Applied_Capstone_Week_3_Assignment.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Applied_Capstone_Week_3_Assignment.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyPdAUb3um3slFVIiL8/17K0"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"ERAABR6Dgsy5","colab_type":"text"},"source":["\n","<h1 align=\"center\"> Battle of the Neighbourhoods - Toronto </h1>"]},{"cell_type":"markdown","metadata":{"id":"cJ8cA9KwhpsE","colab_type":"text"},"source":["Author: Thomas George Thomas\n","\n","This notebook contains Questions 1, 2 & 3 of the Assignment. They have been segregated by Section headers\n"]},{"cell_type":"code","metadata":{"id":"SzEnblblBbGH","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1597498793433,"user_tz":-330,"elapsed":2845,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}}},"source":["import pandas as pd"],"execution_count":1,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"63jnhDEbh4qG","colab_type":"text"},"source":["# Question 1"]},{"cell_type":"markdown","metadata":{"id":"TAPsquAkbt4Y","colab_type":"text"},"source":["## Importing Data"]},{"cell_type":"code","metadata":{"id":"7O3Tv3Dkh_Ql","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1597498795112,"user_tz":-330,"elapsed":4516,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}}},"source":["import requests"],"execution_count":2,"outputs":[]},{"cell_type":"code","metadata":{"id":"BiZ4h9i3Y1Yf","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597498795114,"user_tz":-330,"elapsed":4495,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"898a2fe2-b09f-4c48-af45-b0a6eed26a5a"},"source":["url = \"https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M\"\n","wiki_url = requests.get(url)\n","wiki_url"],"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Response [200]>"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"CJ5VXaghaqf-","colab_type":"text"},"source":["Response 200 means that we are able to make the connection to the page"]},{"cell_type":"code","metadata":{"id":"BgbEBIE8Y_EB","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":425},"executionInfo":{"status":"ok","timestamp":1597498795463,"user_tz":-330,"elapsed":4823,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"5b2524e5-6c43-462b-87b5-d9e71d3d406f"},"source":["wiki_data = pd.read_html(wiki_url.text)\n","wiki_data"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[    Postal Code  ...                                      Neighbourhood\n"," 0           M1A  ...                                       Not assigned\n"," 1           M2A  ...                                       Not assigned\n"," 2           M3A  ...                                          Parkwoods\n"," 3           M4A  ...                                   Victoria Village\n"," 4           M5A  ...                          Regent Park, Harbourfront\n"," ..          ...  ...                                                ...\n"," 175         M5Z  ...                                       Not assigned\n"," 176         M6Z  ...                                       Not assigned\n"," 177         M7Z  ...                                       Not assigned\n"," 178         M8Z  ...  Mimico NW, The Queensway West, South of Bloor,...\n"," 179         M9Z  ...                                       Not assigned\n"," \n"," [180 rows x 3 columns],\n","                                                   0   ...   17\n"," 0                                                NaN  ...  NaN\n"," 1  NL NS PE NB QC ON MB SK AB BC NU/NT YT A B C E...  ...  NaN\n"," 2                                                 NL  ...   YT\n"," 3                                                  A  ...    Y\n"," \n"," [4 rows x 18 columns],\n","    0   1   2   3   4   5   6   7   8   9   10  11  12  13  14  15     16  17\n"," 0  NL  NS  PE  NB  QC  QC  QC  ON  ON  ON  ON  ON  MB  SK  AB  BC  NU/NT  YT\n"," 1   A   B   C   E   G   H   J   K   L   M   N   P   R   S   T   V      X   Y]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"5_3a2ECSZWtB","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597498795464,"user_tz":-330,"elapsed":4806,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"ffdbeceb-3be2-4342-9c31-099e6c0ae71c"},"source":["len(wiki_data), type(wiki_data)"],"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(3, list)"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"4GZ-ANo5alhG","colab_type":"text"},"source":["We need the first table alone, so dropping the other tables"]},{"cell_type":"code","metadata":{"id":"Ko8OTOxZaDN4","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"status":"ok","timestamp":1597498795466,"user_tz":-330,"elapsed":4789,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"83982870-1a9f-4c3c-9328-3760a4a4bb37"},"source":["wiki_data = wiki_data[0]\n","wiki_data"],"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Postal Code</th>\n","      <th>Borough</th>\n","      <th>Neighbourhood</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>M1A</td>\n","      <td>Not assigned</td>\n","      <td>Not assigned</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>M2A</td>\n","      <td>Not assigned</td>\n","      <td>Not assigned</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>M3A</td>\n","      <td>North York</td>\n","      <td>Parkwoods</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>M4A</td>\n","      <td>North York</td>\n","      <td>Victoria Village</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>M5A</td>\n","      <td>Downtown Toronto</td>\n","      <td>Regent Park, Harbourfront</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>175</th>\n","      <td>M5Z</td>\n","      <td>Not assigned</td>\n","      <td>Not assigned</td>\n","    </tr>\n","    <tr>\n","      <th>176</th>\n","      <td>M6Z</td>\n","      <td>Not assigned</td>\n","      <td>Not assigned</td>\n","    </tr>\n","    <tr>\n","      <th>177</th>\n","      <td>M7Z</td>\n","      <td>Not assigned</td>\n","      <td>Not assigned</td>\n","    </tr>\n","    <tr>\n","      <th>178</th>\n","      <td>M8Z</td>\n","      <td>Etobicoke</td>\n","      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n","    </tr>\n","    <tr>\n","      <th>179</th>\n","      <td>M9Z</td>\n","      <td>Not assigned</td>\n","      <td>Not assigned</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>180 rows × 3 columns</p>\n","</div>"],"text/plain":["    Postal Code  ...                                      Neighbourhood\n","0           M1A  ...                                       Not assigned\n","1           M2A  ...                                       Not assigned\n","2           M3A  ...                                          Parkwoods\n","3           M4A  ...                                   Victoria Village\n","4           M5A  ...                          Regent Park, Harbourfront\n","..          ...  ...                                                ...\n","175         M5Z  ...                                       Not assigned\n","176         M6Z  ...                                       Not assigned\n","177         M7Z  ...                                       Not assigned\n","178         M8Z  ...  Mimico NW, The Queensway West, South of Bloor,...\n","179         M9Z  ...                                       Not assigned\n","\n","[180 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"Q27aWC8pSZqM","colab_type":"text"},"source":["Dropping Borough which are not assigned"]},{"cell_type":"code","metadata":{"id":"U4KhqTidal_H","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"status":"ok","timestamp":1597498795467,"user_tz":-330,"elapsed":4770,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"f99d1f44-9d38-4fff-a796-ee80acf1c860"},"source":["df = wiki_data[wiki_data[\"Borough\"] != \"Not assigned\"]\n","df"],"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Postal Code</th>\n","      <th>Borough</th>\n","      <th>Neighbourhood</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2</th>\n","      <td>M3A</td>\n","      <td>North York</td>\n","      <td>Parkwoods</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>M4A</td>\n","      <td>North York</td>\n","      <td>Victoria Village</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>M5A</td>\n","      <td>Downtown Toronto</td>\n","      <td>Regent Park, Harbourfront</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>M6A</td>\n","      <td>North York</td>\n","      <td>Lawrence Manor, Lawrence Heights</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>M7A</td>\n","      <td>Downtown Toronto</td>\n","      <td>Queen's Park, Ontario Provincial Government</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>160</th>\n","      <td>M8X</td>\n","      <td>Etobicoke</td>\n","      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n","    </tr>\n","    <tr>\n","      <th>165</th>\n","      <td>M4Y</td>\n","      <td>Downtown Toronto</td>\n","      <td>Church and Wellesley</td>\n","    </tr>\n","    <tr>\n","      <th>168</th>\n","      <td>M7Y</td>\n","      <td>East Toronto</td>\n","      <td>Business reply mail Processing Centre, South C...</td>\n","    </tr>\n","    <tr>\n","      <th>169</th>\n","      <td>M8Y</td>\n","      <td>Etobicoke</td>\n","      <td>Old Mill South, King's Mill Park, Sunnylea, Hu...</td>\n","    </tr>\n","    <tr>\n","      <th>178</th>\n","      <td>M8Z</td>\n","      <td>Etobicoke</td>\n","      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>103 rows × 3 columns</p>\n","</div>"],"text/plain":["    Postal Code  ...                                      Neighbourhood\n","2           M3A  ...                                          Parkwoods\n","3           M4A  ...                                   Victoria Village\n","4           M5A  ...                          Regent Park, Harbourfront\n","5           M6A  ...                   Lawrence Manor, Lawrence Heights\n","6           M7A  ...        Queen's Park, Ontario Provincial Government\n","..          ...  ...                                                ...\n","160         M8X  ...      The Kingsway, Montgomery Road, Old Mill North\n","165         M4Y  ...                               Church and Wellesley\n","168         M7Y  ...  Business reply mail Processing Centre, South C...\n","169         M8Y  ...  Old Mill South, King's Mill Park, Sunnylea, Hu...\n","178         M8Z  ...  Mimico NW, The Queensway West, South of Bloor,...\n","\n","[103 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"66auYBzTR0J-","colab_type":"text"},"source":["Grouping the records based on Postal Code"]},{"cell_type":"code","metadata":{"id":"p91x1k6BOjSX","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"status":"ok","timestamp":1597498795468,"user_tz":-330,"elapsed":4751,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"aa29b776-134e-4875-aacb-f43bbdfd46c5"},"source":["df = df.groupby(['Postal Code']).head()\n","df"],"execution_count":8,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Postal Code</th>\n","      <th>Borough</th>\n","      <th>Neighbourhood</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2</th>\n","      <td>M3A</td>\n","      <td>North York</td>\n","      <td>Parkwoods</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>M4A</td>\n","      <td>North York</td>\n","      <td>Victoria Village</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>M5A</td>\n","      <td>Downtown Toronto</td>\n","      <td>Regent Park, Harbourfront</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>M6A</td>\n","      <td>North York</td>\n","      <td>Lawrence Manor, Lawrence Heights</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>M7A</td>\n","      <td>Downtown Toronto</td>\n","      <td>Queen's Park, Ontario Provincial Government</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>160</th>\n","      <td>M8X</td>\n","      <td>Etobicoke</td>\n","      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n","    </tr>\n","    <tr>\n","      <th>165</th>\n","      <td>M4Y</td>\n","      <td>Downtown Toronto</td>\n","      <td>Church and Wellesley</td>\n","    </tr>\n","    <tr>\n","      <th>168</th>\n","      <td>M7Y</td>\n","      <td>East Toronto</td>\n","      <td>Business reply mail Processing Centre, South C...</td>\n","    </tr>\n","    <tr>\n","      <th>169</th>\n","      <td>M8Y</td>\n","      <td>Etobicoke</td>\n","      <td>Old Mill South, King's Mill Park, Sunnylea, Hu...</td>\n","    </tr>\n","    <tr>\n","      <th>178</th>\n","      <td>M8Z</td>\n","      <td>Etobicoke</td>\n","      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>103 rows × 3 columns</p>\n","</div>"],"text/plain":["    Postal Code  ...                                      Neighbourhood\n","2           M3A  ...                                          Parkwoods\n","3           M4A  ...                                   Victoria Village\n","4           M5A  ...                          Regent Park, Harbourfront\n","5           M6A  ...                   Lawrence Manor, Lawrence Heights\n","6           M7A  ...        Queen's Park, Ontario Provincial Government\n","..          ...  ...                                                ...\n","160         M8X  ...      The Kingsway, Montgomery Road, Old Mill North\n","165         M4Y  ...                               Church and Wellesley\n","168         M7Y  ...  Business reply mail Processing Centre, South C...\n","169         M8Y  ...  Old Mill South, King's Mill Park, Sunnylea, Hu...\n","178         M8Z  ...  Mimico NW, The Queensway West, South of Bloor,...\n","\n","[103 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"7jcvFsdnRm23","colab_type":"text"},"source":["Checking for number of records where Neighbourhood is \"Not assigned\""]},{"cell_type":"code","metadata":{"id":"sW49ObdTP_pY","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597498795469,"user_tz":-330,"elapsed":4730,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"a909c871-ef57-464b-ff5c-7d97594e72a7"},"source":["df.Neighbourhood.str.count(\"Not assigned\").sum()"],"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"id":"niS0yU6VqAU4","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"status":"ok","timestamp":1597498795470,"user_tz":-330,"elapsed":4710,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"72ca53ec-55df-49fa-b346-3efb4a1c6ac5"},"source":["df = df.reset_index()\n","df"],"execution_count":10,"outputs":[{"output_type":"execute_result","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>index</th>\n","      <th>Postal Code</th>\n","      <th>Borough</th>\n","      <th>Neighbourhood</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>2</td>\n","      <td>M3A</td>\n","      <td>North York</td>\n","      <td>Parkwoods</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>3</td>\n","      <td>M4A</td>\n","      <td>North York</td>\n","      <td>Victoria Village</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>4</td>\n","      <td>M5A</td>\n","      <td>Downtown Toronto</td>\n","      <td>Regent Park, Harbourfront</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>5</td>\n","      <td>M6A</td>\n","      <td>North York</td>\n","      <td>Lawrence Manor, Lawrence Heights</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>6</td>\n","      <td>M7A</td>\n","      <td>Downtown Toronto</td>\n","      <td>Queen's Park, Ontario Provincial Government</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>98</th>\n","      <td>160</td>\n","      <td>M8X</td>\n","      <td>Etobicoke</td>\n","      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n","    </tr>\n","    <tr>\n","      <th>99</th>\n","      <td>165</td>\n","      <td>M4Y</td>\n","      <td>Downtown Toronto</td>\n","      <td>Church and Wellesley</td>\n","    </tr>\n","    <tr>\n","      <th>100</th>\n","      <td>168</td>\n","      <td>M7Y</td>\n","      <td>East Toronto</td>\n","      <td>Business reply mail Processing Centre, South C...</td>\n","    </tr>\n","    <tr>\n","      <th>101</th>\n","      <td>169</td>\n","      <td>M8Y</td>\n","      <td>Etobicoke</td>\n","      <td>Old Mill South, King's Mill Park, Sunnylea, Hu...</td>\n","    </tr>\n","    <tr>\n","      <th>102</th>\n","      <td>178</td>\n","      <td>M8Z</td>\n","      <td>Etobicoke</td>\n","      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>103 rows × 4 columns</p>\n","</div>"],"text/plain":["     index  ...                                      Neighbourhood\n","0        2  ...                                          Parkwoods\n","1        3  ...                                   Victoria Village\n","2        4  ...                          Regent Park, Harbourfront\n","3        5  ...                   Lawrence Manor, Lawrence Heights\n","4        6  ...        Queen's Park, Ontario Provincial Government\n","..     ...  ...                                                ...\n","98     160  ...      The Kingsway, Montgomery Road, Old Mill North\n","99     165  ...                               Church and Wellesley\n","100    168  ...  Business reply mail Processing Centre, South C...\n","101    169  ...  Old Mill South, King's Mill Park, Sunnylea, Hu...\n","102    178  ...  Mimico NW, The Queensway West, South of Bloor,...\n","\n","[103 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"code","metadata":{"id":"zzyawIchoy3b","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"status":"ok","timestamp":1597498795471,"user_tz":-330,"elapsed":4693,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"e16213bc-21d1-4ce8-d78b-81e2ef470c16"},"source":["df.drop(['index'], axis = 'columns', inplace = True)\n","df"],"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Postal Code</th>\n","      <th>Borough</th>\n","      <th>Neighbourhood</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>M3A</td>\n","      <td>North York</td>\n","      <td>Parkwoods</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>M4A</td>\n","      <td>North York</td>\n","      <td>Victoria Village</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>M5A</td>\n","      <td>Downtown Toronto</td>\n","      <td>Regent Park, Harbourfront</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>M6A</td>\n","      <td>North York</td>\n","      <td>Lawrence Manor, Lawrence Heights</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>M7A</td>\n","      <td>Downtown Toronto</td>\n","      <td>Queen's Park, Ontario Provincial Government</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>98</th>\n","      <td>M8X</td>\n","      <td>Etobicoke</td>\n","      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n","    </tr>\n","    <tr>\n","      <th>99</th>\n","      <td>M4Y</td>\n","      <td>Downtown Toronto</td>\n","      <td>Church and Wellesley</td>\n","    </tr>\n","    <tr>\n","      <th>100</th>\n","      <td>M7Y</td>\n","      <td>East Toronto</td>\n","      <td>Business reply mail Processing Centre, South C...