{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 248,
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:18:48.861074Z",
     "start_time": "2023-11-06T00:18:48.853531Z"
    }
   },
   "outputs": [],
   "source": [
    "import folium\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
    "from scipy.cluster.hierarchy import fcluster\n",
    "from sklearn.metrics import silhouette_score\n",
    "from sklearn.cluster import KMeans\n",
    "import utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "outputs": [],
   "source": [
    "# Load the data\n",
    "ListA = pd.read_csv('List A.csv')\n",
    "ListB = pd.read_csv('List B.csv')\n",
    "ListC = pd.read_csv('List C.csv')\n",
    "ListD = pd.read_csv('List D.csv')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:18:49.113478Z",
     "start_time": "2023-11-06T00:18:49.101708Z"
    }
   },
   "id": "bb6f57eef695cf76"
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "outputs": [
    {
     "data": {
      "text/plain": "                          name                     gps  \\\n0   521 Commercial Street #525  42.3688272,-71.0553792   \n1                     Acorn St  42.3576234,-71.0688746   \n2    Arlington's Great Meadows  42.4299758,-71.2038948   \n3        Arthur Fiedler Statue  42.3565057,-71.0754527   \n4                     BU Beach  42.3511927,-71.1060828   \n..                         ...                     ...   \n33               The Quiet Few  42.3670906,-71.0359889   \n34        The Tall Ship Boston  42.3649544,-71.0414523   \n35               Toasted Flats  42.3711266,-71.0371343   \n36                 Vega Market   42.3891835,-71.033703   \n37        Winthrop High School  42.3803348,-70.9799864   \n\n                                            googleUrl  \\\n0   https://maps.google.com/maps?q=+%4042.3688272,...   \n1   https://maps.google.com/maps?q=+%4042.3576234,...   \n2   https://maps.google.com/maps?q=+%4042.4299758,...   \n3   https://maps.google.com/maps?q=+%4042.3565057,...   \n4   https://maps.google.com/maps?q=+%4042.3511927,...   \n..                                                ...   \n33  https://maps.google.com/maps?q=+%4042.3670906,...   \n34  https://maps.google.com/maps?q=+%4042.3649544,...   \n35  https://maps.google.com/maps?q=+%4042.3711266,...   \n36  https://maps.google.com/maps?q=+%4042.3891835,...   \n37  https://maps.google.com/maps?q=+%4042.3803348,...   \n\n                                          originalUrl  info  types  \\\n0   https://www.google.com/maps/place/521+Commerci...   NaN    NaN   \n1   https://www.google.com/maps/place/Acorn+St/dat...   NaN    NaN   \n2   https://www.google.com/maps/place/Arlington's+...   NaN    NaN   \n3   https://www.google.com/maps/place/Arthur+Fiedl...   NaN    NaN   \n4   https://www.google.com/maps/place/BU+Beach/dat...   NaN    NaN   \n..                                                ...   ...    ...   \n33  https://www.google.com/maps/place/The+Quiet+Fe...   NaN    NaN   \n34  https://www.google.com/maps/place/The+Tall+Shi...   NaN    NaN   \n35  https://www.google.com/maps/place/Toasted+Flat...   NaN    NaN   \n36  https://www.google.com/maps/place/Vega+Market/...   NaN    NaN   \n37  https://www.google.com/maps/place/Winthrop+Hig...   NaN    NaN   \n\n                                              address  \\\n0                                                 NaN   \n1                                                 NaN   \n2   Minuteman Commuter Bikeway, Lexington, MA 0242...   \n3   Charles River Esplanades, Boston, MA 02114, Un...   \n4   270 Bay State Rd, Boston, MA 02215, United States   \n..                                                ...   \n33  331 Sumner St, East Boston, MA 02128, United S...   \n34       1 E Pier Dr, Boston, MA 02128, United States   \n35     53 Chelsea St, Boston, MA 02128, United States   \n36   29 Maverick St, Chelsea, MA 02150, United States   \n37     400 Main St, Winthrop, MA 02152, United States   \n\n                                          description             type  \\\n0                                                 NaN              NaN   \n1                                                 NaN              NaN   \n2   183-acres of wet meadows & uplands with trails...  Nature preserve   \n3                                                 NaN        Sculpture   \n4   A sloping, grassy plaza on the university grou...             Park   \n..                                                ...              ...   \n33                                                NaN              Bar   \n34  Laid-back waterside tall ship with tables doli...           Lounge   \n35  Snug eatery whipping up health-conscious flatb...    Sandwich shop   \n36                                                NaN    Grocery store   \n37                                                NaN      High school   \n\n              phone                                            website  \\\n0               NaN                                                NaN   \n1               NaN                                                NaN   \n2   +1 781-863-5385                              http://www.foagm.org/   \n3   +1 617-332-2433  http://helmicksculpture.com/portfolio/arthur-f...   \n4               NaN  https://www.bu.edu/today/2009/icons-among-us-t...   \n..              ...                                                ...   \n33  +1 617-561-1061                       https://www.thequietfew.com/   \n34  +1 617-307-7714                    https://www.tallshipboston.com/   \n35  +1 857-264-8531                          https://toastedflats.com/   \n36              NaN                                                NaN   \n37  +1 617-846-5505           https://www.winthrop.k12.ma.us/Domain/99   \n\n    ratingsAverage  ratingsTotal                               plusCode list  \n0              NaN           NaN                                    NaN    A  \n1              NaN           NaN                                    NaN    A  \n2              4.6         171.0  CQHW+XC Lexington, Massachusetts, USA    A  \n3              4.6          14.0     9W4F+JR Boston, Massachusetts, USA    A  \n4              4.5         133.0     9V2V+FH Boston, Massachusetts, USA    A  \n..             ...           ...                                    ...  ...  \n33             4.7         257.0   9X87+RJ East Boston, Boston, MA, USA    D  \n34             4.2         549.0     9X75+XC Boston, Massachusetts, USA    D  \n35             4.7         372.0     9XC7+F4 Boston, Massachusetts, USA    D  \n36             4.8           5.0    9XQ8+MG Chelsea, Massachusetts, USA    D  \n37             NaN           NaN   92JC+42 Winthrop, Massachusetts, USA    D  \n\n[169 rows x 15 columns]",
