Quebec_Food_Industry_Analysis.ipynb

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      "name": "Quebec_Food_Industry_Analysis.ipynb",
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zdfv45HjuJmg"
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      "source": [
        "#**ANALYZING FOOD INDUSTRY IN QUEBEC**\r\n",
        "###Known for its delicious multi-cultural cuisines, Quebec food industry has a huge potential for business expansion. I aim here to contribute towards this prospect and begin by scraping a wikipedia page containing list of all towns in Quebec province. I utilize the gathered data to understand the Food Business Sector and put forth possible suggestions for invesment to expand the industry. \r\n",
        "\r\n",
        "###I have used unsupervised clustering: K-Means for data visualization and analysis of various clusters. It achieves successful grouping of data points into three non-overlapping clusters which makes it one of the most credulous clustering algorithms.    \r\n",
        "\r\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_DwFY4hITM7U"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.cm as cm\n",
        "import matplotlib.colors as colors\n",
        "import requests\n",
        "import io\n",
        "import folium\n",
        "import geopy\n",
        "from geopy.geocoders import Nominatim\n",
        "import json\n",
        "from sklearn.cluster import KMeans"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CseSfER1TM7V"
      },
      "source": [
        "#### Let' scrape a wikipedia(which needs serious donations, please donate) page to get the list of towns in Quebec"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hk40WCU2st08"
      },
      "source": [
        "![Wikipedia logo](https://upload.wikimedia.org/wikipedia/commons/7/77/Wikipedia_svg_logo.svg)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qGY8hiExTM7V"
      },
      "source": [
        "tables=pd.read_html(\"https://en.wikipedia.org/wiki/List_of_towns_in_Quebec\")\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s_3-k4QHclbM",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 402
        },
        "outputId": "a596950f-5fb7-4535-e6b5-c2b178e8aafd"
      },
      "source": [
        "tables1=tables[1]\n",
        "tables1"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Name</th>\n",
              "      <th>Regional county municipality</th>\n",
              "      <th>Region</th>\n",
              "      <th>CMA/CA</th>\n",
              "      <th>Population(2016)[2]</th>\n",
              "      <th>Population(2011)[2]</th>\n",
              "      <th>Change(%)[2]</th>\n",
              "      <th>Area(km²)[2]</th>\n",
              "      <th>Populationdensity[2]</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Acton Vale</td>\n",
              "      <td>Acton</td>\n",
              "      <td>Montérégie</td>\n",
              "      <td>NaN</td>\n",
              "      <td>7656</td>\n",
              "      <td>7664</td>\n",
              "      <td>−0.1</td>\n",
              "      <td>91.10</td>\n",
              "      <td>84.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Alma</td>\n",
              "      <td>Lac-Saint-Jean-Est</td>\n",
              "      <td>Saguenay–Lac-Saint-Jean</td>\n",
              "      <td>Alma</td>\n",
              "      <td>30776</td>\n",
              "      <td>30904</td>\n",
              "      <td>−0.4</td>\n",
              "      <td>196.54</td>\n",
              "      <td>156.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Amos</td>\n",
              "      <td>Abitibi</td>\n",
              "      <td>Abitibi-Témiscamingue</td>\n",
              "      <td>Amos</td>\n",
              "      <td>12823</td>\n",
              "      <td>12671</td>\n",
              "      <td>1.2</td>\n",
              "      <td>430.29</td>\n",
              "      <td>29.8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Amqui</td>\n",
              "      <td>La Matapédia</td>\n",
              "      <td>Bas-Saint-Laurent</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6178</td>\n",
              "      <td>6322</td>\n",
              "      <td>−2.3</td>\n",
              "      <td>121.17</td>\n",
              "      <td>51.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Baie-Comeau</td>\n",
              "      <td>Manicouagan</td>\n",
              "      <td>Côte-Nord</td>\n",
              "      <td>Baie-Comeau</td>\n",
              "      <td>21536</td>\n",
              "      <td>22113</td>\n",
              "      <td>−2.6</td>\n",
              "      <td>336.59</td>\n",
              "      <td>64.0</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>220</th>\n",
              "      <td>Waterloo</td>\n",
              "      <td>La Haute-Yamaska</td>\n",
              "      <td>Montérégie</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4410</td>\n",
              "      <td>4330</td>\n",
              "      <td>1.8</td>\n",
              "      <td>12.24</td>\n",
              "      <td>360.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>221</th>\n",
              "      <td>Waterville</td>\n",
              "      <td>Coaticook</td>\n",
              "      <td>Estrie</td>\n",
              "      <td>Sherbrooke</td>\n",
              "      <td>2121</td>\n",
              "      <td>2028</td>\n",
              "      <td>4.6</td>\n",
              "      <td>44.10</td>\n",
              "      <td>48.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>222</th>\n",
              "      <td>Westmount</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Montréal</td>\n",
              "      <td>Montréal</td>\n",
              "      <td>20312</td>\n",
              "      <td>19931</td>\n",
              "      <td>1.9</td>\n",
              "      <td>4.04</td>\n",
              "      <td>5024.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>223</th>\n",
              "      <td>Windsor</td>\n",
              "      <td>Le Val-Saint-François</td>\n",
              "      <td>Estrie</td>\n",
              "      <td>NaN</td>\n",
              "      <td>5419</td>\n",
              "      <td>5330</td>\n",
              "      <td>1.7</td>\n",
              "      <td>14.56</td>\n",
              "      <td>372.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>224</th>\n",
              "      <td>Total villes (cities/towns)</td>\n",
              "      <td>—</td>\n",
              "      <td>—</td>\n",
              "      <td>—</td>\n",
              "      <td>6568941</td>\n",
              "      <td>6266482</td>\n",
              "      <td>4.8</td>\n",
              "      <td>81674.44</td>\n",
              "      <td>80.4</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>225 rows × 9 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                            Name  ... Populationdensity[2]\n",
              "0                     Acton Vale  ...                 84.0\n",
              "1                           Alma  ...                156.6\n",
              "2                           Amos  ...                 29.8\n",
              "3                          Amqui  ...                 51.0\n",
              "4                    Baie-Comeau  ...                 64.0\n",
              "..                           ...  ...                  ...\n",
              "220                     Waterloo  ...                360.2\n",
              "221                   Waterville  ...                 48.1\n",
              "222                    Westmount  ...               5024.9\n",
              "223                      Windsor  ...                372.2\n",
              "224  Total villes (cities/towns)  ...                 80.4\n",
              "\n",
              "[225 rows x 9 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
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          "height": 402
        },
        "outputId": "eca3bbc7-337f-41bd-f37b-b20dc3d72ebe"
      },
      "source": [
        "df_town=tables1.loc[:,['Name','Region']]\n",
        "df_town"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Name</th>\n",
              "      <th>Region</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Acton Vale</td>\n",
              "      <td>Montérégie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Alma</td>\n",
              "      <td>Saguenay–Lac-Saint-Jean</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Amos</td>\n",
              "      <td>Abitibi-Témiscamingue</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Amqui</td>\n",
              "      <td>Bas-Saint-Laurent</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Baie-Comeau</td>\n",
              "      <td>Côte-Nord</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>220</th>\n",
              "      <td>Waterloo</td>\n",
              "      <td>Montérégie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>221</th>\n",
              "      <td>Waterville</td>\n",
              "      <td>Estrie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>222</th>\n",
              "      <td>Westmount</td>\n",
              "      <td>Montréal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>223</th>\n",
              "      <td>Windsor</td>\n",
              "      <td>Estrie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>224</th>\n",
              "      <td>Total villes (cities/towns)</td>\n",
              "      <td>—</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>225 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                            Name                   Region\n",
              "0                     Acton Vale               Montérégie\n",
              "1                           Alma  Saguenay–Lac-Saint-Jean\n",
              "2                           Amos    Abitibi-Témiscamingue\n",
              "3                          Amqui        Bas-Saint-Laurent\n",
              "4                    Baie-Comeau                Côte-Nord\n",
              "..                           ...                      ...\n",
              "220                     Waterloo               Montérégie\n",
              "221                   Waterville                   Estrie\n",
              "222                    Westmount                 Montréal\n",
              "223                      Windsor                   Estrie\n",
              "224  Total villes (cities/towns)                        —\n",
              "\n",
              "[225 rows x 2 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7RNDsY5kw9KT",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "916c0337-44ce-49d7-b5d3-5c345f772962"
      },
      "source": [
        "tables1.isna().any().any() #missing values present or not"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GsCBzw6qyei8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "858af998-43ee-4f75-d7f1-1e03c3ed6415"
      },
      "source": [
        "tables1.isna().sum().sum() #total no of missing values"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "148"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Hlt76CQTyzR_",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a1588cd0-1294-4e3b-937e-64f00a871366"
      },
      "source": [
        "tables1.isna().sum()/(len(tables1))*100 #missing values percentage"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Name                             0.000000\n",
              "Regional county municipality    16.444444\n",
              "Region                           0.000000\n",
              "CMA/CA                          49.333333\n",
              "Population(2016)[2]              0.000000\n",
              "Population(2011)[2]              0.000000\n",
              "Change(%)[2]                     0.000000\n",
              "Area(km²)[2]                     0.000000\n",
              "Populationdensity[2]             0.000000\n",
              "dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "001Oe940zo4J",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "30995787-6caa-4992-8477-e5b410d0861b"
      },
      "source": [
        "tables1.loc[:, tables1.isnull().any()].columns #determining columns with missing values"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Regional county municipality', 'CMA/CA'], dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OKKNpVp_zIpe",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "68e55604-68bb-4365-c6ce-774784d965fe"
      },
      "source": [
        "df_town.isna().sum()/(len(df_town))*100 #no of missing values in df_town"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Name      0.0\n",
              "Region    0.0\n",
              "dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LHXZnQlCrmC8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5481c43f-d3d0-4410-e7ee-300b369214a9"
      },
      "source": [
        "#determining values with [] in Name column\r\n",
        "print(df_town[df_town.Name.str.endswith(\"]\")])\r\n",
        "#rows with ___ in Region column\r\n",
        "print(df_town.loc[215:224 , :])\r\n",
        "df_town=df_town.drop([81,96,116,141,224])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "                   Name              Region\n",
            "81       La Tuque[QC 1]            Mauricie\n",
            "96   L'Île-Dorval[QC 2]            Montréal\n",
            "116      Montreal[QC 3]            Montréal\n",
            "141        Québec[QC 4]  Capitale-Nationale\n",
            "                            Name                 Region\n",
            "215                     Varennes             Montérégie\n",
            "216             Vaudreuil-Dorion             Montérégie\n",
            "217                Victoriaville       Centre-du-Québec\n",
            "218                  Ville-Marie  Abitibi-Témiscamingue\n",
            "219                      Warwick       Centre-du-Québec\n",
            "220                     Waterloo             Montérégie\n",
            "221                   Waterville                 Estrie\n",
            "222                    Westmount               Montréal\n",
            "223                      Windsor                 Estrie\n",
            "224  Total villes (cities/towns)                      —\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jEnYTUr9CFG0",
        "colab": {
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          "height": 402
        },
        "outputId": "b1a22646-a865-4dde-8d18-601f1ba0df82"
      },
      "source": [
        "#reorder index after removing columns\r\n",
        "df_town2=df_town\r\n",
        "df_town2.reset_index(drop=True, inplace=True) \r\n",
        "df_town2.loc[78:220 , :]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Name</th>\n",
              "      <th>Region</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>78</th>\n",
              "      <td>La Pocatière</td>\n",
              "      <td>Bas-Saint-Laurent</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>79</th>\n",
              "      <td>La Prairie</td>\n",
              "      <td>Montérégie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>80</th>\n",
              "      <td>La Sarre</td>\n",
              "      <td>Abitibi-Témiscamingue</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>81</th>\n",
              "      <td>Lac-Delage</td>\n",
              "      <td>Capitale-Nationale</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>82</th>\n",
              "      <td>Lachute</td>\n",
              "      <td>Laurentides</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>215</th>\n",
              "      <td>Warwick</td>\n",
              "      <td>Centre-du-Québec</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>216</th>\n",
              "      <td>Waterloo</td>\n",
              "      <td>Montérégie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>217</th>\n",
              "      <td>Waterville</td>\n",
              "      <td>Estrie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>218</th>\n",
              "      <td>Westmount</td>\n",
              "      <td>Montréal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>219</th>\n",
              "      <td>Windsor</td>\n",
              "      <td>Estrie</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>142 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "             Name                 Region\n",
              "78   La Pocatière      Bas-Saint-Laurent\n",
              "79     La Prairie             Montérégie\n",
              "80       La Sarre  Abitibi-Témiscamingue\n",
              "81     Lac-Delage     Capitale-Nationale\n",
              "82        Lachute            Laurentides\n",
              "..            ...                    ...\n",
              "215       Warwick       Centre-du-Québec\n",
              "216      Waterloo             Montérégie\n",
              "217    Waterville                 Estrie\n",
              "218     Westmount               Montréal\n",
              "219       Windsor                 Estrie\n",
              "\n",
              "[142 rows x 2 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9zxWBsptyxKO"
      },
      "source": [
        "#### Let's get the geographical location of the towns\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vabBqKiM0BGA",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ceed3322-ad1c-417f-a473-43c5bd47b243"
      },
      "source": [
        "count=df_town2.index\r\n",
        "print(count)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "RangeIndex(start=0, stop=220, step=1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LL7xsYbs9TuL",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "39a73502-65fb-4b4e-e76a-b4f454fa0984"
      },
      "source": [
        "#FOR FULL DATA (220 ROWS)\r\n",
        "town_latitude=[0 for a in range(220)]\r\n",
        "town_longitude=[0 for a in range(220)]\r\n",
        "for i in list(range(220)):\r\n",
        "  address = df_town2.loc[i,\"Name\"]+\", \"+df_town2.loc[i,\"Region\"]+\", Quebec\"\r\n",
        "  #address\r\n",
        "  locator = Nominatim(user_agent=\"quebec_explore\")\r\n",
        "  #locator\r\n",
        "  location = locator.geocode(address)\r\n",
        "  #location\r\n",
        "  town_latitude[i]=location.latitude\r\n",
        "  town_longitude[i]=location.longitude\r\n",
        "\r\n",
        "print(town_latitude)\r\n",
        "print(town_longitude)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[45.6471564, 48.548887, 48.5718519, 48.4656706, 49.217597, 45.4174258, 47.444343, 46.0005197, 45.4289766, 46.210725, 45.3139778, 47.043926, 46.339343, 45.120537, 47.3905166, 45.5643183, 46.0828098, 45.67932, 45.6130352, 45.6713243, 48.0444351, 45.6050197, 45.219192, 45.318116, 45.4554829, 45.676516, 45.3867947, 49.0959673, 46.6701717, 45.437955, 48.1014497, 48.3542375, 45.4473898, 48.3485676, 49.783855, 45.725519649999995, 45.3619066, 46.971117, 49.9137407, 47.694512, 45.1334169, 45.8573781, 45.4124593, 45.4772716, 45.2963957, 45.2076125, 45.785278, 46.20431, 47.547799, 45.3749509, 48.417809, 45.5372581, 45.904822, 48.883231, 45.48423, 46.676532, 45.4453082, 45.8864303, 45.130469, 48.5026134, 45.4828558, 46.0423647, 45.2831, 52.7931065, 48.739437, 46.871928, 48.6580556, 45.4841214, 46.0933721, 45.3990409, 48.5347749, 45.4811545, 45.464465, 45.087339, 46.0239798, 45.857978, 45.4529194, 47.657525, 47.369524, 45.4175472, 48.8000956, 46.9706256, 45.6560478, 45.5905023, 46.9361368, 46.858548, 46.8063745, 45.8307051, 45.60558895, 45.883078, 49.0531411, 45.8496816, 45.3465166, 46.7910096, 45.4313481, 45.393146, 45.5172382, 45.6704733, 46.255609, 48.7554185, 45.265463, 48.137225, 46.3781464, 45.4314173, 45.7453521, 49.754138100000006, 48.8468633, 45.310444, 48.429201, 48.675093, 45.623402, 48.583875, 46.5524071, 46.9826328, 45.452853, 45.6309797, 45.5623512, 46.11588, 45.5086157, 48.9602586, 46.698199, 48.1651194, 46.2273284, 48.837153, 45.351663, 46.0421555, 45.5425651, 48.096866199999994, 48.5222989, 45.371202, 46.3812562, 47.505243, 45.4566767, 46.756563, 50.0256962, 46.6926406, 45.870888, 46.1722898, 45.7326055, 45.4418993, 45.6629572, 45.4794481, 48.450155, 47.8358164, 46.4097246, 48.514785, 45.6323155, 48.2420524, 48.405959, 46.743354, 46.7770445, 45.526246, 45.5256161, 45.410502, 46.04774, 45.7398754, 45.3724897, 45.953298, 46.046072, 47.0260796, 45.4092897, 49.1264098, 45.76417, 45.400642, 46.8443807, 45.5930624, 46.031296, 46.450395, 45.5295339, 45.6342923, 45.5646052, 48.654232, 46.31316395, 46.122987, 45.627484, 45.3056879, 45.775426, 46.310181, 46.0427507, 45.5016203, 45.3996015, 45.8524052, 46.6827033, 45.8879406, 46.961511, 47.5266271, 45.504903, 46.889058, 45.2591064, 45.894309, 46.729742, 45.2555625, 54.8005133, 45.5247549, 48.3921915, 50.2109579, 46.5389609, 45.403271, 46.044404, 45.0106604, 45.1109765, 46.71821, 47.684343, 45.7081005, 46.091329, 45.598185, 48.122101, 46.3507999, 45.4937347, 48.1023356, 45.776623, 45.6834691, 45.3971509, 46.0573705, 47.332308, 45.945659, 45.3441569, 45.277061, 45.4857329, 45.5697799]\n",
            "[-72.5654107, -71.651459, -78.1160856, -67.4315171, -68.152313, -73.9153643, -70.505447, -74.5746325, -73.8654387, -70.774269, -73.875834, -70.892029, -72.433205, -72.988701, -78.7042972, -73.2040066, -73.1747099, -73.87619, -73.8386827, -73.7562419, -65.4925807, -73.4526144, -72.5092346, -72.657394, -73.4678904, -74.4046061, -73.5163824, -66.6878834, -71.7751288, -73.3554902, -66.114087, -67.2269621, -73.2932002, -64.6783785, -74.8568112, -73.4896922220162, -73.7524319, -71.017685, -74.3713954, -70.2262202, -71.803479, -73.2374307, -71.6293885, -73.6637524, -74.1782005, -72.7479195, -72.0158562, -72.137604, -68.644638, -73.5413403, -71.949463, -73.9043321, -71.359978, -72.233734, -73.8064547, -71.73008, -73.7510888, -72.5018764, -72.800903, -79.2224096, -71.6594817, -74.020411, -72.974968, -67.0845797, -69.088211, -71.6185, -65.7527778, -75.6813728, -76.0531906, -72.721834, -64.63870582930107, -73.6469908, -74.150848, -74.173851, -73.4419936, -72.069283, -73.8647559, -70.153885, -70.035095, -73.4891432, -79.2010223, -71.401757, -74.3401388, -70.88667465580902, -71.6450972, -71.734543, -71.3584717, -73.4222086, -73.73441730569056, -73.282242, -76.9808367, -73.48463299084608, -73.804535, -71.1753274, -74.0218419, -73.952751, -73.4467466, -73.7887505, -72.947502, -79.0011559, -72.147903, -78.125153, -75.9805734, -73.1637449, -73.6005591, -77.64065878192258, -67.5295977, -73.746051, -71.871872, -67.993011, -74.012489, -68.183899, -75.4968899, -70.555916, -73.6442548, -73.4977437, -73.1918864, -74.5891426, -73.5903112, -65.4958491, -71.584854, -65.8655584, -72.6191889, -72.529678, -73.902969, -73.4351195, -73.2020384, -65.28781445337579, -64.2136423, -73.986053, -71.852519, -69.26495068615695, -73.8067442, -71.697807, -66.8818986, -71.8853205, -74.073601, -71.8751852, -73.4528307, -73.2500193, -72.1411906, -74.3019608, -68.529968, -69.5368025, -74.8704671, -72.224808, -73.8052338, -79.0205378, -71.069183, -71.4569733, -71.84951121905509, -73.2876515, -73.3391798, -73.00415, -73.46283, -74.1378332, -73.5704589, -74.136086, -74.279938, -70.9253362, -73.9461485, -66.4855806, -73.818855, -73.5756074, -71.615023, -73.3395943, -74.057121, -71.030731, -73.9326476, -73.8362379, -73.8929714, -72.448654, -73.38079209434733, -70.671959, -72.940636, -73.2533401, -74.013176, -70.877953, -73.1278544, -73.5102981, -74.1359184, -73.7586793, -72.049608, -73.1504791, -69.78035, -69.8074463, -72.905273, -71.835136, -73.6188315, -74.158058, -72.562294, -74.1316153, -66.820626, -71.276666, -77.2442596, -66.3790642, -72.7467621, -71.889038, -73.104744, -72.0972499, -72.6177899, -79.101562, -68.883591, -73.6515157, -71.30127, -75.246048, -69.169922, -72.5571257, -72.3151116, -77.7875715, -71.932297, -73.4362737, -74.0254577, -71.9536674, -79.438019, -71.990662, -72.5162169, -71.890755, -73.5963951, -72.0034954]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cfBDRBGPTM7W",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 402
        },
        "outputId": "0fab05fc-993e-448e-f1e8-5a22037915bd"
      },
      "source": [
        "df_town2['Latitude']=town_latitude\n",
        "df_town2"
      ],
      "execution_count": null,
      "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>Name</th>\n",
              "      <th>Region</th>\n",
              "      <th>Latitude</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Acton Vale</td>\n",
              "      <td>Montérégie</td>\n",
              "      <td>45.647156</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Alma</td>\n",
              "      <td>Saguenay–Lac-Saint-Jean</td>\n",
              "      <td>48.548887</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Amos</td>\n",
              "      <td>Abitibi-Témiscamingue</td>\n",
              "      <td>48.571852</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Amqui</td>\n",
              "      <td>Bas-Saint-Laurent</td>\n",
              "      <td>48.465671</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Baie-Comeau</td>\n",
              "      <td>Côte-Nord</td>\n",
              "      <td>49.217597</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>215</th>\n",
              "      <td>Warwick</td>\n",
              "      <td>Centre-du-Québec</td>\n",
              "      <td>45.945659</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>216</th>\n",
              "      <td>Waterloo</td>\n",
              "      <td>Montérégie</td>\n",
              "      <td>45.344157</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>217</th>\n",
              "      <td>Waterville</td>\n",
              "      <td>Estrie</td>\n",
              "      <td>45.277061</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>218</th>\n",
              "      <td>Westmount</td>\n",
              "      <td>Montréal</td>\n",
              "      <td>45.485733</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>219</th>\n",
              "      <td>Windsor</td>\n",
              "      <td>Estrie</td>\n",
              "      <td>45.569780</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>220 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "            Name                   Region   Latitude\n",
              "0     Acton Vale               Montérégie  45.647156\n",
              "1           Alma  Saguenay–Lac-Saint-Jean  48.548887\n",
              "2           Amos    Abitibi-Témiscamingue  48.571852\n",
              "3          Amqui        Bas-Saint-Laurent  48.465671\n",
              "4    Baie-Comeau                Côte-Nord  49.217597\n",
              "..           ...                      ...        ...\n",
              "215      Warwick         Centre-du-Québec  45.945659\n",
              "216     Waterloo               Montérégie  45.344157\n",
              "217   Waterville                   Estrie  45.277061\n",
              "218    Westmount                 Montréal  45.485733\n",
              "219      Windsor                   Estrie  45.569780\n",
              "\n",
              "[220 rows x 3 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "glSbYHJXTM7W",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 402
        },
        "outputId": "98fe035c-2355-4627-b7ed-1a54a57bb85e"
      },
      "source": [
        "df_town2['Longitude']=town_longitude\n",
        "df_town2"
      ],
      "execution_count": null,
      "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",
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              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Name</th>\n",
              "      <th>Region</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Acton Vale</td>\n",
              "      <td>Montérégie</td>\n",
              "      <td>45.647156</td>\n",
              "      <td>-72.565411</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Alma</td>\n",
              "      <td>Saguenay–Lac-Saint-Jean</td>\n",
              "      <td>48.548887</td>\n",
              "      <td>-71.651459</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Amos</td>\n",
              "      <td>Abitibi-Témiscamingue</td>\n",
              "      <td>48.571852</td>\n",
              "      <td>-78.116086</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Amqui</td>\n",
              "      <td>Bas-Saint-Laurent</td>\n",
              "      <td>48.465671</td>\n",
              "      <td>-67.431517</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Baie-Comeau</td>\n",
              "      <td>Côte-Nord</td>\n",
              "      <td>49.217597</td>\n",
              "      <td>-68.152313</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>215</th>\n",
              "      <td>Warwick</td>\n",
              "      <td>Centre-du-Québec</td>\n",
              "      <td>45.945659</td>\n",
              "      <td>-71.990662</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>216</th>\n",
              "      <td>Waterloo</td>\n",
              "      <td>Montérégie</td>\n",
              "      <td>45.344157</td>\n",
              "      <td>-72.516217</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>217</th>\n",
              "      <td>Waterville</td>\n",
              "      <td>Estrie</td>\n",
              "      <td>45.277061</td>\n",
              "      <td>-71.890755</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>218</th>\n",
              "      <td>Westmount</td>\n",
              "      <td>Montréal</td>\n",
              "      <td>45.485733</td>\n",
              "      <td>-73.596395</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>219</th>\n",
              "      <td>Windsor</td>\n",
              "      <td>Estrie</td>\n",
              "      <td>45.569780</td>\n",
              "      <td>-72.003495</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>220 rows × 4 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "            Name                   Region   Latitude  Longitude\n",
              "0     Acton Vale               Montérégie  45.647156 -72.565411\n",
              "1           Alma  Saguenay–Lac-Saint-Jean  48.548887 -71.651459\n",
              "2           Amos    Abitibi-Témiscamingue  48.571852 -78.116086\n",
              "3          Amqui        Bas-Saint-Laurent  48.465671 -67.431517\n",
              "4    Baie-Comeau                Côte-Nord  49.217597 -68.152313\n",
              "..           ...                      ...        ...        ...\n",
              "215      Warwick         Centre-du-Québec  45.945659 -71.990662\n",
              "216     Waterloo               Montérégie  45.344157 -72.516217\n",
              "217   Waterville                   Estrie  45.277061 -71.890755\n",
              "218    Westmount                 Montréal  45.485733 -73.596395\n",
              "219      Windsor                   Estrie  45.569780 -72.003495\n",
              "\n",
              "[220 rows x 4 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "m5tMWaX1TM7W"
      },
      "source": [
        "#### Now let's plot the cities in a map of Canada"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yVby9zX9TM7W",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 866
        },
        "outputId": "7b04d299-655d-444e-8b9c-968cc1f9f235"
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        "Quebec_lat=48.571852\n",
        "Quebec_lng=-79.201022\n",
        "\n",
        "map_Quebec = folium.Map(location=[Quebec_lat, Quebec_lng], zoom_start=6)\n",
        "\n",
        "for lat, lng, town, reg in zip(df_town2['Latitude'], df_town2['Longitude'], df_town2['Name'],df_town2['Region']):\n",
        "    label='{}, {}'.format(town, reg)\n",
        "    folium.Marker(location=[lat,lng]).add_to(map_Quebec)\n",
        "\n",
        "map_Quebec"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
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      },
      "source": [
        "url='https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&ll={},{}&v={}&limit={}&radius={}'.format(CLIENT_ID,CLIENT_SECRET,df_town2.loc[0,\"Latitude\"],\n",
        "                                                                                            df_town2.loc[0,\"Longitude\"],VERSION,LIMIT,RADIUS)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aMOs5CrfTM7W",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4efd6da4-051f-483b-ce02-16f14c147a34"
      },
      "source": [
        "result=requests.get(url).json()\n",
        "result"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'meta': {'code': 200, 'requestId': '5fed7e0a823a4a5812975acc'},\n",
              " 'response': {'groups': [{'items': [{'reasons': {'count': 0,\n",
              "       'items': [{'reasonName': 'globalInteractionReason',\n",
              "         'summary': 'This spot is popular',\n",
              "         'type': 'general'}]},\n",
              "      'referralId': 'e-0-4cba25efc7228cfa3a3b15ce-0',\n",
              "      'venue': {'beenHere': {'count': 0,\n",
              "        'lastCheckinExpiredAt': 0,\n",
              "        'marked': False,\n",
              "        'unconfirmedCount': 0},\n",
              "       'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/deli_',\n",
              "          'suffix': '.png'},\n",
              "         'id': '4bf58dd8d48988d1c5941735',\n",
              "         'name': 'Sandwich Place',\n",
              "         'pluralName': 'Sandwich Places',\n",
              "         'primary': True,\n",
              "         'shortName': 'Sandwiches'}],\n",
              "       'contact': {},\n",
              "       'hereNow': {'count': 0, 'groups': [], 'summary': 'Nobody here'},\n",
              "       'id': '4cba25efc7228cfa3a3b15ce',\n",
              "       'location': {'address': '690 Rue de Roxton',\n",
              "        'cc': 'CA',\n",
              "        'city': 'Acton Vale',\n",
              "        'country': 'Canada',\n",
              "        'distance': 553,\n",
              "        'formattedAddress': ['690 Rue de Roxton',\n",
              "         'Acton Vale QC J0H 1A0',\n",
              "         'Canada'],\n",
              "        'labeledLatLngs': [{'label': 'display',\n",
              "          'lat': 45.64375320211971,\n",
              "          'lng': -72.57060186865351}],\n",
              "        'lat': 45.64375320211971,\n",
              "        'lng': -72.57060186865351,\n",
              "        'postalCode': 'J0H 1A0',\n",
              "        'state': 'QC'},\n",
              "       'name': 'Subway',\n",
              "       'photos': {'count': 0, 'groups': []},\n",
              "       'stats': {'checkinsCount': 0,\n",
              "        'tipCount': 0,\n",
              "        'usersCount': 0,\n",
              "        'visitsCount': 0},\n",
              "       'verified': False}},\n",
              "     {'reasons': {'count': 0,\n",
              "       'items': [{'reasonName': 'globalInteractionReason',\n",
              "         'summary': 'This spot is popular',\n",
              "         'type': 'general'}]},\n",
              "      'referralId': 'e-0-59f78190e57ca62f8f15670f-1',\n",
              "      'venue': {'beenHere': {'count': 0,\n",
              "        'lastCheckinExpiredAt': 0,\n",
              "        'marked': False,\n",
              "        'unconfirmedCount': 0},\n",
              "       'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/coffeeshop_',\n",
              "          'suffix': '.png'},\n",
              "         'id': '4bf58dd8d48988d1e0931735',\n",
              "         'name': 'Coffee Shop',\n",
              "         'pluralName': 'Coffee Shops',\n",
              "         'primary': True,\n",
              "         'shortName': 'Coffee Shop'}],\n",
              "       'contact': {},\n",