</td>\n","    </tr>\n","    <tr>\n","      <th>101</th>\n","      <td>M8Y</td>\n","      <td>Etobicoke</td>\n","      <td>Old Mill South, King's Mill Park, Sunnylea, Hu...</td>\n","    </tr>\n","    <tr>\n","      <th>102</th>\n","      <td>M8Z</td>\n","      <td>Etobicoke</td>\n","      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>103 rows × 3 columns</p>\n","</div>"],"text/plain":["    Postal Code  ...                                      Neighbourhood\n","0           M3A  ...                                          Parkwoods\n","1           M4A  ...                                   Victoria Village\n","2           M5A  ...                          Regent Park, Harbourfront\n","3           M6A  ...                   Lawrence Manor, Lawrence Heights\n","4           M7A  ...        Queen's Park, Ontario Provincial Government\n","..          ...  ...                                                ...\n","98          M8X  ...      The Kingsway, Montgomery Road, Old Mill North\n","99          M4Y  ...                               Church and Wellesley\n","100         M7Y  ...  Business reply mail Processing Centre, South C...\n","101         M8Y  ...  Old Mill South, King's Mill Park, Sunnylea, Hu...\n","102         M8Z  ...  Mimico NW, The Queensway West, South of Bloor,...\n","\n","[103 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"id":"yKdTF6XxQ1pE","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597498795473,"user_tz":-330,"elapsed":4673,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"269feb92-f56c-462d-a265-304008976403"},"source":["df.shape"],"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(103, 3)"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"markdown","metadata":{"id":"tPHDtWwrSNIE","colab_type":"text"},"source":["Answer to Question 1: We have 103 rows and 3 columns"]},{"cell_type":"markdown","metadata":{"id":"aTiOeOBHLLKX","colab_type":"text"},"source":["# Question 2"]},{"cell_type":"markdown","metadata":{"id":"QSomDqH3L8b-","colab_type":"text"},"source":["Installing geocoder"]},{"cell_type":"code","metadata":{"id":"vQ8ebSL9Lldl","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":309},"executionInfo":{"status":"ok","timestamp":1597498803711,"user_tz":-330,"elapsed":12891,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"452a7aaa-2cc2-4aa2-89af-672c2725e33a"},"source":["pip install geocoder"],"execution_count":13,"outputs":[{"output_type":"stream","text":["Collecting geocoder\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/4f/6b/13166c909ad2f2d76b929a4227c952630ebaf0d729f6317eb09cbceccbab/geocoder-1.38.1-py2.py3-none-any.whl (98kB)\n","\r\u001b[K     |███▎                            | 10kB 12.2MB/s eta 0:00:01\r\u001b[K     |██████▋                         | 20kB 1.7MB/s eta 0:00:01\r\u001b[K     |██████████                      | 30kB 2.3MB/s eta 0:00:01\r\u001b[K     |█████████████▎                  | 40kB 2.5MB/s eta 0:00:01\r\u001b[K     |████████████████▋               | 51kB 2.0MB/s eta 0:00:01\r\u001b[K     |████████████████████            | 61kB 2.2MB/s eta 0:00:01\r\u001b[K     |███████████████████████▎        | 71kB 2.5MB/s eta 0:00:01\r\u001b[K     |██████████████████████████▋     | 81kB 2.4MB/s eta 0:00:01\r\u001b[K     |██████████████████████████████  | 92kB 2.7MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 102kB 2.2MB/s \n","\u001b[?25hRequirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from geocoder) (1.15.0)\n","Requirement already satisfied: future in /usr/local/lib/python3.6/dist-packages (from geocoder) (0.16.0)\n","Requirement already satisfied: click in /usr/local/lib/python3.6/dist-packages (from geocoder) (7.1.2)\n","Collecting ratelim\n","  Downloading https://files.pythonhosted.org/packages/f2/98/7e6d147fd16a10a5f821db6e25f192265d6ecca3d82957a4fdd592cad49c/ratelim-0.1.6-py2.py3-none-any.whl\n","Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from geocoder) (2.23.0)\n","Requirement already satisfied: decorator in /usr/local/lib/python3.6/dist-packages (from ratelim->geocoder) (4.4.2)\n","Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->geocoder) (3.0.4)\n","Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->geocoder) (2.10)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->geocoder) (2020.6.20)\n","Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->geocoder) (1.24.3)\n","Installing collected packages: ratelim, geocoder\n","Successfully installed geocoder-1.38.1 ratelim-0.1.6\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Dld7wI-tSRjJ","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1597498803714,"user_tz":-330,"elapsed":12888,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}}},"source":["import geocoder # import geocoder"],"execution_count":14,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"OenP44rziGa8","colab_type":"text"},"source":["Tried the below approach, ran for 20 mins, then killed it. Changing the code cell to Text for now so that the run all execution doesn't stop."]},{"cell_type":"markdown","metadata":{"id":"cFhbaO9vC6C_","colab_type":"text"},"source":["```python\n","# initialize your variable to None\n","lat_lng_coords = None\n","\n","postal_code = 'M3A'\n","\n","# loop until you get the coordinates\n","while(lat_lng_coords is None):\n","  g = geocoder.google('{}, Toronto, Ontario'.format(postal_code))\n","  lat_lng_coords = g.latlng\n","\n","latitude = lat_lng_coords[0]\n","longitude = lat_lng_coords[1]\n","```"]},{"cell_type":"markdown","metadata":{"id":"rzL3kiRCNSzv","colab_type":"text"},"source":["Alternatively, as suggested in the assignment, Importing the CSV file from the URL"]},{"cell_type":"code","metadata":{"id":"zC81rWFBNe_p","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"status":"ok","timestamp":1597498805177,"user_tz":-330,"elapsed":14333,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"23faad24-966a-4419-b07f-3f22bf500b54"},"source":["data = pd.read_csv(\"https://cocl.us/Geospatial_data\")\n","data"],"execution_count":15,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Postal Code</th>\n","      <th>Latitude</th>\n","      <th>Longitude</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>M1B</td>\n","      <td>43.806686</td>\n","      <td>-79.194353</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>M1C</td>\n","      <td>43.784535</td>\n","      <td>-79.160497</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>M1E</td>\n","      <td>43.763573</td>\n","      <td>-79.188711</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>M1G</td>\n","      <td>43.770992</td>\n","      <td>-79.216917</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>M1H</td>\n","      <td>43.773136</td>\n","      <td>-79.239476</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>98</th>\n","      <td>M9N</td>\n","      <td>43.706876</td>\n","      <td>-79.518188</td>\n","    </tr>\n","    <tr>\n","      <th>99</th>\n","      <td>M9P</td>\n","      <td>43.696319</td>\n","      <td>-79.532242</td>\n","    </tr>\n","    <tr>\n","      <th>100</th>\n","      <td>M9R</td>\n","      <td>43.688905</td>\n","      <td>-79.554724</td>\n","    </tr>\n","    <tr>\n","      <th>101</th>\n","      <td>M9V</td>\n","      <td>43.739416</td>\n","      <td>-79.588437</td>\n","    </tr>\n","    <tr>\n","      <th>102</th>\n","      <td>M9W</td>\n","      <td>43.706748</td>\n","      <td>-79.594054</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>103 rows × 3 columns</p>\n","</div>"],"text/plain":["    Postal Code   Latitude  Longitude\n","0           M1B  43.806686 -79.194353\n","1           M1C  43.784535 -79.160497\n","2           M1E  43.763573 -79.188711\n","3           M1G  43.770992 -79.216917\n","4           M1H  43.773136 -79.239476\n","..          ...        ...        ...\n","98          M9N  43.706876 -79.518188\n","99          M9P  43.696319 -79.532242\n","100         M9R  43.688905 -79.554724\n","101         M9V  43.739416 -79.588437\n","102         M9W  43.706748 -79.594054\n","\n","[103 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"id":"WzkEQNKPiQSm","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":51},"executionInfo":{"status":"ok","timestamp":1597498805181,"user_tz":-330,"elapsed":14316,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"98e7cce4-e128-46c1-ae10-592ede600b3d"},"source":["print(\"The shape of our wiki data is: \", df.shape)\n","print(\"the shape of our csv data is: \", data.shape)"],"execution_count":16,"outputs":[{"output_type":"stream","text":["The shape of our wiki data is:  (103, 3)\n","the shape of our csv data is:  (103, 3)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e5Q48TEgi3mP","colab_type":"text"},"source":["Since the dimensions are the same, we can try to join on the postal codes to get the required data.\n","\n","Checking the column types of both the dataframes, especially Postal Code column since we are trying to join on it"]},{"cell_type":"code","metadata":{"id":"ph6GYJmzkAtl","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":85},"executionInfo":{"status":"ok","timestamp":1597498805183,"user_tz":-330,"elapsed":14297,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"d82661b0-13d1-419a-d36b-8a6eb6248d22"},"source":["df.dtypes"],"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Postal Code      object\n","Borough          object\n","Neighbourhood    object\n","dtype: object"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"id":"Hpn4-9KHkNVS","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":85},"executionInfo":{"status":"ok","timestamp":1597498805184,"user_tz":-330,"elapsed":14277,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"cc98807b-a34c-4424-a57f-308f5f48e14f"},"source":["data.dtypes"],"execution_count":18,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Postal Code     object\n","Latitude       float64\n","Longitude      float64\n","dtype: object"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"code","metadata":{"id":"fGxy6t20kPky","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"status":"ok","timestamp":1597498805185,"user_tz":-330,"elapsed":14257,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"4ced58a1-cd8f-4d3d-fb62-2e4e741586ae"},"source":["combined_data = df.join(data.set_index('Postal Code'), on='Postal Code', how='inner')\n","combined_data"],"execution_count":19,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Postal Code</th>\n","      <th>Borough</th>\n","      <th>Neighbourhood</th>\n","      <th>Latitude</th>\n","      <th>Longitude</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>M3A</td>\n","      <td>North York</td>\n","      <td>Parkwoods</td>\n","      <td>43.753259</td>\n","      <td>-79.329656</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>M4A</td>\n","      <td>North York</td>\n","      <td>Victoria Village</td>\n","      <td>43.725882</td>\n","      <td>-79.315572</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>M5A</td>\n","      <td>Downtown Toronto</td>\n","      <td>Regent Park, Harbourfront</td>\n","      <td>43.654260</td>\n","      <td>-79.360636</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>M6A</td>\n","      <td>North York</td>\n","      <td>Lawrence Manor, Lawrence Heights</td>\n","      <td>43.718518</td>\n","      <td>-79.464763</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>M7A</td>\n","      <td>Downtown Toronto</td>\n","      <td>Queen's Park, Ontario Provincial Government</td>\n","      <td>43.662301</td>\n","      <td>-79.389494</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>98</th>\n","      <td>M8X</td>\n","      <td>Etobicoke</td>\n","      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n","      <td>43.653654</td>\n","      <td>-79.506944</td>\n","    </tr>\n","    <tr>\n","      <th>99</th>\n","      <td>M4Y</td>\n","      <td>Downtown Toronto</td>\n","      <td>Church and Wellesley</td>\n","      <td>43.665860</td>\n","      <td>-79.383160</td>\n","    </tr>\n","    <tr>\n","      <th>100</th>\n","      <td>M7Y</td>\n","      <td>East Toronto</td>\n","      <td>Business reply mail Processing Centre, South C...</td>\n","      <td>43.662744</td>\n","      <td>-79.321558</td>\n","    </tr>\n","    <tr>\n","      <th>101</th>\n","      <td>M8Y</td>\n","      <td>Etobicoke</td>\n","      <td>Old Mill South, King's Mill Park, Sunnylea, Hu...</td>\n","      <td>43.636258</td>\n","      <td>-79.498509</td>\n","    </tr>\n","    <tr>\n","      <th>102</th>\n","      <td>M8Z</td>\n","      <td>Etobicoke</td>\n","      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n","      <td>43.628841</td>\n","      <td>-79.520999</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>103 rows × 5 columns</p>\n","</div>"],"text/plain":["    Postal Code           Borough  ...   Latitude  Longitude\n","0           M3A        North York  ...  43.753259 -79.329656\n","1           M4A        North York  ...  43.725882 -79.315572\n","2           M5A  Downtown Toronto  ...  43.654260 -79.360636\n","3           M6A        North York  ...  43.718518 -79.464763\n","4           M7A  Downtown Toronto  ...  43.662301 -79.389494\n","..          ...               ...  ...        ...        ...\n","98          M8X         Etobicoke  ...  43.653654 -79.506944\n","99          M4Y  Downtown Toronto  ...  43.665860 -79.383160\n","100         M7Y      East Toronto  ...  43.662744 -79.321558\n","101         M8Y         Etobicoke  ...  43.636258 -79.498509\n","102         M8Z         Etobicoke  ...  43.628841 -79.520999\n","\n","[103 rows x 5 columns]"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"code","metadata":{"id":"yZggQ2wukqrb","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597498805187,"user_tz":-330,"elapsed":14239,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"e0968b0d-8490-482a-ced3-139ed04671db"},"source":["combined_data.shape"],"execution_count":20,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(103, 5)"]},"metadata":{"tags":[]},"execution_count":20}]},{"cell_type":"markdown","metadata":{"id":"iGkVgUeGlmDL","colab_type":"text"},"source":["**Solution:** We get 103 rows as expected when we do a inner join, so we have good data."]},{"cell_type":"markdown","metadata":{"id":"VD4pf99BtHi2","colab_type":"text"},"source":["# Question 3"]},{"cell_type":"markdown","metadata":{"id":"4IeqtDxzRxUV","colab_type":"text"},"source":["Drawing inspiration from the previous lab where we cluster the neighbourhood of NYC, We cluster Toronto based on the similarities of the venues categories using Kmeans clustering and Foursquare API."]},{"cell_type":"code","metadata":{"id":"wTVVWScqtKKh","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1597498805188,"user_tz":-330,"elapsed":14234,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}}},"source":["from geopy.geocoders import Nominatim "],"execution_count":21,"outputs":[]},{"cell_type":"code","metadata":{"id":"9u5kNj_LTC5z","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597498806514,"user_tz":-330,"elapsed":15543,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"52eea32c-eb50-41d7-c163-71f0286c4954"},"source":["address = 'Toronto, Ontario'\n","\n","geolocator = Nominatim(user_agent=\"toronto_explorer\")\n","location = geolocator.geocode(address)\n","latitude = location.latitude\n","longitude = location.longitude\n","print('The coordinates of Toronto are {}, {}.'.format(latitude, longitude))"],"execution_count":22,"outputs":[{"output_type":"stream","text":["The coordinates of Toronto are 43.6534817, -79.3839347.\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"seiKLd-3Tfpm","colab_type":"text"},"source":["Let's visualize the map of Toronto"]},{"cell_type":"code","metadata":{"id":"PbEx0_rATl2P","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1597498806516,"user_tz":-330,"elapsed":15538,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}}},"source":["import folium"],"execution_count":23,"outputs":[]},{"cell_type":"code","metadata":{"id":"jD5bfsKvTbP0","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":743},"executionInfo":{"status":"ok","timestamp":1597499445471,"user_tz":-330,"elapsed":1101,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"fd95bb29-2e56-4111-8881-0b9a3094b627"},"source":["# Creating the map of Toronto\n","map_Toronto = folium.Map(location=[latitude, longitude], zoom_start=11)\n","\n","# adding markers to map\n","for latitude, longitude, borough, neighbourhood in zip(combined_data['Latitude'], combined_data['Longitude'], combined_data['Borough'], combined_data['Neighbourhood']):\n","    label = '{}, {}'.format(neighbourhood, borough)\n","    label = folium.Popup(label, parse_html=True)\n","    folium.CircleMarker(\n","        [latitude, longitude],\n","        radius=5,\n","        popup=label,\n","        color='red',\n","        fill=True\n","        ).add_to(map_Toronto)  \n","    \n","map_Toronto"],"execution_count":60,"outputs":[{"output_type":"execute_result","data":{"text/html":["<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>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS=false; L_NO_TOUCH=false; L_DISABLE_3D=false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.4.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.4.0/dist/leaflet.css"/>
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    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
    <meta name="viewport" content="width=device-width,
        initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
    <style>#map_1204698bffa84997b4935ed2ec21960f {
        position: relative;
        width: 100.0%;
        height: 100.0%;
        left: 0.0%;
        top: 0.0%;
        }
    </style>
</head>
<body>    
    