      "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>gps</th>\n      <th>googleUrl</th>\n      <th>originalUrl</th>\n      <th>info</th>\n      <th>types</th>\n      <th>address</th>\n      <th>description</th>\n      <th>type</th>\n      <th>phone</th>\n      <th>website</th>\n      <th>ratingsAverage</th>\n      <th>ratingsTotal</th>\n      <th>plusCode</th>\n      <th>list</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>521 Commercial Street #525</td>\n      <td>42.3688272,-71.0553792</td>\n      <td>https://maps.google.com/maps?q=+%4042.3688272,...</td>\n      <td>https://www.google.com/maps/place/521+Commerci...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Acorn St</td>\n      <td>42.3576234,-71.0688746</td>\n      <td>https://maps.google.com/maps?q=+%4042.3576234,...</td>\n      <td>https://www.google.com/maps/place/Acorn+St/dat...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arlington's Great Meadows</td>\n      <td>42.4299758,-71.2038948</td>\n      <td>https://maps.google.com/maps?q=+%4042.4299758,...</td>\n      <td>https://www.google.com/maps/place/Arlington's+...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Minuteman Commuter Bikeway, Lexington, MA 0242...</td>\n      <td>183-acres of wet meadows &amp; uplands with trails...</td>\n      <td>Nature preserve</td>\n      <td>+1 781-863-5385</td>\n      <td>http://www.foagm.org/</td>\n      <td>4.6</td>\n      <td>171.0</td>\n      <td>CQHW+XC Lexington, Massachusetts, USA</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Arthur Fiedler Statue</td>\n      <td>42.3565057,-71.0754527</td>\n      <td>https://maps.google.com/maps?q=+%4042.3565057,...</td>\n      <td>https://www.google.com/maps/place/Arthur+Fiedl...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Charles River Esplanades, Boston, MA 02114, Un...</td>\n      <td>NaN</td>\n      <td>Sculpture</td>\n      <td>+1 617-332-2433</td>\n      <td>http://helmicksculpture.com/portfolio/arthur-f...</td>\n      <td>4.6</td>\n      <td>14.0</td>\n      <td>9W4F+JR Boston, Massachusetts, USA</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BU Beach</td>\n      <td>42.3511927,-71.1060828</td>\n      <td>https://maps.google.com/maps?q=+%4042.3511927,...</td>\n      <td>https://www.google.com/maps/place/BU+Beach/dat...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>270 Bay State Rd, Boston, MA 02215, United States</td>\n      <td>A sloping, grassy plaza on the university grou...</td>\n      <td>Park</td>\n      <td>NaN</td>\n      <td>https://www.bu.edu/today/2009/icons-among-us-t...</td>\n      <td>4.5</td>\n      <td>133.0</td>\n      <td>9V2V+FH Boston, Massachusetts, USA</td>\n      <td>A</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    </tr>\n    <tr>\n      <th>33</th>\n      <td>The Quiet Few</td>\n      <td>42.3670906,-71.0359889</td>\n      <td>https://maps.google.com/maps?q=+%4042.3670906,...</td>\n      <td>https://www.google.com/maps/place/The+Quiet+Fe...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>331 Sumner St, East Boston, MA 02128, United S...</td>\n      <td>NaN</td>\n      <td>Bar</td>\n      <td>+1 617-561-1061</td>\n      <td>https://www.thequietfew.com/</td>\n      <td>4.7</td>\n      <td>257.0</td>\n      <td>9X87+RJ East Boston, Boston, MA, USA</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>The Tall Ship Boston</td>\n      <td>42.3649544,-71.0414523</td>\n      <td>https://maps.google.com/maps?q=+%4042.3649544,...</td>\n      <td>https://www.google.com/maps/place/The+Tall+Shi...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>1 E Pier Dr, Boston, MA 02128, United States</td>\n      <td>Laid-back waterside tall ship with tables doli...</td>\n      <td>Lounge</td>\n      <td>+1 617-307-7714</td>\n      <td>https://www.tallshipboston.com/</td>\n      <td>4.2</td>\n      <td>549.0</td>\n      <td>9X75+XC Boston, Massachusetts, USA</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>Toasted Flats</td>\n      <td>42.3711266,-71.0371343</td>\n      <td>https://maps.google.com/maps?q=+%4042.3711266,...</td>\n      <td>https://www.google.com/maps/place/Toasted+Flat...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>53 Chelsea St, Boston, MA 02128, United States</td>\n      <td>Snug eatery whipping up health-conscious flatb...</td>\n      <td>Sandwich shop</td>\n      <td>+1 857-264-8531</td>\n      <td>https://toastedflats.com/</td>\n      <td>4.7</td>\n      <td>372.0</td>\n      <td>9XC7+F4 Boston, Massachusetts, USA</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>Vega Market</td>\n      <td>42.3891835,-71.033703</td>\n      <td>https://maps.google.com/maps?q=+%4042.3891835,...</td>\n      <td>https://www.google.com/maps/place/Vega+Market/...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>29 Maverick St, Chelsea, MA 02150, United States</td>\n      <td>NaN</td>\n      <td>Grocery store</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>4.8</td>\n      <td>5.0</td>\n      <td>9XQ8+MG Chelsea, Massachusetts, USA</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>Winthrop High School</td>\n      <td>42.3803348,-70.9799864</td>\n      <td>https://maps.google.com/maps?q=+%4042.3803348,...</td>\n      <td>https://www.google.com/maps/place/Winthrop+Hig...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>400 Main St, Winthrop, MA 02152, United States</td>\n      <td>NaN</td>\n      <td>High school</td>\n      <td>+1 617-846-5505</td>\n      <td>https://www.winthrop.k12.ma.us/Domain/99</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>92JC+42 Winthrop, Massachusetts, USA</td>\n      <td>D</td>\n    </tr>\n  </tbody>\n</table>\n<p>169 rows × 15 columns</p>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Combine the two lists and add a column to indicate the list\n",
    "ListA['list'] = 'A'\n",
    "ListB['list'] = 'B'\n",
    "ListC['list'] = 'C'\n",
    "ListD['list'] = 'D'\n",
    "\n",
    "TotalList = pd.concat([ListA, ListB, ListC, ListD])\n",
    "display(TotalList)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:18:49.364284Z",
     "start_time": "2023-11-06T00:18:49.351342Z"
    }
   },
   "id": "dc434958d5e4a3a8"
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "outputs": [],
   "source": [
    "# Remove all columns but name and gps\n",
    "TotalList = TotalList[['name', 'gps', 'list']]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:18:49.785140Z",
     "start_time": "2023-11-06T00:18:49.779600Z"
    }
   },
   "id": "2873c16423fe3119"
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "outputs": [],
   "source": [
    "# Convert the gps column to a list of lists for k-means\n",
    "TotalList['gps'] = TotalList['gps'].apply(lambda x: x.strip('[]').split(','))\n",
    "TotalList['gps'] = TotalList['gps'].apply(lambda x: [float(i) for i in x])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:18:50.022174Z",