              "       'hereNow': {'count': 0, 'groups': [], 'summary': 'Nobody here'},\n",
              "       'id': '59f78190e57ca62f8f15670f',\n",
              "       'location': {'address': '1333 Rue Acton Route 116',\n",
              "        'cc': 'CA',\n",
              "        'city': 'Acton Vale',\n",
              "        'country': 'Canada',\n",
              "        'distance': 612,\n",
              "        'formattedAddress': ['1333 Rue Acton Route 116',\n",
              "         'Acton Vale QC J0H 1A0',\n",
              "         'Canada'],\n",
              "        'labeledLatLngs': [{'label': 'display',\n",
              "          'lat': 45.6440554,\n",
              "          'lng': -72.5719111}],\n",
              "        'lat': 45.6440554,\n",
              "        'lng': -72.5719111,\n",
              "        'postalCode': 'J0H 1A0',\n",
              "        'state': 'QC'},\n",
              "       'name': 'Tim Hortons',\n",
              "       'photos': {'count': 0, 'groups': []},\n",
              "       'stats': {'checkinsCount': 0,\n",
              "        'tipCount': 0,\n",
              "        'usersCount': 0,\n",
              "        'visitsCount': 0},\n",
              "       'verified': False}},\n",
              "     {'reasons': {'count': 0,\n",
              "       'items': [{'reasonName': 'globalInteractionReason',\n",
              "         'summary': 'This spot is popular',\n",
              "         'type': 'general'}]},\n",
              "      'referralId': 'e-0-4db627ba0437fa536a516fc5-2',\n",
              "      'venue': {'beenHere': {'count': 0,\n",
              "        'lastCheckinExpiredAt': 0,\n",
              "        'marked': False,\n",
              "        'unconfirmedCount': 0},\n",
              "       'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/fastfood_',\n",
              "          'suffix': '.png'},\n",
              "         'id': '4bf58dd8d48988d16e941735',\n",
              "         'name': 'Fast Food Restaurant',\n",
              "         'pluralName': 'Fast Food Restaurants',\n",
              "         'primary': True,\n",
              "         'shortName': 'Fast Food'}],\n",
              "       'contact': {},\n",
              "       'hereNow': {'count': 0, 'groups': [], 'summary': 'Nobody here'},\n",
              "       'id': '4db627ba0437fa536a516fc5',\n",
              "       'location': {'address': \"1323 Rue D'Acton\",\n",
              "        'cc': 'CA',\n",
              "        'city': 'Acton Vale',\n",
              "        'country': 'Canada',\n",
              "        'distance': 585,\n",
              "        'formattedAddress': [\"1323 Rue D'Acton\",\n",
              "         'Acton Vale QC J0H 1A0',\n",
              "         'Canada'],\n",
              "        'labeledLatLngs': [{'label': 'display',\n",
              "          'lat': 45.64402246335192,\n",
              "          'lng': -72.5714562146743}],\n",
              "        'lat': 45.64402246335192,\n",
              "        'lng': -72.5714562146743,\n",
              "        'postalCode': 'J0H 1A0',\n",
              "        'state': 'QC'},\n",
              "       'name': \"McDonald's\",\n",
              "       'photos': {'count': 0, 'groups': []},\n",
              "       'stats': {'checkinsCount': 0,\n",
              "        'tipCount': 0,\n",
              "        'usersCount': 0,\n",
              "        'visitsCount': 0},\n",
              "       'verified': False}},\n",
              "     {'reasons': {'count': 0,\n",
              "       'items': [{'reasonName': 'globalInteractionReason',\n",
              "         'summary': 'This spot is popular',\n",
              "         'type': 'general'}]},\n",
              "      'referralId': 'e-0-5bc5fae956c89f002cdc4a36-3',\n",
              "      'venue': {'beenHere': {'count': 0,\n",
              "        'lastCheckinExpiredAt': 0,\n",
              "        'marked': False,\n",
              "        'unconfirmedCount': 0},\n",
              "       'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/realestate_',\n",
              "          'suffix': '.png'},\n",
              "         'id': '5454144b498ec1f095bff2f2',\n",
              "         'name': 'Construction & Landscaping',\n",
              "         'pluralName': 'Construction & Landscaping',\n",
              "         'primary': True,\n",
              "         'shortName': 'Construction'}],\n",
              "       'contact': {},\n",
              "       'hereNow': {'count': 0, 'groups': [], 'summary': 'Nobody here'},\n",
              "       'id': '5bc5fae956c89f002cdc4a36',\n",
              "       'location': {'address': '240, Place Valois',\n",
              "        'cc': 'CA',\n",
              "        'city': 'Roxton Falls',\n",
              "        'country': 'Canada',\n",
              "        'distance': 2930,\n",
              "        'formattedAddress': ['240, Place Valois',\n",
              "         'Roxton Falls QC J0H 1E0',\n",
              "         'Canada'],\n",
              "        'labeledLatLngs': [{'label': 'display',\n",
              "          'lat': 45.64428817847555,\n",
              "          'lng': -72.52798318862915}],\n",
              "        'lat': 45.64428817847555,\n",
              "        'lng': -72.52798318862915,\n",
              "        'postalCode': 'J0H 1E0',\n",
              "        'state': 'QC'},\n",
              "       'name': 'Isolation IKL',\n",
              "       'photos': {'count': 0, 'groups': []},\n",
              "       'stats': {'checkinsCount': 0,\n",
              "        'tipCount': 0,\n",
              "        'usersCount': 0,\n",
              "        'visitsCount': 0},\n",
              "       'verified': False}},\n",
              "     {'reasons': {'count': 0,\n",
              "       'items': [{'reasonName': 'globalInteractionReason',\n",
              "         'summary': 'This spot is popular',\n",
              "         'type': 'general'}]},\n",
              "      'referralId': 'e-0-57a575c8498efd4cb1eea4f0-4',\n",
              "      'venue': {'beenHere': {'count': 0,\n",
              "        'lastCheckinExpiredAt': 0,\n",
              "        'marked': False,\n",
              "        'unconfirmedCount': 0},\n",
              "       'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/realestate_',\n",
              "          'suffix': '.png'},\n",
              "         'id': '5454144b498ec1f095bff2f2',\n",
              "         'name': 'Construction & Landscaping',\n",
              "         'pluralName': 'Construction & Landscaping',\n",
              "         'primary': True,\n",
              "         'shortName': 'Construction'}],\n",
              "       'contact': {},\n",
              "       'hereNow': {'count': 0, 'groups': [], 'summary': 'Nobody here'},\n",
              "       'id': '57a575c8498efd4cb1eea4f0',\n",
              "       'location': {'address': '259 rue Saint-Louis',\n",
              "        'cc': 'CA',\n",
              "        'city': 'Acton Vale',\n",
              "        'country': 'Canada',\n",
              "        'distance': 2960,\n",
              "        'formattedAddress': ['259 rue Saint-Louis',\n",
              "         'Acton Vale QC J0H 1A0',\n",
              "         'Canada'],\n",
              "        'labeledLatLngs': [{'label': 'display',\n",
              "          'lat': 45.621322,\n",
              "          'lng': -72.556373}],\n",
              "        'lat': 45.621322,\n",
              "        'lng': -72.556373,\n",
              "        'postalCode': 'J0H 1A0',\n",
              "        'state': 'QC'},\n",
              "       'name': 'Gaétan Martin Électricien Inc Le Gars Branché',\n",
              "       'photos': {'count': 0, 'groups': []},\n",
              "       'stats': {'checkinsCount': 0,\n",
              "        'tipCount': 0,\n",
              "        'usersCount': 0,\n",
              "        'visitsCount': 0},\n",
              "       'verified': False}},\n",
              "     {'reasons': {'count': 0,\n",
              "       'items': [{'reasonName': 'globalInteractionReason',\n",
              "         'summary': 'This spot is popular',\n",
              "         'type': 'general'}]},\n",
              "      'referralId': 'e-0-5dc91f595c05fe00077a80f8-5',\n",
              "      'venue': {'beenHere': {'count': 0,\n",
              "        'lastCheckinExpiredAt': 0,\n",
              "        'marked': False,\n",
              "        'unconfirmedCount': 0},\n",
              "       'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/building/default_',\n",
              "          'suffix': '.png'},\n",
              "         'id': '5453de49498eade8af355881',\n",
              "         'name': 'Business Service',\n",
              "         'pluralName': 'Business Services',\n",
              "         'primary': True,\n",
              "         'shortName': 'Business Services'}],\n",
              "       'contact': {},\n",
              "       'hereNow': {'count': 0, 'groups': [], 'summary': 'Nobody here'},\n",
              "       'id': '5dc91f595c05fe00077a80f8',\n",
              "       'location': {'address': '1698, rue Principale',\n",
              "        'cc': 'CA',\n",
              "        'city': \"Saint-Théodore-d'Acton\",\n",
              "        'country': 'Canada',\n",
              "        'distance': 4369,\n",
              "        'formattedAddress': ['1698, rue Principale',\n",
              "         \"Saint-Théodore d'Acton QC J0H 1Z0\",\n",
              "         'Canada'],\n",
              "        'labeledLatLngs': [{'label': 'display',\n",
              "          'lat': 45.685117,\n",
              "          'lng': -72.579715}],\n",
              "        'lat': 45.685117,\n",
              "        'lng': -72.579715,\n",
              "        'postalCode': 'J0H 1Z0',\n",
              "        'state': 'QC'},\n",
              "       'name': \"Centre de service Desjardins - La Caisse Populaire de St-Théodore d'Acton\",\n",
              "       'photos': {'count': 0, 'groups': []},\n",
              "       'stats': {'checkinsCount': 0,\n",
              "        'tipCount': 0,\n",
              "        'usersCount': 0,\n",
              "        'visitsCount': 0},\n",
              "       'venuePage': {'id': '1360355143'},\n",
              "       'verified': True}}],\n",
              "    'name': 'recommended',\n",
              "    'type': 'Recommended Places'}],\n",
              "  'headerFullLocation': 'Acton Vale',\n",
              "  'headerLocation': 'Acton Vale',\n",
              "  'headerLocationGranularity': 'city',\n",
              "  'suggestedBounds': {'ne': {'lat': 45.692156445000045,\n",
              "    'lng': -72.50116005393372},\n",
              "   'sw': {'lat': 45.602156354999956, 'lng': -72.62966134606629}},\n",
              "  'totalResults': 6}}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "laflkYvMTM7W"
      },
      "source": [
        "LIMIT=400\n",
        "def getNearbyVenues(names, latitudes, longitudes, radius=2000):\n",
        "    venues_list=[]\n",
        "    for name, lat, lng in zip(names, latitudes, longitudes):\n",
        "        print(name)\n",
        "        url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
        "            CLIENT_ID, \n",
        "            CLIENT_SECRET, \n",
        "            VERSION, \n",
        "            lat, \n",
        "            lng, \n",
        "            radius, \n",
        "            LIMIT)\n",
        "        try:\n",
        "            results=requests.get(url).json()['response']['groups'][0]['items']\n",
        "        except:\n",
        "            continue;\n",
        "        venues_list.append([(\n",
        "        name, \n",
        "        lat, \n",
        "        lng,\n",
        "        v['venue']['name'],\n",
        "        v['venue']['location']['lat'],\n",
        "        v['venue']['location']['lng'],\n",
        "        v['venue']['categories'][0]['name']) for v in results])\n",
        "        \n",
        "    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n",
        "    nearby_venues.columns = ['Neighborhood', \n",
        "                  'Neighborhood Latitude', \n",
        "                  'Neighborhood Longitude', \n",
        "                  'Venue', \n",
        "                  'Venue Latitude', \n",
        "                  'Venue Longitude', \n",
        "                  'Venue Category']\n",
        "    \n",
        "    return(nearby_venues)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8wy8vXvuTM7W"
      },
      "source": [
        "#### Let's get all the venues in the towns of Quebec"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8XqrbWXVTM7W",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "29c1f0bb-6910-4094-d3d9-0533de18f947"
      },
      "source": [
        "Quebec_venues = getNearbyVenues(names=df_town2['Name'],latitudes=df_town2['Latitude'],\n",
        "                                   longitudes=df_town2['Longitude'])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Acton Vale\n",
            "Alma\n",
            "Amos\n",
            "Amqui\n",
            "Baie-Comeau\n",
            "Baie-D'Urfé\n",
            "Baie-Saint-Paul\n",
            "Barkmere\n",
            "Beaconsfield\n",
            "Beauceville\n",
            "Beauharnois\n",
            "Beaupré\n",
            "Bécancour\n",
            "Bedford\n",
            "Belleterre\n",
            "Beloeil\n",
            "Berthierville\n",
            "Blainville\n",
            "Boisbriand\n",
            "Bois-des-Filion\n",
            "Bonaventure\n",
            "Boucherville\n",
            "Lac-Brome\n",
            "Bromont\n",
            "Brossard\n",
            "Brownsburg-Chatham\n",
            "Candiac\n",
            "Cap-Chat\n",
            "Cap-Santé\n",
            "Carignan\n",
            "Carleton-sur-Mer\n",
            "Causapscal\n",
            "Chambly\n",
            "Chandler\n",
            "Chapais\n",
            "Charlemagne\n",
            "Châteauguay\n",
            "Château-Richer\n",
            "Chibougamau\n",
            "Clermont\n",
            "Coaticook\n",
            "Contrecoeur\n",
            "Cookshire-Eaton\n",
            "Côte Saint-Luc\n",
            "Coteau-du-Lac\n",
            "Cowansville\n",
            "Danville\n",
            "Daveluyville\n",
            "Dégelis\n",
            "Delson\n",
            "Desbiens\n",
            "Deux-Montagnes\n",
            "Disraeli\n",
            "Dolbeau-Mistassini\n",
            "Dollard-des-Ormeaux\n",
            "Donnacona\n",
            "Dorval\n",
            "Drummondville\n",
            "Dunham\n",
            "Duparquet\n",
            "East Angus\n",
            "Estérel\n",
            "Farnham\n",
            "Fermont\n",
            "Forestville\n",
            "Fossambault-sur-le-Lac\n",
            "Gaspé\n",
            "Gatineau\n",
            "Gracefield\n",
            "Granby\n",
            "Grande-Rivière\n",
            "Hampstead\n",
            "Hudson\n",
            "Huntingdon\n",
            "Joliette\n",
            "Kingsey Falls\n",
            "Kirkland\n",
            "La Malbaie\n",
            "La Pocatière\n",
            "La Prairie\n",
            "La Sarre\n",
            "Lac-Delage\n",
            "Lachute\n",
            "Lac-Mégantic\n",
            "Lac-Saint-Joseph\n",
            "Lac-Sergent\n",
            "L'Ancienne-Lorette\n",
            "L'Assomption\n",
            "Laval\n",
            "Lavaltrie\n",
            "Lebel-sur-Quévillon\n",
            "L'Épiphanie\n",
            "Léry\n",
            "Lévis\n",
            "L'Île-Cadieux\n",
            "L'Île-Perrot\n",
            "Longueuil\n",
            "Lorraine\n",
            "Louiseville\n",
            "Macamic\n",
            "Magog\n",
            "Malartic\n",
            "Maniwaki\n",
            "Marieville\n",
            "Mascouche\n",
            "Matagami\n",
            "Matane\n",
            "Mercier\n",
            "Métabetchouan–Lac-à-la-Croix\n",
            "Métis-sur-Mer\n",
            "Mirabel\n",
            "Mont-Joli\n",
            "Mont-Laurier\n",
            "Montmagny\n",
            "Montreal West\n",
            "Montréal-Est\n",
            "Mont-Saint-Hilaire\n",
            "Mont-Tremblant\n",
            "Mount Royal\n",
            "Murdochville\n",
            "Neuville\n",
            "New Richmond\n",
            "Nicolet\n",
            "Normandin\n",
            "Notre-Dame-de-l'Île-Perrot\n",
            "Notre-Dame-des-Prairies\n",
            "Otterburn Park\n",
            "Paspébiac\n",
            "Percé\n",
            "Pincourt\n",
            "Plessisville\n",
            "Pohénégamook\n",
            "Pointe-Claire\n",
            "Pont-Rouge\n",
            "Port-Cartier\n",
            "Portneuf\n",
            "Prévost\n",
            "Princeville\n",
            "Repentigny\n",
            "Richelieu\n",
            "Richmond\n",
            "Rigaud\n",
            "Rimouski\n",
            "Rivière-du-Loup\n",
            "Rivière-Rouge\n",
            "Roberval\n",
            "Rosemère\n",
            "Rouyn-Noranda\n",
            "Saguenay\n",
            "Saint-Augustin-de-Desmaures\n",
            "Saint-Basile\n",
            "Saint-Basile-le-Grand\n",
            "Saint-Bruno-de-Montarville\n",
            "Saint-Césaire\n",
            "Saint-Charles-Borromée\n",
            "Saint-Colomban\n",
            "Saint-Constant\n",
            "Sainte-Adèle\n",
            "Sainte-Agathe-des-Monts\n",
            "Sainte-Anne-de-Beaupré\n",
            "Sainte-Anne-de-Bellevue\n",
            "Sainte-Anne-des-Monts\n",
            "Sainte-Anne-des-Plaines\n",
            "Sainte-Catherine\n",
            "Sainte-Catherine-de-la-Jacques-Cartier\n",
            "Sainte-Julie\n",
            "Sainte-Marguerite-du-Lac-Masson\n",
            "Sainte-Marie\n",
            "Sainte-Marthe-sur-le-Lac\n",
            "Sainte-Thérèse\n",
            "Saint-Eustache\n",
            "Saint-Félicien\n",
            "Saint-Gabriel\n",
            "Saint-Georges\n",
            "Saint-Hyacinthe\n",
            "Saint-Jean-sur-Richelieu\n",
            "Saint-Jérôme\n",
            "Saint-Joseph-de-Beauce\n",
            "Saint-Joseph-de-Sorel\n",
            "Saint-Lambert\n",
            "Saint-Lazare\n",
            "Saint-Lin-Laurentides\n",
            "Saint-Marc-des-Carrières\n",
            "Saint-Ours\n",
            "Saint-Pamphile\n",
            "Saint-Pascal\n",
            "Saint-Pie\n",
            "Saint-Raymond\n",
            "Saint-Rémi\n",
            "Saint-Sauveur\n",
            "Saint-Tite\n",
            "Salaberry-de-Valleyfield\n",
            "Schefferville\n",
            "Scotstown\n",
            "Senneterre\n",
            "Sept-Îles\n",
            "Shawinigan\n",
            "Sherbrooke\n",
            "Sorel-Tracy\n",
            "Stanstead\n",
            "Sutton\n",
            "Témiscaming\n",
            "Témiscouata-sur-le-Lac\n",
            "Terrebonne\n",
            "Thetford Mines\n",
            "Thurso\n",
            "Trois-Pistoles\n",
            "Trois-Rivières\n",
            "Valcourt\n",
            "Val-d'Or\n",
            "Val-des-Sources\n",
            "Varennes\n",
            "Vaudreuil-Dorion\n",
            "Victoriaville\n",
            "Ville-Marie\n",
            "Warwick\n",
            "Waterloo\n",
            "Waterville\n",
            "Westmount\n",
            "Windsor\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PCw-E3iuTM7X",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 402
        },
        "outputId": "e7ae85fd-e4b1-40f2-fd65-1d6e23a27aab"
      },
      "source": [
        "Quebec_venues"
      ],
      "execution_count": null,
      "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>Neighborhood</th>\n",
              "      <th>Neighborhood Latitude</th>\n",
              "      <th>Neighborhood Longitude</th>\n",
              "      <th>Venue</th>\n",
              "      <th>Venue Latitude</th>\n",
              "      <th>Venue Longitude</th>\n",
              "      <th>Venue Category</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Acton Vale</td>\n",
              "      <td>45.647156</td>\n",
              "      <td>-72.565411</td>\n",
              "      <td>Subway</td>\n",
              "      <td>45.643753</td>\n",
              "      <td>-72.570602</td>\n",
              "      <td>Sandwich Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Acton Vale</td>\n",
              "      <td>45.647156</td>\n",
              "      <td>-72.565411</td>\n",
              "      <td>Tim Hortons</td>\n",
              "      <td>45.644055</td>\n",
              "      <td>-72.571911</td>\n",
              "      <td>Coffee Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Acton Vale</td>\n",
              "      <td>45.647156</td>\n",
              "      <td>-72.565411</td>\n",
              "      <td>McDonald's</td>\n",
              "      <td>45.644022</td>\n",
              "      <td>-72.571456</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Acton Vale</td>\n",
              "      <td>45.647156</td>\n",
              "      <td>-72.565411</td>\n",
              "      <td>Le Carnet Noir</td>\n",
              "      <td>45.646701</td>\n",
              "      <td>-72.570269</td>\n",
              "      <td>Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Acton Vale</td>\n",
              "      <td>45.647156</td>\n",
              "      <td>-72.565411</td>\n",
              "      <td>Parc Donald Martin</td>\n",
              "      <td>45.653527</td>\n",
              "      <td>-72.559347</td>\n",
              "      <td>Park</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3804</th>\n",
              "      <td>Windsor</td>\n",
              "      <td>45.569780</td>\n",
              "      <td>-72.003495</td>\n",
              "      <td>Tim Hortons</td>\n",
              "      <td>45.567284</td>\n",
              "      <td>-72.011410</td>\n",
              "      <td>Coffee Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3805</th>\n",
              "      <td>Windsor</td>\n",
              "      <td>45.569780</td>\n",
              "      <td>-72.003495</td>\n",
              "      <td>Bonheur d'Italie</td>\n",
              "      <td>45.566190</td>\n",
              "      <td>-72.013756</td>\n",
              "      <td>Italian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3806</th>\n",
              "      <td>Windsor</td>\n",
              "      <td>45.569780</td>\n",
              "      <td>-72.003495</td>\n",
              "      <td>Arena J.A Lemay</td>\n",
              "      <td>45.573221</td>\n",
              "      <td>-71.993129</td>\n",
              "      <td>Hockey Arena</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3807</th>\n",
              "      <td>Windsor</td>\n",
              "      <td>45.569780</td>\n",
              "      <td>-72.003495</td>\n",
              "      <td>Pavage Préfontaine Inc</td>\n",
              "      <td>45.582479</td>\n",
              "      <td>-71.990309</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3808</th>\n",
              "      <td>Windsor</td>\n",
              "      <td>45.569780</td>\n",
              "      <td>-72.003495</td>\n",
              "      <td>Centre de services Desjardins Windsor</td>\n",
              "      <td>45.554719</td>\n",
              "      <td>-71.996866</td>\n",
              "      <td>Business Service</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3809 rows × 7 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     Neighborhood  ...              Venue Category\n",
              "0      Acton Vale  ...              Sandwich Place\n",
              "1      Acton Vale  ...                 Coffee Shop\n",
              "2      Acton Vale  ...        Fast Food Restaurant\n",
              "3      Acton Vale  ...                  Restaurant\n",
              "4      Acton Vale  ...                        Park\n",
              "...           ...  ...                         ...\n",
              "3804      Windsor  ...                 Coffee Shop\n",
              "3805      Windsor  ...          Italian Restaurant\n",
              "3806      Windsor  ...                Hockey Arena\n",
              "3807      Windsor  ...  Construction & Landscaping\n",
              "3808      Windsor  ...            Business Service\n",
              "\n",
              "[3809 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ec3axCZNOT-8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 431
        },
        "outputId": "ef1b6f7a-94de-4eb4-d7bc-0996a99db142"
      },
      "source": [
        "Quebec_venues.groupby(\"Neighborhood\").count()"
      ],
      "execution_count": null,
      "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>Neighborhood Latitude</th>\n",
              "      <th>Neighborhood Longitude</th>\n",
              "      <th>Venue</th>\n",
              "      <th>Venue Latitude</th>\n",
              "      <th>Venue Longitude</th>\n",
              "      <th>Venue Category</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Neighborhood</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Acton Vale</th>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Alma</th>\n",
              "      <td>20</td>\n",
              "      <td>20</td>\n",
              "      <td>20</td>\n",
              "      <td>20</td>\n",
              "      <td>20</td>\n",
              "      <td>20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Amos</th>\n",
              "      <td>16</td>\n",
              "      <td>16</td>\n",
              "      <td>16</td>\n",
              "      <td>16</td>\n",
              "      <td>16</td>\n",
              "      <td>16</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Amqui</th>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Baie-Comeau</th>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Warwick</th>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Waterloo</th>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Waterville</th>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Westmount</th>\n",
              "      <td>100</td>\n",
              "      <td>100</td>\n",
              "      <td>100</td>\n",
              "      <td>100</td>\n",
              "      <td>100</td>\n",
              "      <td>100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Windsor</th>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>214 rows × 6 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              Neighborhood Latitude  ...  Venue Category\n",
              "Neighborhood                         ...                \n",
              "Acton Vale                        8  ...               8\n",
              "Alma                             20  ...              20\n",
              "Amos                             16  ...              16\n",
              "Amqui                             7  ...               7\n",
              "Baie-Comeau                       4  ...               4\n",
              "...                             ...  ...             ...\n",
              "Warwick                           7  ...               7\n",
              "Waterloo                          6  ...               6\n",
              "Waterville                        4  ...               4\n",
              "Westmount                       100  ...             100\n",
              "Windsor                           7  ...               7\n",
              "\n",
              "[214 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UHzjpKHoOky-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 431
        },
        "outputId": "33133239-628c-4cdf-fd8b-b8ddc3c48e0a"
      },
      "source": [
        "Quebec_venues.groupby(\"Venue Category\").count()"
      ],
      "execution_count": null,
      "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>Neighborhood</th>\n",
              "      <th>Neighborhood Latitude</th>\n",
              "      <th>Neighborhood Longitude</th>\n",
              "      <th>Venue</th>\n",
              "      <th>Venue Latitude</th>\n",
              "      <th>Venue Longitude</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Venue Category</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>ATM</th>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Accessories Store</th>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Airport</th>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Airport Lounge</th>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Airport Service</th>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Wine Shop</th>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Wings Joint</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Women's Store</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Yoga Studio</th>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Zoo</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>289 rows × 6 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                   Neighborhood  ...  Venue Longitude\n",
              "Venue Category                   ...                 \n",
              "ATM                           6  ...                6\n",
              "Accessories Store             3  ...                3\n",
              "Airport                       3  ...                3\n",
              "Airport Lounge                5  ...                5\n",
              "Airport Service               3  ...                3\n",
              "...                         ...  ...              ...\n",
              "Wine Shop                     5  ...                5\n",
              "Wings Joint                   2  ...                2\n",
              "Women's Store                 2  ...                2\n",
              "Yoga Studio                   8  ...                8\n",
              "Zoo                           1  ...                1\n",
              "\n",
              "[289 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MeEBM66SO4EU",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "outputId": "1d4e79ef-bcd7-4f87-8127-a4522a9fe06a"
      },
      "source": [
        "Quebec_onehot=pd.get_dummies(Quebec_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\r\n",
        "Quebec_onehot.drop(\"Neighborhood\", axis=1, inplace=True)\r\n",
        "Quebec_onehot['Neighborhood']=Quebec_venues['Neighborhood']\r\n",
        "\r\n",
        "fixed_columns=[Quebec_onehot.columns[-1]]+list(Quebec_onehot.columns[:-1])\r\n",
        "Quebec_onehot=Quebec_onehot[fixed_columns]\r\n",
        "Quebec_onehot"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Neighborhood</th>\n",
              "      <th>ATM</th>\n",
              "      <th>Accessories Store</th>\n",
              "      <th>Airport</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>Art Gallery</th>\n",
              "      <th>Art Museum</th>\n",
              "      <th>Arts &amp; Crafts Store</th>\n",
              "      <th>Arts &amp; Entertainment</th>\n",
              "      <th>Asian Restaurant</th>\n",
              "      <th>Athletics &amp; Sports</th>\n",
              "      <th>Australian Restaurant</th>\n",
              "      <th>Auto Dealership</th>\n",
              "      <th>Auto Garage</th>\n",
              "      <th>Auto Workshop</th>\n",
              "      <th>Automotive Shop</th>\n",
              "      <th>BBQ Joint</th>\n",
              "      <th>Bagel Shop</th>\n",
              "      <th>Bakery</th>\n",
              "      <th>Bank</th>\n",
              "      <th>Bar</th>\n",
              "      <th>Baseball Field</th>\n",
              "      <th>Baseball Stadium</th>\n",
              "      <th>Beach</th>\n",
              "      <th>Bed &amp; Breakfast</th>\n",
              "      <th>Beer Bar</th>\n",
              "      <th>Beer Garden</th>\n",
              "      <th>Beer Store</th>\n",
              "      <th>Belgian Restaurant</th>\n",
              "      <th>Big Box Store</th>\n",
              "      <th>Bike Trail</th>\n",
              "      <th>Bistro</th>\n",
              "      <th>Board Shop</th>\n",
              "      <th>Boat or Ferry</th>\n",
              "      <th>Bookstore</th>\n",
              "      <th>Border Crossing</th>\n",
              "      <th>...</th>\n",
              "      <th>Sports Club</th>\n",
              "      <th>Sri Lankan Restaurant</th>\n",
              "      <th>Stables</th>\n",
              "      <th>Stadium</th>\n",
              "      <th>Steakhouse</th>\n",
              "      <th>Storage Facility</th>\n",
              "      <th>Supermarket</th>\n",
              "      <th>Sushi Restaurant</th>\n",
              "      <th>Swiss Restaurant</th>\n",
              "      <th>Szechuan Restaurant</th>\n",
              "      <th>Tailor Shop</th>\n",
              "      <th>Tapas Restaurant</th>\n",
              "      <th>Tea Room</th>\n",
              "      <th>Tennis Court</th>\n",
              "      <th>Tex-Mex Restaurant</th>\n",
              "      <th>Thai Restaurant</th>\n",
              "      <th>Theater</th>\n",
              "      <th>Theme Park Ride / Attraction</th>\n",
              "      <th>Theme Restaurant</th>\n",
              "      <th>Thrift / Vintage Store</th>\n",
              "      <th>Tourist Information Center</th>\n",
              "      <th>Toy / Game Store</th>\n",
              "      <th>Trail</th>\n",
              "      <th>Train Station</th>\n",
              "      <th>Transportation Service</th>\n",
              "      <th>Tree</th>\n",
              "      <th>Truck Stop</th>\n",
              "      <th>Tunnel</th>\n",
              "      <th>Vegetarian / Vegan Restaurant</th>\n",
              "      <th>Video Game Store</th>\n",
              "      <th>Video Store</th>\n",
              "      <th>Vietnamese Restaurant</th>\n",
              "      <th>Warehouse Store</th>\n",
              "      <th>Water Park</th>\n",
              "      <th>Wine Bar</th>\n",
              "      <th>Wine Shop</th>\n",
              "      <th>Wings Joint</th>\n",
              "      <th>Women's Store</th>\n",
              "      <th>Yoga Studio</th>\n",
              "      <th>Zoo</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Acton Vale</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>Acton Vale</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>Acton Vale</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>Acton Vale</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>Acton Vale</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>3808</th>\n",
              "      <td>Windsor</td>\n",
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              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3809 rows × 289 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     Neighborhood  ATM  Accessories Store  ...  Women's Store  Yoga Studio  Zoo\n",
              "0      Acton Vale    0                  0  ...              0            0    0\n",
              "1      Acton Vale    0                  0  ...              0            0    0\n",
              "2      Acton Vale    0                  0  ...              0            0    0\n",
              "3      Acton Vale    0                  0  ...              0            0    0\n",
              "4      Acton Vale    0                  0  ...              0            0    0\n",
              "...           ...  ...                ...  ...            ...          ...  ...\n",
