230310</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Neighborhood  Neighborhood Latitude  Neighborhood Longitude  \\\n",
       "0        liwan              23.128625              113.239199   \n",
       "1        liwan              23.128625              113.239199   \n",
       "2        liwan              23.128625              113.239199   \n",
       "3        liwan              23.128625              113.239199   \n",
       "4        liwan              23.128625              113.239199   \n",
       "\n",
       "                                               Venue  Venue Latitude  \\\n",
       "0                                                點都德       23.125928   \n",
       "1                                    Lizhi Wan (荔枝湾)       23.123997   \n",
       "2  Guangdong Folk Art Museum (Chen Clan Academy) ...       23.129088   \n",
       "3                               Liu Hua Park (流花湖公园)       23.139302   \n",
       "4                            Panxi Restaurant (泮溪酒家)       23.123726   \n",
       "\n",
       "   Venue Longitude        Venue Category  \n",
       "0       113.241140  Cantonese Restaurant  \n",
       "1       113.232286                  Lake  \n",
       "2       113.240169         Historic Site  \n",
       "3       113.246531                  Park  \n",
       "4       113.230310  Cantonese Restaurant  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(gz_venues.shape)\n",
    "gz_venues.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also group the venues by districts to see how many venues each districts have."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
       "      <th>Venue Latitude</th>\n",
       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood</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>baiyun</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>conghua</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>haizhu</th>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>huadu</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>huangpu</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>liwan</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>nansha</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>panyu</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tianhe</th>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yuexiu</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>zengcheng</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Neighborhood Latitude  Neighborhood Longitude  Venue  \\\n",
       "Neighborhood                                                         \n",
       "baiyun                          100                     100    100   \n",
       "conghua                           7                       7      7   \n",
       "haizhu                           38                      38     38   \n",
       "huadu                             6                       6      6   \n",
       "huangpu                           4                       4      4   \n",
       "liwan                           100                     100    100   \n",
       "nansha                            4                       4      4   \n",
       "panyu                            15                      15     15   \n",
       "tianhe                           50                      50     50   \n",
       "yuexiu                          100                     100    100   \n",
       "zengcheng                         9                       9      9   \n",
       "\n",
       "              Venue Latitude  Venue Longitude  Venue Category  \n",
       "Neighborhood                                                   \n",
       "baiyun                   100              100             100  \n",
       "conghua                    7                7               7  \n",
       "haizhu                    38               38              38  \n",
       "huadu                      6                6               6  \n",
       "huangpu                    4                4               4  \n",
       "liwan                    100              100             100  \n",
       "nansha                     4                4               4  \n",
       "panyu                     15               15              15  \n",
       "tianhe                    50               50              50  \n",
       "yuexiu                   100              100             100  \n",
       "zengcheng                  9                9               9  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gz_venues.groupby('Neighborhood').count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From above Baiyun, Liwan and Yuexiu reach the 100 limit venues. This indicate that these districts are very popular. And if you check out their location you will find they locate in the city center. This explains why they are so popular. On contrary Nansha and Huangpu only receive 4 venues which may due to their large area and not locate in city center.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 97 uniques categories.\n"
     ]
    }
   ],
   "source": [