     "start_time": "2023-11-06T00:18:50.008422Z"
    }
   },
   "id": "29f9155ef8d75fda"
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "outputs": [
    {
     "data": {
      "text/plain": "                          name                        gps list\n0   521 Commercial Street #525  [42.3688272, -71.0553792]    A\n1                     Acorn St  [42.3576234, -71.0688746]    A\n2    Arlington's Great Meadows  [42.4299758, -71.2038948]    A\n3        Arthur Fiedler Statue  [42.3565057, -71.0754527]    A\n4                     BU Beach  [42.3511927, -71.1060828]    A\n..                         ...                        ...  ...\n33               The Quiet Few  [42.3670906, -71.0359889]    D\n34        The Tall Ship Boston  [42.3649544, -71.0414523]    D\n35               Toasted Flats  [42.3711266, -71.0371343]    D\n36                 Vega Market   [42.3891835, -71.033703]    D\n37        Winthrop High School  [42.3803348, -70.9799864]    D\n\n[169 rows x 3 columns]",
      "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>gps</th>\n      <th>list</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>521 Commercial Street #525</td>\n      <td>[42.3688272, -71.0553792]</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Acorn St</td>\n      <td>[42.3576234, -71.0688746]</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arlington's Great Meadows</td>\n      <td>[42.4299758, -71.2038948]</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Arthur Fiedler Statue</td>\n      <td>[42.3565057, -71.0754527]</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BU Beach</td>\n      <td>[42.3511927, -71.1060828]</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>The Quiet Few</td>\n      <td>[42.3670906, -71.0359889]</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>The Tall Ship Boston</td>\n      <td>[42.3649544, -71.0414523]</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>Toasted Flats</td>\n      <td>[42.3711266, -71.0371343]</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>Vega Market</td>\n      <td>[42.3891835, -71.033703]</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>Winthrop High School</td>\n      <td>[42.3803348, -70.9799864]</td>\n      <td>D</td>\n    </tr>\n  </tbody>\n</table>\n<p>169 rows × 3 columns</p>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(TotalList)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:18:50.242086Z",
     "start_time": "2023-11-06T00:18:50.237892Z"
    }
   },
   "id": "a03a7c5dacebddd0"
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Dendrogram"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "72e85d219be8c635"
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 2500x1000 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create the linkage matrix\n",
    "linkage_matrix = linkage(TotalList['gps'].values.tolist(), 'ward')\n",
    "\n",
    "# Plot the dendrogram\n",
    "plt.figure(figsize=(25, 10))\n",
    "plt.title('Hierarchical Clustering Dendrogram')\n",
    "plt.xlabel('sample index')\n",
    "plt.ylabel('distance')\n",
    "dendrogram(linkage_matrix, leaf_rotation=90., leaf_font_size=8.)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:18:51.214742Z",
     "start_time": "2023-11-06T00:18:50.736378Z"
    }
   },
   "id": "9e215df3a350e3cf"
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters: 10\n",
      "Silhouette score: 0.4218177237729999\n"
     ]
    }
   ],
   "source": [
    "# Set the threshold distance\n",
    "threshold_distance = 0.15\n",
    "\n",
    "# Cut the dendrogram to get cluster labels\n",
    "cluster_labels_hc = fcluster(linkage_matrix, t=threshold_distance, criterion='distance')\n",
    "\n",
    "# Now, you have the number of clusters determined by the dendrogram\n",
    "num_clusters = len(np.unique(cluster_labels_hc))\n",
    "print(\"Number of clusters:\", num_clusters)\n",
    "\n",
    "# Calculate the silhouette score to evaluate the clustering\n",
    "silhouette_avg = silhouette_score(TotalList['gps'].values.tolist(), cluster_labels_hc)\n",
    "print(\"Silhouette score:\", silhouette_avg)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:18:51.241741Z",
     "start_time": "2023-11-06T00:18:51.217906Z"
    }
   },
   "id": "2f52d83746e670d"
  },
  {
   "cell_type": "markdown",
   "source": [
    "# K-means"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "bc97c258908ac38a"
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "outputs": [],
   "source": [
    "# Cluster the data using Gaussian Mixture Models\n",
    "# Create two centroids, one in the North End and one in the Financial District\n",
    "centroids = [[42.364506, -71.054733], [42.358894, -71.056742]]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:18:54.543675Z",
     "start_time": "2023-11-06T00:18:54.540819Z"
    }
   },
   "id": "45b59d81ae2de84e"
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "outputs": [
    {
     "data": {
      "text/plain": "                          name                        gps list   weights\n0   521 Commercial Street #525  [42.3688272, -71.0553792]    A  0.016268\n1                     Acorn St  [42.3576234, -71.0688746]    A  0.007206\n2    Arlington's Great Meadows  [42.4299758, -71.2038948]    A  0.000607\n3        Arthur Fiedler Statue  [42.3565057, -71.0754527]    A  0.004854\n4                     BU Beach  [42.3511927, -71.1060828]    A  0.001925\n..                         ...                        ...  ...       ...\n33               The Quiet Few  [42.3670906, -71.0359889]    D  0.004835\n34        The Tall Ship Boston  [42.3649544, -71.0414523]    D  0.006736\n35               Toasted Flats  [42.3711266, -71.0371343]    D  0.004775\n36                 Vega Market   [42.3891835, -71.033703]    D  0.002828\n37        Winthrop High School  [42.3803348, -70.9799864]    D  0.001269\n\n[169 rows x 4 columns]",