    <div class="folium-map" id="map_1204698bffa84997b4935ed2ec21960f" ></div>
</body>
<script>    
    
    
        var bounds = null;
    

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        maxBounds: bounds,
        layers: [],
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        "attribution": null,
        "detectRetina": false,
        "maxNativeZoom": 18,
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        "minZoom": 0,
        "noWrap": false,
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  "fill": true,
  "fillColor": "red",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
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            circle_marker_6966cd1955b74f459a95599673aa8d35.bindPopup(popup_24a1f07d00624134a7d0c7d9103ca151)
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                var html_af920b9546484df894ec13bdc5153a56 = $(`<div id="html_af920b9546484df894ec13bdc5153a56" style="width: 100.0%; height: 100.0%;">Regent Park, Harbourfront, Downtown Toronto</div>`)[0];
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'EOOOZ3EF5N0FOMNUJVTDV0SXVUVVEBMWPFXMNBK1R5K4H55A'\n","VERSION = '20180605' # Foursquare API version\n","\n","print('Your credentails:')\n","print('CLIENT_ID: ' + CLIENT_ID)\n","print('CLIENT_SECRET:' + CLIENT_SECRET)"],"execution_count":28,"outputs":[{"output_type":"stream","text":["Your credentails:\n","CLIENT_ID: LDIJF4KI5VGMMA3NNDLFZWHR12TCMNTUL0TUC3QPZ3SJD040\n","CLIENT_SECRET:EOOOZ3EF5N0FOMNUJVTDV0SXVUVVEBMWPFXMNBK1R5K4H55A\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"hqjYx2M1WW-c","colab_type":"text"},"source":["Next, we create a function to get all the venue categories in Toronto"]},{"cell_type":"code","metadata":{"id":"eEzXOTWNWLi0","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1597498863148,"user_tz":-330,"elapsed":1182,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}}},"source":["def getNearbyVenues(names, latitudes, longitudes, radius=500):\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={}'.format(\n","            CLIENT_ID, \n","            CLIENT_SECRET, \n","            VERSION, \n","            lat, \n","            lng, \n","            radius\n","            )\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']['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 = ['Neighbourhood', \n","                  'Neighbourhood Latitude', \n","                  'Neighbourhood Longitude', \n","                  'Venue', \n","                  'Venue Category']\n","    \n","    return(nearby_venues)"],"execution_count":29,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"r3C3JQ6XW7Uk","colab_type":"text"},"source":["Collecting the venues in Toronto for each Neighbourhood"]},{"cell_type":"code","metadata":{"id":"sNSD-GGpW5Ak","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1597498951143,"user_tz":-330,"elapsed":85413,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"57d4cd08-5fae-4d3d-a095-995683e6d34d"},"source":["venues_in_toronto = getNearbyVenues(combined_data['Neighbourhood'], combined_data['Latitude'], combined_data['Longitude'])"],"execution_count":30,"outputs":[{"output_type":"stream","text":["Parkwoods\n","Victoria Village\n","Regent Park, Harbourfront\n","Lawrence Manor, Lawrence Heights\n","Queen's Park, Ontario Provincial Government\n","Islington Avenue, Humber Valley Village\n","Malvern, Rouge\n","Don Mills\n","Parkview Hill, Woodbine Gardens\n","Garden District, Ryerson\n","Glencairn\n","West Deane Park, Princess Gardens, Martin Grove, Islington, Cloverdale\n","Rouge Hill, Port Union, Highland Creek\n","Don Mills\n","Woodbine Heights\n","St. James Town\n","Humewood-Cedarvale\n","Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood\n","Guildwood, Morningside, West Hill\n","The Beaches\n","Berczy Park\n","Caledonia-Fairbanks\n","Woburn\n","Leaside\n","Central Bay Street\n","Christie\n","Cedarbrae\n","Hillcrest Village\n","Bathurst Manor, Wilson Heights, Downsview North\n","Thorncliffe Park\n","Richmond, Adelaide, King\n","Dufferin, Dovercourt Village\n","Scarborough Village\n","Fairview, Henry Farm, Oriole\n","Northwood Park, York University\n","East Toronto, Broadview North (Old East York)\n","Harbourfront East, Union Station, Toronto Islands\n","Little Portugal, Trinity\n","Kennedy Park, Ionview, East Birchmount Park\n","Bayview Village\n","Downsview\n","The Danforth West, Riverdale\n","Toronto Dominion Centre, Design Exchange\n","Brockton, Parkdale Village, Exhibition Place\n","Golden Mile, Clairlea, Oakridge\n","York Mills, Silver Hills\n","Downsview\n","India Bazaar, The Beaches West\n","Commerce Court, Victoria Hotel\n","North Park, Maple Leaf Park, Upwood Park\n","Humber Summit\n","Cliffside, Cliffcrest, Scarborough Village West\n","Willowdale, Newtonbrook\n","Downsview\n","Studio District\n","Bedford Park, Lawrence Manor East\n","Del Ray, Mount Dennis, Keelsdale and Silverthorn\n","Humberlea, Emery\n","Birch Cliff, Cliffside West\n","Willowdale, Willowdale East\n","Downsview\n","Lawrence Park\n","Roselawn\n","Runnymede, The Junction North\n","Weston\n","Dorset Park, Wexford Heights, Scarborough Town Centre\n","York Mills West\n","Davisville North\n","Forest Hill North & West, Forest Hill Road Park\n","High Park, The Junction South\n","Westmount\n","Wexford, Maryvale\n","Willowdale, Willowdale West\n","North Toronto West, Lawrence Park\n","The Annex, North Midtown, Yorkville\n","Parkdale, Roncesvalles\n","Canada Post Gateway Processing Centre\n","Kingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens\n","Agincourt\n","Davisville\n","University of Toronto, Harbord\n","Runnymede, Swansea\n","Clarks Corners, Tam O'Shanter, Sullivan\n","Moore Park, Summerhill East\n","Kensington Market, Chinatown, Grange Park\n","Milliken, Agincourt North, Steeles East, L'Amoreaux East\n","Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park\n","CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst Quay, South Niagara, Island airport\n","New Toronto, Mimico South, Humber Bay Shores\n","South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens\n","Steeles West, L'Amoreaux West\n","Rosedale\n","Stn A PO Boxes\n","Alderwood, Long Branch\n","Northwest, West Humber - Clairville\n","Upper Rouge\n","St. James Town, Cabbagetown\n","First Canadian Place, Underground city\n","The Kingsway, Montgomery Road, Old Mill North\n","Church and Wellesley\n","Business reply mail Processing Centre, South Central Letter Processing Plant Toronto\n","Old Mill South, King's Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East\n","Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"mWajIR41XbzY","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597498952236,"user_tz":-330,"elapsed":1056,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"e339c559-9c27-420b-9302-4566cb61e181"},"source":["venues_in_toronto.shape"],"execution_count":31,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1317, 5)"]},"metadata":{"tags":[]},"execution_count":31}]},{"cell_type":"markdown","metadata":{"id":"MYazJWn5Z02L","colab_type":"text"},"source":["So we have 1317 records and 5 columns. Checking sample data\n"]},{"cell_type":"code","metadata":{"id":"y87jJksZZvE9","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":204},"executionInfo":{"status":"ok","timestamp":1597498952237,"user_tz":-330,"elapsed":1037,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"fb1d0e7f-6651-4b5c-bd4f-b0465d33fe46"},"source":["venues_in_toronto.head()"],"execution_count":32,"outputs":[{"output_type":"execute_result","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>Neighbourhood</th>\n","      <th>Neighbourhood Latitude</th>\n","      <th>Neighbourhood Longitude</th>\n","      <th>Venue</th>\n","      <th>Venue Category</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Parkwoods</td>\n","      <td>43.753259</td>\n","      <td>-79.329656</td>\n","      <td>Brookbanks Park</td>\n","      <td>Park</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Parkwoods</td>\n","      <td>43.753259</td>\n","      <td>-79.329656</td>\n","      <td>Variety Store</td>\n","      <td>Food &amp; Drink Shop</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Victoria Village</td>\n","      <td>43.725882</td>\n","      <td>-79.315572</td>\n","      <td>Victoria Village Arena</td>\n","      <td>Hockey Arena</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Victoria Village</td>\n","      <td>43.725882</td>\n","      <td>-79.315572</td>\n","      <td>Tim Hortons</td>\n","      <td>Coffee Shop</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Victoria Village</td>\n","      <td>43.725882</td>\n","      <td>-79.315572</td>\n","      <td>Portugril</td>\n","      <td>Portuguese Restaurant</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      Neighbourhood  ...         Venue Category\n","0         Parkwoods  ...                   Park\n","1         Parkwoods  ...      Food & Drink Shop\n","2  Victoria Village  ...           Hockey Arena\n","3  Victoria Village  ...            Coffee Shop\n","4  Victoria Village  ...  Portuguese Restaurant\n","\n","[5 rows x 5 columns]"]},"metadata":{"tags":[]},"execution_count":32}]},{"cell_type":"markdown","metadata":{"id":"p3TmnMe1edmz","colab_type":"text"},"source":["Checking the Venues based on Neighbourhood"]},{"cell_type":"code","metadata":{"id":"_EYXBqxkZ7E3","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"status":"ok","timestamp":1597498952239,"user_tz":-330,"elapsed":1022,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"94e45678-836b-4e10-d7ef-e47dcc6ebf4c"},"source":["venues_in_toronto.groupby('Neighbourhood').head()"],"execution_count":33,"outputs":[{"output_type":"execute_result","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>Neighbourhood</th>\n","      <th>Neighbourhood Latitude</th>\n","      <th>Neighbourhood Longitude</th>\n","      <th>Venue</th>\n","      <th>Venue Category</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Parkwoods</td>\n","      <td>43.753259</td>\n","      <td>-79.329656</td>\n","      <td>Brookbanks Park</td>\n","      <td>Park</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Parkwoods</td>\n","      <td>43.753259</td>\n","      <td>-79.329656</td>\n","      <td>Variety Store</td>\n","      <td>Food &amp; Drink Shop</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Victoria Village</td>\n","      <td>43.725882</td>\n","      <td>-79.315572</td>\n","      <td>Victoria Village Arena</td>\n","      <td>Hockey Arena</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Victoria Village</td>\n","      <td>43.725882</td>\n","      <td>-79.315572</td>\n","      <td>Tim Hortons</td>\n","      <td>Coffee Shop</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Victoria Village</td>\n","      <td>43.725882</td>\n","      <td>-79.315572</td>\n","      <td>Portugril</td>\n","      <td>Portuguese Restaurant</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1302</th>\n","      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n","      <td>43.628841</td>\n","      <td>-79.520999</td>\n","      <td>Wingporium</td>\n","      <td>Wings Joint</td>\n","    </tr>\n","    <tr>\n","      <th>1303</th>\n","      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n","      <td>43.628841</td>\n","      <td>-79.520999</td>\n","      <td>South St. Burger</td>\n","      <td>Burger Joint</td>\n","    </tr>\n","    <tr>\n","      <th>1304</th>\n","      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n","      <td>43.628841</td>\n","      <td>-79.520999</td>\n","      <td>Dollarama</td>\n","      <td>Discount Store</td>\n","    </tr>\n","    <tr>\n","      <th>1305</th>\n","      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n","      <td>43.628841</td>\n","      <td>-79.520999</td>\n","      <td>Healthy Planet</td>\n","      <td>Supplement Shop</td>\n","    </tr>\n","    <tr>\n","      <th>1306</th>\n","      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n","      <td>43.628841</td>\n","      <td>-79.520999</td>\n","      <td>Artisano Bakery Café</td>\n","      <td>Bakery</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>405 rows × 5 columns</p>\n","</div>"],"text/plain":["                                          Neighbourhood  ...         Venue Category\n","0                                             Parkwoods  ...                   Park\n","1                                             Parkwoods  ...      Food & Drink Shop\n","2                                      Victoria Village  ...           Hockey Arena\n","3                                      Victoria Village  ...            Coffee Shop\n","4                                      Victoria Village  ...  Portuguese Restaurant\n","...                                                 ...  ...                    ...\n","1302  Mimico NW, The Queensway West, South of Bloor,...  ...            Wings Joint\n","1303  Mimico NW, The Queensway West, South of Bloor,...  ...           Burger Joint\n","1304  Mimico NW, The Queensway West, South of Bloor,...  ...         Discount Store\n","1305  Mimico NW, The Queensway West, South of Bloor,...  ...        Supplement Shop\n","1306  Mimico NW, The Queensway West, South of Bloor,...  ...                 Bakery\n","\n","[405 rows x 5 columns]"]},"metadata":{"tags":[]},"execution_count":33}]},{"cell_type":"markdown","metadata":{"id":"uVLIXh3HepjM","colab_type":"text"},"source":["So there are 405 records for each neighbourhood.\n","\n","Checking for the maximum venue categories"]},{"cell_type":"code","metadata":{"id":"OelLBmpbc-0a","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":450},"executionInfo":{"status":"ok","timestamp":1597498952571,"user_tz":-330,"elapsed":1339,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"d40cbf01-0c93-421d-892e-808752e4555a"},"source":["venues_in_toronto.groupby('Venue Category').max()"],"execution_count":34,"outputs":[{"output_type":"execute_result","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>Neighbourhood</th>\n","      <th>Neighbourhood Latitude</th>\n","      <th>Neighbourhood Longitude</th>\n","      <th>Venue</th>\n","    </tr>\n","    <tr>\n","      <th>Venue Category</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Accessories Store</th>\n","      <td>Lawrence Manor, Lawrence Heights</td>\n","      <td>43.718518</td>\n","      <td>-79.464763</td>\n","      <td>Ardene Shoes Outlet</td>\n","    </tr>\n","    <tr>\n","      <th>Airport</th>\n","      <td>Downsview</td>\n","      <td>43.737473</td>\n","      <td>-79.394420</td>\n","      <td>Toronto Downsview Airport (YZD)</td>\n","    </tr>\n","    <tr>\n","      <th>Airport Food Court</th>\n","      <td>CN Tower, King and Spadina, Railway Lands, Har...</td>\n","      <td>43.628947</td>\n","      <td>-79.394420</td>\n","      <td>Billy Bishop Café</td>\n","    </tr>\n","    <tr>\n","      <th>Airport Gate</th>\n","      <td>CN Tower, King and Spadina, Railway Lands, Har...</td>\n","      <td>43.628947</td>\n","      <td>-79.394420</td>\n","      <td>Gate 8</td>\n","    </tr>\n","    <tr>\n","      <th>Airport Lounge</th>\n","      <td>CN Tower, King and Spadina, Railway Lands, Har...</td>\n","      <td>43.628947</td>\n","      <td>-79.394420</td>\n","      <td>Porter Lounge</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>Warehouse Store</th>\n","      <td>Thorncliffe Park</td>\n","      <td>43.705369</td>\n","      <td>-79.349372</td>\n","      <td>Costco</td>\n","    </tr>\n","    <tr>\n","      <th>Wine Bar</th>\n","      <td>Studio District</td>\n","      <td>43.659526</td>\n","      <td>-79.340923</td>\n","      <td>Paris Paris Bar</td>\n","    </tr>\n","    <tr>\n","      <th>Wings Joint</th>\n","      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n","      <td>43.628841</td>\n","      <td>-79.520999</td>\n","      <td>Wingporium</td>\n","    </tr>\n","    <tr>\n","      <th>Women's Store</th>\n","      <td>Caledonia-Fairbanks</td>\n","      <td>43.689026</td>\n","      <td>-79.453512</td>\n","      <td>Maximum Woman</td>\n","    </tr>\n","    <tr>\n","      <th>Yoga Studio</th>\n","      <td>University of Toronto, Harbord</td>\n","      <td>43.715383</td>\n","      <td>-79.340923</td>\n","      <td>YogaSpace</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>232 rows × 4 columns</p>\n","</div>"],"text/plain":["                                                        Neighbourhood  ...                            Venue\n","Venue Category                                                         ...                                 \n","Accessories Store                    Lawrence Manor, Lawrence Heights  ...              Ardene Shoes Outlet\n","Airport                                                     Downsview  ...  Toronto Downsview Airport (YZD)\n","Airport Food Court  CN Tower, King and Spadina, Railway Lands, Har...  ...                Billy Bishop Café\n","Airport Gate        CN Tower, King and Spadina, Railway Lands, Har...  ...                           Gate 8\n","Airport Lounge      CN Tower, King and Spadina, Railway Lands, Har...  ...                    Porter Lounge\n","...                                                               ...  ...                              ...\n","Warehouse Store                                      Thorncliffe Park  ...                           Costco\n","Wine Bar                                              Studio District  ...                  Paris Paris Bar\n","Wings Joint         Mimico NW, The Queensway West, South of Bloor,...  ...                       Wingporium\n","Women's Store                                     Caledonia-Fairbanks  ...                    Maximum Woman\n","Yoga Studio                            University of Toronto, Harbord  ...                        YogaSpace\n","\n","[232 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":34}]},{"cell_type":"markdown","metadata":{"id":"8Zz5ulsMfDOK","colab_type":"text"},"source":["There are around 232 different types of Venue Categories. Interesting!"]},{"cell_type":"markdown","metadata":{"id":"jm_UpNpLf7CL","colab_type":"text"},"source":["## One Hot encoding the venue Categories"]},{"cell_type":"code","metadata":{"id":"JfBRo4eqe3Pt","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":473},"executionInfo":{"status":"ok","timestamp":1597498952572,"user_tz":-330,"elapsed":1325,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"513e4630-dfb0-4fc6-b8e6-0e03409208a6"},"source":["toronto_venue_cat = pd.get_dummies(venues_in_toronto[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n","toronto_venue_cat"],"execution_count":35,"outputs":[{"output_type":"execute_result","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>Accessories Store</th>\n","      <th>Airport</th>\n","      <th>Airport Food Court</th>\n","      <th>Airport Gate</th>\n","      <th>Airport Lounge</th>\n","      <th>Airport Service</th>\n","      <th>Airport Terminal</th>\n","      <th>American Restaurant</th>\n","      <th>Antique Shop</th>\n","      <th>Aquarium</th>\n","      <th>Art Gallery</th>\n","      <th>Art Museum</th>\n","      <th>Arts &amp; Crafts Store</th>\n","      <th>Asian Restaurant</th>\n","      <th>Athletics &amp; Sports</th>\n","      <th>Auto Garage</th>\n","      <th>BBQ Joint</th>\n","      <th>Baby Store</th>\n","      <th>Bagel Shop</th>\n","      <th>Bakery</th>\n","      <th>Bank</th>\n","      <th>Bar</th>\n","      <th>Baseball Field</th>\n","      <th>Basketball Court</th>\n","      <th>Basketball Stadium</th>\n","      <th>Beer Bar</th>\n","      <th>Beer Store</th>\n","      <th>Belgian Restaurant</th>\n","      <th>Bike Shop</th>\n","      <th>Bistro</th>\n","      <th>Boat or Ferry</th>\n","      <th>Bookstore</th>\n","      <th>Boutique</th>\n","      <th>Breakfast Spot</th>\n","      <th>Brewery</th>\n","      <th>Bridal Shop</th>\n","      <th>Bubble Tea Shop</th>\n","      <th>Burger Joint</th>\n","      <th>Burrito Place</th>\n","      <th>Bus Line</th>\n","      <th>...</th>\n","      <th>Sculpture Garden</th>\n","      <th>Seafood Restaurant</th>\n","      <th>Shopping Mall</th>\n","      <th>Skate Park</th>\n","      <th>Skating Rink</th>\n","      <th>Smoke Shop</th>\n","      <th>Smoothie Shop</th>\n","      <th>Snack Place</th>\n","      <th>Soccer Field</th>\n","      <th>Social Club</th>\n","      <th>Spa</th>\n","      <th>Speakeasy</th>\n","      <th>Sporting Goods Shop</th>\n","      <th>Sports Bar</th>\n","      <th>Stadium</th>\n","      <th>Stationery Store</th>\n","      <th>Steakhouse</th>\n","      <th>Supermarket</th>\n","      <th>Supplement Shop</th>\n","      <th>Sushi Restaurant</th>\n","      <th>Swim School</th>\n","      <th>Tailor Shop</th>\n","      <th>Taiwanese Restaurant</th>\n","      <th>Tanning Salon</th>\n","      <th>Tennis Court</th>\n","      <th>Thai Restaurant</th>\n","      <th>Theater</th>\n","      <th>Theme Restaurant</th>\n","      <th>Toy / Game Store</th>\n","      <th>Trail</th>\n","      <th>Train Station</th>\n","      <th>Turkish Restaurant</th>\n","      <th>Vegetarian / Vegan Restaurant</th>\n","      <th>Video Game Store</th>\n","      <th>Vietnamese Restaurant</th>\n","      <th>Warehouse Store</th>\n","      <th>Wine Bar</th>\n","      <th>Wings Joint</th>\n","      <th>Women's Store</th>\n","      <th>Yoga Studio</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>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","      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<th>1315</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>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","      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<td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <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>1317 rows × 232 columns</p>\n","</div>"],"text/plain":["      Accessories Store  Airport  ...  Women's Store  Yoga Studio\n","0                     0        0  ...              0            0\n","1                     0        0  ...              0            0\n","2                     0        0  ...              0            0\n","3                     0        0  ...              0            0\n","4                     0        0  ...              0            0\n","...                 ...      ...  ...            ...          ...\n","1312                  0        0  ...              0            0\n","1313                  0        0  ...              0            0\n","1314                  0        0  ...              0            0\n","1315                  0        0  ...              0            0\n","1316                  0        0  ...              