    "print('There are {} uniques categories.'.format(len(gz_venues['Venue Category'].unique())))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 97 unique venues categories. In order to cluster the districts I created a table which shows list of top 10 venue category for each districts in below table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Accessories Store</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Basketball Stadium</th>\n",
       "      <th>Big Box Store</th>\n",
       "      <th>Boarding House</th>\n",
       "      <th>...</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Temple</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Toll Booth</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Turkish Restaurant</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Volcano</th>\n",
       "      <th>Watch Shop</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>liwan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>liwan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>liwan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>liwan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>liwan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 98 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Neighborhood  Accessories Store  Art Gallery  Asian Restaurant  BBQ Joint  \\\n",
       "0        liwan                  0            0                 0          0   \n",
       "1        liwan                  0            0                 0          0   \n",
       "2        liwan                  0            0                 0          0   \n",
       "3        liwan                  0            0                 0          0   \n",
       "4        liwan                  0            0                 0          0   \n",
       "\n",
       "   Bakery  Bar  Basketball Stadium  Big Box Store  Boarding 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",
       "   Steakhouse  Temple  Thai Restaurant  Toll Booth  Toy / Game 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",
       "   Turkish Restaurant  Vietnamese Restaurant  Volcano  Watch Shop  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  \n",
       "\n",
       "[5 rows x 98 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# one hot encoding\n",
    "gz_onehot = pd.get_dummies(gz_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
    "\n",
    "# add neighborhood column back to dataframe\n",
    "gz_onehot['Neighborhood'] = gz_venues['Neighborhood'] \n",
    "\n",
    "# move neighborhood column to the first column\n",
    "fixed_columns = [gz_onehot.columns[-1]] + list(gz_onehot.columns[:-1])\n",
    "gz_onehot = gz_onehot[fixed_columns]\n",
    "\n",
    "gz_onehot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Accessories Store</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Basketball Stadium</th>\n",
       "      <th>Big Box Store</th>\n",
       "      <th>Boarding House</th>\n",
       "      <th>...</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Temple</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Toll Booth</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Turkish Restaurant</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Volcano</th>\n",
       "      <th>Watch Shop</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>baiyun</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>conghua</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>haizhu</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>huadu</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>huangpu</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>liwan</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>nansha</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>panyu</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>tianhe</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>yuexiu</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>zengcheng</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11 rows × 98 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Neighborhood  Accessories Store  Art Gallery  Asian Restaurant  BBQ Joint  \\\n",
       "0        baiyun               0.02         0.00          0.010000       0.01   \n",
       "1       conghua               0.00         0.00          0.000000       0.00   \n",
       "2        haizhu               0.00         0.00          0.000000       0.00   \n",
       "3         huadu               0.00         0.00          0.000000       0.00   \n",
       "4       huangpu               0.00         0.00          0.000000       0.00   \n",
       "5         liwan               0.00         0.00          0.020000       0.00   \n",
       "6        nansha               0.00         0.00          0.000000       0.00   \n",
       "7         panyu               0.00         0.00          0.066667       0.00   \n",
       "8        tianhe               0.00         0.02          0.000000       0.00   \n",
       "9        yuexiu               0.00         0.00          0.010000       0.01   \n",
       "10    zengcheng               0.00         0.00          0.000000       0.00   \n",
       "\n",
       "    Bakery   Bar  Basketball Stadium  Big Box Store  Boarding House  ...  \\\n",
       "0     0.00  0.00                0.00       0.010000        0.000000  ...   \n",
       "1     0.00  0.00                0.00       0.000000        0.000000  ...   \n",