      "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>gps</th>\n      <th>list</th>\n      <th>weights</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>521 Commercial Street #525</td>\n      <td>[42.3688272, -71.0553792]</td>\n      <td>A</td>\n      <td>0.016268</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Acorn St</td>\n      <td>[42.3576234, -71.0688746]</td>\n      <td>A</td>\n      <td>0.007206</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arlington's Great Meadows</td>\n      <td>[42.4299758, -71.2038948]</td>\n      <td>A</td>\n      <td>0.000607</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Arthur Fiedler Statue</td>\n      <td>[42.3565057, -71.0754527]</td>\n      <td>A</td>\n      <td>0.004854</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BU Beach</td>\n      <td>[42.3511927, -71.1060828]</td>\n      <td>A</td>\n      <td>0.001925</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>33</th>\n      <td>The Quiet Few</td>\n      <td>[42.3670906, -71.0359889]</td>\n      <td>D</td>\n      <td>0.004835</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>The Tall Ship Boston</td>\n      <td>[42.3649544, -71.0414523]</td>\n      <td>D</td>\n      <td>0.006736</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>Toasted Flats</td>\n      <td>[42.3711266, -71.0371343]</td>\n      <td>D</td>\n      <td>0.004775</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>Vega Market</td>\n      <td>[42.3891835, -71.033703]</td>\n      <td>D</td>\n      <td>0.002828</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>Winthrop High School</td>\n      <td>[42.3803348, -70.9799864]</td>\n      <td>D</td>\n      <td>0.001269</td>\n    </tr>\n  </tbody>\n</table>\n<p>169 rows × 4 columns</p>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a weights column that increases as the location gets closer to the centroids\n",
    "\n",
    "# Compute the distance from each point to each centroid\n",
    "TotalList['weights'] = TotalList['gps'].apply(lambda x: [np.linalg.norm(np.array(x) - np.array(centroids[0])), np.linalg.norm(np.array(x) - np.array(centroids[1]))])\n",
    "\n",
    "# Invert the weights so that the locations closest to the centroids have the highest weights\n",
    "TotalList['weights'] = TotalList['weights'].apply(lambda x: [1/i for i in x])\n",
    "\n",
    "# Sum the weights\n",
    "TotalList['weights'] = TotalList['weights'].apply(lambda x: sum(x))\n",
    "\n",
    "# Normalize the weights\n",
    "TotalList['weights'] = TotalList['weights'].apply(lambda x: x/sum(TotalList['weights']))\n",
    "\n",
    "display(TotalList)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:18:54.970160Z",
     "start_time": "2023-11-06T00:18:54.956075Z"
    }
   },
   "id": "2f2975484d00129c"
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/garrinshieh/anaconda3/lib/python3.11/site-packages/sklearn/cluster/_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n",
      "/Users/garrinshieh/anaconda3/lib/python3.11/site-packages/sklearn/cluster/_kmeans.py:1412: RuntimeWarning: Explicit initial center position passed: performing only one init in KMeans instead of n_init=10.\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n"
     ]
    }
   ],
   "source": [
    "kmeans = KMeans(n_clusters=2, init=centroids).fit(TotalList['gps'].values.tolist())"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:18:56.312805Z",
     "start_time": "2023-11-06T00:18:56.299246Z"
    }
   },
   "id": "db1ef4b14a1da5f5"
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "outputs": [],
   "source": [
    "# Add the cluster labels to the dataframe\n",
    "TotalList['cluster'] = kmeans.labels_"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:18:58.475575Z",
     "start_time": "2023-11-06T00:18:58.468594Z"
    }
   },
   "id": "99891fae96a2fff7"
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "outputs": [
    {
     "data": {
      "text/plain": "                          name                        gps list   weights  \\\n0   521 Commercial Street #525  [42.3688272, -71.0553792]    A  0.016268   \n1                     Acorn St  [42.3576234, -71.0688746]    A  0.007206   \n2    Arlington's Great Meadows  [42.4299758, -71.2038948]    A  0.000607   \n3        Arthur Fiedler Statue  [42.3565057, -71.0754527]    A  0.004854   \n4                     BU Beach  [42.3511927, -71.1060828]    A  0.001925   \n..                         ...                        ...  ...       ...   \n33               The Quiet Few  [42.3670906, -71.0359889]    D  0.004835   \n34        The Tall Ship Boston  [42.3649544, -71.0414523]    D  0.006736   \n35               Toasted Flats  [42.3711266, -71.0371343]    D  0.004775   \n36                 Vega Market   [42.3891835, -71.033703]    D  0.002828   \n37        Winthrop High School  [42.3803348, -70.9799864]    D  0.001269   \n\n    cluster  \n0         0  \n1         0  \n2         1  \n3         0  \n4         1  \n..      ...  \n33        0  \n34        0  \n35        0  \n36        0  \n37        0  \n\n[169 rows x 5 columns]",
      "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>gps</th>\n      <th>list</th>\n      <th>weights</th>\n      <th>cluster</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>521 Commercial Street #525</td>\n      <td>[42.3688272, -71.0553792]</td>\n      <td>A</td>\n      <td>0.016268</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Acorn St</td>\n      <td>[42.3576234, -71.0688746]</td>\n      <td>A</td>\n      <td>0.007206</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arlington's Great Meadows</td>\n      <td>[42.4299758, -71.2038948]</td>\n      <td>A</td>\n      <td>0.000607</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Arthur Fiedler Statue</td>\n      <td>[42.3565057, -71.0754527]</td>\n      <td>A</td>\n      <td>0.004854</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BU Beach</td>\n      <td>[42.3511927, -71.1060828]</td>\n      <td>A</td>\n      <td>0.001925</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>The Quiet Few</td>\n      <td>[42.3670906, -71.0359889]</td>\n      <td>D</td>\n      <td>0.004835</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>The Tall Ship Boston</td>\n      <td>[42.3649544, -71.0414523]</td>\n      <td>D</td>\n      <td>0.006736</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>Toasted Flats</td>\n      <td>[42.3711266, -71.0371343]</td>\n      <td>D</td>\n      <td>0.004775</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>Vega Market</td>\n      <td>[42.3891835, -71.033703]</td>\n      <td>D</td>\n      <td>0.002828</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>Winthrop High School</td>\n      <td>[42.3803348, -70.9799864]</td>\n      <td>D</td>\n      <td>0.001269</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>169 rows × 5 columns</p>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display the dataframe\n",
    "display(TotalList)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:18:58.847605Z",
     "start_time": "2023-11-06T00:18:58.843691Z"
    }
   },
   "id": "49fc751352022ad1"
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Map"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "8c46f8ae30caa721"
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "outputs": [],
   "source": [
    "# Create a map in Boston\n",
    "m = folium.Map(location=[42.3601, -71.0589], zoom_start=12)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:19:00.620249Z",
     "start_time": "2023-11-06T00:19:00.612951Z"
    }
   },
   "id": "48d76bd40c44cc61"
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "outputs": [],
   "source": [
    "# Plot the centroids on the map\n",
    "for i in range(len(centroids)):\n",
