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diff --git a/Clustering2.0.ipynb b/Clustering2.0.ipynb new file mode 100644 index 0000000..5ff2d63 --- /dev/null +++ b/Clustering2.0.ipynb @@ -0,0 +1,313 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "initial_id", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2023-11-06T18:51:22.475082Z", + "start_time": "2023-11-06T18:51:21.667023Z" + } + }, + "outputs": [], + "source": [ + "import folium\n", + "import pandas as pd\n", + "from sklearn.cluster import KMeans\n", + "import utils" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "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": "2023-11-06T18:51:22.495242Z", + "start_time": "2023-11-06T18:51:22.473334Z" + } + }, + "id": "bb6f57eef695cf76" + }, + { + "cell_type": "code", + "execution_count": 3, + "outputs": [], + "source": [ + "# Create two centroids, one in the North End and one in the Financial District\n", + "centroids = [[42.364506, -71.054733], [42.358894, -71.056742]]\n", + "\n", + "northeastern_coordinate = \"-71.09033,42.33976;\"" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-11-06T18:51:22.495492Z", + "start_time": "2023-11-06T18:51:22.483246Z" + } + }, + "id": "fe8a5b9bc06cf2e0" + }, + { + "cell_type": "code", + "execution_count": 4, + "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.. ... ... \n28 The Clam Box 42.2763168,-71.0092883 \n29 The Partisans 42.3478375,-71.0404428 \n30 Union Oyster House 42.361288,-71.056908 \n31 Victoria's Diner 42.3270498,-71.0667744 \n32 Wollaston Beach 42.2806539,-71.0119933 \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.. ... \n28 https://maps.google.com/maps?q=+%4042.2763168,... \n29 https://maps.google.com/maps?q=+%4042.3478375,... \n30 https://maps.google.com/maps?q=+%4042.361288,-... \n31 https://maps.google.com/maps?q=+%4042.3270498,... \n32 https://maps.google.com/maps?q=+%4042.2806539,... \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.. ... ... ... \n28 https://www.google.com/maps/place/The+Clam+Box... NaN NaN \n29 https://www.google.com/maps/place/The+Partisan... NaN NaN \n30 https://www.google.com/maps/place/Union+Oyster... NaN NaN \n31 https://www.google.com/maps/place/Victoria's+D... NaN NaN \n32 https://www.google.com/maps/place/Wollaston+Be... 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.. ... \n28 789 Quincy Shore Dr, Quincy, MA 02170, United ... \n29 Boston, MA 02210, United States \n30 41 Union St, Boston, MA 02108, United States \n31 1024 Massachusetts Ave, Boston, MA 02118, Unit... \n32 Quincy, MA, 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.. ... ... \n28 Classic beachfront joint with a rustic vibe di... Seafood restaurant \n29 NaN Sculpture \n30 Historic eatery serving chowder & other New En... Seafood restaurant \n31 Long-standing classic diner for breakfast & sa... Diner \n32 Historic 2.3-mi.-long beach with a paved prome... Beach \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.. ... ... \n28 +1 617-302-3474 http://www.clamboxquincy.com/ \n29 NaN https://www.bostonseaport.xyz/venue/the-partis... \n30 +1 617-227-2750 http://www.unionoysterhouse.com/?y_source=1_Mj... \n31 +1 617-442-5965 http://www.victoriasdiner.com/ \n32 NaN NaN \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.. ... ... ... ... \n28 4.3 2145.0 7XGR+G7 Quincy, Massachusetts, USA C \n29 4.8 6.0 8XX5+4R Boston, Massachusetts, USA C \n30 4.3 8497.0 9W6V+G6 Boston, Massachusetts, USA C \n31 4.1 1797.0 8WGM+R7 Boston, Massachusetts, USA C \n32 4.4 171.0 NaN C \n\n[131 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 & 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>28</th>\n <td>The Clam Box</td>\n <td>42.2763168,-71.0092883</td>\n <td>https://maps.google.com/maps?q=+%4042.2763168,...</td>\n <td>https://www.google.com/maps/place/The+Clam+Box...</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>789 Quincy Shore Dr, Quincy, MA 02170, United ...</td>\n <td>Classic beachfront joint with a rustic vibe di...