              "3804      Windsor    0                  0  ...              0            0    0\n",
              "3805      Windsor    0                  0  ...              0            0    0\n",
              "3806      Windsor    0                  0  ...              0            0    0\n",
              "3807      Windsor    0                  0  ...              0            0    0\n",
              "3808      Windsor    0                  0  ...              0            0    0\n",
              "\n",
              "[3809 rows x 289 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OCOy76kdPVuO",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "outputId": "00a70128-59af-4cd6-e49b-a692df9f632f"
      },
      "source": [
        "Quebec_grouped=Quebec_onehot.groupby(\"Neighborhood\").mean().reset_index()\r\n",
        "Quebec_grouped"
      ],
      "execution_count": null,
      "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>Neighborhood</th>\n",
              "      <th>ATM</th>\n",
              "      <th>Accessories Store</th>\n",
              "      <th>Airport</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>Art Gallery</th>\n",
              "      <th>Art Museum</th>\n",
              "      <th>Arts &amp; Crafts Store</th>\n",
              "      <th>Arts &amp; Entertainment</th>\n",
              "      <th>Asian Restaurant</th>\n",
              "      <th>Athletics &amp; Sports</th>\n",
              "      <th>Australian Restaurant</th>\n",
              "      <th>Auto Dealership</th>\n",
              "      <th>Auto Garage</th>\n",
              "      <th>Auto Workshop</th>\n",
              "      <th>Automotive Shop</th>\n",
              "      <th>BBQ Joint</th>\n",
              "      <th>Bagel Shop</th>\n",
              "      <th>Bakery</th>\n",
              "      <th>Bank</th>\n",
              "      <th>Bar</th>\n",
              "      <th>Baseball Field</th>\n",
              "      <th>Baseball Stadium</th>\n",
              "      <th>Beach</th>\n",
              "      <th>Bed &amp; Breakfast</th>\n",
              "      <th>Beer Bar</th>\n",
              "      <th>Beer Garden</th>\n",
              "      <th>Beer Store</th>\n",
              "      <th>Belgian Restaurant</th>\n",
              "      <th>Big Box Store</th>\n",
              "      <th>Bike Trail</th>\n",
              "      <th>Bistro</th>\n",
              "      <th>Board Shop</th>\n",
              "      <th>Boat or Ferry</th>\n",
              "      <th>Bookstore</th>\n",
              "      <th>Border Crossing</th>\n",
              "      <th>...</th>\n",
              "      <th>Sports Club</th>\n",
              "      <th>Sri Lankan Restaurant</th>\n",
              "      <th>Stables</th>\n",
              "      <th>Stadium</th>\n",
              "      <th>Steakhouse</th>\n",
              "      <th>Storage Facility</th>\n",
              "      <th>Supermarket</th>\n",
              "      <th>Sushi Restaurant</th>\n",
              "      <th>Swiss Restaurant</th>\n",
              "      <th>Szechuan Restaurant</th>\n",
              "      <th>Tailor Shop</th>\n",
              "      <th>Tapas Restaurant</th>\n",
              "      <th>Tea Room</th>\n",
              "      <th>Tennis Court</th>\n",
              "      <th>Tex-Mex Restaurant</th>\n",
              "      <th>Thai Restaurant</th>\n",
              "      <th>Theater</th>\n",
              "      <th>Theme Park Ride / Attraction</th>\n",
              "      <th>Theme Restaurant</th>\n",
              "      <th>Thrift / Vintage Store</th>\n",
              "      <th>Tourist Information Center</th>\n",
              "      <th>Toy / Game Store</th>\n",
              "      <th>Trail</th>\n",
              "      <th>Train Station</th>\n",
              "      <th>Transportation Service</th>\n",
              "      <th>Tree</th>\n",
              "      <th>Truck Stop</th>\n",
              "      <th>Tunnel</th>\n",
              "      <th>Vegetarian / Vegan Restaurant</th>\n",
              "      <th>Video Game Store</th>\n",
              "      <th>Video Store</th>\n",
              "      <th>Vietnamese Restaurant</th>\n",
              "      <th>Warehouse Store</th>\n",
              "      <th>Water Park</th>\n",
              "      <th>Wine Bar</th>\n",
              "      <th>Wine Shop</th>\n",
              "      <th>Wings Joint</th>\n",
              "      <th>Women's Store</th>\n",
              "      <th>Yoga Studio</th>\n",
              "      <th>Zoo</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Acton Vale</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>0.00</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>0.000000</td>\n",
              "      <td>0.00</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>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>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</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>0.00</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>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Alma</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>0.00</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>0.000000</td>\n",
              "      <td>0.00</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>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>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.050000</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>0.00</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>0.0</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Amos</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>0.00</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>0.000000</td>\n",
              "      <td>0.00</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>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>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0625</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</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>0.00</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>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Amqui</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>0.00</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>0.000000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.142857</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>0.0</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</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>0.00</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>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Baie-Comeau</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>0.00</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>0.000000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</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>0.0</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</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>0.00</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>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>209</th>\n",
              "      <td>Warwick</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>0.00</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>0.142857</td>\n",
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              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>210</th>\n",
              "      <td>Waterloo</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",
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              "      <td>0.000000</td>\n",
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              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.166667</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>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>211</th>\n",
              "      <td>Waterville</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",
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              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>212</th>\n",
              "      <td>Westmount</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.010000</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.04</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>213</th>\n",
              "      <td>Windsor</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",
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              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
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              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>214 rows × 289 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    Neighborhood  ATM  Accessories Store  ...  Women's Store  Yoga Studio  Zoo\n",
              "0     Acton Vale  0.0                0.0  ...            0.0         0.00  0.0\n",
              "1           Alma  0.0                0.0  ...            0.0         0.00  0.0\n",
              "2           Amos  0.0                0.0  ...            0.0         0.00  0.0\n",
              "3          Amqui  0.0                0.0  ...            0.0         0.00  0.0\n",
              "4    Baie-Comeau  0.0                0.0  ...            0.0         0.00  0.0\n",
              "..           ...  ...                ...  ...            ...          ...  ...\n",
              "209      Warwick  0.0                0.0  ...            0.0         0.00  0.0\n",
              "210     Waterloo  0.0                0.0  ...            0.0         0.00  0.0\n",
              "211   Waterville  0.0                0.0  ...            0.0         0.00  0.0\n",
              "212    Westmount  0.0                0.0  ...            0.0         0.04  0.0\n",
              "213      Windsor  0.0                0.0  ...            0.0         0.00  0.0\n",
              "\n",
              "[214 rows x 289 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "S3rcZYpJPi3p"
      },
      "source": [
        "def top_common_venues(row, num_top_venues):\r\n",
        "    row_categories = row.iloc[1:]\r\n",
        "    row_categories_sorted = row_categories.sort_values(ascending=False)\r\n",
        "    \r\n",
        "    return row_categories_sorted.index.values[0:num_top_venues]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bQ4ksvg3TM7Y"
      },
      "source": [
        "#### Let's find the top 10 venues in every neighborhood"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zbsWx-ifTM7Y",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 570
        },
        "outputId": "ba2ee80f-3e8b-4570-9400-05a694be343b"
      },
      "source": [
        "num_top_venues = 10\n",
        "\n",
        "indicators = ['st', 'nd', 'rd']\n",
        "\n",
        "\n",
        "columns = ['Neighborhood']\n",
        "for ind in np.arange(num_top_venues):\n",
        "    try:\n",
        "        columns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))\n",
        "    except:\n",
        "        columns.append('{}th Most Common Venue'.format(ind+1))\n",
        "\n",
        "\n",
        "neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
        "neighborhoods_venues_sorted['Neighborhood'] = Quebec_grouped['Neighborhood']\n",
        "\n",
        "for ind in np.arange(Quebec_grouped.shape[0]):\n",
        "    neighborhoods_venues_sorted.iloc[ind, 1:] = top_common_venues(Quebec_grouped.iloc[ind, :], num_top_venues)\n",
        "\n",
        "neighborhoods_venues_sorted"
      ],
      "execution_count": null,
      "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>Neighborhood</th>\n",
              "      <th>1st Most Common Venue</th>\n",
              "      <th>2nd Most Common Venue</th>\n",
              "      <th>3rd Most Common Venue</th>\n",
              "      <th>4th Most Common Venue</th>\n",
              "      <th>5th Most Common Venue</th>\n",
              "      <th>6th Most Common Venue</th>\n",
              "      <th>7th Most Common Venue</th>\n",
              "      <th>8th Most Common Venue</th>\n",
              "      <th>9th Most Common Venue</th>\n",
              "      <th>10th Most Common Venue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Acton Vale</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Park</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Business Service</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Alma</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Gym</td>\n",
              "      <td>Snack Place</td>\n",
              "      <td>Video Store</td>\n",
              "      <td>Supermarket</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Amos</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Convenience Store</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Steakhouse</td>\n",
              "      <td>Pizza Place</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Hardware Store</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Amqui</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Bar</td>\n",
              "      <td>Hostel</td>\n",
              "      <td>Food</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Baie-Comeau</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Hotel</td>\n",
              "      <td>Bar</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>209</th>\n",
              "      <td>Warwick</td>\n",
              "      <td>BBQ Joint</td>\n",
              "      <td>Ice Cream Shop</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Café</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>210</th>\n",
              "      <td>Waterloo</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Supermarket</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Hockey Arena</td>\n",
              "      <td>Breakfast Spot</td>\n",
              "      <td>Food Court</td>\n",
              "      <td>Food &amp; Drink Shop</td>\n",
              "      <td>Food</td>\n",
              "      <td>Flower Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>211</th>\n",
              "      <td>Waterville</td>\n",
              "      <td>Campground</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Golf Course</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Zoo</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>212</th>\n",
              "      <td>Westmount</td>\n",
              "      <td>Café</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Breakfast Spot</td>\n",
              "      <td>Yoga Studio</td>\n",
              "      <td>Bakery</td>\n",
              "      <td>Pizza Place</td>\n",
              "      <td>Park</td>\n",
              "      <td>Asian Restaurant</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Pharmacy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>213</th>\n",
              "      <td>Windsor</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Italian Restaurant</td>\n",
              "      <td>Business Service</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Hockey Arena</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>214 rows × 11 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    Neighborhood  ... 10th Most Common Venue\n",
              "0     Acton Vale  ...           Fishing Spot\n",
              "1           Alma  ...            Supermarket\n",
              "2           Amos  ...         Hardware Store\n",
              "3          Amqui  ...            Fish Market\n",
              "4    Baie-Comeau  ...           Fishing Spot\n",
              "..           ...  ...                    ...\n",
              "209      Warwick  ...        Fireworks Store\n",
              "210     Waterloo  ...            Flower Shop\n",
              "211   Waterville  ...                    Zoo\n",
              "212    Westmount  ...               Pharmacy\n",
              "213      Windsor  ...        Fireworks Store\n",
              "\n",
              "[214 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OAisu_ftTM7Y"
      },
      "source": [
        "#### Let's cluster the areas"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e_R7CcmqTM7Y"
      },
      "source": [
        "kclusters = 3\n",
        "\n",
        "Quebec_grouped_clustering = Quebec_grouped.drop('Neighborhood', 1)\n",
        "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(Quebec_grouped_clustering)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lCA92H_xh3Nv"
      },
      "source": [
        "df_town2.drop('Region',axis=1,inplace=True)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rGefyGezTM7Y",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 402
        },
        "outputId": "c92daf43-67ae-45bf-e1f5-1f47cebba199"
      },
      "source": [
        "df_town2.rename(columns={\"Name\":\"Neighborhood\"}, inplace=True)\n",
        "df_town2"
      ],
      "execution_count": null,
      "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>Neighborhood</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Acton Vale</td>\n",
              "      <td>45.647156</td>\n",
              "      <td>-72.565411</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Alma</td>\n",
              "      <td>48.548887</td>\n",
              "      <td>-71.651459</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Amos</td>\n",
              "      <td>48.571852</td>\n",
              "      <td>-78.116086</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Amqui</td>\n",
              "      <td>48.465671</td>\n",
              "      <td>-67.431517</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Baie-Comeau</td>\n",
              "      <td>49.217597</td>\n",
              "      <td>-68.152313</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>215</th>\n",
              "      <td>Warwick</td>\n",
              "      <td>45.945659</td>\n",
              "      <td>-71.990662</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>216</th>\n",
              "      <td>Waterloo</td>\n",
              "      <td>45.344157</td>\n",
              "      <td>-72.516217</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>217</th>\n",
              "      <td>Waterville</td>\n",
              "      <td>45.277061</td>\n",
              "      <td>-71.890755</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>218</th>\n",
              "      <td>Westmount</td>\n",
              "      <td>45.485733</td>\n",
              "      <td>-73.596395</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>219</th>\n",
              "      <td>Windsor</td>\n",
              "      <td>45.569780</td>\n",
              "      <td>-72.003495</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>220 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    Neighborhood   Latitude  Longitude\n",
              "0     Acton Vale  45.647156 -72.565411\n",
              "1           Alma  48.548887 -71.651459\n",
              "2           Amos  48.571852 -78.116086\n",
              "3          Amqui  48.465671 -67.431517\n",
              "4    Baie-Comeau  49.217597 -68.152313\n",
              "..           ...        ...        ...\n",
              "215      Warwick  45.945659 -71.990662\n",
              "216     Waterloo  45.344157 -72.516217\n",
              "217   Waterville  45.277061 -71.890755\n",
              "218    Westmount  45.485733 -73.596395\n",
              "219      Windsor  45.569780 -72.003495\n",
              "\n",
              "[220 rows x 3 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aNk9MYg6TM7Y"
      },
      "source": [
        "neighborhoods_venues_sorted.drop('Cluster Labels', axis=1, inplace=True)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "exv5YRr2TM7Y"
      },
      "source": [
        "#### Let's merge the main dataset with the most common venues"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uzgT3sotTM7Y",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f4fd8628-dad7-4432-8468-7ec489e96078"
      },
      "source": [
        "neighborhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_.astype('int32'))\n",
        "neighborhoods_venues_sorted[\"Cluster Labels\"].dtype\n",
        "Quebec_merged = df_town2\n",
        "\n",
        "Quebec_merged = Quebec_merged.join(neighborhoods_venues_sorted.set_index('Neighborhood'), on='Neighborhood')\n",
        "print(Quebec_merged.shape)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(220, 14)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jBlsOtTMTM7Y",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 603
        },
        "outputId": "cc1c9080-2e39-49ce-85c0-e783e1380fd2"
      },
      "source": [
        "Quebec_merged.reset_index(inplace=True)\n",
        "Quebec_merged.drop(\"index\",inplace=True, axis=1)\n",
        "Quebec_merged"
      ],
      "execution_count": null,
      "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>Neighborhood</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Cluster Labels</th>\n",
              "      <th>1st Most Common Venue</th>\n",
              "      <th>2nd Most Common Venue</th>\n",
              "      <th>3rd Most Common Venue</th>\n",
              "      <th>4th Most Common Venue</th>\n",
              "      <th>5th Most Common Venue</th>\n",
              "      <th>6th Most Common Venue</th>\n",
              "      <th>7th Most Common Venue</th>\n",
              "      <th>8th Most Common Venue</th>\n",
              "      <th>9th Most Common Venue</th>\n",
              "      <th>10th Most Common Venue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Acton Vale</td>\n",
              "      <td>45.647156</td>\n",
              "      <td>-72.565411</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Park</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Business Service</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Alma</td>\n",
              "      <td>48.548887</td>\n",
              "      <td>-71.651459</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Gym</td>\n",
              "      <td>Snack Place</td>\n",
              "      <td>Video Store</td>\n",
              "      <td>Supermarket</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Amos</td>\n",
              "      <td>48.571852</td>\n",
              "      <td>-78.116086</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Convenience Store</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Steakhouse</td>\n",
              "      <td>Pizza Place</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Hardware Store</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Amqui</td>\n",
              "      <td>48.465671</td>\n",
              "      <td>-67.431517</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Bar</td>\n",
              "      <td>Hostel</td>\n",
              "      <td>Food</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Baie-Comeau</td>\n",
              "      <td>49.217597</td>\n",
              "      <td>-68.152313</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Hotel</td>\n",
              "      <td>Bar</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>215</th>\n",
              "      <td>Warwick</td>\n",
              "      <td>45.945659</td>\n",
              "      <td>-71.990662</td>\n",
              "      <td>2.0</td>\n",
              "      <td>BBQ Joint</td>\n",
              "      <td>Ice Cream Shop</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Café</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>216</th>\n",
              "      <td>Waterloo</td>\n",
              "      <td>45.344157</td>\n",
              "      <td>-72.516217</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Supermarket</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Hockey Arena</td>\n",
              "      <td>Breakfast Spot</td>\n",
              "      <td>Food Court</td>\n",
              "      <td>Food &amp; Drink Shop</td>\n",
              "      <td>Food</td>\n",
              "      <td>Flower Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>217</th>\n",
              "      <td>Waterville</td>\n",
              "      <td>45.277061</td>\n",
              "      <td>-71.890755</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Campground</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Golf Course</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Zoo</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>218</th>\n",
              "      <td>Westmount</td>\n",
              "      <td>45.485733</td>\n",
              "      <td>-73.596395</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Café</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Breakfast Spot</td>\n",
              "      <td>Yoga Studio</td>\n",
              "      <td>Bakery</td>\n",
              "      <td>Pizza Place</td>\n",
              "      <td>Park</td>\n",
              "      <td>Asian Restaurant</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Pharmacy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>219</th>\n",
              "      <td>Windsor</td>\n",
              "      <td>45.569780</td>\n",
              "      <td>-72.003495</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Italian Restaurant</td>\n",
              "      <td>Business Service</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Hockey Arena</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>220 rows × 14 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    Neighborhood   Latitude  ...       9th Most Common Venue  10th Most Common Venue\n",
              "0     Acton Vale  45.647156  ...                 Flea Market            Fishing Spot\n",
              "1           Alma  48.548887  ...                 Video Store             Supermarket\n",
              "2           Amos  48.571852  ...                    Pharmacy          Hardware Store\n",
              "3          Amqui  48.465671  ...           Fish & Chips Shop             Fish Market\n",
              "4    Baie-Comeau  49.217597  ...                 Fish Market            Fishing Spot\n",
              "..           ...        ...  ...                         ...                     ...\n",
              "215      Warwick  45.945659  ...  Financial or Legal Service         Fireworks Store\n",
              "216     Waterloo  45.344157  ...                        Food             Flower Shop\n",
              "217   Waterville  45.277061  ...                 Flea Market                     Zoo\n",
              "218    Westmount  45.485733  ...                  Restaurant                Pharmacy\n",
              "219      Windsor  45.569780  ...  Financial or Legal Service         Fireworks Store\n",
              "\n",
              "[220 rows x 14 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vg_wZVQWTM7Y",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 603
        },
        "outputId": "5a665f13-36b8-424e-c2c4-af4db8774cdd"
      },
      "source": [
        "Quebec_merged.dropna()"
      ],
      "execution_count": null,
      "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>Neighborhood</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Cluster Labels</th>\n",
              "      <th>1st Most Common Venue</th>\n",
              "      <th>2nd Most Common Venue</th>\n",
              "      <th>3rd Most Common Venue</th>\n",
              "      <th>4th Most Common Venue</th>\n",
              "      <th>5th Most Common Venue</th>\n",
              "      <th>6th Most Common Venue</th>\n",
              "      <th>7th Most Common Venue</th>\n",
              "      <th>8th Most Common Venue</th>\n",
              "      <th>9th Most Common Venue</th>\n",
              "      <th>10th Most Common Venue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Acton Vale</td>\n",
              "      <td>45.647156</td>\n",
              "      <td>-72.565411</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Park</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Business Service</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Alma</td>\n",
              "      <td>48.548887</td>\n",
              "      <td>-71.651459</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Gym</td>\n",
              "      <td>Snack Place</td>\n",
              "      <td>Video Store</td>\n",
              "      <td>Supermarket</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Amos</td>\n",
              "      <td>48.571852</td>\n",
              "      <td>-78.116086</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Convenience Store</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Steakhouse</td>\n",
              "      <td>Pizza Place</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Hardware Store</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Amqui</td>\n",
              "      <td>48.465671</td>\n",
              "      <td>-67.431517</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Bar</td>\n",
              "      <td>Hostel</td>\n",
              "      <td>Food</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Baie-Comeau</td>\n",
              "      <td>49.217597</td>\n",
              "      <td>-68.152313</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Hotel</td>\n",
              "      <td>Bar</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>215</th>\n",
              "      <td>Warwick</td>\n",
              "      <td>45.945659</td>\n",
              "      <td>-71.990662</td>\n",
              "      <td>2.0</td>\n",
              "      <td>BBQ Joint</td>\n",
              "      <td>Ice Cream Shop</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Café</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>216</th>\n",
              "      <td>Waterloo</td>\n",
              "      <td>45.344157</td>\n",
              "      <td>-72.516217</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Supermarket</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Hockey Arena</td>\n",
              "      <td>Breakfast Spot</td>\n",
              "      <td>Food Court</td>\n",
              "      <td>Food &amp; Drink Shop</td>\n",
              "      <td>Food</td>\n",
              "      <td>Flower Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>217</th>\n",
              "      <td>Waterville</td>\n",
              "      <td>45.277061</td>\n",
              "      <td>-71.890755</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Campground</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Golf Course</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Zoo</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>218</th>\n",
              "      <td>Westmount</td>\n",
              "      <td>45.485733</td>\n",
              "      <td>-73.596395</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Café</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Breakfast Spot</td>\n",
              "      <td>Yoga Studio</td>\n",
              "      <td>Bakery</td>\n",
              "      <td>Pizza Place</td>\n",
              "      <td>Park</td>\n",
              "      <td>Asian Restaurant</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Pharmacy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>219</th>\n",
              "      <td>Windsor</td>\n",
              "      <td>45.569780</td>\n",
              "      <td>-72.003495</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Italian Restaurant</td>\n",
              "      <td>Business Service</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Hockey Arena</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>214 rows × 14 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    Neighborhood   Latitude  ...       9th Most Common Venue  10th Most Common Venue\n",
              "0     Acton Vale  45.647156  ...                 Flea Market            Fishing Spot\n",
              "1           Alma  48.548887  ...                 Video Store             Supermarket\n",
              "2           Amos  48.571852  ...                    Pharmacy          Hardware Store\n",
              "3          Amqui  48.465671  ...           Fish & Chips Shop             Fish Market\n",
              "4    Baie-Comeau  49.217597  ...                 Fish Market            Fishing Spot\n",
              "..           ...        ...  ...                         ...                     ...\n",
              "215      Warwick  45.945659  ...  Financial or Legal Service         Fireworks Store\n",
              "216     Waterloo  45.344157  ...                        Food             Flower Shop\n",
              "217   Waterville  45.277061  ...                 Flea Market                     Zoo\n",
              "218    Westmount  45.485733  ...                  Restaurant                Pharmacy\n",
              "219      Windsor  45.569780  ...  Financial or Legal Service         Fireworks Store\n",
              "\n",
              "[214 rows x 14 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M2u4OdQDTM7Y",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0b1d36fb-e7a2-4f23-b196-dfd6c78ac3bb"
      },
      "source": [
        "Quebec_merged = Quebec_merged[~Quebec_merged['Cluster Labels'].isnull()]\n",
        "Quebec_merged.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(214, 14)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HTKx6LozTM7Y"
      },
      "source": [
        "#### Now let's plot the areas in map with a colour assigned to each cluster"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": true,
        "id": "AZr53hHYTM7Y",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 866
        },
        "outputId": "6d432938-49e1-4a0e-8149-b802838542a1"
      },
      "source": [
        "latitude=45.647156\n",
        "longitude=-72.565411\n",
        "\n",
        "map_clusters = folium.Map(location=[latitude, longitude], zoom_start=6)\n",
        "\n",
        "arg = np.arange(kclusters)\n",
        "rg = [i + arg + (i*arg)**2 for i in range(kclusters)]\n",
        "colors_array = cm.rainbow(np.linspace(0, 1, len(rg)))\n",
        "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
        "\n",
        "# adding markers to the map\n",
        "markers_colors = []\n",
        "for lat, lng, ngh, cluster in zip(Quebec_merged['Latitude'], Quebec_merged['Longitude'], Quebec_merged['Neighborhood'], Quebec_merged['Cluster Labels']):\n",
        "    label = folium.Popup(str(ngh) + ' Cluster ' + str(cluster), parse_html=True)\n",
        "    folium.CircleMarker(\n",
        "        [lat, lng],\n",
        "        radius=5,\n",
        "        popup=label,\n",
        "        fill=True,\n",
        "        color=rainbow[int(cluster)-1],\n",
        "        fill_color=rainbow[int(cluster)-1],\n",
        "        fill_opacity=0.7).add_to(map_clusters)\n",
        "       \n",
        "map_clusters"
      ],
      "execution_count": null,
      "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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    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
    <meta name="viewport" content="width=device-width,
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        position: relative;
        width: 100.0%;
        height: 100.0%;
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    <div class="folium-map" id="map_ff3771495af74a3e84163f7d2e666f7b" ></div>
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        "minZoom": 0,
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  "fillColor": "#8000ff",
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
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                var html_912b09da80874da6be1ca7ff7a455485 = $(`<div id="html_912b09da80874da6be1ca7ff7a455485" style="width: 100.0%; height: 100.0%;">Alma Cluster 2.0</div>`)[0];
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_0d1a23c527c8410ab2b21697e8ce4fd9 = L.popup({maxWidth: '100%'
            