    "    folium.Marker(centroids[i], popup='Centroid ' + str(i), icon=folium.Icon(color='black')).add_to(m)\n",
    "    \n",
    "# Add the points to the map with different colors for each cluster\n",
    "for i, row in TotalList.iterrows():\n",
    "    if row['cluster'] == 0:\n",
    "        folium.Marker([row['gps'][0], row['gps'][1]], popup=row['name'], icon=folium.Icon(color='red')).add_to(m)\n",
    "    elif row['cluster'] == 1:\n",
    "        folium.Marker([row['gps'][0], row['gps'][1]], popup=row['name'], icon=folium.Icon(color='blue')).add_to(m)\n",
    "    elif row['cluster'] == 2:\n",
    "        folium.Marker([row['gps'][0], row['gps'][1]], popup=row['name'], icon=folium.Icon(color='green')).add_to(m)\n",
    "    elif row['cluster'] == 3:\n",
    "        folium.Marker([row['gps'][0], row['gps'][1]], popup=row['name'], icon=folium.Icon(color='purple')).add_to(m)\n",
    "    elif row['cluster'] == 4:\n",
    "        folium.Marker([row['gps'][0], row['gps'][1]], popup=row['name'], icon=folium.Icon(color='orange')).add_to(m)\n",
    "    elif row['cluster'] == 5:\n",
    "        folium.Marker([row['gps'][0], row['gps'][1]], popup=row['name'], icon=folium.Icon(color='darkred')).add_to(m)\n",
    "    elif row['cluster'] == 6:\n",
    "        folium.Marker([row['gps'][0], row['gps'][1]], popup=row['name'], icon=folium.Icon(color='lightred')).add_to(m)\n",
    "    elif row['cluster'] == 7:\n",
    "        folium.Marker([row['gps'][0], row['gps'][1]], popup=row['name'], icon=folium.Icon(color='beige')).add_to(m)\n",
    "    elif row['cluster'] == 8:\n",
    "        folium.Marker([row['gps'][0], row['gps'][1]], popup=row['name'], icon=folium.Icon(color='darkblue')).add_to(m)\n",
    "    elif row['cluster'] == 9:\n",
    "        folium.Marker([row['gps'][0], row['gps'][1]], popup=row['name'], icon=folium.Icon(color='lightblue')).add_to(m)\n",
    "    elif row['cluster'] == 10:\n",
    "        folium.Marker([row['gps'][0], row['gps'][1]], popup=row['name'], icon=folium.Icon(color='cadet')).add_to(m)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:19:01.125434Z",
     "start_time": "2023-11-06T00:19:01.109369Z"
    }
   },
   "id": "3c8a7d2b34d4f22d"
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "outputs": [
    {
     "data": {
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style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Paws &amp; Play Dog Park&lt;/div&gt;`)[0];\n                popup_43d5c4365cd374d752302db97e3e89ce.setContent(html_f86bf48ce2fbca379b5c1e16e1f653e4);\n            \n        \n\n        marker_841c45e3e50f396b6be15665ee557de4.bindPopup(popup_43d5c4365cd374d752302db97e3e89ce)\n        ;\n\n        \n    \n    \n            var marker_c6fc94a95c0647b3ba0dabec9d801292 = L.marker(\n                [42.391236, -71.0366491],\n                {}\n            ).addTo(map_1186debcedb6af6d79daead43924d6e0);\n        \n    \n            var icon_f77778d5be06e3aeae0353be0c8207e6 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c6fc94a95c0647b3ba0dabec9d801292.setIcon(icon_f77778d5be06e3aeae0353be0c8207e6);\n        \n    \n        var popup_cb988f6a312cabea42e30ba250a4b1d2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_8f28e47793fa0610a918514691553f47 = $(`&lt;div id=&quot;html_8f28e47793fa0610a918514691553f47&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Peach&#x27;s &amp; Cream&lt;/div&gt;`)[0];\n                popup_cb988f6a312cabea42e30ba250a4b1d2.setContent(html_8f28e47793fa0610a918514691553f47);\n            \n        \n\n        marker_c6fc94a95c0647b3ba0dabec9d801292.bindPopup(popup_cb988f6a312cabea42e30ba250a4b1d2)\n        ;\n\n        \n    \n    \n            var marker_cb8f8c3582ef7f06e5f8257de9dc32d0 = L.marker(\n                [42.3649623, -71.0361399],\n                {}\n            ).addTo(map_1186debcedb6af6d79daead43924d6e0);\n        \n    \n            var icon_7f08c2f32c5773ec4a2ec33eef0c64c0 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_cb8f8c3582ef7f06e5f8257de9dc32d0.setIcon(icon_7f08c2f32c5773ec4a2ec33eef0c64c0);\n        \n    \n        var popup_4e10975ecfd1b0367fd9b9e6a9fccde3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_28f519fc1fbf9048578b9d9c44d33a05 = $(`&lt;div id=&quot;html_28f519fc1fbf9048578b9d9c44d33a05&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Piers Park&lt;/div&gt;`)[0];\n                popup_4e10975ecfd1b0367fd9b9e6a9fccde3.setContent(html_28f519fc1fbf9048578b9d9c44d33a05);\n            \n        \n\n        marker_cb8f8c3582ef7f06e5f8257de9dc32d0.bindPopup(popup_4e10975ecfd1b0367fd9b9e6a9fccde3)\n        ;\n\n        \n    \n    \n            var marker_5d2053e591acedeb8ace0ff65b4c13d8 = L.marker(\n                [42.3827415, -71.0116946],\n                {}\n            ).addTo(map_1186debcedb6af6d79daead43924d6e0);\n        \n    \n            var icon_f6b1866e9f9269d87892b431d96450ed = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5d2053e591acedeb8ace0ff65b4c13d8.setIcon(icon_f6b1866e9f9269d87892b431d96450ed);\n        \n    \n        var popup_cfe979c143cbb22bc3b03fc93182629a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_cfd41a7afcebfb7197a938cfb0b64023 = $(`&lt;div id=&quot;html_cfd41a7afcebfb7197a938cfb0b64023&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Porrazzo Skating Rink&lt;/div&gt;`)[0];\n                popup_cfe979c143cbb22bc3b03fc93182629a.setContent(html_cfd41a7afcebfb7197a938cfb0b64023);\n            \n        \n\n        marker_5d2053e591acedeb8ace0ff65b4c13d8.bindPopup(popup_cfe979c143cbb22bc3b03fc93182629a)\n        ;\n\n        \n    \n    \n            var marker_7e751bb748f986057b15328f5693ce22 = L.marker(\n                [42.4183123, -70.9973058],\n                {}\n            ).addTo(map_1186debcedb6af6d79daead43924d6e0);\n        \n    \n            var icon_80151ca9256990807dbf7696cf58e500 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_7e751bb748f986057b15328f5693ce22.setIcon(icon_80151ca9256990807dbf7696cf58e500);\n        \n    \n        var popup_d34f629032e2956c638b943387af9009 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_4d7e643606468694278bc17bcebc5dc5 = $(`&lt;div id=&quot;html_4d7e643606468694278bc17bcebc5dc5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Revere Karate Academy&lt;/div&gt;`)[0];\n                popup_d34f629032e2956c638b943387af9009.setContent(html_4d7e643606468694278bc17bcebc5dc5);\n            \n        \n\n        marker_7e751bb748f986057b15328f5693ce22.bindPopup(popup_d34f629032e2956c638b943387af9009)\n        ;\n\n        \n    \n    \n            var marker_261ec02d652fa7784743ae4c6b51b3f6 = L.marker(\n                [42.4008442, -71.1122037],\n                {}\n            ).addTo(map_1186debcedb6af6d79daead43924d6e0);\n        \n    \n            var