path: root/ZestySalesman.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:15:48.594817Z",
     "start_time": "2023-11-07T18:15:47.605833Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import folium\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": "2023-11-07T18:15:48.604219Z",
     "start_time": "2023-11-07T18:15:48.596141Z"
    }
   },
   "id": "73b780e762c9de37"
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "# Create three centroids, one in the North End, one in the Financial District, and one in the Back Bay\n",
    "centroids = [[42.364506, -71.054733], [42.358894, -71.056742], [42.3505, -71.0760]]\n",
    "\n",
    "northeastern_coordinate = \"-71.09033,42.33976\""
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:15:48.608755Z",
     "start_time": "2023-11-07T18:15:48.604788Z"
    }
   },
   "id": "be4c8c1d77842ef7"
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "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])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:15:48.613233Z",
     "start_time": "2023-11-07T18:15:48.607380Z"
    }
   },
   "id": "ffe4025e97a6c6b9"
  },
  {
   "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": "2023-11-07T18:15:48.613309Z",
     "start_time": "2023-11-07T18:15:48.611827Z"
    }
   },
   "id": "72657779b4484aae"
  },
  {
   "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": "2023-11-07T18:15:48.617922Z",
     "start_time": "2023-11-07T18:15:48.614428Z"
    }
   },
   "id": "a157ffaec020a29a"
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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                              normalized_gps  \n0   [0.7251058917247415, 0.7797482353989729]  \n1   [0.6747391031099019, 0.7451825969538083]  \n2                  [1.0, 0.3993566550776867]  \n3   [0.6697144722136962, 0.7283341725828262]  \n4   [0.6458298305822171, 0.6498815915448888]  \n..                                       ...  \n33   [0.717298990038831, 0.8294124246148072]  \n34  [0.7076956827824702, 0.8154190706511427]  \n35  [0.7354428661210094, 0.8264787225922622]  \n36  [0.8166178304491644, 0.8352672783369615]  \n37   [0.7768384161061446, 0.972851090162032]  \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>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, 0.7797482353989729]</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, 0.7451825969538083]</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, 0.3993566550776867]</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, 0.7283341725828262]</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, 0.6498815915448888]</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>[0.717298990038831, 0.8294124246148072]</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>[0.7076956827824702, 0.8154190706511427]</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>[0.7354428661210094, 0.8264787225922622]</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>[0.8166178304491644, 0.8352672783369615]</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>[0.7768384161061446, 0.972851090162032]</td>\n    </tr>\n  </tbody>\n</table>\n<p>169 rows × 4 columns</p>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "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)\n",
    "display(TotalList)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:15:48.627782Z",
     "start_time": "2023-11-07T18:15:48.618140Z"
    }
   },
   "id": "a03ebde91b87fa3b"
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 2 Routes"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "4bd41be9aca5094b"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Cluster and Minimize"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "90d1d2f1a931597f"
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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",
    "norm_centroids_2 = norm_centroids[:2]\n",