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}
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}
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}
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}
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                var html_a7424bf75e2b41ba88ac3598d8ea3e9c = $(`<div id="html_a7424bf75e2b41ba88ac3598d8ea3e9c" style="width: 100.0%; height: 100.0%;">Bécancour Cluster 1.0</div>`)[0];
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}
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                var html_62933c5b3bb748fb99cb25a3abf7c5a6 = $(`<div id="html_62933c5b3bb748fb99cb25a3abf7c5a6" style="width: 100.0%; height: 100.0%;">Bedford Cluster 1.0</div>`)[0];
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}
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            var popup_5411b41eefba4848808fe3fa21549bba = L.popup({maxWidth: '100%'
            
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                var html_8a5fcab5f1724c0ab3772fd6256b6b6a = $(`<div id="html_8a5fcab5f1724c0ab3772fd6256b6b6a" style="width: 100.0%; height: 100.0%;">Belleterre Cluster 2.0</div>`)[0];
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}
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                var html_937251bbaf844b709f7ab3366e1a4881 = $(`<div id="html_937251bbaf844b709f7ab3366e1a4881" style="width: 100.0%; height: 100.0%;">Beloeil Cluster 2.0</div>`)[0];
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            circle_marker_924019eb08724c9f922fdd89a69d565e.bindPopup(popup_4511847b9cf441eabbdcf2d85563627a)
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}
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                var html_a586d8a2a0fc409585338eafae1d30a1 = $(`<div id="html_a586d8a2a0fc409585338eafae1d30a1" style="width: 100.0%; height: 100.0%;">Berthierville Cluster 0.0</div>`)[0];
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            circle_marker_762293cb3cab43f88f9473a480578070.bindPopup(popup_44d79a5f14ba4c868405680baa0c9c99)
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            var circle_marker_d59889aab9904db4a5367a8cf44a428c = L.circleMarker(
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}
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            var popup_07581016eb2f45f782861ed0c0101a7d = L.popup({maxWidth: '100%'
            
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                var html_15342cc4699741688d7862174367387d = $(`<div id="html_15342cc4699741688d7862174367387d" style="width: 100.0%; height: 100.0%;">Blainville Cluster 2.0</div>`)[0];
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            circle_marker_d59889aab9904db4a5367a8cf44a428c.bindPopup(popup_07581016eb2f45f782861ed0c0101a7d)
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            var circle_marker_31cb9fa245524be6a7b1f16b1cd885f4 = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_c62caa098e064799ac13d24fb230f952 = L.popup({maxWidth: '100%'
            
            });

            
                var html_edb6d37ae2c4451a948a23570ee73eb4 = $(`<div id="html_edb6d37ae2c4451a948a23570ee73eb4" style="width: 100.0%; height: 100.0%;">Boisbriand Cluster 2.0</div>`)[0];
                popup_c62caa098e064799ac13d24fb230f952.setContent(html_edb6d37ae2c4451a948a23570ee73eb4);
            

            circle_marker_31cb9fa245524be6a7b1f16b1cd885f4.bindPopup(popup_c62caa098e064799ac13d24fb230f952)
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_3d2a3e68a88d4661b03a1c2da929da45 = L.popup({maxWidth: '100%'
            
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                var html_44eb77fb770d46a3b34ff0bc4bf752eb = $(`<div id="html_44eb77fb770d46a3b34ff0bc4bf752eb" style="width: 100.0%; height: 100.0%;">Bois-des-Filion Cluster 0.0</div>`)[0];
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            var circle_marker_080b72e3ad9e4027a1e0d880f36ebb78 = L.circleMarker(
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_0b699d0020074e53a683d53de4cfe9d9 = L.popup({maxWidth: '100%'
            
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                var html_a3a80cfdf7f940be857fbbe72a85db6b = $(`<div id="html_a3a80cfdf7f940be857fbbe72a85db6b" style="width: 100.0%; height: 100.0%;">Bonaventure Cluster 2.0</div>`)[0];
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            circle_marker_080b72e3ad9e4027a1e0d880f36ebb78.bindPopup(popup_0b699d0020074e53a683d53de4cfe9d9)
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            var circle_marker_9baa53b877b54091ac7bd12338d5d0f5 = L.circleMarker(
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "stroke": true,
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_b0b437ba283b40cfa54e7d9204746dc9 = L.popup({maxWidth: '100%'
            
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                var html_4f83e354e3dc4b89b13ffc47c805aa69 = $(`<div id="html_4f83e354e3dc4b89b13ffc47c805aa69" style="width: 100.0%; height: 100.0%;">Boucherville Cluster 2.0</div>`)[0];
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            circle_marker_9baa53b877b54091ac7bd12338d5d0f5.bindPopup(popup_b0b437ba283b40cfa54e7d9204746dc9)
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_973e71437c9541a580905c2462b234db = L.popup({maxWidth: '100%'
            
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                var html_81ec2048c1e54116b690ae393f31296d = $(`<div id="html_81ec2048c1e54116b690ae393f31296d" style="width: 100.0%; height: 100.0%;">Lac-Brome Cluster 2.0</div>`)[0];
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            circle_marker_1b5cebbb7fa7463d82cc3605a5a98322.bindPopup(popup_973e71437c9541a580905c2462b234db)
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_67a47a49e06b44c9ab190be80b1fa4e7 = L.popup({maxWidth: '100%'
            
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                var html_d71733713abb4a839b2de00beb084220 = $(`<div id="html_d71733713abb4a839b2de00beb084220" style="width: 100.0%; height: 100.0%;">Bromont Cluster 2.0</div>`)[0];
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            circle_marker_9621b96b28c6439bb22b932b655e3365.bindPopup(popup_67a47a49e06b44c9ab190be80b1fa4e7)
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            var circle_marker_9314ea0b153e4b7fbaf658f013c9b6b0 = L.circleMarker(
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_6e757c55eac84687856f61732889e55d = L.popup({maxWidth: '100%'
            
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                var html_747e9c77bc0b47788621bc66e89679d4 = $(`<div id="html_747e9c77bc0b47788621bc66e89679d4" style="width: 100.0%; height: 100.0%;">Brossard Cluster 2.0</div>`)[0];
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            circle_marker_9314ea0b153e4b7fbaf658f013c9b6b0.bindPopup(popup_6e757c55eac84687856f61732889e55d)
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            var circle_marker_6692920a0109456ebf474deea1926f95 = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_d73bf927906d473d9e0f20ff7b9f8a9a = L.popup({maxWidth: '100%'
            
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                var html_20fcacfce78f44d3909ea9fd34b79469 = $(`<div id="html_20fcacfce78f44d3909ea9fd34b79469" style="width: 100.0%; height: 100.0%;">Brownsburg-Chatham Cluster 1.0</div>`)[0];
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            circle_marker_6692920a0109456ebf474deea1926f95.bindPopup(popup_d73bf927906d473d9e0f20ff7b9f8a9a)
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            var circle_marker_375df5a43d5847ebb1a56180c04703e4 = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_e1032066aa654b49932be96b642756ed = L.popup({maxWidth: '100%'
            
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                var html_3304dbadbac5464cad90877f81e30895 = $(`<div id="html_3304dbadbac5464cad90877f81e30895" style="width: 100.0%; height: 100.0%;">Candiac Cluster 2.0</div>`)[0];
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            circle_marker_375df5a43d5847ebb1a56180c04703e4.bindPopup(popup_e1032066aa654b49932be96b642756ed)
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            var circle_marker_7e2c273c615846f8b8919f443ddaa021 = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_a21db2c70c0845d3b39bfd493da67cef = L.popup({maxWidth: '100%'
            
            });

            
                var html_5ded310da5c34dbca96b3ba27e5d6b14 = $(`<div id="html_5ded310da5c34dbca96b3ba27e5d6b14" style="width: 100.0%; height: 100.0%;">Cap-Chat Cluster 1.0</div>`)[0];
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            circle_marker_7e2c273c615846f8b8919f443ddaa021.bindPopup(popup_a21db2c70c0845d3b39bfd493da67cef)
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            var circle_marker_bbae3a75c4c649ebb8a66558dc64817c = L.circleMarker(
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                {
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_7f4582dab5334e7198fefc614245fd35 = L.popup({maxWidth: '100%'
            
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                var html_aa9c4d01a8b54fa2ae4e00020430847e = $(`<div id="html_aa9c4d01a8b54fa2ae4e00020430847e" style="width: 100.0%; height: 100.0%;">Cap-Santé Cluster 1.0</div>`)[0];
                popup_7f4582dab5334e7198fefc614245fd35.setContent(html_aa9c4d01a8b54fa2ae4e00020430847e);
            

            circle_marker_bbae3a75c4c649ebb8a66558dc64817c.bindPopup(popup_7f4582dab5334e7198fefc614245fd35)
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            var circle_marker_3055a78012c64253bdac925e2b071922 = L.circleMarker(
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                {
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_beb148a3947c4c329ac5130f9921bdc4 = L.popup({maxWidth: '100%'
            
            });

            
                var html_e8c2861ab6764f2685a4b1aa901fd19b = $(`<div id="html_e8c2861ab6764f2685a4b1aa901fd19b" style="width: 100.0%; height: 100.0%;">Carignan Cluster 1.0</div>`)[0];
                popup_beb148a3947c4c329ac5130f9921bdc4.setContent(html_e8c2861ab6764f2685a4b1aa901fd19b);
            

            circle_marker_3055a78012c64253bdac925e2b071922.bindPopup(popup_beb148a3947c4c329ac5130f9921bdc4)
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            var circle_marker_b833975fe32644588284ff48994193df = L.circleMarker(
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                {
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_0663ca7f5e4b45f5bc41fde52f658b1e = L.popup({maxWidth: '100%'
            
            });

            
                var html_5f215c2f5d1246d391b9be12a17c6dfd = $(`<div id="html_5f215c2f5d1246d391b9be12a17c6dfd" style="width: 100.0%; height: 100.0%;">Carleton-sur-Mer Cluster 2.0</div>`)[0];
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            circle_marker_b833975fe32644588284ff48994193df.bindPopup(popup_0663ca7f5e4b45f5bc41fde52f658b1e)
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            var circle_marker_e33a2e35dbed4c14aa45a0283b5966d3 = L.circleMarker(
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  "lineCap": "round",
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_662f077dbe9f4d2a8ac5e56c93cd9dbe = L.popup({maxWidth: '100%'
            
            });

            
                var html_085be06314574f19921d581124f3ba2c = $(`<div id="html_085be06314574f19921d581124f3ba2c" style="width: 100.0%; height: 100.0%;">Causapscal Cluster 2.0</div>`)[0];
                popup_662f077dbe9f4d2a8ac5e56c93cd9dbe.setContent(html_085be06314574f19921d581124f3ba2c);
            

            circle_marker_e33a2e35dbed4c14aa45a0283b5966d3.bindPopup(popup_662f077dbe9f4d2a8ac5e56c93cd9dbe)
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            var circle_marker_f2c1abb701414bf1a10959f357cfadea = L.circleMarker(
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  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_f88c74fa02dd4240bda69698084ab72a = L.popup({maxWidth: '100%'
            
            });

            
                var html_3dec62f340ef465a9f017b0d3f6b904b = $(`<div id="html_3dec62f340ef465a9f017b0d3f6b904b" style="width: 100.0%; height: 100.0%;">Chambly Cluster 2.0</div>`)[0];
                popup_f88c74fa02dd4240bda69698084ab72a.setContent(html_3dec62f340ef465a9f017b0d3f6b904b);
            

            circle_marker_f2c1abb701414bf1a10959f357cfadea.bindPopup(popup_f88c74fa02dd4240bda69698084ab72a)
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            var circle_marker_5de5a268c698477696b8912d1eb5e75e = L.circleMarker(
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                {
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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_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_9d76de986aa74b33a1b636ac5122beb2 = L.popup({maxWidth: '100%'
            
            });

            
                var html_0ea46a098ecb44598183cd0cf61588f8 = $(`<div id="html_0ea46a098ecb44598183cd0cf61588f8" style="width: 100.0%; height: 100.0%;">Chandler Cluster 2.0</div>`)[0];
                popup_9d76de986aa74b33a1b636ac5122beb2.setContent(html_0ea46a098ecb44598183cd0cf61588f8);
            

            circle_marker_5de5a268c698477696b8912d1eb5e75e.bindPopup(popup_9d76de986aa74b33a1b636ac5122beb2)
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            var circle_marker_42f6c127f43147b8874bd4bf09dfa249 = L.circleMarker(
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  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_e645a6342fb143f5a12680a8123daf60 = L.popup({maxWidth: '100%'
            
            });

            
                var html_d7b22ed1456a4b0eb5f27248e66fc3bd = $(`<div id="html_d7b22ed1456a4b0eb5f27248e66fc3bd" style="width: 100.0%; height: 100.0%;">Chapais Cluster 2.0</div>`)[0];
                popup_e645a6342fb143f5a12680a8123daf60.setContent(html_d7b22ed1456a4b0eb5f27248e66fc3bd);
            

            circle_marker_42f6c127f43147b8874bd4bf09dfa249.bindPopup(popup_e645a6342fb143f5a12680a8123daf60)
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            var circle_marker_997285ef58fc408c87e8621bb2f67b1b = L.circleMarker(
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_52391f78d7e94471a6767561d41bc2d9 = L.popup({maxWidth: '100%'
            
            });

            
                var html_32e1991cbe574befa8b0e6baf2c715bc = $(`<div id="html_32e1991cbe574befa8b0e6baf2c715bc" style="width: 100.0%; height: 100.0%;">Charlemagne Cluster 2.0</div>`)[0];
                popup_52391f78d7e94471a6767561d41bc2d9.setContent(html_32e1991cbe574befa8b0e6baf2c715bc);
            

            circle_marker_997285ef58fc408c87e8621bb2f67b1b.bindPopup(popup_52391f78d7e94471a6767561d41bc2d9)
            ;

            
        
    
            var circle_marker_90dc4009d6054208a322647c08b3c44c = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_8730fd012e084a11a37f460cddacf816 = L.popup({maxWidth: '100%'
            
            });

            
                var html_bb938d17f0c1424fb69b8d5a8f898a77 = $(`<div id="html_bb938d17f0c1424fb69b8d5a8f898a77" style="width: 100.0%; height: 100.0%;">Châteauguay Cluster 2.0</div>`)[0];
                popup_8730fd012e084a11a37f460cddacf816.setContent(html_bb938d17f0c1424fb69b8d5a8f898a77);
            

            circle_marker_90dc4009d6054208a322647c08b3c44c.bindPopup(popup_8730fd012e084a11a37f460cddacf816)
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            var circle_marker_c27218f395d941bab9ae14205a823aa3 = L.circleMarker(
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                {
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  "dashArray": null,
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_b536de2cee6e42d9a29933515081b79c = L.popup({maxWidth: '100%'
            
            });

            
                var html_1afaf5eedf49493685e04559d7472daf = $(`<div id="html_1afaf5eedf49493685e04559d7472daf" style="width: 100.0%; height: 100.0%;">Château-Richer Cluster 2.0</div>`)[0];
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            circle_marker_c27218f395d941bab9ae14205a823aa3.bindPopup(popup_b536de2cee6e42d9a29933515081b79c)
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            var circle_marker_a4c6ea4461dd44e69f117bc784919c6e = L.circleMarker(
                [49.9137407, -74.3713954],
                {
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  "lineCap": "round",
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_eb892e9d3ee345aa92bf94004d579c5c = L.popup({maxWidth: '100%'
            
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                var html_e6e67c41fd6741468021d9494c1178ac = $(`<div id="html_e6e67c41fd6741468021d9494c1178ac" style="width: 100.0%; height: 100.0%;">Chibougamau Cluster 0.0</div>`)[0];
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            circle_marker_a4c6ea4461dd44e69f117bc784919c6e.bindPopup(popup_eb892e9d3ee345aa92bf94004d579c5c)
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            var circle_marker_d6eb5bc612144ecfbc9da989cea13367 = L.circleMarker(
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                {
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_35fae41eea1240e7b5e82e1791c6ccec = L.popup({maxWidth: '100%'
            
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                var html_435169ead8a94eafbfb990c9c68a91a2 = $(`<div id="html_435169ead8a94eafbfb990c9c68a91a2" style="width: 100.0%; height: 100.0%;">Clermont Cluster 1.0</div>`)[0];
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            circle_marker_d6eb5bc612144ecfbc9da989cea13367.bindPopup(popup_35fae41eea1240e7b5e82e1791c6ccec)
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            var circle_marker_819a75c6b5e74b589c173b0a4bfe1dfd = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_029a3646953c4997a9aff28104d359e0 = L.popup({maxWidth: '100%'
            
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                var html_5fc79ccc8c374df8a9faa7fee0704024 = $(`<div id="html_5fc79ccc8c374df8a9faa7fee0704024" style="width: 100.0%; height: 100.0%;">Coaticook Cluster 2.0</div>`)[0];
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            circle_marker_819a75c6b5e74b589c173b0a4bfe1dfd.bindPopup(popup_029a3646953c4997a9aff28104d359e0)
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            var circle_marker_06b276e4e58740d29b1157c68f38afcf = L.circleMarker(
                [45.8573781, -73.2374307],
                {
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  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_88b091bcc690410bbed541a3c8053ef9 = L.popup({maxWidth: '100%'
            
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                var html_3c683a5be8ba4e9a8ab2d478e87c315a = $(`<div id="html_3c683a5be8ba4e9a8ab2d478e87c315a" style="width: 100.0%; height: 100.0%;">Contrecoeur Cluster 0.0</div>`)[0];
                popup_88b091bcc690410bbed541a3c8053ef9.setContent(html_3c683a5be8ba4e9a8ab2d478e87c315a);
            

            circle_marker_06b276e4e58740d29b1157c68f38afcf.bindPopup(popup_88b091bcc690410bbed541a3c8053ef9)
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            var circle_marker_14b51c76ee974b569760bfd9c34a5817 = L.circleMarker(
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                {
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  "lineCap": "round",
  "lineJoin": "round",
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_bd5b05b9a3894511af3240dccd1cc60b = L.popup({maxWidth: '100%'
            
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                var html_c049b414bba54ff88b8ed7a1ded25401 = $(`<div id="html_c049b414bba54ff88b8ed7a1ded25401" style="width: 100.0%; height: 100.0%;">Cookshire-Eaton Cluster 1.0</div>`)[0];
                popup_bd5b05b9a3894511af3240dccd1cc60b.setContent(html_c049b414bba54ff88b8ed7a1ded25401);
            

            circle_marker_14b51c76ee974b569760bfd9c34a5817.bindPopup(popup_bd5b05b9a3894511af3240dccd1cc60b)
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            var circle_marker_c5fa6e1af3ea4bfda806053a3aa16025 = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_8a7c4fa12d954572a22fd6f73178cc12 = L.popup({maxWidth: '100%'
            
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                var html_53896364618740cabc4a4c2af2f5e9da = $(`<div id="html_53896364618740cabc4a4c2af2f5e9da" style="width: 100.0%; height: 100.0%;">Côte Saint-Luc Cluster 2.0</div>`)[0];
                popup_8a7c4fa12d954572a22fd6f73178cc12.setContent(html_53896364618740cabc4a4c2af2f5e9da);
            

            circle_marker_c5fa6e1af3ea4bfda806053a3aa16025.bindPopup(popup_8a7c4fa12d954572a22fd6f73178cc12)
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            var circle_marker_02575e8e196746f28e07acefd9668bf3 = L.circleMarker(
                [45.2963957, -74.1782005],
                {
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_29625deea72e44ba8f145b1ea70d0731 = L.popup({maxWidth: '100%'
            
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                var html_658f61af68034bae8eb7ece035e15d15 = $(`<div id="html_658f61af68034bae8eb7ece035e15d15" style="width: 100.0%; height: 100.0%;">Coteau-du-Lac Cluster 2.0</div>`)[0];
                popup_29625deea72e44ba8f145b1ea70d0731.setContent(html_658f61af68034bae8eb7ece035e15d15);
            

            circle_marker_02575e8e196746f28e07acefd9668bf3.bindPopup(popup_29625deea72e44ba8f145b1ea70d0731)
            ;

            
        
    
            var circle_marker_925a7942287d45de9b01c0f8b53f18a7 = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_7924e75e9cde44568117de6b3cc5d62a = L.popup({maxWidth: '100%'
            
            });

            
                var html_0dcbe7cc9d5640ffa70a368f27cf1d58 = $(`<div id="html_0dcbe7cc9d5640ffa70a368f27cf1d58" style="width: 100.0%; height: 100.0%;">Cowansville Cluster 2.0</div>`)[0];
                popup_7924e75e9cde44568117de6b3cc5d62a.setContent(html_0dcbe7cc9d5640ffa70a368f27cf1d58);
            

            circle_marker_925a7942287d45de9b01c0f8b53f18a7.bindPopup(popup_7924e75e9cde44568117de6b3cc5d62a)
            ;

            
        
    
            var circle_marker_563120906245416db326a15666062251 = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#80ffb4",
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  "lineCap": "round",
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_5e70cbc2ceb646a8b2e47766008fbed3 = L.popup({maxWidth: '100%'
            
            });