       "2     0.00  0.00                0.00       0.026316        0.000000  ...   \n",
       "3     0.00  0.00                0.00       0.000000        0.000000  ...   \n",
       "4     0.00  0.00                0.25       0.000000        0.000000  ...   \n",
       "5     0.00  0.00                0.00       0.000000        0.000000  ...   \n",
       "6     0.00  0.00                0.00       0.000000        0.000000  ...   \n",
       "7     0.00  0.00                0.00       0.000000        0.000000  ...   \n",
       "8     0.00  0.00                0.00       0.000000        0.000000  ...   \n",
       "9     0.02  0.02                0.00       0.000000        0.000000  ...   \n",
       "10    0.00  0.00                0.00       0.000000        0.111111  ...   \n",
       "\n",
       "    Steakhouse  Temple  Thai Restaurant  Toll Booth  Toy / Game Store  \\\n",
       "0     0.010000    0.00             0.00    0.000000              0.00   \n",
       "1     0.000000    0.00             0.00    0.000000              0.00   \n",
       "2     0.000000    0.00             0.00    0.026316              0.00   \n",
       "3     0.000000    0.00             0.00    0.000000              0.00   \n",
       "4     0.000000    0.00             0.00    0.000000              0.00   \n",
       "5     0.000000    0.00             0.02    0.000000              0.01   \n",
       "6     0.000000    0.00             0.00    0.000000              0.00   \n",
       "7     0.066667    0.00             0.00    0.000000              0.00   \n",
       "8     0.000000    0.00             0.00    0.000000              0.00   \n",
       "9     0.000000    0.01             0.02    0.000000              0.00   \n",
       "10    0.000000    0.00             0.00    0.000000              0.00   \n",
       "\n",
       "    Turkish Restaurant  Vietnamese Restaurant   Volcano  Watch Shop  \\\n",
       "0                 0.03                   0.00  0.000000        0.01   \n",
       "1                 0.00                   0.00  0.000000        0.00   \n",
       "2                 0.00                   0.00  0.026316        0.00   \n",
       "3                 0.00                   0.00  0.000000        0.00   \n",
       "4                 0.00                   0.00  0.000000        0.00   \n",
       "5                 0.01                   0.01  0.000000        0.00   \n",
       "6                 0.00                   0.00  0.000000        0.00   \n",
       "7                 0.00                   0.00  0.000000        0.00   \n",
       "8                 0.00                   0.00  0.000000        0.00   \n",
       "9                 0.05                   0.02  0.000000        0.00   \n",
       "10                0.00                   0.00  0.000000        0.00   \n",
       "\n",
       "    Yoga Studio  \n",
       "0      0.000000  \n",
       "1      0.000000  \n",
       "2      0.000000  \n",
       "3      0.000000  \n",
       "4      0.000000  \n",
       "5      0.000000  \n",
       "6      0.000000  \n",
       "7      0.066667  \n",
       "8      0.000000  \n",
       "9      0.000000  \n",
       "10     0.000000  \n",
       "\n",
       "[11 rows x 98 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gz_grouped = gz_onehot.groupby('Neighborhood').mean().reset_index()\n",
    "gz_grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def return_most_common_venues(row, num_top_venues):\n",
    "    row_categories = row.iloc[1:]\n",
    "    row_categories_sorted = row_categories.sort_values(ascending=False)\n",
    "    \n",
    "    return row_categories_sorted.index.values[0:num_top_venues]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>District</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>baiyun</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Café</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Turkish Restaurant</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>conghua</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Hotel Pool</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>haizhu</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Miscellaneous Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>huadu</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>huangpu</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Basketball Stadium</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>liwan</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>History Museum</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>nansha</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>panyu</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>tianhe</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Park</td>\n",
       "      <td>German Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>yuexiu</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Turkish Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>zengcheng</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Hunan Restaurant</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Boarding House</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Fish Market</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     District 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "0      baiyun  Fast Food Restaurant                 Hotel   \n",