    "_, route_1_coordinates, route_2_coordinates = utils.cluster_and_minimize_2(TotalList, centroids, norm_centroids_2,\n",
    "                                                                           northeastern_coordinate, 0.5, minimize=True)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:16:41.294672Z",
     "start_time": "2023-11-07T18:15:48.624793Z"
    }
   },
   "id": "ee9b3c1ecb360976"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Create JSON"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T17:33:02.697755Z",
     "start_time": "2023-11-07T17:33:02.687460Z"
    }
   },
   "id": "c85b8ef869e35006"
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [],
   "source": [
    "# Create a JSON request for the API\n",
    "# This is the data we want to get from the API\n",
    "route_1 = utils.list_to_string(route_1_coordinates)\n",
    "route_2 = utils.list_to_string(route_2_coordinates)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:16:41.298495Z",
     "start_time": "2023-11-07T18:16:41.293559Z"
    }
   },
   "id": "aa618161182b5b07"
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [],
   "source": [
    "# Create a dataframe from the JSON\n",
    "df1 = utils.create_json_df(route_1, utils.list_to_string([centroids[0]]), northeastern_coordinate)\n",
    "df2 = utils.create_json_df(route_2, utils.list_to_string([centroids[1]]), northeastern_coordinate)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:16:43.656626Z",
     "start_time": "2023-11-07T18:16:41.303093Z"
    }
   },
   "id": "32c485788eedd94"
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [],
   "source": [
    "# Add columns for the route number\n",
    "df1['route'] = 1\n",
    "df2['route'] = 2\n",
    "\n",
    "# Concatenate the two dataframes\n",
    "df = pd.concat([df1, df2], ignore_index=True)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:16:43.676130Z",
     "start_time": "2023-11-07T18:16:43.661970Z"
    }
   },
   "id": "49dba1f17ca8337e"
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "     waypoint_index  trips_index  \\\n0                 0            0   \n1                 1            0   \n2                 2            0   \n3                 3            0   \n4                 4            0   \n..              ...          ...   \n151              62            0   \n152              63            0   \n153              64            0   \n154              65            0   \n155              66            0   \n\n                                                  hint   distance  \\\n0    t4YsgAGHLIAAAAAAVQEAAAAAAAAwAAAAAAAAAHV0F0IAAA...  19.432511   \n1    IzYEgGw1BIASAAAArwAAADMAAACUAwAAynkIQGUkmkEXlL...   6.024489   \n2    5IgsgAqJLID7AAAAHgAAAAwAAAAIAAAAz5ffQcMBVEDFYK...   5.871835   \n3    G4gsgDiILICSAwAA5gAAAOkAAAAAAAAAQljLQnyXy0Fhy8...   2.602121   \n4    gIosgLaKLIDOAAAArgAAAFwBAAAAAAAAp3O3QafxmUEQiR...  15.458439   \n..                                                 ...        ...   \n151  lhgDgIkYA4BkAAAAIgEAAFoBAAAaAAAAJyAzQWNrAEI8Ax...   7.134933   \n152  MQwigFwMIoAoAAAANQAAABwAAAB-AAAAoidqQSAYl0GvUh...  11.504463   \n153  bwwigH0MIoAFAAAAEAAAAFUAAAArAAAAag0xP3921D-BFx...   8.340476   \n154  k4chgBiIIYAKAAAAFwAAAPQDAAB_AgAAHn2aP-biHUBi6e...  36.240351   \n155  DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA...   0.236958   \n\n                       name                 location        lat        lon  \\\n0                            [-71.054865, 42.364361] -71.054865  42.364361   \n1                            [-71.055569, 42.364032] -71.055569  42.364032   \n2                            [-71.055582, 42.365251] -71.055582  42.365251   \n3                            [-71.056164, 42.366918] -71.056164  42.366918   \n4                            [-71.055561, 42.368861] -71.055561  42.368861   \n..                      ...                      ...        ...        ...   \n151                           [-71.083465, 42.34194] -71.083465  42.341940   \n152                          [-71.094327, 42.341231] -71.094327  42.341231   \n153                          [-71.095003, 42.342001] -71.095003  42.342001   \n154                          [-71.093834, 42.339096] -71.093834  42.339096   \n155  Northeastern (Inbound)  [-71.090331, 42.339762] -71.090331  42.339762   \n\n     route  \n0        1  \n1        1  \n2        1  \n3        1  \n4        1  \n..     ...  \n151      2  \n152      2  \n153      2  \n154      2  \n155      2  \n\n[156 rows x 9 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>waypoint_index</th>\n      <th>trips_index</th>\n      <th>hint</th>\n      <th>distance</th>\n      <th>name</th>\n      <th>location</th>\n      <th>lat</th>\n      <th>lon</th>\n      <th>route</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>0</td>\n      <td>t4YsgAGHLIAAAAAAVQEAAAAAAAAwAAAAAAAAAHV0F0IAAA...</td>\n      <td>19.432511</td>\n      <td></td>\n      <td>[-71.054865, 42.364361]</td>\n      <td>-71.054865</td>\n      <td>42.364361</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</td>\n      <td>0</td>\n      <td>IzYEgGw1BIASAAAArwAAADMAAACUAwAAynkIQGUkmkEXlL...</td>\n      <td>6.024489</td>\n      <td></td>\n      <td>[-71.055569, 42.364032]</td>\n      <td>-71.055569</td>\n      <td>42.364032</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2</td>\n      <td>0</td>\n      <td>5IgsgAqJLID7AAAAHgAAAAwAAAAIAAAAz5ffQcMBVEDFYK...</td>\n      <td>5.871835</td>\n      <td></td>\n      <td>[-71.055582, 42.365251]</td>\n      <td>-71.055582</td>\n      <td>42.365251</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>3</td>\n      <td>0</td>\n      <td>G4gsgDiILICSAwAA5gAAAOkAAAAAAAAAQljLQnyXy0Fhy8...</td>\n      <td>2.602121</td>\n      <td></td>\n      <td>[-71.056164, 42.366918]</td>\n      <td>-71.056164</td>\n      <td>42.366918</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4</td>\n      <td>0</td>\n      <td>gIosgLaKLIDOAAAArgAAAFwBAAAAAAAAp3O3QafxmUEQiR...</td>\n      <td>15.458439</td>\n      <td></td>\n      <td>[-71.055561, 42.368861]</td>\n      <td>-71.055561</td>\n      <td>42.368861</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      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>151</th>\n      <td>62</td>\n      <td>0</td>\n      <td>lhgDgIkYA4BkAAAAIgEAAFoBAAAaAAAAJyAzQWNrAEI8Ax...</td>\n      <td>7.134933</td>\n      <td></td>\n      <td>[-71.083465, 42.34194]</td>\n      <td>-71.083465</td>\n      <td>42.341940</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>152</th>\n      <td>63</td>\n      <td>0</td>\n      <td>MQwigFwMIoAoAAAANQAAABwAAAB-AAAAoidqQSAYl0GvUh...</td>\n      <td>11.504463</td>\n      <td></td>\n      <td>[-71.094327, 42.341231]</td>\n      <td>-71.094327</td>\n      <td>42.341231</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>153</th>\n      <td>64</td>\n      <td>0</td>\n      <td>bwwigH0MIoAFAAAAEAAAAFUAAAArAAAAag0xP3921D-BFx...</td>\n      <td>8.340476</td>\n      <td></td>\n      <td>[-71.095003, 42.342001]</td>\n      <td>-71.095003</td>\n      <td>42.342001</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>154</th>\n      <td>65</td>\n      <td>0</td>\n      <td>k4chgBiIIYAKAAAAFwAAAPQDAAB_AgAAHn2aP-biHUBi6e...</td>\n      <td>36.240351</td>\n      <td></td>\n      <td>[-71.093834, 42.339096]</td>\n      <td>-71.093834</td>\n      <td>42.339096</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>155</th>\n      <td>66</td>\n      <td>0</td>\n      <td>DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA...</td>\n      <td>0.236958</td>\n      <td>Northeastern (Inbound)</td>\n      <td>[-71.090331, 42.339762]</td>\n      <td>-71.090331</td>\n      <td>42.339762</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n<p>156 rows × 9 columns</p>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(df)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:16:43.691423Z",