0            0\n","\n","[1317 rows x 232 columns]"]},"metadata":{"tags":[]},"execution_count":35}]},{"cell_type":"markdown","metadata":{"id":"sPcSsdHTgQxY","colab_type":"text"},"source":["Adding the neighbourhood to the encoded dataframe"]},{"cell_type":"code","metadata":{"id":"EAi3ShqvgL5Q","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":287},"executionInfo":{"status":"ok","timestamp":1597498952574,"user_tz":-330,"elapsed":1310,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"7c038ca1-10f1-45ca-c20e-95541328b8cf"},"source":["toronto_venue_cat['Neighbourhood'] = venues_in_toronto['Neighbourhood'] \n","\n","# moving neighborhood column to the first column\n","fixed_columns = [toronto_venue_cat.columns[-1]] + list(toronto_venue_cat.columns[:-1])\n","toronto_venue_cat = toronto_venue_cat[fixed_columns]\n","\n","toronto_venue_cat.head()"],"execution_count":36,"outputs":[{"output_type":"execute_result","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>Neighbourhood</th>\n","      <th>Accessories Store</th>\n","      <th>Airport</th>\n","      <th>Airport Food Court</th>\n","      <th>Airport Gate</th>\n","      <th>Airport Lounge</th>\n","      <th>Airport Service</th>\n","      <th>Airport Terminal</th>\n","      <th>American Restaurant</th>\n","      <th>Antique Shop</th>\n","      <th>Aquarium</th>\n","      <th>Art Gallery</th>\n","      <th>Art Museum</th>\n","      <th>Arts &amp; Crafts Store</th>\n","      <th>Asian Restaurant</th>\n","      <th>Athletics &amp; Sports</th>\n","      <th>Auto Garage</th>\n","      <th>BBQ Joint</th>\n","      <th>Baby Store</th>\n","      <th>Bagel Shop</th>\n","      <th>Bakery</th>\n","      <th>Bank</th>\n","      <th>Bar</th>\n","      <th>Baseball Field</th>\n","      <th>Basketball Court</th>\n","      <th>Basketball Stadium</th>\n","      <th>Beer Bar</th>\n","      <th>Beer Store</th>\n","      <th>Belgian Restaurant</th>\n","      <th>Bike Shop</th>\n","      <th>Bistro</th>\n","      <th>Boat or Ferry</th>\n","      <th>Bookstore</th>\n","      <th>Boutique</th>\n","      <th>Breakfast Spot</th>\n","      <th>Brewery</th>\n","      <th>Bridal Shop</th>\n","      <th>Bubble Tea Shop</th>\n","      <th>Burger Joint</th>\n","      <th>Burrito Place</th>\n","      <th>...</th>\n","      <th>Sculpture Garden</th>\n","      <th>Seafood Restaurant</th>\n","      <th>Shopping Mall</th>\n","      <th>Skate Park</th>\n","      <th>Skating Rink</th>\n","      <th>Smoke Shop</th>\n","      <th>Smoothie Shop</th>\n","      <th>Snack Place</th>\n","      <th>Soccer Field</th>\n","      <th>Social Club</th>\n","      <th>Spa</th>\n","      <th>Speakeasy</th>\n","      <th>Sporting Goods Shop</th>\n","      <th>Sports Bar</th>\n","      <th>Stadium</th>\n","      <th>Stationery Store</th>\n","      <th>Steakhouse</th>\n","      <th>Supermarket</th>\n","      <th>Supplement Shop</th>\n","      <th>Sushi Restaurant</th>\n","      <th>Swim School</th>\n","      <th>Tailor Shop</th>\n","      <th>Taiwanese Restaurant</th>\n","      <th>Tanning Salon</th>\n","      <th>Tennis Court</th>\n","      <th>Thai Restaurant</th>\n","      <th>Theater</th>\n","      <th>Theme Restaurant</th>\n","      <th>Toy / Game Store</th>\n","      <th>Trail</th>\n","      <th>Train Station</th>\n","      <th>Turkish Restaurant</th>\n","      <th>Vegetarian / Vegan Restaurant</th>\n","      <th>Video Game Store</th>\n","      <th>Vietnamese Restaurant</th>\n","      <th>Warehouse Store</th>\n","      <th>Wine Bar</th>\n","      <th>Wings Joint</th>\n","      <th>Women's Store</th>\n","      <th>Yoga Studio</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Parkwoods</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>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","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <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>Parkwoods</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>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","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <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>Victoria Village</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>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","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <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>Victoria Village</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>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","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <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>Victoria Village</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>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","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <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 × 233 columns</p>\n","</div>"],"text/plain":["      Neighbourhood  Accessories Store  ...  Women's Store  Yoga Studio\n","0         Parkwoods                  0  ...              0            0\n","1         Parkwoods                  0  ...              0            0\n","2  Victoria Village                  0  ...              0            0\n","3  Victoria Village                  0  ...              0            0\n","4  Victoria Village                  0  ...              0            0\n","\n","[5 rows x 233 columns]"]},"metadata":{"tags":[]},"execution_count":36}]},{"cell_type":"markdown","metadata":{"id":"oawCyCfkg6xv","colab_type":"text"},"source":["We will group the Neighbourhoods, calculate the mean venue categories in each Neighbourhood "]},{"cell_type":"code","metadata":{"id":"a8pce96ggYmz","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":389},"executionInfo":{"status":"ok","timestamp":1597498952945,"user_tz":-330,"elapsed":1666,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"2ae7b125-16b8-4a72-f47f-7825577bb2a0"},"source":["toronto_grouped = toronto_venue_cat.groupby('Neighbourhood').mean().reset_index()\n","toronto_grouped.head()"],"execution_count":37,"outputs":[{"output_type":"execute_result","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>Neighbourhood</th>\n","      <th>Accessories Store</th>\n","      <th>Airport</th>\n","      <th>Airport Food Court</th>\n","      <th>Airport Gate</th>\n","      <th>Airport Lounge</th>\n","      <th>Airport Service</th>\n","      <th>Airport Terminal</th>\n","      <th>American Restaurant</th>\n","      <th>Antique Shop</th>\n","      <th>Aquarium</th>\n","      <th>Art Gallery</th>\n","      <th>Art Museum</th>\n","      <th>Arts &amp; Crafts Store</th>\n","      <th>Asian Restaurant</th>\n","      <th>Athletics &amp; Sports</th>\n","      <th>Auto Garage</th>\n","      <th>BBQ Joint</th>\n","      <th>Baby Store</th>\n","      <th>Bagel Shop</th>\n","      <th>Bakery</th>\n","      <th>Bank</th>\n","      <th>Bar</th>\n","      <th>Baseball Field</th>\n","      <th>Basketball Court</th>\n","      <th>Basketball Stadium</th>\n","      <th>Beer Bar</th>\n","      <th>Beer Store</th>\n","      <th>Belgian Restaurant</th>\n","      <th>Bike Shop</th>\n","      <th>Bistro</th>\n","      <th>Boat or Ferry</th>\n","      <th>Bookstore</th>\n","      <th>Boutique</th>\n","      <th>Breakfast Spot</th>\n","      <th>Brewery</th>\n","      <th>Bridal Shop</th>\n","      <th>Bubble Tea Shop</th>\n","      <th>Burger Joint</th>\n","      <th>Burrito Place</th>\n","      <th>...</th>\n","      <th>Sculpture Garden</th>\n","      <th>Seafood Restaurant</th>\n","      <th>Shopping Mall</th>\n","      <th>Skate Park</th>\n","      <th>Skating Rink</th>\n","      <th>Smoke Shop</th>\n","      <th>Smoothie Shop</th>\n","      <th>Snack Place</th>\n","      <th>Soccer Field</th>\n","      <th>Social Club</th>\n","      <th>Spa</th>\n","      <th>Speakeasy</th>\n","      <th>Sporting Goods Shop</th>\n","      <th>Sports Bar</th>\n","      <th>Stadium</th>\n","      <th>Stationery Store</th>\n","      <th>Steakhouse</th>\n","      <th>Supermarket</th>\n","      <th>Supplement Shop</th>\n","      <th>Sushi Restaurant</th>\n","      <th>Swim School</th>\n","      <th>Tailor Shop</th>\n","      <th>Taiwanese Restaurant</th>\n","      <th>Tanning Salon</th>\n","      <th>Tennis Court</th>\n","      <th>Thai Restaurant</th>\n","      <th>Theater</th>\n","      <th>Theme Restaurant</th>\n","      <th>Toy / Game Store</th>\n","      <th>Trail</th>\n","      <th>Train Station</th>\n","      <th>Turkish Restaurant</th>\n","      <th>Vegetarian / Vegan Restaurant</th>\n","      <th>Video Game Store</th>\n","      <th>Vietnamese Restaurant</th>\n","      <th>Warehouse Store</th>\n","      <th>Wine Bar</th>\n","      <th>Wings Joint</th>\n","      <th>Women's Store</th>\n","      <th>Yoga Studio</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Agincourt</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.25</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>...</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.25</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Alderwood, Long Branch</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>...</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Bathurst Manor, Wilson Heights, Downsview North</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.090909</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.045455</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>...</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.045455</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.045455</td>\n","      <td>0.0</td>\n","      <td>0.045455</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Bayview Village</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.250000</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>...</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Bedford Park, Lawrence Manor East</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.04</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.04</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>...</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.00</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.000000</td>\n","      <td>0.0</td>\n","      <td>0.040000</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.04</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.04</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>5 rows × 233 columns</p>\n","</div>"],"text/plain":["                                     Neighbourhood  ...  Yoga Studio\n","0                                        Agincourt  ...          0.0\n","1                           Alderwood, Long Branch  ...          0.0\n","2  Bathurst Manor, Wilson Heights, Downsview North  ...          0.0\n","3                                  Bayview Village  ...          0.0\n","4                Bedford Park, Lawrence Manor East  ...          0.0\n","\n","[5 rows x 233 columns]"]},"metadata":{"tags":[]},"execution_count":37}]},{"cell_type":"markdown","metadata":{"id":"7zyb9rUCjIW7","colab_type":"text"},"source":["Let's make a function to get the top most common venue categories"]},{"cell_type":"code","metadata":{"id":"hd5y_SithLr1","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1597498952947,"user_tz":-330,"elapsed":1653,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}}},"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]"],"execution_count":38,"outputs":[]},{"cell_type":"code","metadata":{"id":"66YHle98jbYr","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1597498952948,"user_tz":-330,"elapsed":1641,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}}},"source":["import numpy as np"],"execution_count":39,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"uj_dGPq_jmUs","colab_type":"text"},"source":["There are way too many venue categories, we can take the top 10 to cluster the neighbourhoods"]},{"cell_type":"code","metadata":{"id":"LvRR_p-tjOk0","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":374},"executionInfo":{"status":"ok","timestamp":1597498953334,"user_tz":-330,"elapsed":2014,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"9f2d0deb-94f9-4be9-9f3c-b7e3f6e1b673"},"source":["num_top_venues = 10\n","\n","indicators = ['st', 'nd', 'rd']\n","\n","# create columns according to number of top venues\n","columns = ['Neighbourhood']\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['Neighbourhood'] = toronto_grouped['Neighbourhood']\n","\n","for ind in np.arange(toronto_grouped.shape[0]):\n","    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(toronto_grouped.iloc[ind, :], num_top_venues)\n","\n","neighborhoods_venues_sorted.head()"],"execution_count":40,"outputs":[{"output_type":"execute_result","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>Neighbourhood</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>Agincourt</td>\n","      <td>Latin American Restaurant</td>\n","      <td>Lounge</td>\n","      <td>Breakfast Spot</td>\n","      <td>Skating Rink</td>\n","      <td>Deli / Bodega</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","      <td>Discount Store</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Alderwood, Long Branch</td>\n","      <td>Pizza Place</td>\n","      <td>Coffee Shop</td>\n","      <td>Gym</td>\n","      <td>Pub</td>\n","      <td>Sandwich Place</td>\n","      <td>Yoga Studio</td>\n","      <td>Dim Sum Restaurant</td>\n","      <td>Deli / Bodega</td>\n","      <td>Department Store</td>\n","      <td>Dessert Shop</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Bathurst Manor, Wilson Heights, Downsview North</td>\n","      <td>Bank</td>\n","      <td>Coffee Shop</td>\n","      <td>Shopping Mall</td>\n","      <td>Fried Chicken Joint</td>\n","      <td>Supermarket</td>\n","      <td>Sushi Restaurant</td>\n","      <td>Deli / Bodega</td>\n","      <td>Restaurant</td>\n","      <td>Middle Eastern Restaurant</td>\n","      <td>Pizza Place</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Bayview Village</td>\n","      <td>Café</td>\n","      <td>Japanese Restaurant</td>\n","      <td>Chinese Restaurant</td>\n","      <td>Bank</td>\n","      <td>Deli / Bodega</td>\n","      <td>Eastern European Restaurant</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Bedford Park, Lawrence Manor East</td>\n","      <td>Sandwich Place</td>\n","      <td>Coffee Shop</td>\n","      <td>Italian Restaurant</td>\n","      <td>Restaurant</td>\n","      <td>Greek Restaurant</td>\n","      <td>Pizza Place</td>\n","      <td>Juice Bar</td>\n","      <td>Liquor Store</td>\n","      <td>Indian Restaurant</td>\n","      <td>Butcher</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                     Neighbourhood  ... 10th Most Common Venue\n","0                                        Agincourt  ...         Discount Store\n","1                           Alderwood, Long Branch  ...           Dessert Shop\n","2  Bathurst Manor, Wilson Heights, Downsview North  ...            Pizza Place\n","3                                  Bayview Village  ...    Distribution Center\n","4                Bedford Park, Lawrence Manor East  ...                Butcher\n","\n","[5 rows x 11 columns]"]},"metadata":{"tags":[]},"execution_count":40}]},{"cell_type":"markdown","metadata":{"id":"Tb7msVXLiVMJ","colab_type":"text"},"source":["Let's make the model to cluster our Neighbourhoods"]},{"cell_type":"code","metadata":{"id":"Ju-v31w8k957","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1597498954261,"user_tz":-330,"elapsed":2924,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}}},"source":["# import k-means from clustering stage\n","from sklearn.cluster import KMeans"],"execution_count":41,"outputs":[]},{"cell_type":"code","metadata":{"id":"b-Ex22aJiQ4n","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":68},"executionInfo":{"status":"ok","timestamp":1597498954262,"user_tz":-330,"elapsed":2913,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"d35aeb87-195c-471b-b78e-4264d3472bbb"},"source":["# set number of clusters\n","k_num_clusters = 5\n","\n","toronto_grouped_clustering = toronto_grouped.drop('Neighbourhood', 1)\n","\n","# run k-means clustering\n","kmeans = KMeans(n_clusters=k_num_clusters, random_state=0).fit(toronto_grouped_clustering)\n","kmeans"],"execution_count":42,"outputs":[{"output_type":"execute_result","data":{"text/plain":["KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n","       n_clusters=5, n_init=10, n_jobs=None, precompute_distances='auto',\n","       random_state=0, tol=0.0001, verbose=0)"]},"metadata":{"tags":[]},"execution_count":42}]},{"cell_type":"markdown","metadata":{"id":"qWvQJXAdkWvL","colab_type":"text"},"source":["Checking the labelling of our model"]},{"cell_type":"code","metadata":{"id":"pb8rJhdIia4c","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":102},"executionInfo":{"status":"ok","timestamp":1597498954264,"user_tz":-330,"elapsed":2901,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"2b060d72-6bb6-454b-b4b3-13c1489fd499"},"source":["kmeans.labels_[0:100]"],"execution_count":43,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n","       0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 3, 2, 0, 0, 0,\n","       2, 0, 2, 0, 0, 2, 1, 0, 0, 0, 2, 0, 0, 0, 3, 0, 0, 1, 0, 0, 0, 1,\n","       0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4,\n","       0, 1, 0, 0, 0, 0, 2], dtype=int32)"]},"metadata":{"tags":[]},"execution_count":43}]},{"cell_type":"markdown","metadata":{"id":"ysCud9t6kaiX","colab_type":"text"},"source":["Let's add the clustering Label column to the top 10 common venue categories"]},{"cell_type":"code","metadata":{"id":"1H6kDq_widL4","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1597498954265,"user_tz":-330,"elapsed":2887,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}}},"source":["neighborhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)"],"execution_count":44,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"7fJeRgRHl6OY","colab_type":"text"},"source":["Join toronto_grouped with combined_data on neighbourhood to add latitude & longitude for each neighborhood to prepare it for plotting"]},{"cell_type":"code","metadata":{"id":"9Y0AlZndliux","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":445},"executionInfo":{"status":"ok","timestamp":1597498954266,"user_tz":-330,"elapsed":2876,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"bb778a75-64fd-432a-ff75-45b305513771"},"source":["toronto_merged = combined_data\n","\n","toronto_merged = toronto_merged.join(neighborhoods_venues_sorted.set_index('Neighbourhood'), on='Neighbourhood')\n","\n","toronto_merged.head()"],"execution_count":45,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Postal Code</th>\n","      <th>Borough</th>\n","      <th>Neighbourhood</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>M3A</td>\n","      <td>North York</td>\n","      <td>Parkwoods</td>\n","      <td>43.753259</td>\n","      <td>-79.329656</td>\n","      <td>1.0</td>\n","      <td>Park</td>\n","      <td>Food &amp; Drink Shop</td>\n","      <td>Yoga Studio</td>\n","      <td>Curling Ice</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","      <td>Discount Store</td>\n","      <td>Diner</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>M4A</td>\n","      <td>North York</td>\n","      <td>Victoria Village</td>\n","      <td>43.725882</td>\n","      <td>-79.315572</td>\n","      <td>0.0</td>\n","      <td>Portuguese Restaurant</td>\n","      <td>Coffee Shop</td>\n","      <td>Pizza Place</td>\n","      <td>Hockey Arena</td>\n","      <td>Yoga Studio</td>\n","      <td>Dance Studio</td>\n","      <td>Deli / Bodega</td>\n","      <td>Department Store</td>\n","      <td>Dessert Shop</td>\n","      <td>Diner</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>M5A</td>\n","      <td>Downtown Toronto</td>\n","      <td>Regent Park, Harbourfront</td>\n","      <td>43.654260</td>\n","      <td>-79.360636</td>\n","      <td>0.0</td>\n","      <td>Coffee Shop</td>\n","      <td>Park</td>\n","      <td>Bakery</td>\n","      <td>Breakfast Spot</td>\n","      <td>Café</td>\n","      <td>Theater</td>\n","      <td>Restaurant</td>\n","      <td>Pub</td>\n","      <td>Chocolate Shop</td>\n","      <td>Yoga Studio</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>M6A</td>\n","      <td>North York</td>\n","      <td>Lawrence Manor, Lawrence Heights</td>\n","      <td>43.718518</td>\n","      <td>-79.464763</td>\n","      <td>0.0</td>\n","      <td>Furniture / Home Store</td>\n","      <td>Clothing Store</td>\n","      <td>Accessories Store</td>\n","      <td>Coffee Shop</td>\n","      <td>Boutique</td>\n","      <td>Event Space</td>\n","      <td>Vietnamese Restaurant</td>\n","      <td>General Entertainment</td>\n","      <td>Cuban Restaurant</td>\n","      <td>Dog Run</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>M7A</td>\n","      <td>Downtown Toronto</td>\n","      <td>Queen's Park, Ontario Provincial Government</td>\n","      <td>43.662301</td>\n","      <td>-79.389494</td>\n","      <td>0.0</td>\n","      <td>Coffee Shop</td>\n","      <td>Yoga Studio</td>\n","      <td>Sushi Restaurant</td>\n","      <td>Beer Bar</td>\n","      <td>Smoothie Shop</td>\n","      <td>Sandwich Place</td>\n","      <td>Café</td>\n","      <td>Portuguese Restaurant</td>\n","      <td>Persian Restaurant</td>\n","      <td>College Auditorium</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["  Postal Code           Borough  ... 9th Most Common Venue  10th Most Common Venue\n","0         M3A        North York  ...        Discount Store                   Diner\n","1         M4A        North York  ...          Dessert Shop                   Diner\n","2         M5A  Downtown Toronto  ...        Chocolate Shop             Yoga Studio\n","3         M6A        North York  ...      Cuban Restaurant                 Dog Run\n","4         M7A  Downtown Toronto  ...    Persian Restaurant      College Auditorium\n","\n","[5 rows x 16 columns]"]},"metadata":{"tags":[]},"execution_count":45}]},{"cell_type":"markdown","metadata":{"id":"KForYHhcmr4q","colab_type":"text"},"source":["Drop all the NaN values to prevent data skew"]},{"cell_type":"code","metadata":{"id":"PgCHHM6XmCKQ","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1597498954267,"user_tz":-330,"elapsed":2864,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}}},"source":["toronto_merged_nonan = toronto_merged.dropna(subset=['Cluster Labels'])"],"execution_count":46,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"B6V4-bolmyQH","colab_type":"text"},"source":["Plotting the clusters on the map"]},{"cell_type":"code","metadata":{"id":"vaZ3xg_Um1yS","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1597498954268,"user_tz":-330,"elapsed":2853,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}}},"source":["import matplotlib.cm as cm\n","import matplotlib.colors as colors"],"execution_count":47,"outputs":[]},{"cell_type":"code","metadata":{"id":"EJbRtYvwmwqf","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":743},"executionInfo":{"status":"ok","timestamp":1597500245033,"user_tz":-330,"elapsed":983,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"d1581dc6-aa3d-45ea-d1aa-5677c0f69100"},"source":["map_clusters = folium.Map(location=[latitude, longitude], zoom_start=11)\n","\n","# set color scheme for the clusters\n","x = np.arange(k_num_clusters)\n","ys = [i + x + (i*x)**2 for i in range(k_num_clusters)]\n","colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n","rainbow = [colors.rgb2hex(i) for i in colors_array]\n","\n","# add markers to the map\n","markers_colors = []\n","for lat, lon, poi, cluster in zip(toronto_merged_nonan['Latitude'], toronto_merged_nonan['Longitude'], toronto_merged_nonan['Neighbourhood'], toronto_merged_nonan['Cluster Labels']):\n","    label = folium.Popup('Cluster ' + str(int(cluster) +1) + '\\n' + str(poi) , parse_html=True)\n","    folium.CircleMarker(\n","        [lat, lon],\n","        radius=5,\n","        popup=label,\n","        color=rainbow[int(cluster-1)],\n","        fill=True,\n","        fill_color=rainbow[int(cluster-1)]\n","        ).add_to(map_clusters)\n","        \n","map_clusters"],"execution_count":73,"outputs":[{"output_type":"execute_result","data":{"text/html":["<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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  "fillRule": "evenodd",
  "lineCap": "round",
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_5bb650e14b344e3db51fe3ef29c3ea19 = L.popup({maxWidth: '100%'
            