            
                var html_2220676ff5ba43d783e814b7b5855ad4 = $(`<div id="html_2220676ff5ba43d783e814b7b5855ad4" style="width: 100.0%; height: 100.0%;">Danville Cluster 2.0</div>`)[0];
                popup_5e70cbc2ceb646a8b2e47766008fbed3.setContent(html_2220676ff5ba43d783e814b7b5855ad4);
            

            circle_marker_563120906245416db326a15666062251.bindPopup(popup_5e70cbc2ceb646a8b2e47766008fbed3)
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            var circle_marker_af447a1b654045d68798ae4572daa296 = L.circleMarker(
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                {
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_a03befba159d4a44ac592edbdc740da8 = L.popup({maxWidth: '100%'
            
            });

            
                var html_9a39d6073ec14226b0e771149affddcd = $(`<div id="html_9a39d6073ec14226b0e771149affddcd" style="width: 100.0%; height: 100.0%;">Daveluyville Cluster 1.0</div>`)[0];
                popup_a03befba159d4a44ac592edbdc740da8.setContent(html_9a39d6073ec14226b0e771149affddcd);
            

            circle_marker_af447a1b654045d68798ae4572daa296.bindPopup(popup_a03befba159d4a44ac592edbdc740da8)
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            var circle_marker_a2116cf571fb4229a243f7c764b8e6d7 = L.circleMarker(
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                {
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  "fillColor": "#ff0000",
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  "lineJoin": "round",
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_cac02c611a77489894c8e32e1489d25a = L.popup({maxWidth: '100%'
            
            });

            
                var html_acfeb9c5d93247f7afa5399b81a68ce4 = $(`<div id="html_acfeb9c5d93247f7afa5399b81a68ce4" style="width: 100.0%; height: 100.0%;">Dégelis Cluster 0.0</div>`)[0];
                popup_cac02c611a77489894c8e32e1489d25a.setContent(html_acfeb9c5d93247f7afa5399b81a68ce4);
            

            circle_marker_a2116cf571fb4229a243f7c764b8e6d7.bindPopup(popup_cac02c611a77489894c8e32e1489d25a)
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            var circle_marker_e95ea1cd862843e3ae1660c8f200062e = L.circleMarker(
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                {
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  "dashArray": null,
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_2b96a9c3fd6045008e1b24dbc3bdac15 = L.popup({maxWidth: '100%'
            
            });

            
                var html_ba0afeac49904e84935729707f41d5dd = $(`<div id="html_ba0afeac49904e84935729707f41d5dd" style="width: 100.0%; height: 100.0%;">Delson Cluster 2.0</div>`)[0];
                popup_2b96a9c3fd6045008e1b24dbc3bdac15.setContent(html_ba0afeac49904e84935729707f41d5dd);
            

            circle_marker_e95ea1cd862843e3ae1660c8f200062e.bindPopup(popup_2b96a9c3fd6045008e1b24dbc3bdac15)
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            var circle_marker_a4b3a598441b426aa7860de5dead452c = L.circleMarker(
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                {
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  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_1fb1e0bc10ad4cad93bdd78c7fd0a81e = L.popup({maxWidth: '100%'
            
            });

            
                var html_ceaba73d5e1d432086b1757fada69786 = $(`<div id="html_ceaba73d5e1d432086b1757fada69786" style="width: 100.0%; height: 100.0%;">Desbiens Cluster 0.0</div>`)[0];
                popup_1fb1e0bc10ad4cad93bdd78c7fd0a81e.setContent(html_ceaba73d5e1d432086b1757fada69786);
            

            circle_marker_a4b3a598441b426aa7860de5dead452c.bindPopup(popup_1fb1e0bc10ad4cad93bdd78c7fd0a81e)
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            var circle_marker_b06cfcaa993c4b988af3b1863ffaaa77 = L.circleMarker(
                [45.5372581, -73.9043321],
                {
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  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_ca457b0c453a43c48dc84228da4790ce = L.popup({maxWidth: '100%'
            
            });

            
                var html_87b6e4fda4e546ff8234c0d02ed08ff3 = $(`<div id="html_87b6e4fda4e546ff8234c0d02ed08ff3" style="width: 100.0%; height: 100.0%;">Deux-Montagnes Cluster 0.0</div>`)[0];
                popup_ca457b0c453a43c48dc84228da4790ce.setContent(html_87b6e4fda4e546ff8234c0d02ed08ff3);
            

            circle_marker_b06cfcaa993c4b988af3b1863ffaaa77.bindPopup(popup_ca457b0c453a43c48dc84228da4790ce)
            ;

            
        
    
            var circle_marker_117dd730e75642efaabe33f08deffee8 = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_be58d89e2e09483492269e5536357334 = L.popup({maxWidth: '100%'
            
            });

            
                var html_e6209bb3eab44e5d94f1fb6408d3e849 = $(`<div id="html_e6209bb3eab44e5d94f1fb6408d3e849" style="width: 100.0%; height: 100.0%;">Disraeli Cluster 0.0</div>`)[0];
                popup_be58d89e2e09483492269e5536357334.setContent(html_e6209bb3eab44e5d94f1fb6408d3e849);
            

            circle_marker_117dd730e75642efaabe33f08deffee8.bindPopup(popup_be58d89e2e09483492269e5536357334)
            ;

            
        
    
            var circle_marker_cf311423890144a6a401f4bc7fd5c681 = L.circleMarker(
                [48.883231, -72.233734],
                {
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  "dashArray": null,
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  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_7e56a3cd1b4b434daf8062ff97e2a3ee = L.popup({maxWidth: '100%'
            
            });

            
                var html_b88ad3f33a6441818eee0c4d389a96da = $(`<div id="html_b88ad3f33a6441818eee0c4d389a96da" style="width: 100.0%; height: 100.0%;">Dolbeau-Mistassini Cluster 2.0</div>`)[0];
                popup_7e56a3cd1b4b434daf8062ff97e2a3ee.setContent(html_b88ad3f33a6441818eee0c4d389a96da);
            

            circle_marker_cf311423890144a6a401f4bc7fd5c681.bindPopup(popup_7e56a3cd1b4b434daf8062ff97e2a3ee)
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            var circle_marker_f589aaa6c2fa44ed99aa5dff984e41d6 = L.circleMarker(
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_c8bd6fec2bad4e5088bc14ec8a2a0cee = L.popup({maxWidth: '100%'
            
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                var html_f23f24fc99034222b7e1dfb07d95aa38 = $(`<div id="html_f23f24fc99034222b7e1dfb07d95aa38" style="width: 100.0%; height: 100.0%;">Dollard-des-Ormeaux Cluster 2.0</div>`)[0];
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            circle_marker_f589aaa6c2fa44ed99aa5dff984e41d6.bindPopup(popup_c8bd6fec2bad4e5088bc14ec8a2a0cee)
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            var circle_marker_fc0646d1675f4fa89756d6adfdae841f = L.circleMarker(
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  "fill": true,
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_32f9288709aa4300a0981603813af376 = L.popup({maxWidth: '100%'
            
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                var html_39ae63e2a85a4d69bf69314b2b8e3f22 = $(`<div id="html_39ae63e2a85a4d69bf69314b2b8e3f22" style="width: 100.0%; height: 100.0%;">Donnacona Cluster 2.0</div>`)[0];
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            circle_marker_fc0646d1675f4fa89756d6adfdae841f.bindPopup(popup_32f9288709aa4300a0981603813af376)
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            var circle_marker_eb6d9991e5d040849cee146a7a813b53 = L.circleMarker(
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                {
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  "dashArray": null,
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_92a51ed2590f41588299f7cf7b0addc5 = L.popup({maxWidth: '100%'
            
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                var html_8160ec4ed0e9486fb0970867811dff26 = $(`<div id="html_8160ec4ed0e9486fb0970867811dff26" style="width: 100.0%; height: 100.0%;">Dorval Cluster 2.0</div>`)[0];
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            circle_marker_eb6d9991e5d040849cee146a7a813b53.bindPopup(popup_92a51ed2590f41588299f7cf7b0addc5)
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            var circle_marker_40cead77eb554e348aea4e249bc99b73 = L.circleMarker(
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_0a1d6770c1cf444ab832200b6e0d25ba = L.popup({maxWidth: '100%'
            
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                var html_345136d1f6cc43178e1fa6a7667b4cac = $(`<div id="html_345136d1f6cc43178e1fa6a7667b4cac" style="width: 100.0%; height: 100.0%;">Drummondville Cluster 2.0</div>`)[0];
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            circle_marker_40cead77eb554e348aea4e249bc99b73.bindPopup(popup_0a1d6770c1cf444ab832200b6e0d25ba)
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            var circle_marker_4bb6a4550f2b406b9e175fb7eb26ef65 = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_4ce85b30e64f4e9790a57be9c403e44b = L.popup({maxWidth: '100%'
            
            });

            
                var html_9a60f046761d44fc9d5bcdfaa0081397 = $(`<div id="html_9a60f046761d44fc9d5bcdfaa0081397" style="width: 100.0%; height: 100.0%;">Dunham Cluster 2.0</div>`)[0];
                popup_4ce85b30e64f4e9790a57be9c403e44b.setContent(html_9a60f046761d44fc9d5bcdfaa0081397);
            

            circle_marker_4bb6a4550f2b406b9e175fb7eb26ef65.bindPopup(popup_4ce85b30e64f4e9790a57be9c403e44b)
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            var circle_marker_9ed4b848d0944d3d8ffbd70f0895c1e8 = L.circleMarker(
                [48.5026134, -79.2224096],
                {
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  "color": "#80ffb4",
  "dashArray": null,
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_982e9f36401c417a937c92700c74930b = L.popup({maxWidth: '100%'
            
            });

            
                var html_385960b284bb4af29f2ebd000e9b528c = $(`<div id="html_385960b284bb4af29f2ebd000e9b528c" style="width: 100.0%; height: 100.0%;">Duparquet Cluster 2.0</div>`)[0];
                popup_982e9f36401c417a937c92700c74930b.setContent(html_385960b284bb4af29f2ebd000e9b528c);
            

            circle_marker_9ed4b848d0944d3d8ffbd70f0895c1e8.bindPopup(popup_982e9f36401c417a937c92700c74930b)
            ;

            
        
    
            var circle_marker_7740b21ea27341758f9f4f76cf78cbb4 = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#ff0000",
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_1968f4502652417c97e153b7c86f14f8 = L.popup({maxWidth: '100%'
            
            });

            
                var html_425c82e6d0984ffca5c523a9e646c935 = $(`<div id="html_425c82e6d0984ffca5c523a9e646c935" style="width: 100.0%; height: 100.0%;">East Angus Cluster 0.0</div>`)[0];
                popup_1968f4502652417c97e153b7c86f14f8.setContent(html_425c82e6d0984ffca5c523a9e646c935);
            

            circle_marker_7740b21ea27341758f9f4f76cf78cbb4.bindPopup(popup_1968f4502652417c97e153b7c86f14f8)
            ;

            
        
    
            var circle_marker_5efa1bfcc9f749fd88e1512b6010b837 = L.circleMarker(
                [46.0423647, -74.020411],
                {
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_c6e594d064d54dc4ab1a0bc6c9ce5215 = L.popup({maxWidth: '100%'
            
            });

            
                var html_1bb340b10d0a4c878d1e2d4c030e3fd0 = $(`<div id="html_1bb340b10d0a4c878d1e2d4c030e3fd0" style="width: 100.0%; height: 100.0%;">Estérel Cluster 2.0</div>`)[0];
                popup_c6e594d064d54dc4ab1a0bc6c9ce5215.setContent(html_1bb340b10d0a4c878d1e2d4c030e3fd0);
            

            circle_marker_5efa1bfcc9f749fd88e1512b6010b837.bindPopup(popup_c6e594d064d54dc4ab1a0bc6c9ce5215)
            ;

            
        
    
            var circle_marker_b64aee66b19a41c1bb9c937b2d711061 = L.circleMarker(
                [45.2831, -72.974968],
                {
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  "fill": true,
  "fillColor": "#ff0000",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_d4626df5b4aa48b1897b3600976d793d = L.popup({maxWidth: '100%'
            
            });

            
                var html_1b313e95ef4b42ca93420d07e7d250f5 = $(`<div id="html_1b313e95ef4b42ca93420d07e7d250f5" style="width: 100.0%; height: 100.0%;">Farnham Cluster 0.0</div>`)[0];
                popup_d4626df5b4aa48b1897b3600976d793d.setContent(html_1b313e95ef4b42ca93420d07e7d250f5);
            

            circle_marker_b64aee66b19a41c1bb9c937b2d711061.bindPopup(popup_d4626df5b4aa48b1897b3600976d793d)
            ;

            
        
    
            var circle_marker_d43d5b2ac396439499d97b8485c58c07 = L.circleMarker(
                [52.7931065, -67.0845797],
                {
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  "color": "#80ffb4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_d7b285685da44a28a8c05278f9197631 = L.popup({maxWidth: '100%'
            
            });

            
                var html_4019b200c77e4e25a09139209d21bd22 = $(`<div id="html_4019b200c77e4e25a09139209d21bd22" style="width: 100.0%; height: 100.0%;">Fermont Cluster 2.0</div>`)[0];
                popup_d7b285685da44a28a8c05278f9197631.setContent(html_4019b200c77e4e25a09139209d21bd22);
            

            circle_marker_d43d5b2ac396439499d97b8485c58c07.bindPopup(popup_d7b285685da44a28a8c05278f9197631)
            ;

            
        
    
            var circle_marker_f7543340a3d943c982c409340eb8d94c = L.circleMarker(
                [48.739437, -69.088211],
                {
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_b050f1ec9ee04b9bbb28121f2b1ee790 = L.popup({maxWidth: '100%'
            
            });

            
                var html_bf7f739757e44dc9a36d6c229faa7bc4 = $(`<div id="html_bf7f739757e44dc9a36d6c229faa7bc4" style="width: 100.0%; height: 100.0%;">Forestville Cluster 2.0</div>`)[0];
                popup_b050f1ec9ee04b9bbb28121f2b1ee790.setContent(html_bf7f739757e44dc9a36d6c229faa7bc4);
            

            circle_marker_f7543340a3d943c982c409340eb8d94c.bindPopup(popup_b050f1ec9ee04b9bbb28121f2b1ee790)
            ;

            
        
    
            var circle_marker_069f3693be064b1a8a9c6e13ceb4b9bf = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_57a954454a0a45238e71acc36a09e02c = L.popup({maxWidth: '100%'
            
            });

            
                var html_dba567751e884d27859400fd6e37d96a = $(`<div id="html_dba567751e884d27859400fd6e37d96a" style="width: 100.0%; height: 100.0%;">Fossambault-sur-le-Lac Cluster 2.0</div>`)[0];
                popup_57a954454a0a45238e71acc36a09e02c.setContent(html_dba567751e884d27859400fd6e37d96a);
            

            circle_marker_069f3693be064b1a8a9c6e13ceb4b9bf.bindPopup(popup_57a954454a0a45238e71acc36a09e02c)
            ;

            
        
    
            var circle_marker_80e67aecc76d4a4d8b54e3453fc9537b = L.circleMarker(
                [45.4841214, -75.6813728],
                {
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_24bba7e9d65a4bb2a15ae4ff20bbbf30 = L.popup({maxWidth: '100%'
            
            });

            
                var html_26e82a798f2048639255652d4cb0d29a = $(`<div id="html_26e82a798f2048639255652d4cb0d29a" style="width: 100.0%; height: 100.0%;">Gatineau Cluster 2.0</div>`)[0];
                popup_24bba7e9d65a4bb2a15ae4ff20bbbf30.setContent(html_26e82a798f2048639255652d4cb0d29a);
            

            circle_marker_80e67aecc76d4a4d8b54e3453fc9537b.bindPopup(popup_24bba7e9d65a4bb2a15ae4ff20bbbf30)
            ;

            
        
    
            var circle_marker_92aa6133aaf04f6d8e0e6b88c0d279c0 = L.circleMarker(
                [46.0933721, -76.0531906],
                {
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_78d8dd6568df4ccf838c6611382a4d9c = L.popup({maxWidth: '100%'
            
            });

            
                var html_4185791b0c27468e9da052b2de29bdf3 = $(`<div id="html_4185791b0c27468e9da052b2de29bdf3" style="width: 100.0%; height: 100.0%;">Gracefield Cluster 2.0</div>`)[0];
                popup_78d8dd6568df4ccf838c6611382a4d9c.setContent(html_4185791b0c27468e9da052b2de29bdf3);
            

            circle_marker_92aa6133aaf04f6d8e0e6b88c0d279c0.bindPopup(popup_78d8dd6568df4ccf838c6611382a4d9c)
            ;

            
        
    
            var circle_marker_3b22869431b3453fa24d66edea4183a9 = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_ae52146101f14075baa234454eae6a43 = L.popup({maxWidth: '100%'
            
            });

            
                var html_0f9b1aa3c4d0476599da82c2849b2ddc = $(`<div id="html_0f9b1aa3c4d0476599da82c2849b2ddc" style="width: 100.0%; height: 100.0%;">Granby Cluster 2.0</div>`)[0];
                popup_ae52146101f14075baa234454eae6a43.setContent(html_0f9b1aa3c4d0476599da82c2849b2ddc);
            

            circle_marker_3b22869431b3453fa24d66edea4183a9.bindPopup(popup_ae52146101f14075baa234454eae6a43)
            ;

            
        
    
            var circle_marker_5a8cb4717c6e49028eebb983917c442d = L.circleMarker(
                [45.4811545, -73.6469908],
                {
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  "dashArray": null,
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  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_56b4c60a77a0481b9f1c6749184da4bd = L.popup({maxWidth: '100%'
            
            });

            
                var html_4f90dfffb0f54e369401a823ae12ad85 = $(`<div id="html_4f90dfffb0f54e369401a823ae12ad85" style="width: 100.0%; height: 100.0%;">Hampstead Cluster 2.0</div>`)[0];
                popup_56b4c60a77a0481b9f1c6749184da4bd.setContent(html_4f90dfffb0f54e369401a823ae12ad85);
            

            circle_marker_5a8cb4717c6e49028eebb983917c442d.bindPopup(popup_56b4c60a77a0481b9f1c6749184da4bd)
            ;

            
        
    
            var circle_marker_4e4ecb56c3824386bb70d96699d300c5 = L.circleMarker(
                [45.464465, -74.150848],
                {
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                )
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}
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}
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}
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            var popup_bb84bfbc5f234701baa1917d85cdb51c = L.popup({maxWidth: '100%'
            
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                var html_f68b230b53a74d69aff96792ba6cf778 = $(`<div id="html_f68b230b53a74d69aff96792ba6cf778" style="width: 100.0%; height: 100.0%;">Lac-Delage Cluster 2.0</div>`)[0];
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            circle_marker_0f64bff4a7434c3a908d9a55b48f91da.bindPopup(popup_bb84bfbc5f234701baa1917d85cdb51c)
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}
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                var html_2b8ab254bbdb4ee689eb91d45fa7ad0e = $(`<div id="html_2b8ab254bbdb4ee689eb91d45fa7ad0e" style="width: 100.0%; height: 100.0%;">Lachute Cluster 2.0</div>`)[0];
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}
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}
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}
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}
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}
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            circle_marker_21eb1db3b24b4c4dbe1c626a41eacceb.bindPopup(popup_bf8e22cd45744d17a53b3f20013629b6)
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}
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                var html_f888b92cea6d48c29a680915e17bd32c = $(`<div id="html_f888b92cea6d48c29a680915e17bd32c" style="width: 100.0%; height: 100.0%;">Mercier Cluster 0.0</div>`)[0];
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            circle_marker_ccd096525dfa4b6b8aa2b72bab7781e4.bindPopup(popup_70f78f86ce5d43f981ac1ff6e50a7358)
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  "lineJoin": "round",
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_cc4b5a4469b7486d8966c949ce09582a = L.popup({maxWidth: '100%'
            
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                var html_275ca991cfed41e1a73eeeec2871e5ae = $(`<div id="html_275ca991cfed41e1a73eeeec2871e5ae" style="width: 100.0%; height: 100.0%;">Métabetchouan–Lac-à-la-Croix Cluster 0.0</div>`)[0];
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            circle_marker_9c35f7bfc3884e43b4af557c666c20f1.bindPopup(popup_cc4b5a4469b7486d8966c949ce09582a)
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_71ae3d34f5ab48739dfa7c02584cd089 = L.popup({maxWidth: '100%'
            
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                var html_6c7b4954eb674e549138d9acc7c1fc99 = $(`<div id="html_6c7b4954eb674e549138d9acc7c1fc99" style="width: 100.0%; height: 100.0%;">Métis-sur-Mer Cluster 2.0</div>`)[0];
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            circle_marker_013d82f9979a4e06be75d82cc3f1738a.bindPopup(popup_71ae3d34f5ab48739dfa7c02584cd089)
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            var circle_marker_3de202570e7d4d629e0f02d7c87d40be = L.circleMarker(
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_19e82f3701e54cc49bb9a6ce77dd056e = L.popup({maxWidth: '100%'
            
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                var html_4f2e92c592694a46bc10848e8c0e3a4d = $(`<div id="html_4f2e92c592694a46bc10848e8c0e3a4d" style="width: 100.0%; height: 100.0%;">Mirabel Cluster 2.0</div>`)[0];
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            circle_marker_3de202570e7d4d629e0f02d7c87d40be.bindPopup(popup_19e82f3701e54cc49bb9a6ce77dd056e)
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_210a7a31955249498dd06b2d10a7bfb3 = L.popup({maxWidth: '100%'
            
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                var html_5c171a4790ea42069422f5cb01669ec8 = $(`<div id="html_5c171a4790ea42069422f5cb01669ec8" style="width: 100.0%; height: 100.0%;">Mont-Joli Cluster 0.0</div>`)[0];
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            circle_marker_eb1b3371b946496e825883f5355f8c1a.bindPopup(popup_210a7a31955249498dd06b2d10a7bfb3)
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_55572c1e021d4a0683747c10e303aed0 = L.popup({maxWidth: '100%'
            
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                var html_1ffdbaee67bc4dc0bf60f5a144537a28 = $(`<div id="html_1ffdbaee67bc4dc0bf60f5a144537a28" style="width: 100.0%; height: 100.0%;">Mont-Laurier Cluster 2.0</div>`)[0];
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            circle_marker_fb1aaee7f8be4407a229e536a989a6b0.bindPopup(popup_55572c1e021d4a0683747c10e303aed0)
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            var circle_marker_e003804fa53d412e81164ed8701dc79b = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_3d7614a62d604d1f9e13ee22362de2ef = L.popup({maxWidth: '100%'
            
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                var html_ba6f21d45b8e4c7fb18b179fa42963ed = $(`<div id="html_ba6f21d45b8e4c7fb18b179fa42963ed" style="width: 100.0%; height: 100.0%;">Montmagny Cluster 2.0</div>`)[0];
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            circle_marker_e003804fa53d412e81164ed8701dc79b.bindPopup(popup_3d7614a62d604d1f9e13ee22362de2ef)
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            var circle_marker_8205a49f8515422c9ae5fd2cad90c03a = L.circleMarker(
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                {
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_eeb264c4471f41ae86813923af89a1dc = L.popup({maxWidth: '100%'
            
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                var html_c8a781abfe454391b8d7a8bd9360e092 = $(`<div id="html_c8a781abfe454391b8d7a8bd9360e092" style="width: 100.0%; height: 100.0%;">Montreal West Cluster 2.0</div>`)[0];
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            circle_marker_8205a49f8515422c9ae5fd2cad90c03a.bindPopup(popup_eeb264c4471f41ae86813923af89a1dc)
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            var circle_marker_141e91a759ce49d58617f7b2329ddf0b = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_2031be6c63594f8b8513cdfa8f60724b = L.popup({maxWidth: '100%'
            
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                var html_a175f642d80e4408a03ce33c22eaad2a = $(`<div id="html_a175f642d80e4408a03ce33c22eaad2a" style="width: 100.0%; height: 100.0%;">Montréal-Est Cluster 2.0</div>`)[0];
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            circle_marker_141e91a759ce49d58617f7b2329ddf0b.bindPopup(popup_2031be6c63594f8b8513cdfa8f60724b)
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            var circle_marker_7b9e640fdb644ebc9ba38b07c7469fbb = L.circleMarker(
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                {
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_6171b5535cc241b28456aea95c4c0fa5 = L.popup({maxWidth: '100%'
            
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                var html_e5414e491dd345f48f9f64c54e4da307 = $(`<div id="html_e5414e491dd345f48f9f64c54e4da307" style="width: 100.0%; height: 100.0%;">Mont-Saint-Hilaire Cluster 2.0</div>`)[0];
                popup_6171b5535cc241b28456aea95c4c0fa5.setContent(html_e5414e491dd345f48f9f64c54e4da307);
            

            circle_marker_7b9e640fdb644ebc9ba38b07c7469fbb.bindPopup(popup_6171b5535cc241b28456aea95c4c0fa5)
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            var circle_marker_0e1efa3a48cd4bc98b3a0932538990d1 = L.circleMarker(
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                {
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_88c498939e2f460ca4da1f38aed72592 = L.popup({maxWidth: '100%'
            
            });

            
                var html_c56859ab22e14125883388288efbdc0c = $(`<div id="html_c56859ab22e14125883388288efbdc0c" style="width: 100.0%; height: 100.0%;">Mont-Tremblant Cluster 2.0</div>`)[0];
                popup_88c498939e2f460ca4da1f38aed72592.setContent(html_c56859ab22e14125883388288efbdc0c);
            

            circle_marker_0e1efa3a48cd4bc98b3a0932538990d1.bindPopup(popup_88c498939e2f460ca4da1f38aed72592)
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            var circle_marker_b195e31162dc49c4955f7c681364c409 = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_80f34c930c6c466ea2a763fa35abc928 = L.popup({maxWidth: '100%'
            
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                var html_96038ceef4504c94848bafd05b1441ed = $(`<div id="html_96038ceef4504c94848bafd05b1441ed" style="width: 100.0%; height: 100.0%;">Mount Royal Cluster 2.0</div>`)[0];
                popup_80f34c930c6c466ea2a763fa35abc928.setContent(html_96038ceef4504c94848bafd05b1441ed);
            

            circle_marker_b195e31162dc49c4955f7c681364c409.bindPopup(popup_80f34c930c6c466ea2a763fa35abc928)
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            var circle_marker_24be6736f2e3420eb4e1af453a7c87c5 = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_e0a09259b3db44248df8358fd3e420c7 = L.popup({maxWidth: '100%'
            
            });

            
                var html_17166075a83f4d6da4982056dc9141fd = $(`<div id="html_17166075a83f4d6da4982056dc9141fd" style="width: 100.0%; height: 100.0%;">Murdochville Cluster 2.0</div>`)[0];
                popup_e0a09259b3db44248df8358fd3e420c7.setContent(html_17166075a83f4d6da4982056dc9141fd);
            

            circle_marker_24be6736f2e3420eb4e1af453a7c87c5.bindPopup(popup_e0a09259b3db44248df8358fd3e420c7)
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            var circle_marker_d123de16f15248ff90a37fa1de29cd0e = 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_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_56fa7f10904e42a0a3c452b82aa06a8e = L.popup({maxWidth: '100%'
            
            });