     "start_time": "2023-11-07T18:16:43.681109Z"
    }
   },
   "id": "f231d9a35358988c"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Map"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "75be92e34a36147f"
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "data": {
      "text/plain": "<folium.folium.Map at 0x146295b10>",
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     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a map\n",
    "m = folium.Map(location=[df['lon'].mean(), df['lat'].mean()], zoom_start=11)\n",
    "\n",
    "# Add the points and lines for the two routes with different colors\n",
    "colors = ['red', 'blue']\n",
    "\n",
    "for route in df['route'].unique():\n",
    "    df_route = df[df['route'] == route]\n",
    "    folium.PolyLine(df_route[['lon', 'lat']].values.tolist(), color=colors[route - 1]).add_to(m)\n",
    "    for i in range(len(df_route)):\n",
    "        folium.CircleMarker(df_route[['lon', 'lat']].iloc[i].values.tolist(), radius=3, color=colors[route - 1]).add_to(\n",
    "            m)\n",
    "\n",
    "# Display the map\n",
    "m"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:16:43.877482Z",
     "start_time": "2023-11-07T18:16:43.683653Z"
    }
   },
   "id": "80fd847da2833913"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Results"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "a7b562f75f7e0813"
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Route 1 has 87 waypoints\n",
      "Route 2 has 65 waypoints\n"
     ]
    }
   ],
   "source": [
    "# Get the number of waypoints for each route\n",
    "route_1_waypoints = len(route_1_coordinates)\n",
    "route_2_waypoints = len(route_2_coordinates)\n",
    "print(\"Route 1 has {} waypoints\".format(route_1_waypoints))\n",
    "print(\"Route 2 has {} waypoints\".format(route_2_waypoints))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:16:43.895169Z",
     "start_time": "2023-11-07T18:16:43.807251Z"
    }
   },
   "id": "f53c97acec1c2fc4"
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The trip will take 9.916944444444445 hours\n",
      "The trip will take 9.295277777777779 hours\n"
     ]
    }
   ],
   "source": [
    "trip_hrs_1 = utils.get_trip_time(route_1, route_1_waypoints, utils.list_to_string([centroids[0]]),\n",
    "                                 northeastern_coordinate)\n",
    "print(\"The trip will take {} hours\".format(trip_hrs_1))\n",
    "trip_hrs_2 = utils.get_trip_time(route_2, route_2_waypoints, utils.list_to_string([centroids[1]]),\n",
    "                                 northeastern_coordinate)\n",
    "print(\"The trip will take {} hours\".format(trip_hrs_2))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:16:46.273794Z",
     "start_time": "2023-11-07T18:16:43.813481Z"
    }
   },
   "id": "a3ec09dfb5cbb5b3"
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 3 Routes"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "de7b5856172d213c"
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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",
    "_, route_1_coordinates, route_2_coordinates, route_3_coordinates = utils.cluster_and_minimize_3(TotalList, centroids,\n",
    "                                                                                               norm_centroids,\n",
    "                                                                                               northeastern_coordinate,\n",
    "                                                                                               0.2, minimize=True)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:17:05.599874Z",
     "start_time": "2023-11-07T18:16:46.275388Z"
    }
   },
   "id": "bb6e00857e8175c0"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Create JSON"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "19afb4f687b37383"
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [],
   "source": [