       "1     conghua                 Hotel  Cantonese Restaurant   \n",
       "2      haizhu  Fast Food Restaurant                  Café   \n",
       "3       huadu  Fast Food Restaurant           Pizza Place   \n",
       "4     huangpu         Shopping Mall                 Hotel   \n",
       "5       liwan                 Hotel  Fast Food Restaurant   \n",
       "6      nansha         Shopping Mall           Coffee Shop   \n",
       "7       panyu           Coffee Shop           Yoga Studio   \n",
       "8      tianhe  Fast Food Restaurant           Coffee Shop   \n",
       "9      yuexiu                 Hotel           Coffee Shop   \n",
       "10  zengcheng           Coffee Shop         Shopping Mall   \n",
       "\n",
       "   3rd Most Common Venue      4th Most Common Venue 5th Most Common Venue  \\\n",
       "0            Coffee Shop  Middle Eastern Restaurant           Pizza Place   \n",
       "1   Fast Food Restaurant                 Hotel Pool         Metro Station   \n",
       "2                  Hotel                Coffee Shop         Shopping Mall   \n",
       "3                  Diner                Coffee Shop            Restaurant   \n",
       "4     Basketball Stadium              Metro Station           Yoga Studio   \n",
       "5            Coffee Shop              Shopping Mall  Cantonese Restaurant   \n",
       "6                  Hotel              Metro Station           Yoga Studio   \n",
       "7            Bus Station                      Hotel   Japanese Restaurant   \n",
       "8                  Hotel                       Café    Chinese Restaurant   \n",
       "9          Shopping Mall         Turkish Restaurant                  Park   \n",
       "10      Hunan Restaurant                     Garden        Boarding House   \n",
       "\n",
       "   6th Most Common Venue      7th Most Common Venue 8th Most Common Venue  \\\n",
       "0          Shopping Mall                       Café        Clothing Store   \n",
       "1            Pizza Place                Yoga Studio     Fish & Chips Shop   \n",
       "2     Chinese Restaurant                       Park    Italian Restaurant   \n",
       "3      Electronics Store          Fish & Chips Shop           Fish Market   \n",
       "4      Fish & Chips Shop                Fish Market            Food Court   \n",
       "5                   Park         Chinese Restaurant        History Museum   \n",
       "6      Fish & Chips Shop                Fish Market            Food Court   \n",
       "7          Metro Station                 Food Court  Fast Food Restaurant   \n",
       "8            Pizza Place             Sandwich Place                  Park   \n",
       "9     Chinese Restaurant  Middle Eastern Restaurant  Cantonese Restaurant   \n",
       "10         Metro Station             Clothing Store           Yoga Studio   \n",
       "\n",
       "   9th Most Common Venue 10th Most Common Venue  \n",
       "0     Turkish Restaurant      Indian Restaurant  \n",
       "1            Fish Market             Food Court  \n",
       "2          Metro Station     Miscellaneous Shop  \n",
       "3             Food Court      French Restaurant  \n",
       "4      French Restaurant    Fried Chicken Joint  \n",
       "5            Pizza Place         Sandwich Place  \n",
       "6      French Restaurant    Fried Chicken Joint  \n",
       "7                  Plaza   Cantonese Restaurant  \n",
       "8      German Restaurant          Grocery Store  \n",
       "9   Fast Food Restaurant         Sandwich Place  \n",
       "10  Gym / Fitness Center            Fish Market  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_top_venues = 10\n",
    "\n",
    "indicators = ['st', 'nd', 'rd']\n",
    "\n",
    "# create columns according to number of top venues\n",
    "columns = ['Neighborhood']\n",
    "for ind in np.arange(num_top_venues):\n",
    "    try:\n",
    "        columns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))\n",
    "    except:\n",
    "        columns.append('{}th Most Common Venue'.format(ind+1))\n",
    "\n",
    "# create a new dataframe\n",
    "neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
    "neighborhoods_venues_sorted['Neighborhood'] = gz_grouped['Neighborhood']\n",
    "\n",
    "for ind in np.arange(gz_grouped.shape[0]):\n",
    "    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(gz_grouped.iloc[ind, :], num_top_venues)\n",
    "\n",
    "neighborhoods_venues_sorted.rename(columns={'Neighborhood':'District'},inplace=True)\n",
    "neighborhoods_venues_sorted"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And then we use K-means to cluster districts. First I want to find the optimize K "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "gz_grouped_clustering = gz_grouped.drop('Neighborhood', 1)\n",
    "Sum_of_squared_distances = []\n",
    "K = range(1,10)\n",
    "for k in K:\n",
    "    km = KMeans(n_clusters=k)\n",
    "    km = km.fit(gz_grouped_clustering)\n",
    "    Sum_of_squared_distances.append(km.inertia_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(K, Sum_of_squared_distances, 'bx-')\n",
    "plt.xlabel('k')\n",
    "plt.ylabel('Sum_of_squared_distances')\n",