icon_4ffdf9b061ad8d762a0fa907957dd042 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_261ec02d652fa7784743ae4c6b51b3f6.setIcon(icon_4ffdf9b061ad8d762a0fa907957dd042);\n        \n    \n        var popup_d471c37aa98501f63b9c9e40bb2b7e75 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_8771ce9857ad5591e374d1e6282fcfcf = $(`&lt;div id=&quot;html_8771ce9857ad5591e374d1e6282fcfcf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Sphere Luxury Apartments&lt;/div&gt;`)[0];\n                popup_d471c37aa98501f63b9c9e40bb2b7e75.setContent(html_8771ce9857ad5591e374d1e6282fcfcf);\n            \n        \n\n        marker_261ec02d652fa7784743ae4c6b51b3f6.bindPopup(popup_d471c37aa98501f63b9c9e40bb2b7e75)\n        ;\n\n        \n    \n    \n            var marker_418f4d145fb79e9825d4c0d7b8c84044 = L.marker(\n                [42.390501, -70.997123],\n                {}\n            ).addTo(map_1186debcedb6af6d79daead43924d6e0);\n        \n    \n            var icon_259bccaba770e0d4d299a624456bd2eb = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_418f4d145fb79e9825d4c0d7b8c84044.setIcon(icon_259bccaba770e0d4d299a624456bd2eb);\n        \n    \n        var popup_73059ec07ef34964233d32061f2db592 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_535ccb61e04a3c7786a1ba0931bcdf00 = $(`&lt;div id=&quot;html_535ccb61e04a3c7786a1ba0931bcdf00&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Suffolk Downs&lt;/div&gt;`)[0];\n                popup_73059ec07ef34964233d32061f2db592.setContent(html_535ccb61e04a3c7786a1ba0931bcdf00);\n            \n        \n\n        marker_418f4d145fb79e9825d4c0d7b8c84044.bindPopup(popup_73059ec07ef34964233d32061f2db592)\n        ;\n\n        \n    \n    \n            var marker_f3a6da502461e5c0fb225767dcd43fdb = L.marker(\n                [42.41826, -71.0506461],\n                {}\n            ).addTo(map_1186debcedb6af6d79daead43924d6e0);\n        \n    \n            var icon_769f37ee5c7d1b71586d5e0a0b63c009 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f3a6da502461e5c0fb225767dcd43fdb.setIcon(icon_769f37ee5c7d1b71586d5e0a0b63c009);\n        \n    \n        var popup_0c5296f9f97858645fd6851189cc39dd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_c07c91ad744faf02c030c24ea61894f2 = $(`&lt;div id=&quot;html_c07c91ad744faf02c030c24ea61894f2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Super Burritos Mexican Grill&lt;/div&gt;`)[0];\n                popup_0c5296f9f97858645fd6851189cc39dd.setContent(html_c07c91ad744faf02c030c24ea61894f2);\n            \n        \n\n        marker_f3a6da502461e5c0fb225767dcd43fdb.bindPopup(popup_0c5296f9f97858645fd6851189cc39dd)\n        ;\n\n        \n    \n    \n            var marker_d9384b0a38a3d5d410859f642b7c5234 = L.marker(\n                [42.3670906, -71.0359889],\n                {}\n            ).addTo(map_1186debcedb6af6d79daead43924d6e0);\n        \n    \n            var icon_814389fcb6588bc09f53f233268f5e72 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_d9384b0a38a3d5d410859f642b7c5234.setIcon(icon_814389fcb6588bc09f53f233268f5e72);\n        \n    \n        var popup_2d11b3d9db7b6bcb92e3b56075ac9277 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_d62424ea4d1f0cfb1b21d52d8afbf180 = $(`&lt;div id=&quot;html_d62424ea4d1f0cfb1b21d52d8afbf180&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;The Quiet Few&lt;/div&gt;`)[0];\n                popup_2d11b3d9db7b6bcb92e3b56075ac9277.setContent(html_d62424ea4d1f0cfb1b21d52d8afbf180);\n            \n        \n\n        marker_d9384b0a38a3d5d410859f642b7c5234.bindPopup(popup_2d11b3d9db7b6bcb92e3b56075ac9277)\n        ;\n\n        \n    \n    \n            var marker_403dd421e8169f259a81d8524c4fb25c = L.marker(\n                [42.3649544, -71.0414523],\n                {}\n            ).addTo(map_1186debcedb6af6d79daead43924d6e0);\n        \n    \n            var icon_f19cfe17c115bd840a2777b7980a971d = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_403dd421e8169f259a81d8524c4fb25c.setIcon(icon_f19cfe17c115bd840a2777b7980a971d);\n        \n    \n        var popup_bf1fe932bb1d07cc2a77582c5902b2dd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_b212c16d1a214eb43a60629288574850 = $(`&lt;div id=&quot;html_b212c16d1a214eb43a60629288574850&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;The Tall Ship Boston&lt;/div&gt;`)[0];\n                popup_bf1fe932bb1d07cc2a77582c5902b2dd.setContent(html_b212c16d1a214eb43a60629288574850);\n            \n        \n\n        marker_403dd421e8169f259a81d8524c4fb25c.bindPopup(popup_bf1fe932bb1d07cc2a77582c5902b2dd)\n        ;\n\n        \n    \n    \n            var marker_6f400089fdc83a0b383b70145c957153 = L.marker(\n                [42.3711266, -71.0371343],\n                {}\n            ).addTo(map_1186debcedb6af6d79daead43924d6e0);\n        \n    \n            var icon_3ee15c8340c3381981973d4688747504 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6f400089fdc83a0b383b70145c957153.setIcon(icon_3ee15c8340c3381981973d4688747504);\n        \n    \n        var popup_1d8f6711eac85ed50e6ed3b2e2bd5296 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_ce289e6f4821f7ad6a6e0a5337a7d858 = $(`&lt;div id=&quot;html_ce289e6f4821f7ad6a6e0a5337a7d858&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Toasted Flats&lt;/div&gt;`)[0];\n                popup_1d8f6711eac85ed50e6ed3b2e2bd5296.setContent(html_ce289e6f4821f7ad6a6e0a5337a7d858);\n            \n        \n\n        marker_6f400089fdc83a0b383b70145c957153.bindPopup(popup_1d8f6711eac85ed50e6ed3b2e2bd5296)\n        ;\n\n        \n    \n    \n            var marker_6f608d2d2d2c4c23dba4c233b7a82552 = L.marker(\n                [42.3891835, -71.033703],\n                {}\n            ).addTo(map_1186debcedb6af6d79daead43924d6e0);\n        \n    \n            var icon_31686cef401bc714f3b684002acc6a3b = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6f608d2d2d2c4c23dba4c233b7a82552.setIcon(icon_31686cef401bc714f3b684002acc6a3b);\n        \n    \n        var popup_da8d96de65a7789bd47ea285c19634b9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_9521374d2200232e588f6c31e0035803 = $(`&lt;div id=&quot;html_9521374d2200232e588f6c31e0035803&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Vega Market&lt;/div&gt;`)[0];\n                popup_da8d96de65a7789bd47ea285c19634b9.setContent(html_9521374d2200232e588f6c31e0035803);\n            \n        \n\n        marker_6f608d2d2d2c4c23dba4c233b7a82552.bindPopup(popup_da8d96de65a7789bd47ea285c19634b9)\n        ;\n\n        \n    \n    \n            var marker_17656aa393b5860ff36b1f5e40b7e81f = L.marker(\n                [42.3803348, -70.9799864],\n                {}\n            ).addTo(map_1186debcedb6af6d79daead43924d6e0);\n        \n    \n            var icon_e24ea54b4b2453c9f8aa6a291b32be62 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_17656aa393b5860ff36b1f5e40b7e81f.setIcon(icon_e24ea54b4b2453c9f8aa6a291b32be62);\n        \n    \n        var popup_80aa1c3498d3e1a9b21cc2c3b9cec7e5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_2fbe5813ce8989978d9f96e75ea14bde = $(`&lt;div id=&quot;html_2fbe5813ce8989978d9f96e75ea14bde&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Winthrop High School&lt;/div&gt;`)[0];\n                popup_80aa1c3498d3e1a9b21cc2c3b9cec7e5.setContent(html_2fbe5813ce8989978d9f96e75ea14bde);\n            \n        \n\n        marker_17656aa393b5860ff36b1f5e40b7e81f.bindPopup(popup_80aa1c3498d3e1a9b21cc2c3b9cec7e5)\n        ;\n\n        \n    \n&lt;/script&gt;\n&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