            
                var html_29dbd66483ee43fab5a28d839f3786cf = $(`<div id="html_29dbd66483ee43fab5a28d839f3786cf" style="width: 100.0%; height: 100.0%;">Neuville Cluster 2.0</div>`)[0];
                popup_56fa7f10904e42a0a3c452b82aa06a8e.setContent(html_29dbd66483ee43fab5a28d839f3786cf);
            

            circle_marker_d123de16f15248ff90a37fa1de29cd0e.bindPopup(popup_56fa7f10904e42a0a3c452b82aa06a8e)
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            var circle_marker_1c0b88af589640a8958efdda085995e2 = L.circleMarker(
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                {
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_f2f9c655cf9b4d149800ee75b7b5c6ad = L.popup({maxWidth: '100%'
            
            });

            
                var html_1b9f734bb5604d99bc317dc89d4e3502 = $(`<div id="html_1b9f734bb5604d99bc317dc89d4e3502" style="width: 100.0%; height: 100.0%;">New Richmond Cluster 0.0</div>`)[0];
                popup_f2f9c655cf9b4d149800ee75b7b5c6ad.setContent(html_1b9f734bb5604d99bc317dc89d4e3502);
            

            circle_marker_1c0b88af589640a8958efdda085995e2.bindPopup(popup_f2f9c655cf9b4d149800ee75b7b5c6ad)
            ;

            
        
    
            var circle_marker_1e1ed66120094b42bb78d006523a4216 = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
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  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_feabdab7b698432abd01d99f16d4af8f = L.popup({maxWidth: '100%'
            
            });

            
                var html_57bd1886192d48908b84fe1128907509 = $(`<div id="html_57bd1886192d48908b84fe1128907509" style="width: 100.0%; height: 100.0%;">Nicolet Cluster 2.0</div>`)[0];
                popup_feabdab7b698432abd01d99f16d4af8f.setContent(html_57bd1886192d48908b84fe1128907509);
            

            circle_marker_1e1ed66120094b42bb78d006523a4216.bindPopup(popup_feabdab7b698432abd01d99f16d4af8f)
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            var circle_marker_416b431c46104e738fdb093fa574bd27 = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#ff0000",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_bfdc8fd735ff4dd194127b2a4997c3ee = L.popup({maxWidth: '100%'
            
            });

            
                var html_88c4e13bb80244bea802dd422e959bfa = $(`<div id="html_88c4e13bb80244bea802dd422e959bfa" style="width: 100.0%; height: 100.0%;">Normandin Cluster 0.0</div>`)[0];
                popup_bfdc8fd735ff4dd194127b2a4997c3ee.setContent(html_88c4e13bb80244bea802dd422e959bfa);
            

            circle_marker_416b431c46104e738fdb093fa574bd27.bindPopup(popup_bfdc8fd735ff4dd194127b2a4997c3ee)
            ;

            
        
    
            var circle_marker_e68803843fe645448ca790d5df5ce85b = L.circleMarker(
                [45.351663, -73.902969],
                {
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  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_7605dcfdda5e43ab9af77bd1cf354dac = L.popup({maxWidth: '100%'
            
            });

            
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            circle_marker_e68803843fe645448ca790d5df5ce85b.bindPopup(popup_7605dcfdda5e43ab9af77bd1cf354dac)
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}
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            var popup_5b109ca1e0324ad38531597318970583 = L.popup({maxWidth: '100%'
            
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}
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_8a0dd67fb1d14e1589ed8de85b838e96 = L.popup({maxWidth: '100%'
            
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                var html_f44a319da7ad431b8ec1a2ca2dbbda4c = $(`<div id="html_f44a319da7ad431b8ec1a2ca2dbbda4c" style="width: 100.0%; height: 100.0%;">Plessisville Cluster 2.0</div>`)[0];
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}
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            var popup_3b3b00842324451aad287bdebffcfb78 = L.popup({maxWidth: '100%'
            
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                var html_1d053335d4e144dd930dfb6ba4c2f1e8 = $(`<div id="html_1d053335d4e144dd930dfb6ba4c2f1e8" style="width: 100.0%; height: 100.0%;">Pointe-Claire Cluster 2.0</div>`)[0];
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}
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            var popup_ac2414db32854106810ddc3c7de72fcd = L.popup({maxWidth: '100%'
            
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                var html_f452b15fb1384c5893803b7899358f23 = $(`<div id="html_f452b15fb1384c5893803b7899358f23" style="width: 100.0%; height: 100.0%;">Pont-Rouge Cluster 0.0</div>`)[0];
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            var circle_marker_e20604c234ee4a80bcd0bc024ca704d7 = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_362394f19b2749d3b4b04519597687bf = L.popup({maxWidth: '100%'
            
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                var html_6c273bd8d27a4b54a3dd4e821f8c5972 = $(`<div id="html_6c273bd8d27a4b54a3dd4e821f8c5972" style="width: 100.0%; height: 100.0%;">Port-Cartier Cluster 0.0</div>`)[0];
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            var circle_marker_f5e2b2c3e4cf4b4e9ac4203e2e95aa5b = L.circleMarker(
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}
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            var popup_f1cc11e7e6a1474fb74a38d2c4f9b548 = L.popup({maxWidth: '100%'
            
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                var html_ea5fd53de8be46eb8f778f20149b68fe = $(`<div id="html_ea5fd53de8be46eb8f778f20149b68fe" style="width: 100.0%; height: 100.0%;">Portneuf Cluster 2.0</div>`)[0];
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            circle_marker_f5e2b2c3e4cf4b4e9ac4203e2e95aa5b.bindPopup(popup_f1cc11e7e6a1474fb74a38d2c4f9b548)
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_86aaa4807c5848b695ca7c5f0c6a95da = L.popup({maxWidth: '100%'
            
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                var html_7914186eed444c6cab760682ce19b050 = $(`<div id="html_7914186eed444c6cab760682ce19b050" style="width: 100.0%; height: 100.0%;">Prévost Cluster 2.0</div>`)[0];
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            circle_marker_1205138ecaa14c56b7674a3dee67bbc6.bindPopup(popup_86aaa4807c5848b695ca7c5f0c6a95da)
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_f35852c5d3134337a791477e387543b4 = L.popup({maxWidth: '100%'
            
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                var html_01357bd2d0f64c9e91d7ac68e7f828b4 = $(`<div id="html_01357bd2d0f64c9e91d7ac68e7f828b4" style="width: 100.0%; height: 100.0%;">Princeville Cluster 0.0</div>`)[0];
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_ed56c9f9c1754d398f2dbb35f608a708 = L.popup({maxWidth: '100%'
            
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                var html_c45c102f12cc4272abeb90b85e514983 = $(`<div id="html_c45c102f12cc4272abeb90b85e514983" style="width: 100.0%; height: 100.0%;">Repentigny Cluster 2.0</div>`)[0];
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            circle_marker_2a201b4443ea4009b748c8c7dda789ae.bindPopup(popup_ed56c9f9c1754d398f2dbb35f608a708)
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            var circle_marker_218bae8662484ca68b5e6680ab00d18d = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_295e4e1742a24e868d938e03f30d22b4 = L.popup({maxWidth: '100%'
            
            });

            
                var html_f3b1f1e56d3c47649e113239b9574183 = $(`<div id="html_f3b1f1e56d3c47649e113239b9574183" style="width: 100.0%; height: 100.0%;">Richelieu Cluster 2.0</div>`)[0];
                popup_295e4e1742a24e868d938e03f30d22b4.setContent(html_f3b1f1e56d3c47649e113239b9574183);
            

            circle_marker_218bae8662484ca68b5e6680ab00d18d.bindPopup(popup_295e4e1742a24e868d938e03f30d22b4)
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            var circle_marker_e94da309fc3b4a87a1a0fe2518833ca1 = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_225ea92a831d4028836b726ede0d8815 = L.popup({maxWidth: '100%'
            
            });

            
                var html_60d0c26b8a9d422e87b42714b189e8a7 = $(`<div id="html_60d0c26b8a9d422e87b42714b189e8a7" style="width: 100.0%; height: 100.0%;">Richmond Cluster 2.0</div>`)[0];
                popup_225ea92a831d4028836b726ede0d8815.setContent(html_60d0c26b8a9d422e87b42714b189e8a7);
            

            circle_marker_e94da309fc3b4a87a1a0fe2518833ca1.bindPopup(popup_225ea92a831d4028836b726ede0d8815)
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            var circle_marker_4bc3e7ea3ed44ecaa3cd2ad0aa457be3 = L.circleMarker(
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_b478ffdd6fc0415f8b9e0decbd111add = L.popup({maxWidth: '100%'
            
            });

            
                var html_ddfde3fd67e3410f9f63ba7badcb5822 = $(`<div id="html_ddfde3fd67e3410f9f63ba7badcb5822" style="width: 100.0%; height: 100.0%;">Rigaud Cluster 2.0</div>`)[0];
                popup_b478ffdd6fc0415f8b9e0decbd111add.setContent(html_ddfde3fd67e3410f9f63ba7badcb5822);
            

            circle_marker_4bc3e7ea3ed44ecaa3cd2ad0aa457be3.bindPopup(popup_b478ffdd6fc0415f8b9e0decbd111add)
            ;

            
        
    
            var circle_marker_fa4c0d78b7814ed08690faf01b974aa1 = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_9cb1f7f9ea29441784745a69494252cf = L.popup({maxWidth: '100%'
            
            });

            
                var html_7fd7cdee2b37455b8874f5bca17465de = $(`<div id="html_7fd7cdee2b37455b8874f5bca17465de" style="width: 100.0%; height: 100.0%;">Rimouski Cluster 2.0</div>`)[0];
                popup_9cb1f7f9ea29441784745a69494252cf.setContent(html_7fd7cdee2b37455b8874f5bca17465de);
            

            circle_marker_fa4c0d78b7814ed08690faf01b974aa1.bindPopup(popup_9cb1f7f9ea29441784745a69494252cf)
            ;

            
        
    
            var circle_marker_efee0e80ca484e2d8e26d9a4ec9766c3 = L.circleMarker(
                [47.8358164, -69.5368025],
                {
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  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_115b59c6941e4fb7b369ae4c4c0bd25a = L.popup({maxWidth: '100%'
            
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_aabcc124a20040028d90fcee054f1742 = L.popup({maxWidth: '100%'
            
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            var popup_37f6ab6169f04e679fce27fd281a3b12 = L.popup({maxWidth: '100%'
            
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            var popup_cf0dfe8c384d44ba979278d7c36ccfa4 = L.popup({maxWidth: '100%'
            
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
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}
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            var popup_109099337bf34e288f807a9cf3f33285 = L.popup({maxWidth: '100%'
            
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}
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}
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}
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            circle_marker_8b9cf196dd75499cb3a6ada22893090e.bindPopup(popup_f88a542fdce24d9683fa592dfeac5237)
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}
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            var popup_3a3cde809c3c464e84ec1010af9e4cfd = L.popup({maxWidth: '100%'
            
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                var html_a790a05adb3045f8b05f433d69c5f982 = $(`<div id="html_a790a05adb3045f8b05f433d69c5f982" style="width: 100.0%; height: 100.0%;">Saint-Charles-Borromée Cluster 2.0</div>`)[0];
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}
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                var html_b4b5783a5fa84c078ef5e72fbbc998e8 = $(`<div id="html_b4b5783a5fa84c078ef5e72fbbc998e8" style="width: 100.0%; height: 100.0%;">Saint-Colomban Cluster 1.0</div>`)[0];
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}
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                var html_2aefefeb3e794e9db66a909883b91df7 = $(`<div id="html_2aefefeb3e794e9db66a909883b91df7" style="width: 100.0%; height: 100.0%;">Saint-Constant Cluster 2.0</div>`)[0];
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            circle_marker_cdb6f39db5be4c308978d4d24c0b4b6a.bindPopup(popup_3479e54cc9d04e89999a632612df0f54)
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            var circle_marker_e59536f6ccac4c34ad2dd8ca6f39614e = L.circleMarker(
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}
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            var popup_b90d2fd5f5b64655899a406b3c458062 = L.popup({maxWidth: '100%'
            
            });

            
                var html_7e1b35cece4e4c5693bb0c8b9afa61ec = $(`<div id="html_7e1b35cece4e4c5693bb0c8b9afa61ec" style="width: 100.0%; height: 100.0%;">Sainte-Adèle Cluster 2.0</div>`)[0];
                popup_b90d2fd5f5b64655899a406b3c458062.setContent(html_7e1b35cece4e4c5693bb0c8b9afa61ec);
            

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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_c3bbb7331f19451591454898b848249f = L.popup({maxWidth: '100%'
            
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                var html_355f04d83ec54b4cb37c41e72561f725 = $(`<div id="html_355f04d83ec54b4cb37c41e72561f725" style="width: 100.0%; height: 100.0%;">Sainte-Agathe-des-Monts Cluster 2.0</div>`)[0];
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            circle_marker_18aa5a5e1f9c4849b0b5117365ec08f3.bindPopup(popup_c3bbb7331f19451591454898b848249f)
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            var circle_marker_2bd222fe86724d3a8f52226f2acb317e = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_0e964f1a1cf048a9bca1b211c6df3865 = L.popup({maxWidth: '100%'
            
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                var html_7bd3001775d54eb9a57b2af330a80a98 = $(`<div id="html_7bd3001775d54eb9a57b2af330a80a98" style="width: 100.0%; height: 100.0%;">Sainte-Anne-de-Beaupré Cluster 2.0</div>`)[0];
                popup_0e964f1a1cf048a9bca1b211c6df3865.setContent(html_7bd3001775d54eb9a57b2af330a80a98);
            

            circle_marker_2bd222fe86724d3a8f52226f2acb317e.bindPopup(popup_0e964f1a1cf048a9bca1b211c6df3865)
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            var circle_marker_7a1f2ec517c54a2caf24c5b649ed89de = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_48fabb5a3a9a43eaa5ee8ba0609d06f9 = L.popup({maxWidth: '100%'
            
            });

            
                var html_0a4b9785e02841dd9dc3927d5ded7c97 = $(`<div id="html_0a4b9785e02841dd9dc3927d5ded7c97" style="width: 100.0%; height: 100.0%;">Sainte-Anne-de-Bellevue Cluster 2.0</div>`)[0];
                popup_48fabb5a3a9a43eaa5ee8ba0609d06f9.setContent(html_0a4b9785e02841dd9dc3927d5ded7c97);
            

            circle_marker_7a1f2ec517c54a2caf24c5b649ed89de.bindPopup(popup_48fabb5a3a9a43eaa5ee8ba0609d06f9)
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            var circle_marker_bb99764d717848398d6479a2b4789df6 = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_b563f76c23d44f619c38f969dfba47a9 = L.popup({maxWidth: '100%'
            
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                var html_71b41f450b694e19914844e78e56025b = $(`<div id="html_71b41f450b694e19914844e78e56025b" style="width: 100.0%; height: 100.0%;">Sainte-Anne-des-Monts Cluster 2.0</div>`)[0];
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            circle_marker_bb99764d717848398d6479a2b4789df6.bindPopup(popup_b563f76c23d44f619c38f969dfba47a9)
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            var circle_marker_843ba4fff7e742a29758324756cc7cef = L.circleMarker(
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  "lineCap": "round",
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_9b68926f950e4a008f80c24393b04627 = L.popup({maxWidth: '100%'
            
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                var html_598515fb69d54163ab958548e4aec7ee = $(`<div id="html_598515fb69d54163ab958548e4aec7ee" style="width: 100.0%; height: 100.0%;">Sainte-Anne-des-Plaines Cluster 0.0</div>`)[0];
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            circle_marker_843ba4fff7e742a29758324756cc7cef.bindPopup(popup_9b68926f950e4a008f80c24393b04627)
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            var circle_marker_1edc77b7582a4e35ad84059ad5e11bf4 = L.circleMarker(
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_56591f12b1e14dac82123a3a1ee164d2 = L.popup({maxWidth: '100%'
            
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                var html_9faec9d4cd32404e896448beb88607b8 = $(`<div id="html_9faec9d4cd32404e896448beb88607b8" style="width: 100.0%; height: 100.0%;">Sainte-Catherine Cluster 2.0</div>`)[0];
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            circle_marker_1edc77b7582a4e35ad84059ad5e11bf4.bindPopup(popup_56591f12b1e14dac82123a3a1ee164d2)
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_72eeae7e6c8f462dba7aedacfa2c3d3a = L.popup({maxWidth: '100%'
            
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                var html_1654b3b795b241b0805238f44b1bc8a4 = $(`<div id="html_1654b3b795b241b0805238f44b1bc8a4" style="width: 100.0%; height: 100.0%;">Sainte-Catherine-de-la-Jacques-Cartier Cluster 0.0</div>`)[0];
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            circle_marker_49670f7135de4c239b850267fff1b408.bindPopup(popup_72eeae7e6c8f462dba7aedacfa2c3d3a)
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            var circle_marker_bfe53cc6b3f84f9ab558983864013bf5 = L.circleMarker(
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_9b5bac529e364ae696f4d36aed16a6e5 = L.popup({maxWidth: '100%'
            
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                var html_f56698cc07ae4d47a7666eb0ceacb0ee = $(`<div id="html_f56698cc07ae4d47a7666eb0ceacb0ee" style="width: 100.0%; height: 100.0%;">Sainte-Julie Cluster 2.0</div>`)[0];
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            circle_marker_bfe53cc6b3f84f9ab558983864013bf5.bindPopup(popup_9b5bac529e364ae696f4d36aed16a6e5)
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            var circle_marker_524df95f268f4d5e99e7e99c577fa24d = L.circleMarker(
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_cd76acc349f84ce48e4ed763cb1cd2fc = L.popup({maxWidth: '100%'
            
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                var html_feb8b46f8c9c473cbdaf552eaf98a4d8 = $(`<div id="html_feb8b46f8c9c473cbdaf552eaf98a4d8" style="width: 100.0%; height: 100.0%;">Sainte-Marguerite-du-Lac-Masson Cluster 2.0</div>`)[0];
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            circle_marker_524df95f268f4d5e99e7e99c577fa24d.bindPopup(popup_cd76acc349f84ce48e4ed763cb1cd2fc)
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            var circle_marker_592b6e05ba9c49689933807df5260ba1 = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_d0be59649efd44d3997ff1699047b5f5 = L.popup({maxWidth: '100%'
            
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                var html_2b02ff2f2798421a8ae0027214bf6a41 = $(`<div id="html_2b02ff2f2798421a8ae0027214bf6a41" style="width: 100.0%; height: 100.0%;">Sainte-Marie Cluster 0.0</div>`)[0];
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            circle_marker_592b6e05ba9c49689933807df5260ba1.bindPopup(popup_d0be59649efd44d3997ff1699047b5f5)
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            var circle_marker_2516306feb8c46989a8fb5c1f2765538 = L.circleMarker(
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                {
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_58e0bb86ab2b46aba9921b04665bc7f5 = L.popup({maxWidth: '100%'
            
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                var html_6ec05d04d93f4ee6a30bf1795de1c9e0 = $(`<div id="html_6ec05d04d93f4ee6a30bf1795de1c9e0" style="width: 100.0%; height: 100.0%;">Sainte-Marthe-sur-le-Lac Cluster 0.0</div>`)[0];
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            circle_marker_2516306feb8c46989a8fb5c1f2765538.bindPopup(popup_58e0bb86ab2b46aba9921b04665bc7f5)
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            var circle_marker_63ffc501f73b4d298005de11ce269bfc = L.circleMarker(
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  "lineCap": "round",
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_0888b528991e48fd9e6dd3874f6e66f0 = L.popup({maxWidth: '100%'
            
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                var html_002ee86ffa81451fbf5a9ff2825adbca = $(`<div id="html_002ee86ffa81451fbf5a9ff2825adbca" style="width: 100.0%; height: 100.0%;">Sainte-Thérèse Cluster 2.0</div>`)[0];
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            circle_marker_63ffc501f73b4d298005de11ce269bfc.bindPopup(popup_0888b528991e48fd9e6dd3874f6e66f0)
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            var circle_marker_b19addd8049149e38d7424544774f271 = L.circleMarker(
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  "fill": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_a341d7ae7f234043a83de804147d735b = L.popup({maxWidth: '100%'
            
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                var html_35acf221858645a390cc2bdad1c3df1d = $(`<div id="html_35acf221858645a390cc2bdad1c3df1d" style="width: 100.0%; height: 100.0%;">Saint-Eustache Cluster 2.0</div>`)[0];
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            circle_marker_b19addd8049149e38d7424544774f271.bindPopup(popup_a341d7ae7f234043a83de804147d735b)
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            var circle_marker_dc10b830127c4a4881e7ef8c8e04d6b2 = L.circleMarker(
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  "lineCap": "round",
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_5848381610664b4d9434b8790cee4ca2 = L.popup({maxWidth: '100%'
            
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                var html_176d6426339741d1a8ea89c273a8ac23 = $(`<div id="html_176d6426339741d1a8ea89c273a8ac23" style="width: 100.0%; height: 100.0%;">Saint-Félicien Cluster 2.0</div>`)[0];
                popup_5848381610664b4d9434b8790cee4ca2.setContent(html_176d6426339741d1a8ea89c273a8ac23);
            

            circle_marker_dc10b830127c4a4881e7ef8c8e04d6b2.bindPopup(popup_5848381610664b4d9434b8790cee4ca2)
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            var circle_marker_73dd37b3882f439f8793d74b8459867d = L.circleMarker(
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                {
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_6f47bbf279894c71a089d82d2bab299e = L.popup({maxWidth: '100%'
            
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                var html_a1c568a2cbd04e21b18a6786f192971a = $(`<div id="html_a1c568a2cbd04e21b18a6786f192971a" style="width: 100.0%; height: 100.0%;">Saint-Gabriel Cluster 1.0</div>`)[0];
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            circle_marker_73dd37b3882f439f8793d74b8459867d.bindPopup(popup_6f47bbf279894c71a089d82d2bab299e)
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            var circle_marker_e6db679bca5d479491c10c180e224057 = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_855c17aa90cf4497b544f6b724a2e6b7 = L.popup({maxWidth: '100%'
            
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                var html_24169c0e773f44c286e90815fbc03972 = $(`<div id="html_24169c0e773f44c286e90815fbc03972" style="width: 100.0%; height: 100.0%;">Saint-Georges Cluster 0.0</div>`)[0];
                popup_855c17aa90cf4497b544f6b724a2e6b7.setContent(html_24169c0e773f44c286e90815fbc03972);
            

            circle_marker_e6db679bca5d479491c10c180e224057.bindPopup(popup_855c17aa90cf4497b544f6b724a2e6b7)
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            var circle_marker_aabfd3df97e34d0eb7ec08239bbecf17 = L.circleMarker(
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_45f1833cc54542ef89dfba9ab46349b8 = L.popup({maxWidth: '100%'
            
            });

            
                var html_ea4b0efe50a24dd3b549d7858142ec8a = $(`<div id="html_ea4b0efe50a24dd3b549d7858142ec8a" style="width: 100.0%; height: 100.0%;">Saint-Hyacinthe Cluster 2.0</div>`)[0];
                popup_45f1833cc54542ef89dfba9ab46349b8.setContent(html_ea4b0efe50a24dd3b549d7858142ec8a);
            

            circle_marker_aabfd3df97e34d0eb7ec08239bbecf17.bindPopup(popup_45f1833cc54542ef89dfba9ab46349b8)
            ;

            
        
    
            var circle_marker_d338dd5b312f423a8b3f3591ef61c15a = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_83343efa0c36495098dc051182328f1b = L.popup({maxWidth: '100%'
            
            });

            
                var html_81e3eef5d4a74831b06efd31f693c247 = $(`<div id="html_81e3eef5d4a74831b06efd31f693c247" style="width: 100.0%; height: 100.0%;">Saint-Jean-sur-Richelieu Cluster 2.0</div>`)[0];
                popup_83343efa0c36495098dc051182328f1b.setContent(html_81e3eef5d4a74831b06efd31f693c247);
            

            circle_marker_d338dd5b312f423a8b3f3591ef61c15a.bindPopup(popup_83343efa0c36495098dc051182328f1b)
            ;

            
        
    
            var circle_marker_31469bd893164f47bb55e21bcdae3d54 = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_038ab95cafab488999e174bdba08508c = L.popup({maxWidth: '100%'
            
            });

            
                var html_036299f19645412998e875e27828691b = $(`<div id="html_036299f19645412998e875e27828691b" style="width: 100.0%; height: 100.0%;">Saint-Jérôme Cluster 2.0</div>`)[0];
                popup_038ab95cafab488999e174bdba08508c.setContent(html_036299f19645412998e875e27828691b);
            

            circle_marker_31469bd893164f47bb55e21bcdae3d54.bindPopup(popup_038ab95cafab488999e174bdba08508c)
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            var circle_marker_5328b6bc841149a3a8c213dc01b308d9 = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_15a81eefbd9c4b9098694117b1361990 = L.popup({maxWidth: '100%'
            
            });

            
                var html_420cdc1b40ab42928ff64bc4adb726f8 = $(`<div id="html_420cdc1b40ab42928ff64bc4adb726f8" style="width: 100.0%; height: 100.0%;">Saint-Joseph-de-Beauce Cluster 1.0</div>`)[0];
                popup_15a81eefbd9c4b9098694117b1361990.setContent(html_420cdc1b40ab42928ff64bc4adb726f8);
            

            circle_marker_5328b6bc841149a3a8c213dc01b308d9.bindPopup(popup_15a81eefbd9c4b9098694117b1361990)
            ;

            
        
    
            var circle_marker_fd96037115c74bc98896482d1176ea82 = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_6440b7f23a2f4290a41a56f26200528f = L.popup({maxWidth: '100%'
            
            });

            
                var html_341854c74dd54afcb6ab1d33ec64f9be = $(`<div id="html_341854c74dd54afcb6ab1d33ec64f9be" style="width: 100.0%; height: 100.0%;">Saint-Joseph-de-Sorel Cluster 2.0</div>`)[0];
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            circle_marker_fd96037115c74bc98896482d1176ea82.bindPopup(popup_6440b7f23a2f4290a41a56f26200528f)
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            var circle_marker_b0e8d232728746bd82cfbe8db1e4ef0a = L.circleMarker(
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_b502cb5f3f054d66b9b8121c69ab2f20 = L.popup({maxWidth: '100%'
            
            });

            
                var html_3bfabec8dd064312ab8b7feca0625dc4 = $(`<div id="html_3bfabec8dd064312ab8b7feca0625dc4" style="width: 100.0%; height: 100.0%;">Saint-Lambert Cluster 2.0</div>`)[0];
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            circle_marker_b0e8d232728746bd82cfbe8db1e4ef0a.bindPopup(popup_b502cb5f3f054d66b9b8121c69ab2f20)
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_0c252219ab4d41389ea897bd2aad25c2 = L.popup({maxWidth: '100%'
            
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                var html_db4444b0a411414398a1d3fefb07379e = $(`<div id="html_db4444b0a411414398a1d3fefb07379e" style="width: 100.0%; height: 100.0%;">Saint-Lazare Cluster 0.0</div>`)[0];
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            circle_marker_b11772bc7bb84bac8094b6034b1da5f2.bindPopup(popup_0c252219ab4d41389ea897bd2aad25c2)
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_af0a4580a6b6462899f04b28223423f1 = L.popup({maxWidth: '100%'
            
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                var html_2b801562f9564263be03627c3e14c85d = $(`<div id="html_2b801562f9564263be03627c3e14c85d" style="width: 100.0%; height: 100.0%;">Saint-Lin-Laurentides Cluster 0.0</div>`)[0];
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}
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            var popup_d8854f80c91b4130ad093b5443853d5e = L.popup({maxWidth: '100%'
            