    "plt.title('Elbow Method For Optimal k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I use elbow method to plot and find the best k to be 2, then we can do cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 1, 0, 1, 0, 0, 0], dtype=int32)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set number of clusters\n",
    "kclusters = 2\n",
    "\n",
    "\n",
    "\n",
    "# run k-means clustering\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(gz_grouped_clustering)\n",
    "\n",
    "# check cluster labels generated for each row in the dataframe\n",
    "kmeans.labels_[0:10] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>District</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>liwan</td>\n",
       "      <td>23.1286</td>\n",
       "      <td>113.239</td>\n",
       "      <td>0</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>History Museum</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>yuexiu</td>\n",
       "      <td>23.1315</td>\n",
       "      <td>113.261</td>\n",
       "      <td>0</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Turkish Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>haizhu</td>\n",
       "      <td>23.086</td>\n",
       "      <td>113.312</td>\n",
       "      <td>0</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Miscellaneous Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tianhe</td>\n",
       "      <td>23.1271</td>\n",
       "      <td>113.356</td>\n",
       "      <td>0</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Park</td>\n",
       "      <td>German Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>baiyun</td>\n",
       "      <td>23.1606</td>\n",
       "      <td>113.268</td>\n",
       "      <td>0</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Café</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Turkish Restaurant</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>huangpu</td>\n",
       "      <td>23.1825</td>\n",
       "      <td>113.476</td>\n",
       "      <td>1</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Basketball Stadium</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>panyu</td>\n",
       "      <td>22.9387</td>\n",
       "      <td>113.379</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>huadu</td>\n",
       "      <td>23.4056</td>\n",
       "      <td>113.215</td>\n",
       "      <td>0</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>nansha</td>\n",
       "      <td>22.8027</td>\n",
       "      <td>113.52</td>\n",
       "      <td>1</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>conghua</td>\n",
       "      <td>23.5509</td>\n",
       "      <td>113.58</td>\n",
       "      <td>0</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Hotel Pool</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>zengcheng</td>\n",
       "      <td>23.2624</td>\n",
       "      <td>113.806</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Hunan Restaurant</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Boarding House</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Fish Market</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     District Latitude Longitude  Cluster Labels 1st Most Common Venue  \\\n",
       "0       liwan  23.1286   113.239               0                 Hotel   \n",
       "1      yuexiu  23.1315   113.261               0                 Hotel   \n",
       "2      haizhu   23.086   113.312               0  Fast Food Restaurant   \n",
       "3      tianhe  23.1271   113.356               0  Fast Food Restaurant   \n",
       "4      baiyun  23.1606   113.268               0  Fast Food Restaurant   \n",
       "5     huangpu  23.1825   113.476               1         Shopping Mall   \n",
       "6       panyu  22.9387   113.379               0           Coffee Shop   \n",
       "7       huadu  23.4056   113.215               0  Fast Food Restaurant   \n",
       "8      nansha  22.8027    113.52               1         Shopping Mall   \n",
       "9     conghua  23.5509    113.58               0                 Hotel   \n",
       "10  zengcheng  23.2624   113.806               1           Coffee Shop   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue      4th Most Common Venue  \\\n",
       "0   Fast Food Restaurant           Coffee Shop              Shopping Mall   \n",
       "1            Coffee Shop         Shopping Mall         Turkish Restaurant   \n",
       "2                   Café                 Hotel                Coffee Shop   \n",
       "3            Coffee Shop                 Hotel                       Café   \n",
       "4                  Hotel           Coffee Shop  Middle Eastern Restaurant   \n",
       "5                  Hotel    Basketball Stadium              Metro Station   \n",
       "6            Yoga Studio           Bus Station                      Hotel   \n",
       "7            Pizza Place                 Diner                Coffee Shop   \n",
       "8            Coffee Shop                 Hotel              Metro Station   \n",
       "9   Cantonese Restaurant  Fast Food Restaurant                 Hotel Pool   \n",
       "10         Shopping Mall      Hunan Restaurant                     Garden   \n",
       "\n",
       "   5th Most Common Venue 6th Most Common Venue      7th Most Common Venue  \\\n",