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                var html_bd80d9dd73324458a635954867735f65 = $(`<div id="html_bd80d9dd73324458a635954867735f65" style="width: 100.0%; height: 100.0%;">Cluster 1 Victoria Village</div>`)[0];
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            circle_marker_c1a9058ff1794cd1937a501b850c691b.bindPopup(popup_5bb650e14b344e3db51fe3ef29c3ea19)
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            var circle_marker_ab73e91885474aaaa5a0536ef062c82c = L.circleMarker(
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  "lineCap": "round",
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                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_18176ee350894f29af55e162603b5a02 = L.popup({maxWidth: '100%'
            
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                var html_f5a1c3c2b8e94ed398ab52ee74d5c02b = $(`<div id="html_f5a1c3c2b8e94ed398ab52ee74d5c02b" style="width: 100.0%; height: 100.0%;">Cluster 1 Regent Park, Harbourfront</div>`)[0];
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            circle_marker_ab73e91885474aaaa5a0536ef062c82c.bindPopup(popup_18176ee350894f29af55e162603b5a02)
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            var circle_marker_b1289250ba3a4ba9930cfe70f35665c7 = L.circleMarker(
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            var popup_7ac2d3610d2846398e02c305c038c988 = L.popup({maxWidth: '100%'
            
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                var html_16c4baf8e8b54becb41b49a511185400 = $(`<div id="html_16c4baf8e8b54becb41b49a511185400" style="width: 100.0%; height: 100.0%;">Cluster 1 Lawrence Manor, Lawrence Heights</div>`)[0];
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            var popup_3c788b6fbe584b51a7947ae6c73b0c27 = L.popup({maxWidth: '100%'
            
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                var html_39b3fde04c4d49ff8669fc2fa3cbab62 = $(`<div id="html_39b3fde04c4d49ff8669fc2fa3cbab62" style="width: 100.0%; height: 100.0%;">Cluster 1 Queen&#39;s Park, Ontario Provincial Government</div>`)[0];
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}
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                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_c1cca6f429d7431986271234360a640c = L.popup({maxWidth: '100%'
            