     },
     "execution_count": 263,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display the map\n",
    "m"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:19:02.155307Z",
     "start_time": "2023-11-06T00:19:02.145235Z"
    }
   },
   "id": "d6941d1f0a203ee7"
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "outputs": [
    {
     "data": {
      "text/plain": "0    106\n1     63\nName: cluster, dtype: int64"
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display the number of locations in each cluster\n",
    "TotalList['cluster'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:19:05.516139Z",
     "start_time": "2023-11-06T00:19:05.510902Z"
    }
   },
   "id": "479ba8f36cdafbf8"
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "outputs": [],
   "source": [
    "# create a method to move n number of locations from the largest cluster to the smallest cluster, taking distance into account\n",
    "def equalize_clusters(df, n):\n",
    "    # Get the number of locations in each cluster\n",
    "    cluster_counts = df['cluster'].value_counts()\n",
    "    \n",
    "    # Get the largest and smallest clusters\n",
    "    largest_cluster = cluster_counts.index[0]\n",
    "    smallest_cluster = cluster_counts.index[-1]\n",
    "    \n",
    "    # Get the locations in the largest cluster\n",
    "    largest_cluster_locations = df[df['cluster'] == largest_cluster]\n",
    "    \n",
    "    # Get the locations in the smallest cluster\n",
    "    smallest_cluster_locations = df[df['cluster'] == smallest_cluster]\n",
    "    \n",
    "    # Create a list of distances from each location in the largest cluster to each location in the smallest cluster\n",
    "    distances = []\n",
    "    for i, row in largest_cluster_locations.iterrows():\n",
    "        for j, row2 in smallest_cluster_locations.iterrows():\n",
    "            distances.append([i, j, np.linalg.norm(np.array(row['gps']) - np.array(row2['gps']))])\n",
    "    \n",
    "    # Sort the distances by distance\n",
    "    distances.sort(key=lambda x: x[2])\n",
    "    \n",
    "    # Move the n closest locations from the largest cluster to the smallest cluster\n",
    "    for i in range(n):\n",
    "        df.loc[distances[i][0], 'cluster'] = smallest_cluster\n",
    "        df.loc[distances[i][1], 'cluster'] = largest_cluster\n",
    "    \n",
    "    return df"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-05T23:51:40.761645Z",
     "start_time": "2023-11-05T23:51:40.752184Z"
    }
   },
   "id": "4b79215a12bf36e2"
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "outputs": [
    {
     "data": {
      "text/plain": "0    97\n1    72\nName: cluster, dtype: int64"
     },
     "execution_count": 245,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Equalize the clusters\n",
    "TotalList = equalize_clusters(TotalList, 20)\n",
    "\n",
    "# Display the number of locations in each cluster\n",
    "TotalList['cluster'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-05T23:51:41.510095Z",
     "start_time": "2023-11-05T23:51:41.434643Z"
    }
   },
   "id": "176d5f92130c67b8"
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "outputs": [
    {
     "data": {
      "text/plain": "0    106\n1     63\nName: cluster, dtype: int64"
     },
     "execution_count": 267,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "TotalList['cluster'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:20:43.543111Z",
     "start_time": "2023-11-06T00:20:43.529364Z"
    }
   },
   "id": "1b8e5c1793fb2feb"
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "outputs": [
    {
     "data": {
      "text/plain": "'-71.0553792,42.3688272;-71.0688746,42.3576234;-71.2038948,42.4299758;-71.0754527,42.3565057;-71.1060828,42.3511927;-71.0969274,42.3446263;-71.130887,42.35304;-71.0620802,42.3579151;-71.1459593,42.3501823;-71.0586014,42.357357;-71.0572023,42.3587627;-71.0556268,42.36521;-71.1460435,42.3495825;-71.1217152,42.3426377;-71.0720926,42.3489004;-71.067859,42.3500079;-71.0632036,42.3556154;-71.1258765,42.331864;-71.1095021,42.3364675;-71.133103,42.3890049;-71.0620134,42.3248471;-71.0851891,42.3500031;-71.1123834,42.3360385;-71.066414,42.354296;-71.2273649,42.3145041;-71.0834061,42.341987;-71.0992038,42.3306454;-71.0990577,42.3381442;-71.0569649,42.3604952;-71.0949218,42.3419564;-71.0942861,42.3413301;-71.0498714,42.3256817;-71.0908104,42.329969;-71.0616035,42.3537983;-71.0359433,42.3485465;-71.0913583,42.3490205;-71.1000217,42.3323776;-71.1241295,42.3518397;-71.1618052,42.3245965;-71.0638101,42.3587772;-71.1625829,42.340795;-71.167854,42.4107892;-71.155555,42.3317473;-71.1227278,42.3965778;-71.3598149,42.3140229;-71.1126695,42.3836229;-71.0555003,42.3640137;-71.119149,42.3884;-71.0712561,42.3407613;-71.0561781,42.3668968;-71.0664019,42.3554589;-71.059228,42.359349;-71.0668408,42.3524116;-71.0872846,42.2961434;-71.062146,42.366198;-71.1427371,42.3433772;-71.1438455,42.3569102;-71.0651214,42.3553972;-71.0596124,42.3509517;-71.0359354,42.3478381;-71.1313443,42.3525708;-71.1284677,42.3631904;-71.061757,42.3691906;-71.119301,42.388547;-71.097883,42.381008;-71.1107166,42.3741209;-71.0609962,42.3803747;-71.0516339,42.3609921;-71.1194344,42.3754427;-71.0809932,42.3675275;-71.0545357,42.3597994;-71.1013044,42.3627462;-71.1108423,42.3838224;-71.1026937,42.3820702;-71.1189467,42.373465;-71.1208817,42.3732344;-71.0342146,42.316274;-71.0756902,42.3695046;-71.0678704,42.3701829;-71.0968274,42.3799095;-71.0656594,42.3718401;-71.094048,42.339381;-71.1854722,42.3621177;-71.1146697,42.3782386;-71.0935443,42.3817274;-71.0611749,42.3551807;-71.0906355,42.3616095;-71.1161887,42.3766442;-71.0962734,42.3627993;-71.1155576,42.3784629;-71.0949101,42.3797674;-71.1087411,42.3640287;-71.0554239,42.3739796;-71.09476,42.37736;-71.1014951,42.3614115;-71.1024769,42.3822934;-71.1011111,42.3636597;-71.0631664,42.3741694;-71.056823,42.361531;-71.0632852,42.2857047;-71.0637877,42.2845163;-71.0496839,42.3519736;-71.0454645,42.3162356;-71.0336324,42.3441918;-71.0487437,42.3508756;-71.0512911