       "0   Cantonese Restaurant                  Park         Chinese Restaurant   \n",
       "1                   Park    Chinese Restaurant  Middle Eastern Restaurant   \n",
       "2          Shopping Mall    Chinese Restaurant                       Park   \n",
       "3     Chinese Restaurant           Pizza Place             Sandwich Place   \n",
       "4            Pizza Place         Shopping Mall                       Café   \n",
       "5            Yoga Studio     Fish & Chips Shop                Fish Market   \n",
       "6    Japanese Restaurant         Metro Station                 Food Court   \n",
       "7             Restaurant     Electronics Store          Fish & Chips Shop   \n",
       "8            Yoga Studio     Fish & Chips Shop                Fish Market   \n",
       "9          Metro Station           Pizza Place                Yoga Studio   \n",
       "10        Boarding House         Metro Station             Clothing Store   \n",
       "\n",
       "   8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "0         History Museum           Pizza Place         Sandwich Place  \n",
       "1   Cantonese Restaurant  Fast Food Restaurant         Sandwich Place  \n",
       "2     Italian Restaurant         Metro Station     Miscellaneous Shop  \n",
       "3                   Park     German Restaurant          Grocery Store  \n",
       "4         Clothing Store    Turkish Restaurant      Indian Restaurant  \n",
       "5             Food Court     French Restaurant    Fried Chicken Joint  \n",
       "6   Fast Food Restaurant                 Plaza   Cantonese Restaurant  \n",
       "7            Fish Market            Food Court      French Restaurant  \n",
       "8             Food Court     French Restaurant    Fried Chicken Joint  \n",
       "9      Fish & Chips Shop           Fish Market             Food Court  \n",
       "10           Yoga Studio  Gym / Fitness Center            Fish Market  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add clustering labels\n",
    "neighborhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)\n",
    "\n",
    "gz_merged = df_gz\n",
    "\n",
    "# merge toronto_grouped with toronto_data to add latitude/longitude for each neighborhood\n",
    "gz_merged = gz_merged.join(neighborhoods_venues_sorted.set_index('District'), on='District')\n",
    "gz_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>District</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>liwan</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>History Museum</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>yuexiu</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Turkish Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>haizhu</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Miscellaneous Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tianhe</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Park</td>\n",
       "      <td>German Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>baiyun</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Café</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Turkish Restaurant</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>panyu</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>huadu</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>conghua</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Hotel Pool</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Food Court</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  District 1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue  \\\n",
       "0    liwan                 Hotel  Fast Food Restaurant           Coffee Shop   \n",
       "1   yuexiu                 Hotel           Coffee Shop         Shopping Mall   \n",
       "2   haizhu  Fast Food Restaurant                  Café                 Hotel   \n",
       "3   tianhe  Fast Food Restaurant           Coffee Shop                 Hotel   \n",
       "4   baiyun  Fast Food Restaurant                 Hotel           Coffee Shop   \n",
       "6    panyu           Coffee Shop           Yoga Studio           Bus Station   \n",
       "7    huadu  Fast Food Restaurant           Pizza Place                 Diner   \n",
       "9  conghua                 Hotel  Cantonese Restaurant  Fast Food Restaurant   \n",
       "\n",
       "       4th Most Common Venue 5th Most Common Venue 6th Most Common Venue  \\\n",
       "0              Shopping Mall  Cantonese Restaurant                  Park   \n",
       "1         Turkish Restaurant                  Park    Chinese Restaurant   \n",
       "2                Coffee Shop         Shopping Mall    Chinese Restaurant   \n",
       "3                       Café    Chinese Restaurant           Pizza Place   \n",
       "4  Middle Eastern Restaurant           Pizza Place         Shopping Mall   \n",
       "6                      Hotel   Japanese Restaurant         Metro Station   \n",
       "7                Coffee Shop            Restaurant     Electronics Store   \n",
       "9                 Hotel Pool         Metro Station           Pizza Place   \n",
       "\n",
       "       7th Most Common Venue 8th Most Common Venue 9th Most Common Venue  \\\n",
       "0         Chinese Restaurant        History Museum           Pizza Place   \n",