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                var html_afe7953f8cf44e3fac2aa3d487af0d17 = $(`<div id="html_afe7953f8cf44e3fac2aa3d487af0d17" style="width: 100.0%; height: 100.0%;">Saint-Marc-des-Carrières Cluster 0.0</div>`)[0];
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            circle_marker_3c9bad1e0bc94f85b18c04737ac1a176.bindPopup(popup_d8854f80c91b4130ad093b5443853d5e)
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  "fill": true,
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_72dbc6e3939e4feaafdf3e95c2a519ee = L.popup({maxWidth: '100%'
            
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                var html_fd989c0eda6c43108defe328dd7aa117 = $(`<div id="html_fd989c0eda6c43108defe328dd7aa117" style="width: 100.0%; height: 100.0%;">Saint-Ours Cluster 2.0</div>`)[0];
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            circle_marker_3bc21a72fd1c4e5abded142425020f01.bindPopup(popup_72dbc6e3939e4feaafdf3e95c2a519ee)
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  "stroke": true,
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_48d2b3fee10c4cfd8d4e02e501383b01 = L.popup({maxWidth: '100%'
            
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                var html_0a2916034a92422288127971f07798fd = $(`<div id="html_0a2916034a92422288127971f07798fd" style="width: 100.0%; height: 100.0%;">Saint-Pamphile Cluster 2.0</div>`)[0];
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            circle_marker_341f014960fd42dcada2a4c9cd6d042a.bindPopup(popup_48d2b3fee10c4cfd8d4e02e501383b01)
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_cc6fc71e99e547cdbde4c07216a5d1d7 = L.popup({maxWidth: '100%'
            
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                var html_a835e984ee0c440c89375a753c444ecb = $(`<div id="html_a835e984ee0c440c89375a753c444ecb" style="width: 100.0%; height: 100.0%;">Saint-Pascal Cluster 0.0</div>`)[0];
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            circle_marker_bf40abaa1f544554beb55dd9e08a3c88.bindPopup(popup_cc6fc71e99e547cdbde4c07216a5d1d7)
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            var circle_marker_8db75871b0934e91b68e6a685d647255 = L.circleMarker(
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_ae4843b9354c4f39bbed21c44e788997 = L.popup({maxWidth: '100%'
            
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                var html_8fccd24886a644f8a521b3657f29f028 = $(`<div id="html_8fccd24886a644f8a521b3657f29f028" style="width: 100.0%; height: 100.0%;">Saint-Pie Cluster 1.0</div>`)[0];
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            circle_marker_8db75871b0934e91b68e6a685d647255.bindPopup(popup_ae4843b9354c4f39bbed21c44e788997)
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            var circle_marker_2fc4c6a4834144d89ab6b71e74acf877 = L.circleMarker(
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}
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                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_c2d94833c1d542f5b4b50b6133c3eeb2 = L.popup({maxWidth: '100%'
            
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                var html_129166b386e34c68a8533fe41787e302 = $(`<div id="html_129166b386e34c68a8533fe41787e302" style="width: 100.0%; height: 100.0%;">Saint-Raymond Cluster 2.0</div>`)[0];
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            circle_marker_2fc4c6a4834144d89ab6b71e74acf877.bindPopup(popup_c2d94833c1d542f5b4b50b6133c3eeb2)
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            var circle_marker_62f4605017b84cc5a8886daf4fc697a4 = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_82ada6af58b546918d9f841db686528a = L.popup({maxWidth: '100%'
            
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                var html_523114db89f6498ea0b233d7566cf3bb = $(`<div id="html_523114db89f6498ea0b233d7566cf3bb" style="width: 100.0%; height: 100.0%;">Saint-Rémi Cluster 2.0</div>`)[0];
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            circle_marker_62f4605017b84cc5a8886daf4fc697a4.bindPopup(popup_82ada6af58b546918d9f841db686528a)
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            var circle_marker_65070451457e4649ac7a029203eb3831 = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_39e71e5d4d82475dbc07550f27399b8a = L.popup({maxWidth: '100%'
            
            });

            
                var html_fdc8d6729a994b2b9d8c3f4913698c75 = $(`<div id="html_fdc8d6729a994b2b9d8c3f4913698c75" style="width: 100.0%; height: 100.0%;">Saint-Sauveur Cluster 2.0</div>`)[0];
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            circle_marker_65070451457e4649ac7a029203eb3831.bindPopup(popup_39e71e5d4d82475dbc07550f27399b8a)
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            var circle_marker_5d854203b0ef4cb681cd9ce20df3613b = L.circleMarker(
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_0352198f74214c0ab382090a16ad1387 = L.popup({maxWidth: '100%'
            
            });

            
                var html_eeeaa51d7c334375991c98a3c62c0fe2 = $(`<div id="html_eeeaa51d7c334375991c98a3c62c0fe2" style="width: 100.0%; height: 100.0%;">Saint-Tite Cluster 0.0</div>`)[0];
                popup_0352198f74214c0ab382090a16ad1387.setContent(html_eeeaa51d7c334375991c98a3c62c0fe2);
            

            circle_marker_5d854203b0ef4cb681cd9ce20df3613b.bindPopup(popup_0352198f74214c0ab382090a16ad1387)
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            var circle_marker_3ffd0a7344cc4fc2ad3abc3eb28133e6 = L.circleMarker(
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  "fillRule": "evenodd",
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_af828fe6523f4c59ae9d113c90c7d3e2 = L.popup({maxWidth: '100%'
            
            });

            
                var html_cba0a4575ac14fc2b5c40e0a97b93db3 = $(`<div id="html_cba0a4575ac14fc2b5c40e0a97b93db3" style="width: 100.0%; height: 100.0%;">Salaberry-de-Valleyfield Cluster 2.0</div>`)[0];
                popup_af828fe6523f4c59ae9d113c90c7d3e2.setContent(html_cba0a4575ac14fc2b5c40e0a97b93db3);
            

            circle_marker_3ffd0a7344cc4fc2ad3abc3eb28133e6.bindPopup(popup_af828fe6523f4c59ae9d113c90c7d3e2)
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            var circle_marker_3203432eff8a427eb57d8d15c2fe6b88 = L.circleMarker(
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  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "stroke": true,
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}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_36fd0066226347cabf8b9efc31f2b045 = L.popup({maxWidth: '100%'
            
            });

            
                var html_b3118638a0714653b496e8231bb97dad = $(`<div id="html_b3118638a0714653b496e8231bb97dad" style="width: 100.0%; height: 100.0%;">Schefferville Cluster 2.0</div>`)[0];
                popup_36fd0066226347cabf8b9efc31f2b045.setContent(html_b3118638a0714653b496e8231bb97dad);
            

            circle_marker_3203432eff8a427eb57d8d15c2fe6b88.bindPopup(popup_36fd0066226347cabf8b9efc31f2b045)
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            var circle_marker_618dea6ff72b45b082da3c57a19f4f89 = L.circleMarker(
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  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_f7329f1836cb499c95a49a5c1e0310cb = L.popup({maxWidth: '100%'
            
            });

            
                var html_d7942e3172ce481cb0450d7cb7ff9754 = $(`<div id="html_d7942e3172ce481cb0450d7cb7ff9754" style="width: 100.0%; height: 100.0%;">Scotstown Cluster 2.0</div>`)[0];
                popup_f7329f1836cb499c95a49a5c1e0310cb.setContent(html_d7942e3172ce481cb0450d7cb7ff9754);
            

            circle_marker_618dea6ff72b45b082da3c57a19f4f89.bindPopup(popup_f7329f1836cb499c95a49a5c1e0310cb)
            ;

            
        
    
            var circle_marker_d6257aeb551f4092bf32b6d0f6cacb15 = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_beff6ea294554a538c846bc180ef5984 = L.popup({maxWidth: '100%'
            
            });

            
                var html_880a36c574a143ed9c8a9e3fe5eca6f1 = $(`<div id="html_880a36c574a143ed9c8a9e3fe5eca6f1" style="width: 100.0%; height: 100.0%;">Senneterre Cluster 0.0</div>`)[0];
                popup_beff6ea294554a538c846bc180ef5984.setContent(html_880a36c574a143ed9c8a9e3fe5eca6f1);
            

            circle_marker_d6257aeb551f4092bf32b6d0f6cacb15.bindPopup(popup_beff6ea294554a538c846bc180ef5984)
            ;

            
        
    
            var circle_marker_623860a2ca0c449dabd591f84205d2ff = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_ff3771495af74a3e84163f7d2e666f7b);
            
    
            var popup_b30aa376265f423985136c2e6fe6de46 = L.popup({maxWidth: '100%'
            
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            var popup_ece1c4ec53584e149e9ad5321200eeff = L.popup({maxWidth: '100%'
            
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            var popup_13f8bdefd1ee489ba11f1992a9fa55ad = L.popup({maxWidth: '100%'
            
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            var popup_36eaf513da674ec48ad6818ac454c0cd = L.popup({maxWidth: '100%'
            
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            var popup_023ca589739e48858da88ca7a63fb6c9 = L.popup({maxWidth: '100%'
            
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            var popup_565f937e00974de8bac7d1a158d26f11 = L.popup({maxWidth: '100%'
            
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            var popup_3bf0e414e2484810840e360036c6ecf8 = L.popup({maxWidth: '100%'
            
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}
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}
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}
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            var popup_67c58dfbf2b84f349e5f2d22d10931df = L.popup({maxWidth: '100%'
            
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}
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            var popup_ebc4a4a9b08b4c07813d68e3a262de9b = L.popup({maxWidth: '100%'
            
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                var html_0a4262c586984109bed5e9ff654bd46c = $(`<div id="html_0a4262c586984109bed5e9ff654bd46c" style="width: 100.0%; height: 100.0%;">Thurso Cluster 2.0</div>`)[0];
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            var popup_8fd2102b57f9400a8034f66964c591ab = L.popup({maxWidth: '100%'
            
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                var html_4fdf49a30f3b4ec7bfe6ad7a6a932955 = $(`<div id="html_4fdf49a30f3b4ec7bfe6ad7a6a932955" style="width: 100.0%; height: 100.0%;">Trois-Pistoles Cluster 2.0</div>`)[0];
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            var popup_6d98b0401bf1421e904d9ce70a439806 = L.popup({maxWidth: '100%'
            