,42.3521821;-71.0013637,42.2075316;-71.0607764,42.3763541;-71.0374911,42.316031;-71.0125206,42.3378699;-71.0672898,42.3523158;-71.02832,42.2576602;-71.0502126,42.3516479;-71.0331956,42.3639107;-71.0432778,42.3528151;-71.0035279,42.2392354;-71.0470633,42.3537343;-71.0352443,42.3291218;-71.0898829,42.3463992;-71.0240951,42.2743442;-71.0234949,42.3358743;-70.985881,42.420226;-71.0005483,42.2454086;-71.0096371,42.3367603;-71.0447796,42.3509709;-71.0983169,42.3319001;-71.0092883,42.2763168;-71.0404428,42.3478375;-71.056908,42.361288;-71.0667744,42.3270498;-71.0119933,42.2806539;-71.0618764,42.4074484;-71.0612182,42.3986053;-71.0392667,42.3855456;-71.0515875,42.4025721;-70.9903023,42.3917606;-71.055873,42.4206339;-71.0433886,42.4222989;-71.06088,42.3761612;-71.0412802,42.3936888;-71.0714924,42.3968978;-71.0282154,42.3778389;-71.0350852,42.3809511;-71.0331398,42.3734483;-70.9693867,42.3895122;-71.0945712,42.3253252;-71.0280157,42.398422;-71.0155516,42.4114215;-70.993656,42.4110462;-71.0355621,42.3976519;-71.0056995,42.390191;-71.0589219,42.403759;-71.037937,42.3698284;-71.0386285,42.3903823;-71.0316196,42.4122481;-71.0328839,42.3861321;-71.0270609,42.4213082;-71.0366491,42.391236;-71.0361399,42.3649623;-71.0116946,42.3827415;-70.9973058,42.4183123;-71.1122037,42.4008442;-70.997123,42.390501;-71.0506461,42.41826;-71.0359889,42.3670906;-71.0414523,42.3649544;-71.0371343,42.3711266;-71.033703,42.3891835;-70.9799864,42.3803348;'"
     },
     "execution_count": 265,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "utils.list_to_string(TotalList['gps'].values.tolist())"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:19:09.317992Z",
     "start_time": "2023-11-06T00:19:09.308541Z"
    }
   },
   "id": "2d83e5db093608d2"
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "106\n"
     ]
    },
    {
     "data": {
      "text/plain": "'-71.0553792,42.3688272;-71.0688746,42.3576234;-71.0754527,42.3565057;-71.0620802,42.3579151;-71.0586014,42.357357;-71.0572023,42.3587627;-71.0556268,42.36521;-71.0720926,42.3489004;-71.067859,42.3500079;-71.0632036,42.3556154;-71.0620134,42.3248471;-71.066414,42.354296;-71.0569649,42.3604952;-71.0498714,42.3256817;-71.0616035,42.3537983;-71.0359433,42.3485465;-71.0638101,42.3587772;-71.0555003,42.3640137;-71.0712561,42.3407613;-71.0561781,42.3668968;-71.0664019,42.3554589;-71.059228,42.359349;-71.0668408,42.3524116;-71.062146,42.366198;-71.0651214,42.3553972;-71.0596124,42.3509517;-71.0359354,42.3478381;-71.061757,42.3691906;-71.0609962,42.3803747;-71.0516339,42.3609921;-71.0809932,42.3675275;-71.0545357,42.3597994;-71.0342146,42.316274;-71.0756902,42.3695046;-71.0678704,42.3701829;-71.0656594,42.3718401;-71.0611749,42.3551807;-71.0554239,42.3739796;-71.0631664,42.3741694;-71.056823,42.361531;-71.0632852,42.2857047;-71.0637877,42.2845163;-71.0496839,42.3519736;-71.0454645,42.3162356;-71.0336324,42.3441918;-71.0487437,42.3508756;-71.0512911,42.3521821;-71.0013637,42.2075316;-71.0607764,42.3763541;-71.0374911,42.316031;-71.0125206,42.3378699;-71.0672898,42.3523158;-71.02832,42.2576602;-71.0502126,42.3516479;-71.0331956,42.3639107;-71.0432778,42.3528151;-71.0035279,42.2392354;-71.0470633,42.3537343;-71.0352443,42.3291218;-71.0240951,42.2743442;-71.0234949,42.3358743;-70.985881,42.420226;-71.0005483,42.2454086;-71.0096371,42.3367603;-71.0447796,42.3509709;-71.0092883,42.2763168;-71.0404428,42.3478375;-71.056908,42.361288;-71.0667744,42.3270498;-71.0119933,42.2806539;-71.0618764,42.4074484;-71.0612182,42.3986053;-71.0392667,42.3855456;-71.0515875,42.4025721;-70.9903023,42.3917606;-71.055873,42.4206339;-71.0433886,42.4222989;-71.06088,42.3761612;-71.0412802,42.3936888;-71.0714924,42.3968978;-71.0282154,42.3778389;-71.0350852,42.3809511;-71.0331398,42.3734483;-70.9693867,42.3895122;-71.0280157,42.398422;-71.0155516,42.4114215;-70.993656,42.4110462;-71.0355621,42.3976519;-71.0056995,42.390191;-71.0589219,42.403759;-71.037937,42.3698284;-71.0386285,42.3903823;-71.0316196,42.4122481;-71.0328839,42.3861321;-71.0270609,42.4213082;-71.0366491,42.391236;-71.0361399,42.3649623;-71.0116946,42.3827415;-70.9973058,42.4183123;-70.997123,42.390501;-71.0506461,42.41826;-71.0359889,42.3670906;-71.0414523,42.3649544;-71.0371343,42.3711266;-71.033703,42.3891835;-70.9799864,42.3803348;'"
     },
     "execution_count": 268,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Return the list of locations in each cluster\n",
    "print(len(TotalList[TotalList['cluster'] == 0]['gps'].values.tolist()))\n",
    "utils.list_to_string(TotalList[TotalList['cluster'] == 0]['gps'].values.tolist())"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:25:20.703565Z",
     "start_time": "2023-11-06T00:25:20.690483Z"
    }
   },
   "id": "89297f77828e8ed8"
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "63\n"
     ]
    },
    {
     "data": {
      "text/plain": "'-71.2038948,42.4299758;-71.1060828,42.3511927;-71.0969274,42.3446263;-71.130887,42.35304;-71.1459593,42.3501823;-71.1460435,42.3495825;-71.1217152,42.3426377;-71.1258765,42.331864;-71.1095021,42.3364675;-71.133103,42.3890049;-71.0851891,42.3500031;-71.1123834,42.3360385;-71.2273649,42.3145041;-71.0834061,42.341987;-71.0992038,42.3306454;-71.0990577,42.3381442;-71.0949218,42.3419564;-71.0942861,42.3413301;-71.0908104,42.329969;-71.0913583,42.3490205;-71.1000217,42.3323776;-71.1241295,42.3518397;-71.1618052,42.3245965;-71.1625829,42.340795;-71.167854,42.4107892;-71.155555,42.3317473;-71.1227278,42.3965778;-71.3598149,42.3140229;-71.1126695,42.3836229;-71.119149,42.3884;-71.0872846,42.2961434;-71.1427371,42.3433772;-71.1438455,42.3569102;-71.1313443,42.3525708;-71.1284677,42.3631904;-71.119301,42.388547;-71.097883,42.381008;-71.1107166,42.3741209;-71.1194344,42.3754427;-71.1013044,42.3627462;-71.1108423,42.3838224;-71.1026937,42.3820702;-71.1189467,42.373465;-71.1208817,42.3732344;-71.0968274,42.3799095;-71.094048,42.339381;-71.1854722,42.3621177;-71.1146697,42.3782386;-71.0935443,42.3817274;-71.0906355,42.3616095;-71.1161887,42.3766442;-71.0962734,42.3627993;-71.1155576,42.3784629;-71.0949101,42.3797674;-71.1087411,42.3640287;-71.09476,42.37736;-71.1014951,42.3614115;-71.1024769,42.3822934;-71.1011111,42.3636597;-71.0898829,42.3463992;-71.0983169,42.3319001;-71.0945712,42.3253252;-71.1122037,42.4008442;'"
     },
     "execution_count": 269,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(len(TotalList[TotalList['cluster'] == 1]['gps'].values.tolist()))\n",
    "utils.list_to_string(TotalList[TotalList['cluster'] == 1]['gps'].values.tolist())"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:25:30.097229Z",
     "start_time": "2023-11-06T00:25:30.070409Z"
    }
   },
   "id": "6ff82e29a0366d9e"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "7949bddd34b6731"
  }
 ],
 "metadata": {
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