       "1  Middle Eastern Restaurant  Cantonese Restaurant  Fast Food Restaurant   \n",
       "2                       Park    Italian Restaurant         Metro Station   \n",
       "3             Sandwich Place                  Park     German Restaurant   \n",
       "4                       Café        Clothing Store    Turkish Restaurant   \n",
       "6                 Food Court  Fast Food Restaurant                 Plaza   \n",
       "7          Fish & Chips Shop           Fish Market            Food Court   \n",
       "9                Yoga Studio     Fish & Chips Shop           Fish Market   \n",
       "\n",
       "  10th Most Common Venue  \n",
       "0         Sandwich Place  \n",
       "1         Sandwich Place  \n",
       "2     Miscellaneous Shop  \n",
       "3          Grocery Store  \n",
       "4      Indian Restaurant  \n",
       "6   Cantonese Restaurant  \n",
       "7      French Restaurant  \n",
       "9             Food Court  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gz_merged.loc[gz_merged['Cluster Labels'] == 0, gz_merged.columns[[0] + list(range(4, gz_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>District</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>huangpu</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Basketball Stadium</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>nansha</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>zengcheng</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Hunan Restaurant</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Boarding House</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Fish Market</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     District 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "5     huangpu         Shopping Mall                 Hotel   \n",
       "8      nansha         Shopping Mall           Coffee Shop   \n",
       "10  zengcheng           Coffee Shop         Shopping Mall   \n",
       "\n",
       "   3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "5     Basketball Stadium         Metro Station           Yoga Studio   \n",
       "8                  Hotel         Metro Station           Yoga Studio   \n",
       "10      Hunan Restaurant                Garden        Boarding House   \n",
       "\n",
       "   6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "5      Fish & Chips Shop           Fish Market            Food Court   \n",
       "8      Fish & Chips Shop           Fish Market            Food Court   \n",
       "10         Metro Station        Clothing Store           Yoga Studio   \n",
       "\n",
       "   9th Most Common Venue 10th Most Common Venue  \n",
       "5      French Restaurant    Fried Chicken Joint  \n",
       "8      French Restaurant    Fried Chicken Joint  \n",
       "10  Gym / Fitness Center            Fish Market  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gz_merged.loc[gz_merged['Cluster Labels'] == 1, gz_merged.columns[[0] + list(range(4, gz_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After running the K-means algorithms we can see the result.Huangpu, Nansha, Zengcheng are classify to one cluster while all the other 9 districts are cluster to cluster 1. Looking at the 1st most common venue we can label the cluster as:\n",
    "\n",
    "Cluster 1: “Hotel, fast food and coffee shop venues”\n",
    "\n",
    "Cluster 2: ”Shopping mall and coffee shop venues”\n",
    "\n",
    "We can then visualize the cluster on map:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Matplotlib and associated plotting modules\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f86a3383ac8>"
      ]
     },
     "execution_count": 239,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map\n",
    "map_clusters = folium.Map(location=[latitude, longitude], zoom_start=11)\n",
    "\n",
    "# set color scheme for the clusters\n",
    "x = np.arange(kclusters)\n",
    "ys = [i + x + (i*x)**2 for i in range(kclusters)]\n",
    "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
    "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "\n",
    "# add markers to the map\n",
    "markers_colors = []\n",
    "for lat, lon, poi, cluster in zip(gz_merged['Latitude'], gz_merged['Longitude'], gz_merged['District'], gz_merged['Cluster Labels']):\n",
    "    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=10,\n",
    "        popup=label,\n",
    "        color=rainbow[cluster-1],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[cluster-1],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Also we want to construct the choropleth map so I download the average house price data from the Internet and combine them with the district names. The price unit is yuan/m2. We also download the geojson file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "!wget --quiet https://geo.datav.aliyun.com/areas_v2/bound/440100_full.json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "price=[34126,51801,42024,51789,31180,24689,27830,15443,20299,14285,16957]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geojson\n",
    "from geojson import Feature, FeatureCollection, Polygon\n",
    "import numpy as np\n",
    "\n",
    "with open('440100_full.json', 'rb') as f:\n",
    "    districts = geojson.load(f) \n",