</td>\n <td>Seafood restaurant</td>\n <td>+1 617-302-3474</td>\n <td>http://www.clamboxquincy.com/</td>\n <td>4.3</td>\n <td>2145.0</td>\n <td>7XGR+G7 Quincy, Massachusetts, USA</td>\n <td>C</td>\n </tr>\n <tr>\n <th>29</th>\n <td>The Partisans</td>\n <td>42.3478375,-71.0404428</td>\n <td>https://maps.google.com/maps?q=+%4042.3478375,...</td>\n <td>https://www.google.com/maps/place/The+Partisan...</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>Boston, MA 02210, United States</td>\n <td>NaN</td>\n <td>Sculpture</td>\n <td>NaN</td>\n <td>https://www.bostonseaport.xyz/venue/the-partis...</td>\n <td>4.8</td>\n <td>6.0</td>\n <td>8XX5+4R Boston, Massachusetts, USA</td>\n <td>C</td>\n </tr>\n <tr>\n <th>30</th>\n <td>Union Oyster House</td>\n <td>42.361288,-71.056908</td>\n <td>https://maps.google.com/maps?q=+%4042.361288,-...</td>\n <td>https://www.google.com/maps/place/Union+Oyster...</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>41 Union St, Boston, MA 02108, United States</td>\n <td>Historic eatery serving chowder & other New En...</td>\n <td>Seafood restaurant</td>\n <td>+1 617-227-2750</td>\n <td>http://www.unionoysterhouse.com/?y_source=1_Mj...</td>\n <td>4.3</td>\n <td>8497.0</td>\n <td>9W6V+G6 Boston, Massachusetts, USA</td>\n <td>C</td>\n </tr>\n <tr>\n <th>31</th>\n <td>Victoria's Diner</td>\n <td>42.3270498,-71.0667744</td>\n <td>https://maps.google.com/maps?q=+%4042.3270498,...</td>\n <td>https://www.google.com/maps/place/Victoria's+D...</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1024 Massachusetts Ave, Boston, MA 02118, Unit...</td>\n <td>Long-standing classic diner for breakfast & sa...</td>\n <td>Diner</td>\n <td>+1 617-442-5965</td>\n <td>http://www.victoriasdiner.com/</td>\n <td>4.1</td>\n <td>1797.0</td>\n <td>8WGM+R7 Boston, Massachusetts, USA</td>\n <td>C</td>\n </tr>\n <tr>\n <th>32</th>\n <td>Wollaston Beach</td>\n <td>42.2806539,-71.0119933</td>\n <td>https://maps.google.com/maps?q=+%4042.2806539,...</td>\n <td>https://www.google.com/maps/place/Wollaston+Be...</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>Quincy, MA, United States</td>\n <td>Historic 2.3-mi.-long beach with a paved prome...</td>\n <td>Beach</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>4.4</td>\n <td>171.0</td>\n <td>NaN</td>\n <td>C</td>\n </tr>\n </tbody>\n</table>\n<p>131 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])\n", + "display(TotalList)" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-11-06T18:51:22.496051Z", + "start_time": "2023-11-06T18:51:22.487941Z" + } + }, + "id": "dc434958d5e4a3a8" + }, + { + "cell_type": "code", + "execution_count": 5, + "outputs": [], + "source": [ + "# Remove all columns but name and gps\n", + "TotalList = TotalList[['name', 'gps', 'list']]" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-11-06T18:51:22.504898Z", + "start_time": "2023-11-06T18:51:22.496235Z" + } + }, + "id": "2873c16423fe3119" + }, + { + "cell_type": "code", + "execution_count": 6, + "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": "2023-11-06T18:51:22.522522Z", + "start_time": "2023-11-06T18:51:22.498651Z" + } + }, + "id": "29f9155ef8d75fda" + }, + { + "cell_type": "code", + "execution_count": 7, + "outputs": [], + "source": [ + "# Create a new column with normalized gps coordinates and centroids\n", + "TotalList['normalized_gps'], norm_centroids = utils.normalize_gps(TotalList['gps'].values.tolist(), centroids)" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-11-06T18:51:22.548654Z", + "start_time": "2023-11-06T18:51:22.503769Z" + } + }, + "id": "5b985f1a6df84a6c" + }, + { + "cell_type": "code", + "execution_count": 8, + "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.. ... ... ... \n28 The Clam Box [42.2763168, -71.0092883] C \n29 The Partisans [42.3478375, -71.0404428] C \n30 Union Oyster House [42.361288, -71.056908] C \n31 Victoria's Diner [42.3270498, -71.0667744] C \n32 Wollaston Beach [42.2806539, -71.0119933] C \n\n normalized_gps \n0 [0.7251058917247415, 0.8141430878559053] \n1 [0.6747391031099019, 0.778052752104061] \n2 [1.0, 0.41697235794883575] \n3 [0.6697144722136962, 0.7604611403245493] \n4 [0.6458298305822171, 