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                var html_b6a1e4c9d0864582af822f5ee41bd9a4 = $(`<div id="html_b6a1e4c9d0864582af822f5ee41bd9a4" style="width: 100.0%; height: 100.0%;">Cluster 3 Malvern, Rouge</div>`)[0];
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}
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                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_430bc6eb0e904058bc795fac45e46d30 = L.popup({maxWidth: '100%'
            
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                var html_94b2c7178cc04acc9358920cabd7bc95 = $(`<div id="html_94b2c7178cc04acc9358920cabd7bc95" style="width: 100.0%; height: 100.0%;">Cluster 1 Don Mills</div>`)[0];
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            circle_marker_c87155eedac84b948108498425de69fd.bindPopup(popup_430bc6eb0e904058bc795fac45e46d30)
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                {
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            var popup_e196caa66cec4d9cae5a57f7e4dc061e = L.popup({maxWidth: '100%'
            
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                var html_4bb538e082414a90b9e331a1a0ebc24a = $(`<div id="html_4bb538e082414a90b9e331a1a0ebc24a" style="width: 100.0%; height: 100.0%;">Cluster 1 Parkview Hill, Woodbine Gardens</div>`)[0];
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            circle_marker_d20025e609fb410088790778af3ccc13.bindPopup(popup_e196caa66cec4d9cae5a57f7e4dc061e)
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            var circle_marker_628845c252f34156ab6005137eab06e4 = L.circleMarker(
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                {
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  "fill": true,
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}
                )
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            var popup_8e2b7439fce24e03a572fb1b4d17de38 = L.popup({maxWidth: '100%'
            
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                var html_bc4a3682f952415f8505ee4782682a07 = $(`<div id="html_bc4a3682f952415f8505ee4782682a07" style="width: 100.0%; height: 100.0%;">Cluster 1 Garden District, Ryerson</div>`)[0];
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            circle_marker_628845c252f34156ab6005137eab06e4.bindPopup(popup_8e2b7439fce24e03a572fb1b4d17de38)
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            var circle_marker_fc2672b0d1aa4f8687baf017fbab5f7e = L.circleMarker(
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                {
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_df286b5c63134d1db89418e2156763c8 = L.popup({maxWidth: '100%'
            
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                var html_742c0fb62245425fb41e6e1908294d6b = $(`<div id="html_742c0fb62245425fb41e6e1908294d6b" style="width: 100.0%; height: 100.0%;">Cluster 1 Glencairn</div>`)[0];
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            circle_marker_fc2672b0d1aa4f8687baf017fbab5f7e.bindPopup(popup_df286b5c63134d1db89418e2156763c8)
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                {
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  "fill": true,
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "opacity": 1.0,
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_42fc32870ce548c0bb4f6522471bde67 = L.popup({maxWidth: '100%'
            
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                var html_51f5403478f8416c91a8e75c91214a0c = $(`<div id="html_51f5403478f8416c91a8e75c91214a0c" style="width: 100.0%; height: 100.0%;">Cluster 1 Rouge Hill, Port Union, Highland Creek</div>`)[0];
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            circle_marker_9fb8fbffc50c4edcb22338e032a098c2.bindPopup(popup_42fc32870ce548c0bb4f6522471bde67)
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  "fill": true,
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_9d526cfa6be54cfc836ecab3237b715e = L.popup({maxWidth: '100%'
            
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                var html_a716ecc0326d444c8fe2118bfdb86ecb = $(`<div id="html_a716ecc0326d444c8fe2118bfdb86ecb" style="width: 100.0%; height: 100.0%;">Cluster 1 Don Mills</div>`)[0];
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            circle_marker_2b41e9939867499fad348a81819cb03f.bindPopup(popup_9d526cfa6be54cfc836ecab3237b715e)
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            var circle_marker_5ac17072b4d3406880a29c718512ccfd = L.circleMarker(
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                {
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_be017569aaec43e088685c3b2a4320bc = L.popup({maxWidth: '100%'
            
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                var html_25defd820ad6427caca96a65087ad331 = $(`<div id="html_25defd820ad6427caca96a65087ad331" style="width: 100.0%; height: 100.0%;">Cluster 1 Woodbine Heights</div>`)[0];
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            circle_marker_5ac17072b4d3406880a29c718512ccfd.bindPopup(popup_be017569aaec43e088685c3b2a4320bc)
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            var circle_marker_8e7ca6bf90074ff08ec25151f5bd18fd = L.circleMarker(
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                {
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  "lineJoin": "round",
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_096922b95e0f4d32acb5ae0a4462ad92 = L.popup({maxWidth: '100%'
            
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                var html_126dff70fd7f4a5caf6451e08c510640 = $(`<div id="html_126dff70fd7f4a5caf6451e08c510640" style="width: 100.0%; height: 100.0%;">Cluster 1 St. James Town</div>`)[0];
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            circle_marker_8e7ca6bf90074ff08ec25151f5bd18fd.bindPopup(popup_096922b95e0f4d32acb5ae0a4462ad92)
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            var circle_marker_c083ec556ac84f0faccc5e2885dd3c77 = L.circleMarker(
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  "fill": true,
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  "lineCap": "round",
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_e3f6567366264345a48d8f370e3a7d08 = L.popup({maxWidth: '100%'
            
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                var html_2fe3a15abcb54b44b4007ef100ced6dc = $(`<div id="html_2fe3a15abcb54b44b4007ef100ced6dc" style="width: 100.0%; height: 100.0%;">Cluster 3 Humewood-Cedarvale</div>`)[0];
                popup_e3f6567366264345a48d8f370e3a7d08.setContent(html_2fe3a15abcb54b44b4007ef100ced6dc);
            

            circle_marker_c083ec556ac84f0faccc5e2885dd3c77.bindPopup(popup_e3f6567366264345a48d8f370e3a7d08)
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            var circle_marker_58f9efd3ec6d46629cdaf80a3a69450f = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#ff0000",
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  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_5819e6acdf7b41ac9f34e5a935485850 = L.popup({maxWidth: '100%'
            
            });

            
                var html_0f13e841e6a942e5a42e2a31989cd9af = $(`<div id="html_0f13e841e6a942e5a42e2a31989cd9af" style="width: 100.0%; height: 100.0%;">Cluster 1 Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood</div>`)[0];
                popup_5819e6acdf7b41ac9f34e5a935485850.setContent(html_0f13e841e6a942e5a42e2a31989cd9af);
            

            circle_marker_58f9efd3ec6d46629cdaf80a3a69450f.bindPopup(popup_5819e6acdf7b41ac9f34e5a935485850)
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            var circle_marker_b7c05f990a274eb0a9d40101e4265d8a = L.circleMarker(
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  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_1f39ca05cbbb4a4da303898198e0349f = L.popup({maxWidth: '100%'
            
            });

            
                var html_7d199e4eb9954794aa0f03fc282cd027 = $(`<div id="html_7d199e4eb9954794aa0f03fc282cd027" style="width: 100.0%; height: 100.0%;">Cluster 1 Guildwood, Morningside, West Hill</div>`)[0];
                popup_1f39ca05cbbb4a4da303898198e0349f.setContent(html_7d199e4eb9954794aa0f03fc282cd027);
            

            circle_marker_b7c05f990a274eb0a9d40101e4265d8a.bindPopup(popup_1f39ca05cbbb4a4da303898198e0349f)
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            var circle_marker_6c862b5f034c46e59df58ff3883a058e = L.circleMarker(
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                {
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  "fill": true,
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  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_0b433088a79744b8adb8c0c40cb724ce = L.popup({maxWidth: '100%'
            
            });

            
                var html_262d93973375455c90291094fcf9ef5f = $(`<div id="html_262d93973375455c90291094fcf9ef5f" style="width: 100.0%; height: 100.0%;">Cluster 1 The Beaches</div>`)[0];
                popup_0b433088a79744b8adb8c0c40cb724ce.setContent(html_262d93973375455c90291094fcf9ef5f);
            

            circle_marker_6c862b5f034c46e59df58ff3883a058e.bindPopup(popup_0b433088a79744b8adb8c0c40cb724ce)
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            var circle_marker_7d8ac36775c1425bb747fa22c0161b4d = L.circleMarker(
                [43.644770799999996, -79.3733064],
                {
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
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            var popup_7ec076ce2e6746938fd85fcc98a38275 = L.popup({maxWidth: '100%'
            
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}
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                var html_dbaddb8767f54a2a96df1380ebd15e80 = $(`<div id="html_dbaddb8767f54a2a96df1380ebd15e80" style="width: 100.0%; height: 100.0%;">Cluster 2 Scarborough Village</div>`)[0];
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}
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                var html_f6e79989904d43759ed5d862fea7d8ac = $(`<div id="html_f6e79989904d43759ed5d862fea7d8ac" style="width: 100.0%; height: 100.0%;">Cluster 1 Fairview, Henry Farm, Oriole</div>`)[0];
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}
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                var html_db690c01aa0e467886a7825050264cff = $(`<div id="html_db690c01aa0e467886a7825050264cff" style="width: 100.0%; height: 100.0%;">Cluster 1 Northwood Park, York University</div>`)[0];
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}
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}
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_07a177cd186644a68c751189b88fbbfb = L.popup({maxWidth: '100%'
            
            });

            
                var html_b0ec1ea60ac945c39158f42539f660c1 = $(`<div id="html_b0ec1ea60ac945c39158f42539f660c1" style="width: 100.0%; height: 100.0%;">Cluster 1 Little Portugal, Trinity</div>`)[0];
                popup_07a177cd186644a68c751189b88fbbfb.setContent(html_b0ec1ea60ac945c39158f42539f660c1);
            

            circle_marker_81ad35f5717e4ca29ec0aeda03363ea0.bindPopup(popup_07a177cd186644a68c751189b88fbbfb)
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            var circle_marker_dbeed7f9e47b434eab1bab52f32f3c77 = L.circleMarker(
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  "fill": true,
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "stroke": true,
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_16e42bf1ced949779073ca8f412df69b = L.popup({maxWidth: '100%'
            
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                var html_e9818039102049a59d52a58361bfedde = $(`<div id="html_e9818039102049a59d52a58361bfedde" style="width: 100.0%; height: 100.0%;">Cluster 1 Kennedy Park, Ionview, East Birchmount Park</div>`)[0];
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            circle_marker_dbeed7f9e47b434eab1bab52f32f3c77.bindPopup(popup_16e42bf1ced949779073ca8f412df69b)
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            var circle_marker_04da53141cf34fa2a3352527d3fa3ba7 = L.circleMarker(
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  "fillOpacity": 0.2,
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                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_38c5d12437884c94b565fcebda576ddf = L.popup({maxWidth: '100%'
            
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                var html_47475b90d267484288ad33a82f8e1825 = $(`<div id="html_47475b90d267484288ad33a82f8e1825" style="width: 100.0%; height: 100.0%;">Cluster 1 Bayview Village</div>`)[0];
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            circle_marker_04da53141cf34fa2a3352527d3fa3ba7.bindPopup(popup_38c5d12437884c94b565fcebda576ddf)
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}
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            var popup_a1f860f9b49e4b9e800bb8b7df46047a = L.popup({maxWidth: '100%'
            
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                var html_3cb0f61cecd74c6ba07946b194c97be4 = $(`<div id="html_3cb0f61cecd74c6ba07946b194c97be4" style="width: 100.0%; height: 100.0%;">Cluster 1 Downsview</div>`)[0];
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}
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                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_26e9a1e48bd64af3b00f88e50daadd3b = L.popup({maxWidth: '100%'
            
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                var html_361b90a074d840c9aa3e1547289843b9 = $(`<div id="html_361b90a074d840c9aa3e1547289843b9" style="width: 100.0%; height: 100.0%;">Cluster 1 The Danforth West, Riverdale</div>`)[0];
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}
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            var popup_1e31a289b1f0476db91a84ae89a91b3f = L.popup({maxWidth: '100%'
            
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                var html_10387c2736174d828b87762f730ec1af = $(`<div id="html_10387c2736174d828b87762f730ec1af" style="width: 100.0%; height: 100.0%;">Cluster 1 Toronto Dominion Centre, Design Exchange</div>`)[0];
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  "fill": true,
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  "lineCap": "round",
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}
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                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_f6658c13648a41f5b3a3b2520ad8f5c5 = L.popup({maxWidth: '100%'
            
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                var html_9c056638853e4bfd97a7a3e353fc8289 = $(`<div id="html_9c056638853e4bfd97a7a3e353fc8289" style="width: 100.0%; height: 100.0%;">Cluster 1 Brockton, Parkdale Village, Exhibition Place</div>`)[0];
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_a1c0af4cd7a24a18862ff439431db1d9 = L.popup({maxWidth: '100%'
            
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                var html_7a94af00d85c4e758b6c1ad9169d40e9 = $(`<div id="html_7a94af00d85c4e758b6c1ad9169d40e9" style="width: 100.0%; height: 100.0%;">Cluster 3 Golden Mile, Clairlea, Oakridge</div>`)[0];
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}
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            var popup_f0beba4c77884779a6412ec3a15e423c = L.popup({maxWidth: '100%'
            
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            circle_marker_85013b57e5264f758d8d47947ab60cf2.bindPopup(popup_f0beba4c77884779a6412ec3a15e423c)
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  "fill": true,
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  "opacity": 1.0,
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_66b7e89b124d4a818e29528bdc960d49 = L.popup({maxWidth: '100%'
            
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                var html_c71febece47c47be85e565de224aa04d = $(`<div id="html_c71febece47c47be85e565de224aa04d" style="width: 100.0%; height: 100.0%;">Cluster 1 India Bazaar, The Beaches West</div>`)[0];
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_86bf24a77c924fafbcc20ed1fdb5765d = L.popup({maxWidth: '100%'
            
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}
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            var popup_760f1cc4cecb4905a507382799da7d60 = L.popup({maxWidth: '100%'
            
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}
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            var popup_b9275e62bf264c6e86d37fcc777a70ef = L.popup({maxWidth: '100%'
            
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            circle_marker_7e2d55bfabc14b259769b0779b6e8644.bindPopup(popup_b9275e62bf264c6e86d37fcc777a70ef)
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}
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            var popup_2fd03f23dee9479bae24747fb7f1b822 = L.popup({maxWidth: '100%'
            
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                var html_26171d88b754483f913fc40b8686fdfc = $(`<div id="html_26171d88b754483f913fc40b8686fdfc" style="width: 100.0%; height: 100.0%;">Cluster 1 Cliffside, Cliffcrest, Scarborough Village West</div>`)[0];
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}
                )
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            var popup_e2e72817d91b4f3c830514680d3a6806 = L.popup({maxWidth: '100%'
            
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                var html_63c4efa6623442678d0d562c76bf4738 = $(`<div id="html_63c4efa6623442678d0d562c76bf4738" style="width: 100.0%; height: 100.0%;">Cluster 2 Willowdale, Newtonbrook</div>`)[0];
                popup_e2e72817d91b4f3c830514680d3a6806.setContent(html_63c4efa6623442678d0d562c76bf4738);
            

            circle_marker_0676b32c559a4f20aa80e26fc72c7c48.bindPopup(popup_e2e72817d91b4f3c830514680d3a6806)
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_74f9435f7fe649169ca488b19b4aa7df = L.popup({maxWidth: '100%'
            
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                var html_04c5c4e70c2b49e4acc84d9b60a9da37 = $(`<div id="html_04c5c4e70c2b49e4acc84d9b60a9da37" style="width: 100.0%; height: 100.0%;">Cluster 1 Downsview</div>`)[0];
                popup_74f9435f7fe649169ca488b19b4aa7df.setContent(html_04c5c4e70c2b49e4acc84d9b60a9da37);
            

            circle_marker_a4ec19b5b037457593ac1adf6e8aa1b8.bindPopup(popup_74f9435f7fe649169ca488b19b4aa7df)
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            var circle_marker_9ba4f7d8f38542de8fb9f2ff10960628 = L.circleMarker(
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_4a21376e51ff4c9eb934d68682f65362 = L.popup({maxWidth: '100%'
            