    "# Create a JSON request for the API\n",
    "# This is the data we want to get from the API\n",
    "route_1 = utils.list_to_string(route_1_coordinates)\n",
    "route_2 = utils.list_to_string(route_2_coordinates)\n",
    "route_3 = utils.list_to_string(route_3_coordinates)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:17:05.600430Z",
     "start_time": "2023-11-07T18:17:05.595893Z"
    }
   },
   "id": "e886e061f86a2118"
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [],
   "source": [
    "# Create a dataframe from the JSON\n",
    "df1 = utils.create_json_df(route_1, utils.list_to_string([centroids[0]]), northeastern_coordinate)\n",
    "df2 = utils.create_json_df(route_2, utils.list_to_string([centroids[1]]), northeastern_coordinate)\n",
    "df3 = utils.create_json_df(route_3, utils.list_to_string([centroids[2]]), northeastern_coordinate)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:17:09.536438Z",
     "start_time": "2023-11-07T18:17:05.601412Z"
    }
   },
   "id": "23e4682fe9e30631"
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [],
   "source": [
    "# Add columns for the route number\n",
    "df1['route'] = 1\n",
    "df2['route'] = 2\n",
    "df3['route'] = 3\n",
    "\n",
    "# Concatenate the three dataframes\n",
    "df = pd.concat([df1, df2, df3], ignore_index=True)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:17:09.555728Z",
     "start_time": "2023-11-07T18:17:09.541352Z"
    }
   },
   "id": "c3a5c5d6f3ac46c0"
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "data": {
      "text/plain": "     waypoint_index  trips_index  \\\n0                 0            0   \n1                 1            0   \n2                 2            0   \n3                 3            0   \n4                 4            0   \n..              ...          ...   \n170              31            0   \n171              32            0   \n172              33            0   \n173              34            0   \n174              35            0   \n\n                                                  hint   distance  \\\n0    t4YsgAGHLIAAAAAAVQEAAAAAAAAwAAAAAAAAAHV0F0IAAA...  19.432511   \n1    e1kugJlZLoBmAAAA6QAAAAAAAAAAAAAAZ6M2QSewzkEAAA...   4.756158   \n2    tFkugHVaLoAOAAAAAAAAABgAAAAAAAAAwMG2QAAAAAB6ii...   4.525535   \n3    sJAugLOQLoBuAQAAlAEAAAAAAAAAAAAAHFcjQvEZM0IAAA...   7.844897   \n4    VREtgNlJBIBCAAAAYAAAAAAAAAARAAAAOOzeQU7vHkIAAA...  22.681980   \n..                                                 ...        ...   \n170  e38hgIUAA4C6AgAAGQAAAAAAAAAAAAAA_DybQoNdJUEAAA...   6.310267   \n171  g38hgI1_IYBOAAAAfwAAAAAAAAAAAAAAZ4ECQsbEUkIAAA...  12.789906   \n172  cX8hgJF_IYA1AAAAMAAAAGcAAABOAAAATyWxQQ77nUEHMC...  22.776295   \n173  s9QhgLbUIYAwAAAAkAAAAAAAAAAAAAAA2XmpQNgrgEEAAA...   4.111715   \n174  DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA...   0.236958   \n\n                       name                 location        lat        lon  \\\n0                            [-71.054865, 42.364361] -71.054865  42.364361   \n1                            [-71.060933, 42.376178] -71.060933  42.376178   \n2                            [-71.060753, 42.376391] -71.060753  42.376391   \n3                            [-71.060948, 42.380436] -71.060948  42.380436   \n4            Factory Street  [-71.061206, 42.398809] -71.061206  42.398809   \n..                      ...                      ...        ...        ...   \n170           Carmel Street  [-71.100092, 42.332401] -71.100092  42.332401   \n171          Tremont Street  [-71.098267, 42.332009] -71.098267  42.332009   \n172        Alleghany Street   [-71.099348, 42.33047] -71.099348  42.330470   \n173                           [-71.09454, 42.325354] -71.094540  42.325354   \n174  Northeastern (Inbound)  [-71.090331, 42.339762] -71.090331  42.339762   \n\n     route  \n0        1  \n1        1  \n2        1  \n3        1  \n4        1  \n..     ...  \n170      3  \n171      3  \n172      3  \n173      3  \n174      3  \n\n[175 rows x 9 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>waypoint_index</th>\n      <th>trips_index</th>\n      <th>hint</th>\n      <th>distance</th>\n      <th>name</th>\n      <th>location</th>\n      <th>lat</th>\n      <th>lon</th>\n      <th>route</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>0</td>\n      <td>t4YsgAGHLIAAAAAAVQEAAAAAAAAwAAAAAAAAAHV0F0IAAA...</td>\n      <td>19.432511</td>\n      <td></td>\n      <td>[-71.054865, 42.364361]</td>\n      <td>-71.054865</td>\n      <td>42.364361</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</td>\n      <td>0</td>\n      <td>e1kugJlZLoBmAAAA6QAAAAAAAAAAAAAAZ6M2QSewzkEAAA...</td>\n      <td>4.756158</td>\n      <td></td>\n      <td>[-71.060933, 42.376178]</td>\n      <td>-71.060933</td>\n      <td>42.376178</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2</td>\n      <td>0</td>\n      <td>tFkugHVaLoAOAAAAAAAAABgAAAAAAAAAwMG2QAAAAAB6ii...</td>\n      <td>4.525535</td>\n      <td></td>\n      <td>[-71.060753, 42.376391]</td>\n      <td>-71.060753</td>\n      <td>42.376391</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>3</td>\n      <td>0</td>\n      <td>sJAugLOQLoBuAQAAlAEAAAAAAAAAAAAAHFcjQvEZM0IAAA...</td>\n      <td>7.844897</td>\n      <td></td>\n      <td>[-71.060948, 42.380436]</td>\n      <td>-71.060948</td>\n      <td>42.380436</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4</td>\n      <td>0</td>\n      <td>VREtgNlJBIBCAAAAYAAAAAAAAAARAAAAOOzeQU7vHkIAAA...</td>\n      <td>22.681980</td>\n      <td>Factory Street</td>\n      <td>[-71.061206, 42.398809]</td>\n      <td>-71.061206</td>\n      <td>42.398809</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      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>170</th>\n      <td>31</td>\n      <td>0</td>\n      <td>e38hgIUAA4C6AgAAGQAAAAAAAAAAAAAA_DybQoNdJUEAAA...</td>\n      <td>6.310267</td>\n      <td>Carmel Street</td>\n      <td>[-71.100092, 42.332401]</td>\n      <td>-71.100092</td>\n      <td>42.332401</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>171</th>\n      <td>32</td>\n      <td>0</td>\n      <td>g38hgI1_IYBOAAAAfwAAAAAAAAAAAAAAZ4ECQsbEUkIAAA...</td>\n      <td>12.789906</td>\n      <td>Tremont Street</td>\n      <td>[-71.098267, 42.332009]</td>\n      <td>-71.098267</td>\n      <td>42.332009</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>172</th>\n      <td>33</td>\n      <td>0</td>\n      <td>cX8hgJF_IYA1AAAAMAAAAGcAAABOAAAATyWxQQ77nUEHMC...</td>\n      <td>22.776295</td>\n      <td>Alleghany Street</td>\n      <td>[-71.099348, 42.33047]</td>\n      <td>-71.099348</td>\n      <td>42.330470</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>173</th>\n      <td>34</td>\n      <td>0</td>\n      <td>s9QhgLbUIYAwAAAAkAAAAAAAAAAAAAAA2XmpQNgrgEEAAA...</td>\n      <td>4.111715</td>\n      <td></td>\n      <td>[-71.09454, 42.325354]</td>\n      <td>-71.094540</td>\n      <td>42.325354</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>174</th>\n      <td>35</td>\n      <td>0</td>\n      <td>DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA...</td>\n      <td>0.236958</td>\n      <td>Northeastern (Inbound)</td>\n      <td>[-71.090331, 42.339762]</td>\n      <td>-71.090331</td>\n      <td>42.339762</td>\n      <td>3</td>\n    </tr>\n  </tbody>\n</table>\n<p>175 rows × 9 columns</p>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(df)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:17:09.566860Z",
     "start_time": "2023-11-07T18:17:09.558481Z"
    }
   },
   "id": "17a8cc8fed5450a6"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Map"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "b20a57aa09792c39"
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "data": {
      "text/plain": "<folium.folium.Map at 0x146266710>",