0.6785480000609988] \n.. ... \n28 [0.30922451563130937, 0.9374025730216268] \n29 [0.6307464973238023, 0.8540870458656248] \n30 [0.6912133469876947, 0.8100546647415456] \n31 [0.5372951958288665, 0.7836692527743693] \n32 [0.32872198960456106, 0.9301686741961767] \n\n[131 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>normalized_gps</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>[0.7251058917247415, 0.8141430878559053]</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>[0.6747391031099019, 0.778052752104061]</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>[1.0, 0.41697235794883575]</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>[0.6697144722136962, 0.7604611403245493]</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>[0.6458298305822171, 0.6785480000609988]</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>28</th>\n <td>The Clam Box</td>\n <td>[42.2763168, -71.0092883]</td>\n <td>C</td>\n <td>[0.30922451563130937, 0.9374025730216268]</td>\n </tr>\n <tr>\n <th>29</th>\n <td>The Partisans</td>\n <td>[42.3478375, -71.0404428]</td>\n <td>C</td>\n <td>[0.6307464973238023, 0.8540870458656248]</td>\n </tr>\n <tr>\n <th>30</th>\n <td>Union Oyster House</td>\n <td>[42.361288, -71.056908]</td>\n <td>C</td>\n <td>[0.6912133469876947, 0.8100546647415456]</td>\n </tr>\n <tr>\n <th>31</th>\n <td>Victoria's Diner</td>\n <td>[42.3270498, -71.0667744]</td>\n <td>C</td>\n <td>[0.5372951958288665, 0.7836692527743693]</td>\n </tr>\n <tr>\n <th>32</th>\n <td>Wollaston Beach</td>\n <td>[42.2806539, -71.0119933]</td>\n <td>C</td>\n <td>[0.32872198960456106, 0.9301686741961767]</td>\n </tr>\n </tbody>\n</table>\n<p>131 rows × 4 columns</p>\n</div>" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "display(TotalList)" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-11-06T18:51:22.609058Z", + "start_time": "2023-11-06T18:51:22.509542Z" + } + }, + "id": "a03a7c5dacebddd0" + }, + { + "cell_type": "markdown", + "source": [ + "# Cluster and Minimize" + ], + "metadata": { + "collapsed": false + }, + "id": "ee3ab1c81ea71b0" + }, + { + "cell_type": "code", + "execution_count": 9, + "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": [ + "# Cluster and minimize the data\n", + "df, route_1_coordinates, route_2_coordinates = utils.cluster_and_minimize(TotalList, centroids, norm_centroids, 0.5)" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-11-06T18:51:45.784650Z", + "start_time": "2023-11-06T18:51:22.513160Z" + } + }, + "id": "a1a3e446594e8c20" + }, + { + "cell_type": "markdown", + "source": [ + "# Map" + ], + "metadata": { + "collapsed": false + }, + "id": "dc35d41885a19079" + }, + { + "cell_type": "code", + "execution_count": 10, + "outputs": [ + { + "data": { + "text/plain": "<folium.folium.Map at 0x141924490>", + "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 srcdoc=\"<!DOCTYPE html>\n<html>\n<head>\n \n <meta http-equiv="content-type" content="text/html; 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height: 100.0%;">Wollaston Beach</div>`)[0];\n popup_45005df14e46da35a6e213a78f5e87ec.setContent(html_037addf87780039fff4de4cf89b38b18);\n \n \n\n marker_2156b46f6c024cb43e5cab8da85e0d74.bindPopup(popup_45005df14e46da35a6e213a78f5e87ec)\n ;\n\n \n \n</script>\n</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>" + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create a new map with the new coordinates\n", + "m = folium.Map(location=[42.3601, -71.0589], zoom_start=12)\n", + "\n", + "# 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 df.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)\n", + "\n", + "# Display the map\n", + "m" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-11-06T18:51:45.869346Z", + "start_time": "2023-11-06T18:51:45.791672Z" + } + }, + "id": "de9c2f7b892b1bee" + }, + { + "cell_type": "code", + "execution_count": 10, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-11-06T18:51:45.869482Z", + "start_time": "2023-11-06T18:51:45.865159Z" + } + }, + "id": "b50ee3d4d6e09be9" + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} |