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                var html_4ff05632389140bba01f13c9d54caad4 = $(`<div id="html_4ff05632389140bba01f13c9d54caad4" style="width: 100.0%; height: 100.0%;">Cluster 1 Studio District</div>`)[0];
                popup_4a21376e51ff4c9eb934d68682f65362.setContent(html_4ff05632389140bba01f13c9d54caad4);
            

            circle_marker_9ba4f7d8f38542de8fb9f2ff10960628.bindPopup(popup_4a21376e51ff4c9eb934d68682f65362)
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            var circle_marker_8b843a9ea93a498e9ec33eb3342f83eb = L.circleMarker(
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                {
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  "lineJoin": "round",
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  "stroke": true,
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_7ccdda878cd14ec6896d09d0e91f6395 = L.popup({maxWidth: '100%'
            
            });

            
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                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_63539e661a9848288ea8177b972f4910 = L.popup({maxWidth: '100%'
            
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                var html_da3f18611229497c9a588d2e8b0a5247 = $(`<div id="html_da3f18611229497c9a588d2e8b0a5247" style="width: 100.0%; height: 100.0%;">Cluster 3 Lawrence Park</div>`)[0];
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            var popup_9a374c4d310c49848bc75e5492ea870d = L.popup({maxWidth: '100%'
            
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            var popup_eadb089376fd48cd97b65acbe3fd8aba = L.popup({maxWidth: '100%'
            
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
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                var html_fdfee1ac09a348d4bf39ea38ac101ba4 = $(`<div id="html_fdfee1ac09a348d4bf39ea38ac101ba4" style="width: 100.0%; height: 100.0%;">Cluster 1 Forest Hill North &amp; West, Forest Hill Road Park</div>`)[0];
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
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                var html_60e71e4597d24593bcf42b2cbb2cdc73 = $(`<div id="html_60e71e4597d24593bcf42b2cbb2cdc73" style="width: 100.0%; height: 100.0%;">Cluster 1 High Park, The Junction South</div>`)[0];
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                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
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            circle_marker_67499e9461cb4abeb52acc4cf7f25e36.bindPopup(popup_f5ce7352bcd04fb09a7ee7dc78b2574f)
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                var html_0ae6dc24f3bb4420be09a957091b5173 = $(`<div id="html_0ae6dc24f3bb4420be09a957091b5173" style="width: 100.0%; height: 100.0%;">Cluster 1 Wexford, Maryvale</div>`)[0];
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_cf758b28dbf8431e85e5615854369f9c = L.popup({maxWidth: '100%'
            
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                var html_efbc38cabf3d4beb99e297d47889723a = $(`<div id="html_efbc38cabf3d4beb99e297d47889723a" style="width: 100.0%; height: 100.0%;">Cluster 1 Willowdale, Willowdale West</div>`)[0];
                popup_cf758b28dbf8431e85e5615854369f9c.setContent(html_efbc38cabf3d4beb99e297d47889723a);
            

            circle_marker_c53084fe9edc467b98a9efc3d16064ca.bindPopup(popup_cf758b28dbf8431e85e5615854369f9c)
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            var circle_marker_822a10f75a4c4363a19d1d26d407a8a2 = L.circleMarker(
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  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.2,
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                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_4326a2a8db4a4bddbe74f11fae4074f1 = L.popup({maxWidth: '100%'
            
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                var html_ee6ac1b5fbef4882939418e1a3c4b4df = $(`<div id="html_ee6ac1b5fbef4882939418e1a3c4b4df" style="width: 100.0%; height: 100.0%;">Cluster 1 North Toronto West, Lawrence Park</div>`)[0];
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            var circle_marker_8aa9ce885daf4c719aad4e67c7eeaeef = L.circleMarker(
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  "fill": true,
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  "fillRule": "evenodd",
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}
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                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_202a78481fb14cdb8eca99ffe68f2b1e = L.popup({maxWidth: '100%'
            
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                var html_4c5cfcd1a5eb43e9be21b161e5d1daa8 = $(`<div id="html_4c5cfcd1a5eb43e9be21b161e5d1daa8" style="width: 100.0%; height: 100.0%;">Cluster 1 The Annex, North Midtown, Yorkville</div>`)[0];
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            circle_marker_8aa9ce885daf4c719aad4e67c7eeaeef.bindPopup(popup_202a78481fb14cdb8eca99ffe68f2b1e)
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  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
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  "stroke": true,
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}
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                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_540b9bf3df074a7cba3980c2b0cfed6f = L.popup({maxWidth: '100%'
            
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                var html_e62c0055dcdd4cc49d1640ee8815c55c = $(`<div id="html_e62c0055dcdd4cc49d1640ee8815c55c" style="width: 100.0%; height: 100.0%;">Cluster 1 Parkdale, Roncesvalles</div>`)[0];
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  "fillOpacity": 0.2,
  "fillRule": "evenodd",
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}
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                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_cd643d4b271f490e88c3fcc613d09f2c = L.popup({maxWidth: '100%'
            
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                var html_a1292684626a48efbfdf143a404215a2 = $(`<div id="html_a1292684626a48efbfdf143a404215a2" style="width: 100.0%; height: 100.0%;">Cluster 1 Canada Post Gateway Processing Centre</div>`)[0];
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            circle_marker_ebe0b4b4662f4d14a7f3bfb9038dac53.bindPopup(popup_cd643d4b271f490e88c3fcc613d09f2c)
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                {
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "stroke": true,
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_3bce0bebde8847a986f9dbb6700b0ffd = L.popup({maxWidth: '100%'
            
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                var html_8927f7eae8fd45c0a5ba9f7d472504f9 = $(`<div id="html_8927f7eae8fd45c0a5ba9f7d472504f9" style="width: 100.0%; height: 100.0%;">Cluster 3 Kingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens</div>`)[0];
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            circle_marker_5ad2ee4c0d4645fcb42dec857f2de383.bindPopup(popup_3bce0bebde8847a986f9dbb6700b0ffd)
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            var circle_marker_622d47fcfbe74f67b8f12ebba62aee3d = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
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  "radius": 5,
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_8f0b8ad1e1ca4583a2078e09dfec7372 = L.popup({maxWidth: '100%'
            
            });

            
                var html_c1629a4bd18f447aa3b03de87b4ef4c6 = $(`<div id="html_c1629a4bd18f447aa3b03de87b4ef4c6" style="width: 100.0%; height: 100.0%;">Cluster 1 Agincourt</div>`)[0];
                popup_8f0b8ad1e1ca4583a2078e09dfec7372.setContent(html_c1629a4bd18f447aa3b03de87b4ef4c6);
            

            circle_marker_622d47fcfbe74f67b8f12ebba62aee3d.bindPopup(popup_8f0b8ad1e1ca4583a2078e09dfec7372)
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_fc2c8d1107c944069f47a43240e6fc09 = L.popup({maxWidth: '100%'
            
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                var html_800277c25114428bbed95e7e16d0d940 = $(`<div id="html_800277c25114428bbed95e7e16d0d940" style="width: 100.0%; height: 100.0%;">Cluster 1 Davisville</div>`)[0];
                popup_fc2c8d1107c944069f47a43240e6fc09.setContent(html_800277c25114428bbed95e7e16d0d940);
            

            circle_marker_7d84073dbc2a42ab962fd70ff0f856c8.bindPopup(popup_fc2c8d1107c944069f47a43240e6fc09)
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            var circle_marker_97365a59a6044bf987d15f1ab9e5c316 = L.circleMarker(
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                {
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  "fill": true,
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  "fillOpacity": 0.2,
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  "stroke": true,
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_149ece5a60084412b2e620a958778c9b = L.popup({maxWidth: '100%'
            
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                var html_45bb93c2e84a4c71829620470f2b175d = $(`<div id="html_45bb93c2e84a4c71829620470f2b175d" style="width: 100.0%; height: 100.0%;">Cluster 1 University of Toronto, Harbord</div>`)[0];
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            var circle_marker_295ef966c134462b825829e859b225f5 = L.circleMarker(
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                {
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_4e08f696158e44e8824cfd8d36b4134d = L.popup({maxWidth: '100%'
            
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                var html_2ebe54ee36e1475a8875d4d305eddadd = $(`<div id="html_2ebe54ee36e1475a8875d4d305eddadd" style="width: 100.0%; height: 100.0%;">Cluster 1 Runnymede, Swansea</div>`)[0];
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            circle_marker_295ef966c134462b825829e859b225f5.bindPopup(popup_4e08f696158e44e8824cfd8d36b4134d)
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            var circle_marker_891043edd4d940e5b62ba116bb004b5d = L.circleMarker(
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                {
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_ef0356130f01444b9c07eaef1dc4165e = L.popup({maxWidth: '100%'
            
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                var html_806143115a674528811f2968d81ae352 = $(`<div id="html_806143115a674528811f2968d81ae352" style="width: 100.0%; height: 100.0%;">Cluster 1 Clarks Corners, Tam O&#39;Shanter, Sullivan</div>`)[0];
                popup_ef0356130f01444b9c07eaef1dc4165e.setContent(html_806143115a674528811f2968d81ae352);
            

            circle_marker_891043edd4d940e5b62ba116bb004b5d.bindPopup(popup_ef0356130f01444b9c07eaef1dc4165e)
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            var circle_marker_bdc4b166026d4dfaa03eee7ed6666b3e = L.circleMarker(
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_dcbf1cb063ae4312a77d2261a9d3c014 = L.popup({maxWidth: '100%'
            
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                var html_4f433702bd1c40cdbc9ef2b7ee63bda0 = $(`<div id="html_4f433702bd1c40cdbc9ef2b7ee63bda0" style="width: 100.0%; height: 100.0%;">Cluster 1 Moore Park, Summerhill East</div>`)[0];
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            circle_marker_bdc4b166026d4dfaa03eee7ed6666b3e.bindPopup(popup_dcbf1cb063ae4312a77d2261a9d3c014)
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}
                )
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            var popup_0513dfaa3208402f99521fcbdd1a63ee = L.popup({maxWidth: '100%'
            
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                var html_2d5a529116334ba99e9bfcb0c535d9ec = $(`<div id="html_2d5a529116334ba99e9bfcb0c535d9ec" style="width: 100.0%; height: 100.0%;">Cluster 1 Kensington Market, Chinatown, Grange Park</div>`)[0];
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            circle_marker_3db5ffda3c2a4e46a142b857df480c22.bindPopup(popup_0513dfaa3208402f99521fcbdd1a63ee)
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                {
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_3ebfbd3fc6cc44eba22e09dab76aab80 = L.popup({maxWidth: '100%'
            
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                var html_323884ad3d01435aa22325d29494e012 = $(`<div id="html_323884ad3d01435aa22325d29494e012" style="width: 100.0%; height: 100.0%;">Cluster 2 Milliken, Agincourt North, Steeles East, L&#39;Amoreaux East</div>`)[0];
                popup_3ebfbd3fc6cc44eba22e09dab76aab80.setContent(html_323884ad3d01435aa22325d29494e012);
            

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            var circle_marker_d5989e5bcd20451da994b751dc52317a = L.circleMarker(
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_404c7401884d4771bf348fa893c6e0a8 = L.popup({maxWidth: '100%'
            
            });

            
                var html_67cdfecf63894273be108b67922ac388 = $(`<div id="html_67cdfecf63894273be108b67922ac388" style="width: 100.0%; height: 100.0%;">Cluster 1 Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park</div>`)[0];
                popup_404c7401884d4771bf348fa893c6e0a8.setContent(html_67cdfecf63894273be108b67922ac388);
            

            circle_marker_d5989e5bcd20451da994b751dc52317a.bindPopup(popup_404c7401884d4771bf348fa893c6e0a8)
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                {
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_f347be59cd8746c19f49d928d61f23d9 = L.popup({maxWidth: '100%'
            
            });

            
                var html_edb44d7158554f4fa0b4633d83b5d1b6 = $(`<div id="html_edb44d7158554f4fa0b4633d83b5d1b6" style="width: 100.0%; height: 100.0%;">Cluster 1 CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst Quay, South Niagara, Island airport</div>`)[0];
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            circle_marker_e5cd71dc2bd74530a3554163ac822d69.bindPopup(popup_f347be59cd8746c19f49d928d61f23d9)
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
            var popup_ac6b2fefe5b145e295b82bc3ef8c40a7 = L.popup({maxWidth: '100%'
            
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                var html_ae32f2f4ed70476db973a198ca2b2942 = $(`<div id="html_ae32f2f4ed70476db973a198ca2b2942" style="width: 100.0%; height: 100.0%;">Cluster 1 New Toronto, Mimico South, Humber Bay Shores</div>`)[0];
                popup_ac6b2fefe5b145e295b82bc3ef8c40a7.setContent(html_ae32f2f4ed70476db973a198ca2b2942);
            

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            var circle_marker_487d684e22ea4bba9181b0aafa988f1d = L.circleMarker(
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  "lineCap": "round",
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  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_9287c9656d074b13b016b24ba76e296e);
            