      "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=\"&lt;!DOCTYPE html&gt;\n&lt;html&gt;\n&lt;head&gt;\n    \n    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n    \n        &lt;script&gt;\n            L_NO_TOUCH = false;\n            L_DISABLE_3D = false;\n        &lt;/script&gt;\n    \n    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n    \n            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n            &lt;style&gt;\n                #map_c5a1bb1f1c1b8812eee2f5c064d62877 {\n                    position: relative;\n                    width: 100.0%;\n                    height: 100.0%;\n                    left: 0.0%;\n                    top: 0.0%;\n                }\n                .leaflet-container { font-size: 1rem; }\n            &lt;/style&gt;\n        \n&lt;/head&gt;\n&lt;body&gt;\n    \n    \n            &lt;div class=&quot;folium-map&quot; id=&quot;map_c5a1bb1f1c1b8812eee2f5c064d62877&quot; &gt;&lt;/div&gt;\n        \n&lt;/body&gt;\n&lt;script&gt;\n    \n    \n            var map_c5a1bb1f1c1b8812eee2f5c064d62877 = L.map(\n                &quot;map_c5a1bb1f1c1b8812eee2f5c064d62877&quot;,\n                {\n                    center: [42.35888447428571, -71.07238628571429],\n                    crs: L.CRS.EPSG3857,\n                    zoom: 11,\n                    zoomControl: true,\n                    preferCanvas: false,\n                }\n            );\n\n            \n\n        \n    \n            var tile_layer_5f2242788014169819788ee9db10bf0a = L.tileLayer(\n                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n            ).addTo(map_c5a1bb1f1c1b8812eee2f5c064d62877);\n        \n    \n            var poly_line_54e798eb6aa0df22683db2e45737b91a = L.polyline(\n                [[42.364361, -71.054865], [42.376178, -71.060933], [42.376391, -71.060753], [42.380436, -71.060948], [42.398809, -71.061206], [42.403792, -71.058992], [42.389192, -71.033749], [42.386461, -71.032794], [42.385546, -71.039316], [42.380792, -71.034935], [42.377891, -71.028298], [42.382756, -71.011693], [42.390256, -71.005456], [42.390466, -70.997084], [42.391786, -70.99031], [42.389507, -70.969384], [42.411181, -70.993747], [42.420244, -70.985934], [42.418321, -70.99748], [42.421213, -71.027113], [42.412279, -71.031525], [42.411785, -71.01537], [42.398247, -71.028327], [42.397588, -71.035674], [42.391309, -71.036726], [42.390284, -71.038526], [42.393843, -71.041015], [42.402568, -71.051453], [42.422264, -71.043219], [42.418307, -71.050739], [42.42069, -71.055953], [42.407436, -71.062128], [42.397236, -71.072007], [42.400829, -71.112241], [42.396589, -71.122704], [42.429978, -71.203921], [42.410941, -71.168458], [42.388907, -71.133098], [42.388412, -71.119219], [42.38859, -71.119303], [42.378452, -71.115739], [42.378275, -71.114496], [42.376696, -71.115952], [42.383573, -71.112746], [42.383988, -71.110771], [42.382131, -71.102659], [42.382238, -71.102512], [42.380957, -71.097894], [42.380072, -71.096887], [42.381759, -71.093444], [42.379731, -71.094916], [42.377355, -71.094764], [42.374259, -71.110851], [42.375457, -71.119379], [42.373491, -71.118959], [42.373266, -71.120839], [42.338007, -71.099284], [42.329829, -71.090904], [42.339762, -71.090331]],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_c5a1bb1f1c1b8812eee2f5c064d62877);\n        \n    \n            var circle_marker_ce12e8a4d0e45430af2ecafbe51c85d5 = L.circleMarker(\n                [42.364361, -71.054865],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_c5a1bb1f1c1b8812eee2f5c064d62877);\n        \n    \n            var circle_marker_2321778f7a636f366a87a3c80e7471c9 = L.circleMarker(\n                [42.376178, -71.060933],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_c5a1bb1f1c1b8812eee2f5c064d62877);\n        \n    \n            var circle_marker_5fcf32db7271f6e14a9bbf1b6bb7ff9b = L.circleMarker(\n                [42.376391, -71.060753],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_c5a1bb1f1c1b8812eee2f5c064d62877);\n        \n    \n            var circle_marker_0521d93d6653cfe19496e177fd51c92f = L.circleMarker(\n                [42.380436, -71.060948],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_c5a1bb1f1c1b8812eee2f5c064d62877);\n        \n    \n            var circle_marker_d18b7effeff9a134efadc99adde5b954 = L.circleMarker(\n                [42.398809, -71.061206],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_c5a1bb1f1c1b8812eee2f5c064d62877);\n        \n    \n            var circle_marker_d185596efb971accf388baed21a175f8 = L.circleMarker(\n                [42.403792, -71.058992],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, 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     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a map\n",
    "m = folium.Map(location=[df['lon'].mean(), df['lat'].mean()], zoom_start=11)\n",
    "\n",
    "# Add the points and lines for the three routes with different colors\n",
    "colors = ['red', 'blue', 'green']\n",
    "\n",
    "for route in df['route'].unique():\n",
    "    df_route = df[df['route'] == route]\n",
    "    folium.PolyLine(df_route[['lon', 'lat']].values.tolist(), color=colors[route - 1]).add_to(m)\n",
    "    for i in range(len(df_route)):\n",
    "        folium.CircleMarker(df_route[['lon', 'lat']].iloc[i].values.tolist(), radius=3, color=colors[route - 1]).add_to(\n",
    "            m)\n",
    "        \n",
    "# Display the map\n",
    "m"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:17:09.664747Z",
     "start_time": "2023-11-07T18:17:09.566588Z"
    }
   },
   "id": "702adaec008a6ec8"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Results"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "a947e49e27c734e9"
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Route 1 has 57 waypoints\n",
      "Route 2 has 78 waypoints\n",
      "Route 3 has 34 waypoints\n"
     ]
    }
   ],
   "source": [
    "# Get the number of waypoints for each route\n",
    "route_1_waypoints = len(route_1_coordinates)\n",
    "route_2_waypoints = len(route_2_coordinates)\n",
    "route_3_waypoints = len(route_3_coordinates)\n",
    "print(\"Route 1 has {} waypoints\".format(route_1_waypoints))\n",
    "print(\"Route 2 has {} waypoints\".format(route_2_waypoints))\n",
    "print(\"Route 3 has {} waypoints\".format(route_3_waypoints))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:17:09.666099Z",
     "start_time": "2023-11-07T18:17:09.634214Z"
    }
   },
   "id": "4106acf2adad01d7"
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The trip will take 9.175 hours\n",
      "The trip will take 8.926111111111112 hours\n",
      "The trip will take 9.533333333333333 hours\n"
     ]
    }
   ],
   "source": [
    "# Get the trip time for each route\n",
    "trip_hrs_1 = utils.get_trip_time(route_1, route_1_waypoints, utils.list_to_string([centroids[0]]),\n",
    "                                 northeastern_coordinate)\n",
    "print(\"The trip will take {} hours\".format(trip_hrs_1))\n",
    "trip_hrs_2 = utils.get_trip_time(route_2, route_2_waypoints, utils.list_to_string([centroids[1]]),\n",
    "                                 northeastern_coordinate)\n",
    "print(\"The trip will take {} hours\".format(trip_hrs_2))\n",
    "trip_hrs_3 = utils.get_trip_time(route_3, route_3_waypoints, utils.list_to_string([centroids[2]]),\n",
    "                                 northeastern_coordinate)\n",
    "print(\"The trip will take {} hours\".format(trip_hrs_3))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:17:15.097884Z",
     "start_time": "2023-11-07T18:17:09.637760Z"
    }
   },
   "id": "c58106faf0fc7f4e"
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T18:17:15.098169Z",
     "start_time": "2023-11-07T18:17:15.094392Z"
    }
   },
   "id": "a2f10e3152b95a69"
  }
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