    "features = [] \n",
    "color = [] \n",
    "for idx, geometry in enumerate(districts['features']): \n",
    "    \n",
    "    circle = geometry['geometry']['coordinates'][0][0]\n",
    "    color.append([str(idx)]) \n",
    "    polygon = Polygon([circle]) \n",
    "    features.append(Feature(\n",
    "        id=str(idx), \n",
    "        geometry=polygon \n",
    "    ))\n",
    "feature_collection = FeatureCollection(features) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <th></th>\n",
       "      <th>idx</th>\n",
       "      <th>price</th>\n",
       "      <th>name</th>\n",
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       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>34126</td>\n",
       "      <td>liwan</td>\n",
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       "    <tr>\n",
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       "      <td>1</td>\n",
       "      <td>51801</td>\n",
       "      <td>yuexiu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>42024</td>\n",
       "      <td>haizhu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>51789</td>\n",
       "      <td>tianhe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>31180</td>\n",
       "      <td>baiyun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>24689</td>\n",
       "      <td>huangpu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>27830</td>\n",
       "      <td>panyu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>15443</td>\n",
       "      <td>huadu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>20299</td>\n",
       "      <td>nansha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>14285</td>\n",
       "      <td>conghua</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>16957</td>\n",
       "      <td>zengcheng</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   idx  price       name\n",
       "0    0  34126      liwan\n",
       "1    1  51801     yuexiu\n",
       "2    2  42024     haizhu\n",
       "3    3  51789     tianhe\n",
       "4    4  31180     baiyun\n",
       "5    5  24689    huangpu\n",
       "6    6  27830      panyu\n",
       "7    7  15443      huadu\n",
       "8    8  20299     nansha\n",
       "9    9  14285    conghua\n",
       "10  10  16957  zengcheng"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_price=pd.DataFrame(color, columns=['idx'])\n",
    "df_price['price']=price\n",
    "df_price['name']=list_gz\n",
    "df_price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
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    color_map_3b46a3d2260a40cc936385943b3b7ef8.x = d3.scale.linear()
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      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f86a3383dd8>"
      ]
     },
     "execution_count": 240,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map and display it\n",
    "gz_map = folium.Map(location=[latitude, longitude], zoom_start=12)\n",
    "folium.Choropleth(\n",
    "    geo_data=feature_collection, \n",
    "    name='choropleth',\n",
    "    data=df_price, \n",
    "    columns=['idx','price'], \n",
    "    key_on='feature.id', \n",
    "    fill_color='YlOrRd', \n",
    "    fill_opacity=0.5, \n",
    "    line_opacity=0.2,  \n",
    "    legend_name='Rank' \n",
    ").add_to(gz_map)\n",
    "for lat, lon, poi, cluster in zip(gz_merged['Latitude'], gz_merged['Longitude'], gz_merged['District'], gz_merged['Cluster Labels']):\n",
    "    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=10,\n",
    "        popup=label,\n",
    "        color=rainbow[cluster-1],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[cluster-1],\n",
    "        fill_opacity=0.7).add_to(gz_map)\n",
    "gz_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results and Discussion <a name=\"results\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After doing all this job we can easily visualize the feature of each districts in Guangzhou. It seems that the districts located in city center such as Tianhe have very high house prices, if we want to live in there we would probably cannot afford. But after cluster the districts we find that some districts such as Huadu shares the same venues categories with Tianhe. So in this case if you want to enjoy the city center’s rich venues but cannot afford the high house price, why not choose to live in Huadu where the house price is lower. So from the result someone may get what they want. But also there are some limitations of the analysis. Since the area of each districts are different and we choose their center coordinate, we cannot guarantee that the venues densities are the same within each district. We can repeat this analysis by changing the coordinate to what we want to get specific result. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion <a name=\"conclusion\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As a result, more and more people are heading to their ideal cities for working and living. So it might be very helpful to analyze the city before you go and determine where do you want to stay. For those investor this kind of analysis is very helpful too.\n",
    "\n",
    "Hope we all have a good future!\n"
   ]
  }
 ],
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