    
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"],"text/plain":["<folium.folium.Map at 0x7f61c925d940>"]},"metadata":{"tags":[]},"execution_count":73}]},{"cell_type":"markdown","metadata":{"id":"YYxLDsnTnixy","colab_type":"text"},"source":["Let's verify each of our clusters\n","\n","Cluster 1"]},{"cell_type":"code","metadata":{"id":"9cPDyS3Tm8Lb","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":623},"executionInfo":{"status":"ok","timestamp":1597498954938,"user_tz":-330,"elapsed":3490,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"fad08da8-2be8-4c50-f01c-a862872510bf"},"source":["toronto_merged_nonan.loc[toronto_merged_nonan['Cluster Labels'] == 0, toronto_merged_nonan.columns[[1] + list(range(5, toronto_merged_nonan.shape[1]))]]"],"execution_count":49,"outputs":[{"output_type":"execute_result","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>Borough</th>\n","      <th>Cluster Labels</th>\n","      <th>1st Most Common Venue</th>\n","      <th>2nd Most Common Venue</th>\n","      <th>3rd Most Common Venue</th>\n","      <th>4th Most Common Venue</th>\n","      <th>5th Most Common Venue</th>\n","      <th>6th Most Common Venue</th>\n","      <th>7th Most Common Venue</th>\n","      <th>8th Most Common Venue</th>\n","      <th>9th Most Common Venue</th>\n","      <th>10th Most Common Venue</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>1</th>\n","      <td>North York</td>\n","      <td>0.0</td>\n","      <td>Portuguese Restaurant</td>\n","      <td>Coffee Shop</td>\n","      <td>Pizza Place</td>\n","      <td>Hockey Arena</td>\n","      <td>Yoga Studio</td>\n","      <td>Dance Studio</td>\n","      <td>Deli / Bodega</td>\n","      <td>Department Store</td>\n","      <td>Dessert Shop</td>\n","      <td>Diner</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Downtown Toronto</td>\n","      <td>0.0</td>\n","      <td>Coffee Shop</td>\n","      <td>Park</td>\n","      <td>Bakery</td>\n","      <td>Breakfast Spot</td>\n","      <td>Café</td>\n","      <td>Theater</td>\n","      <td>Restaurant</td>\n","      <td>Pub</td>\n","      <td>Chocolate Shop</td>\n","      <td>Yoga Studio</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>North York</td>\n","      <td>0.0</td>\n","      <td>Furniture / Home Store</td>\n","      <td>Clothing Store</td>\n","      <td>Accessories Store</td>\n","      <td>Coffee Shop</td>\n","      <td>Boutique</td>\n","      <td>Event Space</td>\n","      <td>Vietnamese Restaurant</td>\n","      <td>General Entertainment</td>\n","      <td>Cuban Restaurant</td>\n","      <td>Dog Run</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Downtown Toronto</td>\n","      <td>0.0</td>\n","      <td>Coffee Shop</td>\n","      <td>Yoga Studio</td>\n","      <td>Sushi Restaurant</td>\n","      <td>Beer Bar</td>\n","      <td>Smoothie Shop</td>\n","      <td>Sandwich Place</td>\n","      <td>Café</td>\n","      <td>Portuguese Restaurant</td>\n","      <td>Persian Restaurant</td>\n","      <td>College Auditorium</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>North York</td>\n","      <td>0.0</td>\n","      <td>Gym</td>\n","      <td>Restaurant</td>\n","      <td>Japanese Restaurant</td>\n","      <td>Coffee Shop</td>\n","      <td>Beer Store</td>\n","      <td>Clothing Store</td>\n","      <td>Italian Restaurant</td>\n","      <td>Supermarket</td>\n","      <td>Sporting Goods Shop</td>\n","      <td>Caribbean Restaurant</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>97</th>\n","      <td>Downtown Toronto</td>\n","      <td>0.0</td>\n","      <td>Café</td>\n","      <td>Coffee Shop</td>\n","      <td>Restaurant</td>\n","      <td>Hotel</td>\n","      <td>Seafood Restaurant</td>\n","      <td>Bakery</td>\n","      <td>Gluten-free Restaurant</td>\n","      <td>Gastropub</td>\n","      <td>Gym</td>\n","      <td>Gym / Fitness Center</td>\n","    </tr>\n","    <tr>\n","      <th>98</th>\n","      <td>Etobicoke</td>\n","      <td>0.0</td>\n","      <td>River</td>\n","      <td>Smoke Shop</td>\n","      <td>Yoga Studio</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","      <td>Discount Store</td>\n","      <td>Diner</td>\n","      <td>Dim Sum Restaurant</td>\n","    </tr>\n","    <tr>\n","      <th>99</th>\n","      <td>Downtown Toronto</td>\n","      <td>0.0</td>\n","      <td>Gay Bar</td>\n","      <td>Coffee Shop</td>\n","      <td>Diner</td>\n","      <td>Steakhouse</td>\n","      <td>Hobby Shop</td>\n","      <td>Café</td>\n","      <td>Ramen Restaurant</td>\n","      <td>Beer Bar</td>\n","      <td>Indian Restaurant</td>\n","      <td>Restaurant</td>\n","    </tr>\n","    <tr>\n","      <th>100</th>\n","      <td>East Toronto</td>\n","      <td>0.0</td>\n","      <td>Light Rail Station</td>\n","      <td>Garden</td>\n","      <td>Brewery</td>\n","      <td>Skate Park</td>\n","      <td>Burrito Place</td>\n","      <td>Farmers Market</td>\n","      <td>Fast Food Restaurant</td>\n","      <td>Restaurant</td>\n","      <td>Park</td>\n","      <td>Garden Center</td>\n","    </tr>\n","    <tr>\n","      <th>102</th>\n","      <td>Etobicoke</td>\n","      <td>0.0</td>\n","      <td>Hardware Store</td>\n","      <td>Fast Food Restaurant</td>\n","      <td>Bakery</td>\n","      <td>Flower Shop</td>\n","      <td>Tanning Salon</td>\n","      <td>Burrito Place</td>\n","      <td>Burger Joint</td>\n","      <td>Social Club</td>\n","      <td>Convenience Store</td>\n","      <td>Supplement Shop</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>82 rows × 12 columns</p>\n","</div>"],"text/plain":["              Borough  ...  10th Most Common Venue\n","1          North York  ...                   Diner\n","2    Downtown Toronto  ...             Yoga Studio\n","3          North York  ...                 Dog Run\n","4    Downtown Toronto  ...      College Auditorium\n","7          North York  ...    Caribbean Restaurant\n","..                ...  ...                     ...\n","97   Downtown Toronto  ...    Gym / Fitness Center\n","98          Etobicoke  ...      Dim Sum Restaurant\n","99   Downtown Toronto  ...              Restaurant\n","100      East Toronto  ...           Garden Center\n","102         Etobicoke  ...         Supplement Shop\n","\n","[82 rows x 12 columns]"]},"metadata":{"tags":[]},"execution_count":49}]},{"cell_type":"markdown","metadata":{"id":"BaX56fJNobro","colab_type":"text"},"source":["Cluster 2"]},{"cell_type":"code","metadata":{"id":"edT5MG36no8-","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":405},"executionInfo":{"status":"ok","timestamp":1597498954942,"user_tz":-330,"elapsed":3476,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"548c961d-9d4f-4b4b-9279-9cefd8bf7da2"},"source":["toronto_merged_nonan.loc[toronto_merged_nonan['Cluster Labels'] == 1, toronto_merged_nonan.columns[[1] + list(range(5, toronto_merged_nonan.shape[1]))]]"],"execution_count":50,"outputs":[{"output_type":"execute_result","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>Borough</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>North York</td>\n","      <td>1.0</td>\n","      <td>Park</td>\n","      <td>Food &amp; Drink Shop</td>\n","      <td>Yoga Studio</td>\n","      <td>Curling Ice</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","      <td>Discount Store</td>\n","      <td>Diner</td>\n","    </tr>\n","    <tr>\n","      <th>21</th>\n","      <td>York</td>\n","      <td>1.0</td>\n","      <td>Park</td>\n","      <td>Women's Store</td>\n","      <td>Pool</td>\n","      <td>Curling Ice</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","      <td>Discount Store</td>\n","      <td>Diner</td>\n","    </tr>\n","    <tr>\n","      <th>32</th>\n","      <td>Scarborough</td>\n","      <td>1.0</td>\n","      <td>Playground</td>\n","      <td>Yoga Studio</td>\n","      <td>Curling Ice</td>\n","      <td>Eastern European Restaurant</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","      <td>Discount Store</td>\n","      <td>Diner</td>\n","    </tr>\n","    <tr>\n","      <th>52</th>\n","      <td>North York</td>\n","      <td>1.0</td>\n","      <td>Park</td>\n","      <td>Yoga Studio</td>\n","      <td>Curling Ice</td>\n","      <td>Eastern European Restaurant</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","      <td>Discount Store</td>\n","      <td>Diner</td>\n","    </tr>\n","    <tr>\n","      <th>85</th>\n","      <td>Scarborough</td>\n","      <td>1.0</td>\n","      <td>Park</td>\n","      <td>Playground</td>\n","      <td>Yoga Studio</td>\n","      <td>Curling Ice</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","      <td>Discount Store</td>\n","      <td>Diner</td>\n","    </tr>\n","    <tr>\n","      <th>91</th>\n","      <td>Downtown Toronto</td>\n","      <td>1.0</td>\n","      <td>Park</td>\n","      <td>Playground</td>\n","      <td>Trail</td>\n","      <td>Cupcake Shop</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","      <td>Discount Store</td>\n","      <td>Diner</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["             Borough  ...  10th Most Common Venue\n","0         North York  ...                   Diner\n","21              York  ...                   Diner\n","32       Scarborough  ...                   Diner\n","52        North York  ...                   Diner\n","85       Scarborough  ...                   Diner\n","91  Downtown Toronto  ...                   Diner\n","\n","[6 rows x 12 columns]"]},"metadata":{"tags":[]},"execution_count":50}]},{"cell_type":"markdown","metadata":{"id":"IMz4-VLUodmR","colab_type":"text"},"source":["Cluster 3"]},{"cell_type":"code","metadata":{"id":"5h0CRKProHPF","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":552},"executionInfo":{"status":"ok","timestamp":1597498954944,"user_tz":-330,"elapsed":3459,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"b69c1a14-a08a-46f7-c2d1-7b30956e5cc2"},"source":["toronto_merged_nonan.loc[toronto_merged_nonan['Cluster Labels'] == 2, toronto_merged_nonan.columns[[1] + list(range(5, toronto_merged_nonan.shape[1]))]]"],"execution_count":51,"outputs":[{"output_type":"execute_result","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>Borough</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>6</th>\n","      <td>Scarborough</td>\n","      <td>2.0</td>\n","      <td>Fast Food Restaurant</td>\n","      <td>Yoga Studio</td>\n","      <td>Dance Studio</td>\n","      <td>Eastern European Restaurant</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","      <td>Discount Store</td>\n","      <td>Diner</td>\n","    </tr>\n","    <tr>\n","      <th>16</th>\n","      <td>York</td>\n","      <td>2.0</td>\n","      <td>Trail</td>\n","      <td>Park</td>\n","      <td>Hockey Arena</td>\n","      <td>Field</td>\n","      <td>Yoga Studio</td>\n","      <td>Deli / Bodega</td>\n","      <td>Department Store</td>\n","      <td>Dessert Shop</td>\n","      <td>Dim Sum Restaurant</td>\n","      <td>Discount Store</td>\n","    </tr>\n","    <tr>\n","      <th>35</th>\n","      <td>East York</td>\n","      <td>2.0</td>\n","      <td>Park</td>\n","      <td>Coffee Shop</td>\n","      <td>Convenience Store</td>\n","      <td>Intersection</td>\n","      <td>Yoga Studio</td>\n","      <td>Deli / Bodega</td>\n","      <td>Eastern European Restaurant</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","    </tr>\n","    <tr>\n","      <th>44</th>\n","      <td>Scarborough</td>\n","      <td>2.0</td>\n","      <td>Bus Line</td>\n","      <td>Bakery</td>\n","      <td>Metro Station</td>\n","      <td>Soccer Field</td>\n","      <td>Park</td>\n","      <td>Intersection</td>\n","      <td>Bus Station</td>\n","      <td>Ice Cream Shop</td>\n","      <td>Department Store</td>\n","      <td>Donut Shop</td>\n","    </tr>\n","    <tr>\n","      <th>49</th>\n","      <td>North York</td>\n","      <td>2.0</td>\n","      <td>Park</td>\n","      <td>Basketball Court</td>\n","      <td>Construction &amp; Landscaping</td>\n","      <td>Trail</td>\n","      <td>Bakery</td>\n","      <td>Deli / Bodega</td>\n","      <td>Eastern European Restaurant</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","    </tr>\n","    <tr>\n","      <th>61</th>\n","      <td>Central Toronto</td>\n","      <td>2.0</td>\n","      <td>Park</td>\n","      <td>Bus Line</td>\n","      <td>Swim School</td>\n","      <td>Lawyer</td>\n","      <td>Comfort Food Restaurant</td>\n","      <td>Comic Shop</td>\n","      <td>Eastern European Restaurant</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","    </tr>\n","    <tr>\n","      <th>66</th>\n","      <td>North York</td>\n","      <td>2.0</td>\n","      <td>Park</td>\n","      <td>Convenience Store</td>\n","      <td>Yoga Studio</td>\n","      <td>Dance Studio</td>\n","      <td>Eastern European Restaurant</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","      <td>Discount Store</td>\n","    </tr>\n","    <tr>\n","      <th>77</th>\n","      <td>Etobicoke</td>\n","      <td>2.0</td>\n","      <td>Park</td>\n","      <td>Sandwich Place</td>\n","      <td>Bus Line</td>\n","      <td>Mobile Phone Shop</td>\n","      <td>Curling Ice</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","      <td>Discount Store</td>\n","      <td>Diner</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["            Borough  ...  10th Most Common Venue\n","6       Scarborough  ...                   Diner\n","16             York  ...          Discount Store\n","35        East York  ...                 Dog Run\n","44      Scarborough  ...              Donut Shop\n","49       North York  ...                 Dog Run\n","61  Central Toronto  ...                 Dog Run\n","66       North York  ...          Discount Store\n","77        Etobicoke  ...                   Diner\n","\n","[8 rows x 12 columns]"]},"metadata":{"tags":[]},"execution_count":51}]},{"cell_type":"markdown","metadata":{"id":"kf6OOohdof3D","colab_type":"text"},"source":["Cluster 4"]},{"cell_type":"code","metadata":{"id":"wyousc8YoLVS","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":213},"executionInfo":{"status":"ok","timestamp":1597498954945,"user_tz":-330,"elapsed":3441,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"cba7f1a2-8668-4f43-fde2-1e17c6236a25"},"source":["toronto_merged_nonan.loc[toronto_merged_nonan['Cluster Labels'] == 3, toronto_merged_nonan.columns[[1] + list(range(5, toronto_merged_nonan.shape[1]))]]"],"execution_count":52,"outputs":[{"output_type":"execute_result","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>Borough</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>57</th>\n","      <td>North York</td>\n","      <td>3.0</td>\n","      <td>Baseball Field</td>\n","      <td>Yoga Studio</td>\n","      <td>Deli / Bodega</td>\n","      <td>Electronics Store</td>\n","      <td>Eastern European Restaurant</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","      <td>Discount Store</td>\n","    </tr>\n","    <tr>\n","      <th>101</th>\n","      <td>Etobicoke</td>\n","      <td>3.0</td>\n","      <td>Baseball Field</td>\n","      <td>Yoga Studio</td>\n","      <td>Deli / Bodega</td>\n","      <td>Electronics Store</td>\n","      <td>Eastern European Restaurant</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","      <td>Discount Store</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["        Borough  Cluster Labels  ... 9th Most Common Venue 10th Most Common Venue\n","57   North York             3.0  ...   Distribution Center         Discount Store\n","101   Etobicoke             3.0  ...   Distribution Center         Discount Store\n","\n","[2 rows x 12 columns]"]},"metadata":{"tags":[]},"execution_count":52}]},{"cell_type":"markdown","metadata":{"id":"EWa4EO03ohOu","colab_type":"text"},"source":["Cluster 5"]},{"cell_type":"code","metadata":{"id":"QODsaVbKoP5V","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":148},"executionInfo":{"status":"ok","timestamp":1597498954954,"user_tz":-330,"elapsed":3434,"user":{"displayName":"Thomas George Thomas","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhRjmtno5yCmJOUjYiFNGHi_xP5YZBJ1ZpWGKsZ=s64","userId":"09561174857978505545"}},"outputId":"86cd9f8d-5af8-41de-db69-12ea208bdaf2"},"source":["toronto_merged_nonan.loc[toronto_merged_nonan['Cluster Labels'] == 4, toronto_merged_nonan.columns[[1] + list(range(5, toronto_merged_nonan.shape[1]))]]"],"execution_count":53,"outputs":[{"output_type":"execute_result","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>Borough</th>\n","      <th>Cluster Labels</th>\n","      <th>1st Most Common Venue</th>\n","      <th>2nd Most Common Venue</th>\n","      <th>3rd Most Common Venue</th>\n","      <th>4th Most Common Venue</th>\n","      <th>5th Most Common Venue</th>\n","      <th>6th Most Common Venue</th>\n","      <th>7th Most Common Venue</th>\n","      <th>8th Most Common Venue</th>\n","      <th>9th Most Common Venue</th>\n","      <th>10th Most Common Venue</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>64</th>\n","      <td>York</td>\n","      <td>4.0</td>\n","      <td>Convenience Store</td>\n","      <td>Yoga Studio</td>\n","      <td>Dance Studio</td>\n","      <td>Electronics Store</td>\n","      <td>Eastern European Restaurant</td>\n","      <td>Drugstore</td>\n","      <td>Donut Shop</td>\n","      <td>Dog Run</td>\n","      <td>Distribution Center</td>\n","      <td>Discount Store</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   Borough  Cluster Labels  ... 9th Most Common Venue 10th Most Common Venue\n","64    York             4.0  ...   Distribution Center         Discount Store\n","\n","[1 rows x 12 columns]"]},"metadata":{"tags":[]},"execution_count":53}]},{"cell_type":"markdown","metadata":{"id":"kvcdaN0poiqu","colab_type":"text"},"source":["We have successfully cluster Toronto neighbourhood based on venue categories!"]}]}