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                var html_f4a368f261fd45eba8f3220f31841139 = $(`<div id="html_f4a368f261fd45eba8f3220f31841139" style="width: 100.0%; height: 100.0%;">Trois-Rivières Cluster 2.0</div>`)[0];
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}
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                var html_680a0a8158284aa28abcf40369b1e077 = $(`<div id="html_680a0a8158284aa28abcf40369b1e077" style="width: 100.0%; height: 100.0%;">Val-d&#39;Or Cluster 2.0</div>`)[0];
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}
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                var html_d79ed02c458e48528d48bd050384042a = $(`<div id="html_d79ed02c458e48528d48bd050384042a" style="width: 100.0%; height: 100.0%;">Val-des-Sources Cluster 2.0</div>`)[0];
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}
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                var html_be1d47d64e574161a008fbfca6b15334 = $(`<div id="html_be1d47d64e574161a008fbfca6b15334" style="width: 100.0%; height: 100.0%;">Varennes Cluster 0.0</div>`)[0];
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}
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            ],
            "text/plain": [
              "<folium.folium.Map at 0x7fb9c959df98>"
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          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eEaucxkVTM7Y",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "5ced7ad7-2422-4395-8586-b52482f9b518"
      },
      "source": [
        "cluster_1=Quebec_merged[Quebec_merged.loc[:,\"Cluster Labels\"]==0.0].reset_index(drop=True)\n",
        "cluster_1"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<div>\n",
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              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
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              "    }\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Neighborhood</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Cluster Labels</th>\n",
              "      <th>1st Most Common Venue</th>\n",
              "      <th>2nd Most Common Venue</th>\n",
              "      <th>3rd Most Common Venue</th>\n",
              "      <th>4th Most Common Venue</th>\n",
              "      <th>5th Most Common Venue</th>\n",
              "      <th>6th Most Common Venue</th>\n",
              "      <th>7th Most Common Venue</th>\n",
              "      <th>8th Most Common Venue</th>\n",
              "      <th>9th Most Common Venue</th>\n",
              "      <th>10th Most Common Venue</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Amos</td>\n",
              "      <td>48.571852</td>\n",
              "      <td>-78.116086</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Convenience Store</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Steakhouse</td>\n",
              "      <td>Pizza Place</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Hardware Store</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Beauharnois</td>\n",
              "      <td>45.313978</td>\n",
              "      <td>-73.875834</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Hockey Arena</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Business Service</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Food</td>\n",
              "      <td>Flower Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Berthierville</td>\n",
              "      <td>46.082810</td>\n",
              "      <td>-73.174710</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Fried Chicken Joint</td>\n",
              "      <td>American Restaurant</td>\n",
              "      <td>Museum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Bois-des-Filion</td>\n",
              "      <td>45.671324</td>\n",
              "      <td>-73.756242</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Sushi Restaurant</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Gastropub</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Food</td>\n",
              "      <td>Flea Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Chibougamau</td>\n",
              "      <td>49.913741</td>\n",
              "      <td>-74.371395</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Convenience Store</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Business Service</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Contrecoeur</td>\n",
              "      <td>45.857378</td>\n",
              "      <td>-73.237431</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Harbor / Marina</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Zoo</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Dégelis</td>\n",
              "      <td>47.547799</td>\n",
              "      <td>-68.644638</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Diner</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Business Service</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Flea Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Desbiens</td>\n",
              "      <td>48.417809</td>\n",
              "      <td>-71.949463</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Burger Joint</td>\n",
              "      <td>Campground</td>\n",
              "      <td>Scenic Lookout</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Home Service</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Deux-Montagnes</td>\n",
              "      <td>45.537258</td>\n",
              "      <td>-73.904332</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Train Station</td>\n",
              "      <td>Hockey Arena</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Bank</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Movie Theater</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Disraeli</td>\n",
              "      <td>45.904822</td>\n",
              "      <td>-71.359978</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Flea Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>East Angus</td>\n",
              "      <td>45.482856</td>\n",
              "      <td>-71.659482</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Hardware Store</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Hockey Arena</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Farnham</td>\n",
              "      <td>45.283100</td>\n",
              "      <td>-72.974968</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Food Service</td>\n",
              "      <td>Supermarket</td>\n",
              "      <td>Bar</td>\n",
              "      <td>Video Store</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>La Malbaie</td>\n",
              "      <td>47.657525</td>\n",
              "      <td>-70.153885</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Burger Joint</td>\n",
              "      <td>Bakery</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Shopping Mall</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Food</td>\n",
              "      <td>Flower Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>La Sarre</td>\n",
              "      <td>48.800096</td>\n",
              "      <td>-79.201022</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Lac-Mégantic</td>\n",
              "      <td>45.590502</td>\n",
              "      <td>-70.886675</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Department Store</td>\n",
              "      <td>Diner</td>\n",
              "      <td>Donut Shop</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Frozen Yogurt Shop</td>\n",
              "      <td>Fried Chicken Joint</td>\n",
              "      <td>French Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Lavaltrie</td>\n",
              "      <td>45.883078</td>\n",
              "      <td>-73.282242</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Comedy Club</td>\n",
              "      <td>BBQ Joint</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Food</td>\n",
              "      <td>Food &amp; Drink Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Lebel-sur-Quévillon</td>\n",
              "      <td>49.053141</td>\n",
              "      <td>-76.980837</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Convenience Store</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Business Service</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Malartic</td>\n",
              "      <td>48.137225</td>\n",
              "      <td>-78.125153</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>ATM</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Mercier</td>\n",
              "      <td>45.310444</td>\n",
              "      <td>-73.746051</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Ice Cream Shop</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Food</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Flea Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Métabetchouan–Lac-à-la-Croix</td>\n",
              "      <td>48.429201</td>\n",
              "      <td>-71.871872</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Mexican Restaurant</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>Mont-Joli</td>\n",
              "      <td>48.583875</td>\n",
              "      <td>-68.183899</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Tourist Information Center</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Train Station</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Supermarket</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>New Richmond</td>\n",
              "      <td>48.165119</td>\n",
              "      <td>-65.865558</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Discount Store</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Flea Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>Normandin</td>\n",
              "      <td>48.837153</td>\n",
              "      <td>-72.529678</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Rental Service</td>\n",
              "      <td>Home Service</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Bus Station</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Food</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Pincourt</td>\n",
              "      <td>45.371202</td>\n",
              "      <td>-73.986053</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Bowling Alley</td>\n",
              "      <td>South American Restaurant</td>\n",
              "      <td>Shopping Mall</td>\n",
              "      <td>Train Station</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Filipino Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>Pont-Rouge</td>\n",
              "      <td>46.756563</td>\n",
              "      <td>-71.697807</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Gym</td>\n",
              "      <td>Hockey Arena</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Burger Joint</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>Port-Cartier</td>\n",
              "      <td>50.025696</td>\n",
              "      <td>-66.881899</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Gastropub</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Flower Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Princeville</td>\n",
              "      <td>46.172290</td>\n",
              "      <td>-71.875185</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Business Service</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Flea Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>Rivière-Rouge</td>\n",
              "      <td>46.409725</td>\n",
              "      <td>-74.870467</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Department Store</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Business Service</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>Saint-Césaire</td>\n",
              "      <td>45.410502</td>\n",
              "      <td>-73.004150</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Supermarket</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Discount Store</td>\n",
              "      <td>Food Service</td>\n",
              "      <td>Football Stadium</td>\n",
              "      <td>Food Court</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Sainte-Anne-des-Plaines</td>\n",
              "      <td>45.764170</td>\n",
              "      <td>-73.818855</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Filipino Restaurant</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>Sainte-Catherine-de-la-Jacques-Cartier</td>\n",
              "      <td>46.844381</td>\n",
              "      <td>-71.615023</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Park</td>\n",
              "      <td>Convenience Store</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Home Service</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>Sainte-Marie</td>\n",
              "      <td>46.450395</td>\n",
              "      <td>-71.030731</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>BBQ Joint</td>\n",
              "      <td>Park</td>\n",
              "      <td>Café</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Italian Restaurant</td>\n",
              "      <td>Museum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>Sainte-Marthe-sur-le-Lac</td>\n",
              "      <td>45.529534</td>\n",
              "      <td>-73.932648</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Hockey Arena</td>\n",
              "      <td>Movie Theater</td>\n",
              "      <td>Beach</td>\n",
              "      <td>Bank</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Sandwich Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>Saint-Georges</td>\n",
              "      <td>46.122987</td>\n",
              "      <td>-70.671959</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Brewery</td>\n",
              "      <td>Food Court</td>\n",
              "      <td>Big Box Store</td>\n",
              "      <td>Gastropub</td>\n",
              "      <td>Sandwich Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>Saint-Lazare</td>\n",
              "      <td>45.399602</td>\n",
              "      <td>-74.135918</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Hockey Arena</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Bar</td>\n",
              "      <td>Pizza Place</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>Saint-Lin-Laurentides</td>\n",
              "      <td>45.852405</td>\n",
              "      <td>-73.758679</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Supermarket</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>Saint-Marc-des-Carrières</td>\n",
              "      <td>46.682703</td>\n",
              "      <td>-72.049608</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Health &amp; Beauty Service</td>\n",
              "      <td>Garden Center</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>Saint-Pascal</td>\n",
              "      <td>47.526627</td>\n",
              "      <td>-69.807446</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Automotive Shop</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Gastropub</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Ice Cream Shop</td>\n",
              "      <td>Food Service</td>\n",
              "      <td>Food Court</td>\n",
              "      <td>Football Stadium</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>Saint-Tite</td>\n",
              "      <td>46.729742</td>\n",
              "      <td>-72.562294</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Stadium</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Brewery</td>\n",
              "      <td>Hockey Arena</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>Senneterre</td>\n",
              "      <td>48.392192</td>\n",
              "      <td>-77.244260</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Hotel</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>Valcourt</td>\n",
              "      <td>45.493735</td>\n",
              "      <td>-72.315112</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Pub</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Museum</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Discount Store</td>\n",
              "      <td>Donut Shop</td>\n",
              "      <td>French Restaurant</td>\n",
              "      <td>Football Stadium</td>\n",
              "      <td>Food Service</td>\n",
              "      <td>Dessert Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>Varennes</td>\n",
              "      <td>45.683469</td>\n",
              "      <td>-73.436274</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Park</td>\n",
              "      <td>Department Store</td>\n",
              "      <td>Burger Joint</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>College Hockey Rink</td>\n",
              "      <td>Ice Cream Shop</td>\n",
              "      <td>American Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>Waterville</td>\n",
              "      <td>45.277061</td>\n",
              "      <td>-71.890755</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Campground</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Golf Course</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Zoo</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                              Neighborhood  ...      10th Most Common Venue\n",
              "0                                     Amos  ...              Hardware Store\n",
              "1                              Beauharnois  ...                 Flower Shop\n",
              "2                            Berthierville  ...                      Museum\n",
              "3                          Bois-des-Filion  ...                 Flea Market\n",
              "4                              Chibougamau  ...  Financial or Legal Service\n",
              "5                              Contrecoeur  ...                         Zoo\n",
              "6                                  Dégelis  ...                 Flea Market\n",
              "7                                 Desbiens  ...                Fishing Spot\n",
              "8                           Deux-Montagnes  ...               Movie Theater\n",
              "9                                 Disraeli  ...                 Flea Market\n",
              "10                              East Angus  ...             Fireworks Store\n",
              "11                                 Farnham  ...                Fishing Spot\n",
              "12                              La Malbaie  ...                 Flower Shop\n",
              "13                                La Sarre  ...  Financial or Legal Service\n",
              "14                            Lac-Mégantic  ...           French Restaurant\n",
              "15                               Lavaltrie  ...           Food & Drink Shop\n",
              "16                     Lebel-sur-Quévillon  ...                 Fish Market\n",
              "17                                Malartic  ...                 Fish Market\n",
              "18                                 Mercier  ...                 Flea Market\n",
              "19            Métabetchouan–Lac-à-la-Croix  ...                Fishing Spot\n",
              "20                               Mont-Joli  ...             Fireworks Store\n",
              "21                            New Richmond  ...                 Flea Market\n",
              "22                               Normandin  ...                Fishing Spot\n",
              "23                                Pincourt  ...         Filipino Restaurant\n",
              "24                              Pont-Rouge  ...                 Fish Market\n",
              "25                            Port-Cartier  ...                 Flower Shop\n",
              "26                             Princeville  ...                 Flea Market\n",
              "27                           Rivière-Rouge  ...                 Fish Market\n",
              "28                           Saint-Césaire  ...                  Food Court\n",
              "29                 Sainte-Anne-des-Plaines  ...                 Fish Market\n",
              "30  Sainte-Catherine-de-la-Jacques-Cartier  ...           Fish & Chips Shop\n",
              "31                            Sainte-Marie  ...                      Museum\n",
              "32                Sainte-Marthe-sur-le-Lac  ...              Sandwich Place\n",
              "33                           Saint-Georges  ...              Sandwich Place\n",
              "34                            Saint-Lazare  ...                 Fish Market\n",
              "35                   Saint-Lin-Laurentides  ...                Fishing Spot\n",
              "36                Saint-Marc-des-Carrières  ...                Fishing Spot\n",
              "37                            Saint-Pascal  ...            Football Stadium\n",
              "38                              Saint-Tite  ...                Fishing Spot\n",
              "39                              Senneterre  ...                Fishing Spot\n",
              "40                                Valcourt  ...                Dessert Shop\n",
              "41                                Varennes  ...         American Restaurant\n",
              "42                              Waterville  ...                         Zoo\n",
              "\n",
              "[43 rows x 14 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OIYckCc0TM7Y",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 962
        },
        "outputId": "53690bff-cb4c-4657-9578-779d27095707"
      },
      "source": [
        "cluster_2=Quebec_merged[Quebec_merged.loc[:,\"Cluster Labels\"]==1.0].reset_index(drop=True)\n",
        "cluster_2"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Neighborhood</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Cluster Labels</th>\n",
              "      <th>1st Most Common Venue</th>\n",
              "      <th>2nd Most Common Venue</th>\n",
              "      <th>3rd Most Common Venue</th>\n",
              "      <th>4th Most Common Venue</th>\n",
              "      <th>5th Most Common Venue</th>\n",
              "      <th>6th Most Common Venue</th>\n",
              "      <th>7th Most Common Venue</th>\n",
              "      <th>8th Most Common Venue</th>\n",
              "      <th>9th Most Common Venue</th>\n",
              "      <th>10th Most Common Venue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Acton Vale</td>\n",
              "      <td>45.647156</td>\n",
              "      <td>-72.565411</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Park</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Business Service</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Beauceville</td>\n",
              "      <td>46.210725</td>\n",
              "      <td>-70.774269</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Electronics Store</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Bécancour</td>\n",
              "      <td>46.339343</td>\n",
              "      <td>-72.433205</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Hockey Rink</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Gastropub</td>\n",
              "      <td>Arts &amp; Crafts Store</td>\n",
              "      <td>Food</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Bedford</td>\n",
              "      <td>45.120537</td>\n",
              "      <td>-72.988701</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Hardware Store</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Bakery</td>\n",
              "      <td>Pizza Place</td>\n",
              "      <td>Food Service</td>\n",
              "      <td>Football Stadium</td>\n",
              "      <td>Food Court</td>\n",
              "      <td>Food &amp; Drink Shop</td>\n",
              "      <td>Food</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Brownsburg-Chatham</td>\n",
              "      <td>45.676516</td>\n",
              "      <td>-74.404606</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Bed &amp; Breakfast</td>\n",
              "      <td>Skating Rink</td>\n",
              "      <td>Hotel</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Cap-Chat</td>\n",
              "      <td>49.095967</td>\n",
              "      <td>-66.687883</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Diner</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Food</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Flea Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Cap-Santé</td>\n",
              "      <td>46.670172</td>\n",
              "      <td>-71.775129</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Print Shop</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Tree</td>\n",
              "      <td>Boat or Ferry</td>\n",
              "      <td>Furniture / Home Store</td>\n",
              "      <td>French Restaurant</td>\n",
              "      <td>Fried Chicken Joint</td>\n",
              "      <td>Football Stadium</td>\n",
              "      <td>Food Service</td>\n",
              "      <td>Food Court</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Carignan</td>\n",
              "      <td>45.437955</td>\n",
              "      <td>-73.355490</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Health &amp; Beauty Service</td>\n",
              "      <td>Home Service</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Clermont</td>\n",
              "      <td>47.694512</td>\n",
              "      <td>-70.226220</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Skating Rink</td>\n",
              "      <td>Convenience Store</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Cookshire-Eaton</td>\n",
              "      <td>45.412459</td>\n",
              "      <td>-71.629389</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Daveluyville</td>\n",
              "      <td>46.204310</td>\n",
              "      <td>-72.137604</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Filipino Restaurant</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Huntingdon</td>\n",
              "      <td>45.087339</td>\n",
              "      <td>-74.173851</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Hot Dog Joint</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Filipino Restaurant</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Lac-Sergent</td>\n",
              "      <td>46.858548</td>\n",
              "      <td>-71.734543</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Campground</td>\n",
              "      <td>Lake</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Flea Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>L'Épiphanie</td>\n",
              "      <td>45.849682</td>\n",
              "      <td>-73.484633</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Filipino Restaurant</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Léry</td>\n",
              "      <td>45.346517</td>\n",
              "      <td>-73.804535</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Ice Cream Shop</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Golf Course</td>\n",
              "      <td>Furniture / Home Store</td>\n",
              "      <td>Hotel Bar</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Filipino Restaurant</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Saint-Colomban</td>\n",
              "      <td>45.739875</td>\n",
              "      <td>-74.137833</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Soccer Stadium</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Flea Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Saint-Gabriel</td>\n",
              "      <td>46.313164</td>\n",
              "      <td>-73.380792</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Lake</td>\n",
              "      <td>Pizza Place</td>\n",
              "      <td>Beach</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Saint-Joseph-de-Beauce</td>\n",
              "      <td>46.310181</td>\n",
              "      <td>-70.877953</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Hardware Store</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Saint-Pie</td>\n",
              "      <td>45.504903</td>\n",
              "      <td>-72.905273</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Business Service</td>\n",
              "      <td>Motorcycle Shop</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Flea Market</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              Neighborhood  ...  10th Most Common Venue\n",
              "0               Acton Vale  ...            Fishing Spot\n",
              "1              Beauceville  ...            Fishing Spot\n",
              "2                Bécancour  ...            Fishing Spot\n",
              "3                  Bedford  ...    Fast Food Restaurant\n",
              "4       Brownsburg-Chatham  ...            Fishing Spot\n",
              "5                 Cap-Chat  ...             Flea Market\n",
              "6                Cap-Santé  ...              Food Court\n",
              "7                 Carignan  ...            Fishing Spot\n",
              "8                 Clermont  ...            Fishing Spot\n",
              "9          Cookshire-Eaton  ...             Fish Market\n",
              "10            Daveluyville  ...            Fishing Spot\n",
              "11              Huntingdon  ...         Fireworks Store\n",
              "12             Lac-Sergent  ...             Flea Market\n",
              "13             L'Épiphanie  ...            Fishing Spot\n",
              "14                    Léry  ...       Fish & Chips Shop\n",
              "15          Saint-Colomban  ...             Flea Market\n",
              "16           Saint-Gabriel  ...            Fishing Spot\n",
              "17  Saint-Joseph-de-Beauce  ...            Fishing Spot\n",
              "18               Saint-Pie  ...            Fishing Spot\n",
              "\n",
              "[19 rows x 14 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HvDzxfBdn8hP",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 620
        },
        "outputId": "96c941e4-a6af-48ce-e5a3-ac158fbc1a90"
      },
      "source": [
        "cluster_3=Quebec_merged[Quebec_merged.loc[:,\"Cluster Labels\"]==2.0].reset_index(drop=True)\r\n",
        "cluster_3"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Neighborhood</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Cluster Labels</th>\n",
              "      <th>1st Most Common Venue</th>\n",
              "      <th>2nd Most Common Venue</th>\n",
              "      <th>3rd Most Common Venue</th>\n",
              "      <th>4th Most Common Venue</th>\n",
              "      <th>5th Most Common Venue</th>\n",
              "      <th>6th Most Common Venue</th>\n",
              "      <th>7th Most Common Venue</th>\n",
              "      <th>8th Most Common Venue</th>\n",
              "      <th>9th Most Common Venue</th>\n",
              "      <th>10th Most Common Venue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Alma</td>\n",
              "      <td>48.548887</td>\n",
              "      <td>-71.651459</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Gym</td>\n",
              "      <td>Snack Place</td>\n",
              "      <td>Video Store</td>\n",
              "      <td>Supermarket</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Amqui</td>\n",
              "      <td>48.465671</td>\n",
              "      <td>-67.431517</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Bar</td>\n",
              "      <td>Hostel</td>\n",
              "      <td>Food</td>\n",
              "      <td>Flower Shop</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Baie-Comeau</td>\n",
              "      <td>49.217597</td>\n",
              "      <td>-68.152313</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Hotel</td>\n",
              "      <td>Bar</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "      <td>Fish &amp; Chips Shop</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Baie-D'Urfé</td>\n",
              "      <td>45.417426</td>\n",
              "      <td>-73.915364</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Zoo</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Train Station</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Hotel</td>\n",
              "      <td>Food Court</td>\n",
              "      <td>Food &amp; Drink Shop</td>\n",
              "      <td>Food</td>\n",
              "      <td>Flower Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Baie-Saint-Paul</td>\n",
              "      <td>47.444343</td>\n",
              "      <td>-70.505447</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Hotel</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Ice Cream Shop</td>\n",
              "      <td>French Restaurant</td>\n",
              "      <td>Beach</td>\n",
              "      <td>Tapas Restaurant</td>\n",
              "      <td>Bed &amp; Breakfast</td>\n",
              "      <td>Spa</td>\n",
              "      <td>Breakfast Spot</td>\n",
              "      <td>Brewery</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>147</th>\n",
              "      <td>Ville-Marie</td>\n",
              "      <td>47.332308</td>\n",
              "      <td>-79.438019</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Breakfast Spot</td>\n",
              "      <td>Hotel</td>\n",
              "      <td>Department Store</td>\n",
              "      <td>Gas Station</td>\n",
              "      <td>Medical Supply Store</td>\n",
              "      <td>Electronics Store</td>\n",
              "      <td>Health &amp; Beauty Service</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Fishing Spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>148</th>\n",
              "      <td>Warwick</td>\n",
              "      <td>45.945659</td>\n",
              "      <td>-71.990662</td>\n",
              "      <td>2.0</td>\n",
              "      <td>BBQ Joint</td>\n",
              "      <td>Ice Cream Shop</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Café</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Fish Market</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>149</th>\n",
              "      <td>Waterloo</td>\n",
              "      <td>45.344157</td>\n",
              "      <td>-72.516217</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Supermarket</td>\n",
              "      <td>Pharmacy</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Hockey Arena</td>\n",
              "      <td>Breakfast Spot</td>\n",
              "      <td>Food Court</td>\n",
              "      <td>Food &amp; Drink Shop</td>\n",
              "      <td>Food</td>\n",
              "      <td>Flower Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>150</th>\n",
              "      <td>Westmount</td>\n",
              "      <td>45.485733</td>\n",
              "      <td>-73.596395</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Café</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Breakfast Spot</td>\n",
              "      <td>Yoga Studio</td>\n",
              "      <td>Bakery</td>\n",
              "      <td>Pizza Place</td>\n",
              "      <td>Park</td>\n",
              "      <td>Asian Restaurant</td>\n",
              "      <td>Restaurant</td>\n",
              "      <td>Pharmacy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>151</th>\n",
              "      <td>Windsor</td>\n",
              "      <td>45.569780</td>\n",
              "      <td>-72.003495</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Liquor Store</td>\n",
              "      <td>Sandwich Place</td>\n",
              "      <td>Construction &amp; Landscaping</td>\n",
              "      <td>Italian Restaurant</td>\n",
              "      <td>Business Service</td>\n",
              "      <td>Coffee Shop</td>\n",
              "      <td>Hockey Arena</td>\n",
              "      <td>Fishing Spot</td>\n",
              "      <td>Financial or Legal Service</td>\n",
              "      <td>Fireworks Store</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>152 rows × 14 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        Neighborhood  ...  10th Most Common Venue\n",
              "0               Alma  ...             Supermarket\n",
              "1              Amqui  ...             Fish Market\n",
              "2        Baie-Comeau  ...            Fishing Spot\n",
              "3        Baie-D'Urfé  ...             Flower Shop\n",
              "4    Baie-Saint-Paul  ...                 Brewery\n",
              "..               ...  ...                     ...\n",
              "147      Ville-Marie  ...            Fishing Spot\n",
              "148          Warwick  ...         Fireworks Store\n",
              "149         Waterloo  ...             Flower Shop\n",
              "150        Westmount  ...                Pharmacy\n",
              "151          Windsor  ...         Fireworks Store\n",
              "\n",
              "[152 rows x 14 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2uWxKNniTM7Y"
      },
      "source": [
        "### Let's analyze the three clusters"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B2srb7uzTM7Y",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 651
        },
        "outputId": "51d71666-32ea-48c1-9b7b-14b352dd70d9"
      },
      "source": [
        "cluster_1.groupby(\"1st Most Common Venue\").count().sort_values(by=\"Neighborhood\",ascending=False)"
      ],
      "execution_count": null,
      "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>Neighborhood</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Cluster Labels</th>\n",
              "      <th>2nd Most Common Venue</th>\n",
              "      <th>3rd Most Common Venue</th>\n",
              "      <th>4th Most Common Venue</th>\n",
              "      <th>5th Most Common Venue</th>\n",
              "      <th>6th Most Common Venue</th>\n",
              "      <th>7th Most Common Venue</th>\n",
              "      <th>8th Most Common Venue</th>\n",
              "      <th>9th Most Common Venue</th>\n",
              "      <th>10th Most Common Venue</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1st Most Common Venue</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Grocery Store</th>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fast Food Restaurant</th>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Coffee Shop</th>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Gas Station</th>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Liquor Store</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Pharmacy</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Restaurant</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Burger Joint</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Campground</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Diner</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Gym</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Pub</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Rental Service</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Sandwich Place</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Stadium</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Tourist Information Center</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                            Neighborhood  ...  10th Most Common Venue\n",
              "1st Most Common Venue                     ...                        \n",
              "Grocery Store                         13  ...                      13\n",
              "Fast Food Restaurant                   7  ...                       7\n",
              "Coffee Shop                            4  ...                       4\n",
              "Gas Station                            4  ...                       4\n",
              "Liquor Store                           2  ...                       2\n",
              "Pharmacy                               2  ...                       2\n",
              "Restaurant                             2  ...                       2\n",
              "Burger Joint                           1  ...                       1\n",
              "Campground                             1  ...                       1\n",
              "Diner                                  1  ...                       1\n",
              "Gym                                    1  ...                       1\n",
              "Pub                                    1  ...                       1\n",
              "Rental Service                         1  ...                       1\n",
              "Sandwich Place                         1  ...                       1\n",
              "Stadium                                1  ...                       1\n",
              "Tourist Information Center             1  ...                       1\n",
              "\n",
              "[16 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "crBsTUKTTM7Z"
      },
      "source": [
        "#### The most frequent \"1st most common venue in first cluster is Grocery Store\" followed by \"Fast Food restaurant\" and \"Liquor Store\". This is also the similar to findings in 2nd most common venues too"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q41j88XkTM7Z",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 905
        },
        "outputId": "1ead3b2b-bb83-4845-c5ea-0294434a7bc1"
      },
      "source": [
        "cluster_1.groupby(\"2nd Most Common Venue\").count().sort_values(by=\"Neighborhood\",ascending=False)"
      ],
      "execution_count": null,
      "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>Neighborhood</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Cluster Labels</th>\n",
              "      <th>1st Most Common Venue</th>\n",
              "      <th>3rd Most Common Venue</th>\n",
              "      <th>4th Most Common Venue</th>\n",
              "      <th>5th Most Common Venue</th>\n",
              "      <th>6th Most Common Venue</th>\n",
              "      <th>7th Most Common Venue</th>\n",
              "      <th>8th Most Common Venue</th>\n",
              "      <th>9th Most Common Venue</th>\n",
              "      <th>10th Most Common Venue</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2nd Most Common Venue</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Grocery Store</th>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Coffee Shop</th>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fast Food Restaurant</th>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Hockey Arena</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Pharmacy</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ATM</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Sushi Restaurant</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Supermarket</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Restaurant</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Liquor Store</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ice Cream Shop</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Hotel</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Home Service</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Hardware Store</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Health &amp; Beauty Service</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Automotive Shop</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Harbor / Marina</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Gas Station</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fireworks Store</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Convenience Store</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Construction &amp; Landscaping</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Comedy Club</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Campground</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Train Station</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                            Neighborhood  ...  10th Most Common Venue\n",
              "2nd Most Common Venue                     ...                        \n",
              "Grocery Store                         12  ...                      12\n",
              "Coffee Shop                            4  ...                       4\n",
              "Fast Food Restaurant                   4  ...                       4\n",
              "Hockey Arena                           2  ...                       2\n",
              "Pharmacy                               2  ...                       2\n",
              "ATM                                    1  ...                       1\n",
              "Sushi Restaurant                       1  ...                       1\n",
              "Supermarket                            1  ...                       1\n",
              "Restaurant                             1  ...                       1\n",
              "Liquor Store                           1  ...                       1\n",
              "Ice Cream Shop                         1  ...                       1\n",
              "Hotel                                  1  ...                       1\n",
              "Home Service                           1  ...                       1\n",
              "Hardware Store                         1  ...                       1\n",
              "Health & Beauty Service                1  ...                       1\n",
              "Automotive Shop                        1  ...                       1\n",
              "Harbor / Marina                        1  ...                       1\n",
              "Gas Station                            1  ...                       1\n",
              "Fireworks Store                        1  ...                       1\n",
              "Convenience Store                      1  ...                       1\n",
              "Construction & Landscaping             1  ...                       1\n",
              "Comedy Club                            1  ...                       1\n",
              "Campground                             1  ...                       1\n",
              "Train Station                          1  ...                       1\n",
              "\n",
              "[24 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hrmUyEylTM7Z"
      },
      "source": [
        "#### Gym and Fitness Center and shopping malls are also popular in cluster 1"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qy1J2W_BTM7Z",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 922
        },
        "outputId": "6ef642f9-990a-438a-92ee-c4bad1ffa1e0"
      },
      "source": [
        "cluster_1.groupby(\"6th Most Common Venue\").count().sort_values(by=\"Neighborhood\",ascending=False)"
      ],
      "execution_count": null,
      "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",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Neighborhood</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Cluster Labels</th>\n",
              "      <th>1st Most Common Venue</th>\n",
              "      <th>2nd Most Common Venue</th>\n",
              "      <th>3rd Most Common Venue</th>\n",
              "      <th>4th Most Common Venue</th>\n",
              "      <th>5th Most Common Venue</th>\n",
              "      <th>7th Most Common Venue</th>\n",
              "      <th>8th Most Common Venue</th>\n",
              "      <th>9th Most Common Venue</th>\n",
              "      <th>10th Most Common Venue</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6th Most Common Venue</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Coffee Shop</th>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Financial or Legal Service</th>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Flower Shop</th>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Pharmacy</th>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Shopping Mall</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Donut Shop</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fireworks Store</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fish &amp; Chips Shop</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fishing Spot</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Flea Market</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Liquor Store</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Hockey Arena</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Sandwich Place</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Movie Theater</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Home Service</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Brewery</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Grocery Store</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Gastropub</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Gas Station</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Business Service</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Filipino Restaurant</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fast Food Restaurant</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Café</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Video Store</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                            Neighborhood  ...  10th Most Common Venue\n",
              "6th Most Common Venue                     ...                        \n",
              "Coffee Shop                            6  ...                       6\n",
              "Financial or Legal Service             4  ...                       4\n",
              "Flower Shop                            3  ...                       3\n",
              "Pharmacy                               3  ...                       3\n",
              "Shopping Mall                          2  ...                       2\n",
              "Donut Shop                             2  ...                       2\n",
              "Fireworks Store                        2  ...                       2\n",
              "Fish & Chips Shop                      2  ...                       2\n",
              "Fishing Spot                           2  ...                       2\n",
              "Flea Market                            2  ...                       2\n",
              "Liquor Store                           2  ...                       2\n",
              "Hockey Arena                           1  ...                       1\n",
              "Sandwich Place                         1  ...                       1\n",
              "Movie Theater                          1  ...                       1\n",
              "Home Service                           1  ...                       1\n",
              "Brewery                                1  ...                       1\n",
              "Grocery Store                          1  ...                       1\n",
              "Gastropub                              1  ...                       1\n",
              "Gas Station                            1  ...                       1\n",
              "Business Service                       1  ...                       1\n",
              "Filipino Restaurant                    1  ...                       1\n",
              "Fast Food Restaurant                   1  ...                       1\n",
              "Café                                   1  ...                       1\n",
              "Video Store                            1  ...                       1\n",
              "\n",
              "[24 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cDALgANITM7Z"
      },
      "source": [
        "#### Fireworks Store and Fish & Chips Shops seems to have taken 10th most frequent available places in Quebec"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NI3r1wLMTM7Z"
      },
      "source": [
        "### Now let's see the most frequent top venues in the second cluster"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hL8bAJSjTM7Z",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 410
        },
        "outputId": "039e4702-c807-4334-f986-fe89da8ebeff"
      },
      "source": [
        "cluster_2.groupby(\"1st Most Common Venue\").count().sort_values(by=\"Neighborhood\",ascending=False)"
      ],
      "execution_count": null,
      "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>Neighborhood</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Cluster Labels</th>\n",
              "      <th>2nd Most Common Venue</th>\n",
              "      <th>3rd Most Common Venue</th>\n",
              "      <th>4th Most Common Venue</th>\n",
              "      <th>5th Most Common Venue</th>\n",
              "      <th>6th Most Common Venue</th>\n",
              "      <th>7th Most Common Venue</th>\n",
              "      <th>8th Most Common Venue</th>\n",
              "      <th>9th Most Common Venue</th>\n",
              "      <th>10th Most Common Venue</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1st Most Common Venue</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Construction &amp; Landscaping</th>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Hardware Store</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Diner</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Grocery Store</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Hockey Rink</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ice Cream Shop</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Print Shop</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Skating Rink</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Soccer Stadium</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                            Neighborhood  ...  10th Most Common Venue\n",
              "1st Most Common Venue                     ...                        \n",
              "Construction & Landscaping            10  ...                      10\n",
              "Hardware Store                         2  ...                       2\n",
              "Diner                                  1  ...                       1\n",
              "Grocery Store                          1  ...                       1\n",
              "Hockey Rink                            1  ...                       1\n",
              "Ice Cream Shop                         1  ...                       1\n",
              "Print Shop                             1  ...                       1\n",
              "Skating Rink                           1  ...                       1\n",
              "Soccer Stadium                         1  ...                       1\n",
              "\n",
              "[9 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qu366p9Mt8W7"
      },
      "source": [
        "###### Construction and Landscaping, ATMs are the also among the available venues in cluster 2"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0V3wfoQGTM7Z"
      },
      "source": [
        "#### Filipino restaurants are also preferable venue in cluster 2"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jY9sjegLTM7Z",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 368
        },
        "outputId": "522e7d4d-ddd9-4bb8-a681-724f7c9f97e4"
      },
      "source": [
        "cluster_2.groupby(\"10th Most Common Venue\").count().sort_values(by=\"Neighborhood\",ascending=False)"
      ],
      "execution_count": null,
      "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>Neighborhood</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Cluster Labels</th>\n",
              "      <th>1st Most Common Venue</th>\n",
              "      <th>2nd Most Common Venue</th>\n",
              "      <th>3rd Most Common Venue</th>\n",
              "      <th>4th Most Common Venue</th>\n",
              "      <th>5th Most Common Venue</th>\n",
              "      <th>6th Most Common Venue</th>\n",
              "      <th>7th Most Common Venue</th>\n",
              "      <th>8th Most Common Venue</th>\n",
              "      <th>9th Most Common Venue</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10th Most Common Venue</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Fishing Spot</th>\n",
              "      <td>11</td>\n",
              "      <td>11</td>\n",
              "      <td>11</td>\n",
              "      <td>11</td>\n",
              "      <td>11</td>\n",
              "      <td>11</td>\n",
              "      <td>11</td>\n",
              "      <td>11</td>\n",
              "      <td>11</td>\n",
              "      <td>11</td>\n",
              "      <td>11</td>\n",
              "      <td>11</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Flea Market</th>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fast Food Restaurant</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fireworks Store</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fish &amp; Chips Shop</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fish Market</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Food Court</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                        Neighborhood  ...  9th Most Common Venue\n",
              "10th Most Common Venue                ...                       \n",
              "Fishing Spot                      11  ...                     11\n",
              "Flea Market                        3  ...                      3\n",
              "Fast Food Restaurant               1  ...                      1\n",
              "Fireworks Store                    1  ...                      1\n",
              "Fish & Chips Shop                  1  ...                      1\n",
              "Fish Market                        1  ...                      1\n",
              "Food Court                         1  ...                      1\n",
              "\n",
              "[7 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RERERkQsTM7Z"
      },
      "source": [
        "#### Hotel Bar and Zoo are also among the most available venues in cluster 2"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UblKIPxyu6BH"
      },
      "source": [
        "Now let's see the most frequent top venues in the third cluster"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "W9sn2haHu8q0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "dbacae94-723b-4e8c-bf69-01a64870b888"
      },
      "source": [
        "cluster_3.groupby(\"1st Most Common Venue\").count().sort_values(by=\"Neighborhood\",ascending=False)"
      ],
      "execution_count": null,
      "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>Neighborhood</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Cluster Labels</th>\n",
              "      <th>2nd Most Common Venue</th>\n",
              "      <th>3rd Most Common Venue</th>\n",
              "      <th>4th Most Common Venue</th>\n",
              "      <th>5th Most Common Venue</th>\n",
              "      <th>6th Most Common Venue</th>\n",
              "      <th>7th Most Common Venue</th>\n",
              "      <th>8th Most Common Venue</th>\n",
              "      <th>9th Most Common Venue</th>\n",
              "      <th>10th Most Common Venue</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1st Most Common Venue</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Fast Food Restaurant</th>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "      <td>25</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Restaurant</th>\n",
              "      <td>14</td>\n",
              "      <td>14</td>\n",
              "      <td>14</td>\n",
              "      <td>14</td>\n",
              "      <td>14</td>\n",
              "      <td>14</td>\n",
              "      <td>14</td>\n",
              "      <td>14</td>\n",
              "      <td>14</td>\n",
              "      <td>14</td>\n",
              "      <td>14</td>\n",
              "      <td>14</td>\n",
              "      <td>14</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Pharmacy</th>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "      <td>13</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Coffee Shop</th>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Hotel</th>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Liquor Store</th>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Grocery Store</th>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Gas Station</th>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Breakfast Spot</th>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ATM</th>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Convenience Store</th>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Diner</th>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Sandwich Place</th>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Bar</th>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Pub</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Home Service</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Hardware Store</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Boat or Ferry</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Farm</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Café</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Racetrack</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Poutine Place</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Rest Area</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ski Area</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Pizza Place</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Supermarket</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Tourist Information Center</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Park</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Mediterranean Restaurant</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Harbor / Marina</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Lake</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Italian Restaurant</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ice Cream Shop</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Health &amp; Beauty Service</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Art Museum</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Garden</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Furniture / Home Store</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>French Restaurant</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Deli / Bodega</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Cosmetics Shop</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Comfort Food Restaurant</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Border Crossing</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BBQ Joint</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Auto Workshop</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Zoo</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                            Neighborhood  ...  10th Most Common Venue\n",
              "1st Most Common Venue                     ...                        \n",
              "Fast Food Restaurant                  25  ...                      25\n",
              "Restaurant                            14  ...                      14\n",
              "Pharmacy                              13  ...                      13\n",
              "Coffee Shop                           12  ...                      12\n",
              "Hotel                                  9  ...                       9\n",
              "Liquor Store                           9  ...                       9\n",
              "Grocery Store                          6  ...                       6\n",
              "Gas Station                            6  ...                       6\n",
              "Breakfast Spot                         6  ...                       6\n",
              "ATM                                    3  ...                       3\n",
              "Convenience Store                      3  ...                       3\n",
              "Diner                                  3  ...                       3\n",
              "Sandwich Place                         3  ...                       3\n",
              "Bar                                    3  ...                       3\n",
              "Pub                                    2  ...                       2\n",
              "Home Service                           2  ...                       2\n",
              "Hardware Store                         2  ...                       2\n",
              "Boat or Ferry                          2  ...                       2\n",
              "Farm                                   2  ...                       2\n",
              "Café                                   2  ...                       2\n",
              "Racetrack                              1  ...                       1\n",
              "Poutine Place                          1  ...                       1\n",
              "Rest Area                              1  ...                       1\n",
              "Ski Area                               1  ...                       1\n",
              "Pizza Place                            1  ...                       1\n",
              "Supermarket                            1  ...                       1\n",
              "Tourist Information Center             1  ...                       1\n",
              "Park                                   1  ...                       1\n",
              "Mediterranean Restaurant               1  ...                       1\n",
              "Harbor / Marina                        1  ...                       1\n",
              "Lake                                   1  ...                       1\n",
              "Italian Restaurant                     1  ...                       1\n",
              "Ice Cream Shop                         1  ...                       1\n",
              "Health & Beauty Service                1  ...                       1\n",
              "Art Museum                             1  ...                       1\n",
              "Garden                                 1  ...                       1\n",
              "Furniture / Home Store                 1  ...                       1\n",
              "French Restaurant                      1  ...                       1\n",
              "Deli / Bodega                          1  ...                       1\n",
              "Cosmetics Shop                         1  ...                       1\n",
              "Comfort Food Restaurant                1  ...                       1\n",
              "Border Crossing                        1  ...                       1\n",
              "BBQ Joint                              1  ...                       1\n",
              "Auto Workshop                          1  ...                       1\n",
              "Zoo                                    1  ...                       1\n",
              "\n",
              "[45 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "J3yWSOC9vR2R",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 515
        },
        "outputId": "107e8f05-8c89-465d-dfba-a53f3e7046a1"
      },
      "source": [
        "cluster_3.groupby(\"10th Most Common Venue\").count().sort_values(by=\"Neighborhood\",ascending=False)"
      ],
      "execution_count": null,
      "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>Neighborhood</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Cluster Labels</th>\n",
              "      <th>1st Most Common Venue</th>\n",
              "      <th>2nd Most Common Venue</th>\n",
              "      <th>3rd Most Common Venue</th>\n",
              "      <th>4th Most Common Venue</th>\n",
              "      <th>5th Most Common Venue</th>\n",
              "      <th>6th Most Common Venue</th>\n",
              "      <th>7th Most Common Venue</th>\n",
              "      <th>8th Most Common Venue</th>\n",
              "      <th>9th Most Common Venue</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10th Most Common Venue</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Fishing Spot</th>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fish Market</th>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Flower Shop</th>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Supermarket</th>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fireworks Store</th>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Insurance Office</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Clothing Store</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Museum</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>City</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>American Restaurant</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>68 rows × 13 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                        Neighborhood  ...  9th Most Common Venue\n",
              "10th Most Common Venue                ...                       \n",
              "Fishing Spot                      12  ...                     12\n",
              "Fish Market                        9  ...                      9\n",
              "Flower Shop                        8  ...                      8\n",
              "Supermarket                        6  ...                      6\n",
              "Fireworks Store                    6  ...                      6\n",
              "...                              ...  ...                    ...\n",
              "Insurance Office                   1  ...                      1\n",
              "Clothing Store                     1  ...                      1\n",
              "Museum                             1  ...                      1\n",
              "City                               1  ...                      1\n",
              "American Restaurant                1  ...                      1\n",
              "\n",
              "[68 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZT0nBQfhvgmb"
      },
      "source": [
        "###### Farms and Bakery are among available places in cluster 3. Airport Terminal, Museum, Night Club and Hockey Arena are also some of the most common venues in Cluster 3."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tDVQ6PvaTM7Z"
      },
      "source": [
        "## Final Suggestion: \r\n",
        "\r\n",
        "Any investment other than Fast Food restaurant, Grocery Store and Coffee Shop is better, considering there's a market for it. Bus Station, Shopping Malls and Beach are lagging behind in the frequency. So investing in them would make a better sense as there's a market for it but the availability is lesser."
      ]
    }
  ]
}