path: root/ZestySalesman.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2023-11-07T23:05:35.179983Z",
     "start_time": "2023-11-07T23:05:34.039783Z"
    }
   },
   "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": "2023-11-07T23:05:35.194166Z",
     "start_time": "2023-11-07T23:05:35.181233Z"
    }
   },
   "id": "73b780e762c9de37"
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "# Create two centroids, one in the North End and one in the Seaport District\n",
    "centroids = [[42.365, -71.054], [42.351, -71.045]]\n",
    "\n",
    "northeastern_coordinate = \"-71.09033,42.33976\""
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T23:05:35.195314Z",
     "start_time": "2023-11-07T23:05:35.193156Z"
    }
   },
   "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": "2023-11-07T23:05:35.201800Z",
     "start_time": "2023-11-07T23:05:35.197747Z"
    }
   },
   "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": "2023-11-07T23:05:35.215762Z",
     "start_time": "2023-11-07T23:05:35.200811Z"
    }
   },
   "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": "2023-11-07T23:05:35.215916Z",
     "start_time": "2023-11-07T23:05:35.204173Z"
    }
   },
   "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[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": "2023-11-07T23:05:35.216384Z",
     "start_time": "2023-11-07T23:05:35.206794Z"
    }
   },
   "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",
    "_, routes = utils.cluster_and_optimize(TotalList, centroids, northeastern_coordinate,\n",
    "                                       time_diff=0.25, max_time=24)\n",
    "\n",
    "route_1_coordinates = routes[0]\n",
    "route_2_coordinates = routes[1]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T23:06:04.963804Z",
     "start_time": "2023-11-07T23:05:35.213646Z"
    }
   },
   "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": "2023-11-07T23:06:04.981278Z",
     "start_time": "2023-11-07T23:06:04.967948Z"
    }
   },
   "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": "2023-11-07T23:06:07.185941Z",
     "start_time": "2023-11-07T23:06:04.976840Z"
    }
   },
   "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": "2023-11-07T23:06:07.206851Z",
     "start_time": "2023-11-07T23:06:07.193514Z"
    }
   },
   "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..              ...          ...   \n168              61            0   \n169              62            0   \n170              63            0   \n171              64            0   \n172              65            0   \n\n                                                  hint   distance  \\\n0    1IwsgDuNLIBFAAAAWgEAAA8AAAAAAAAAFQP1QGa9GUI7qN...   8.262982   \n1    G4gsgDiILICSAwAA5gAAAOkAAAAAAAAAQljLQnyXy0Fhy8...   2.602121   \n2    gIosgLaKLIDOAAAArgAAAFwBAAAAAAAAp3O3QafxmUEQiR...  15.458439   \n3    HpwsgCKcLIAAAAAAEgAAAAAAAAAAAAAAAAAAACg870AAAA...  39.201677   \n4    qn8sgKt_LIAfAAAAAAAAAAAAAAAAAAAA2ElcQAAAAAAAAA...  39.331841   \n..                                                 ...        ...   \n168  7hAigPYQIoA2AgAAYwEAAAAAAAAAAAAAnsd7Qq9XHUIAAA...   7.478611   \n169  bwwigH0MIoAFAAAAEAAAAFUAAAArAAAAag0xP3921D-BFx...   8.340476   \n170  MQwigFwMIoAoAAAANQAAABwAAAB-AAAAoidqQSAYl0GvUh...  11.504463   \n171  k4chgBiIIYAKAAAAFwAAAPQDAAB_AgAAHn2aP-biHUBi6e...  36.240351   \n172  DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA...   0.236958   \n\n                       name                 location        lat        lon  \\\n0                            [-71.053931, 42.365054] -71.053931  42.365054   \n1                            [-71.056164, 42.366918] -71.056164  42.366918   \n2                            [-71.055561, 42.368861] -71.055561  42.368861   \n3                            [-71.062507, 42.365968] -71.062507  42.365968   \n4                            [-71.064277, 42.358851] -71.064277  42.358851   \n..                      ...                      ...        ...        ...   \n168                          [-71.096959, 42.344689] -71.096959  42.344689   \n169                          [-71.095003, 42.342001] -71.095003  42.342001   \n170                          [-71.094327, 42.341231] -71.094327  42.341231   \n171                          [-71.093834, 42.339096] -71.093834  42.339096   \n172  Northeastern (Inbound)  [-71.090331, 42.339762] -71.090331  42.339762   \n\n     route  \n0        1  \n1        1  \n2        1  \n3        1  \n4        1  \n..     ...  \n168      2  \n169      2  \n170      2  \n171      2  \n172      2  \n\n[173 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>1IwsgDuNLIBFAAAAWgEAAA8AAAAAAAAAFQP1QGa9GUI7qN...</td>\n      <td>8.262982</td>\n      <td></td>\n      <td>[-71.053931, 42.365054]</td>\n      <td>-71.053931</td>\n      <td>42.365054</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</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>2</th>\n      <td>2</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>3</th>\n      <td>3</td>\n      <td>0</td>\n      <td>HpwsgCKcLIAAAAAAEgAAAAAAAAAAAAAAAAAAACg870AAAA...</td>\n      <td>39.201677</td>\n      <td></td>\n      <td>[-71.062507, 42.365968]</td>\n      <td>-71.062507</td>\n      <td>42.365968</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4</td>\n      <td>0</td>\n      <td>qn8sgKt_LIAfAAAAAAAAAAAAAAAAAAAA2ElcQAAAAAAAAA...</td>\n      <td>39.331841</td>\n      <td></td>\n      <td>[-71.064277, 42.358851]</td>\n      <td>-71.064277</td>\n      <td>42.358851</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>168</th>\n      <td>61</td>\n      <td>0</td>\n      <td>7hAigPYQIoA2AgAAYwEAAAAAAAAAAAAAnsd7Qq9XHUIAAA...</td>\n      <td>7.478611</td>\n      <td></td>\n      <td>[-71.096959, 42.344689]</td>\n      <td>-71.096959</td>\n      <td>42.344689</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>169</th>\n      <td>62</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>170</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>171</th>\n      <td>64</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>172</th>\n      <td>65</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>173 rows × 9 columns</p>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(df)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T23:06:07.219423Z",
     "start_time": "2023-11-07T23:06:07.214064Z"
    }
   },
   "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 0x14fd8be10>",
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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": "2023-11-07T23:06:07.316817Z",
     "start_time": "2023-11-07T23:06:07.221200Z"
    }
   },
   "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 105 waypoints\n",
      "Route 2 has 64 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": "2023-11-07T23:06:07.318988Z",
     "start_time": "2023-11-07T23:06:07.297230Z"
    }
   },
   "id": "f53c97acec1c2fc4"
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The trip will take 13.1925 hours\n",
      "The trip will take 13.017777777777777 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": "2023-11-07T23:06:09.735945Z",
     "start_time": "2023-11-07T23:06:07.299647Z"
    }
   },
   "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",
    "# Add a third centroid in the Financial District\n",
    "centroids.append([42.356, -71.055])\n",
    "_, routes = utils.cluster_and_optimize(TotalList, centroids, northeastern_coordinate, time_diff=0.3, max_time=24)\n",
    "\n",
    "route_1_coordinates = routes[0]\n",
    "route_2_coordinates = routes[1]\n",
    "route_3_coordinates = routes[2]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T23:07:36.195528Z",
     "start_time": "2023-11-07T23:06:09.732162Z"
    }
   },
   "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": "2023-11-07T23:07:36.198703Z",
     "start_time": "2023-11-07T23:07:36.194798Z"
    }
   },
   "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": "2023-11-07T23:07:38.315154Z",
     "start_time": "2023-11-07T23:07:36.199174Z"
    }
   },
   "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": "2023-11-07T23:07:38.325567Z",
     "start_time": "2023-11-07T23:07:38.320173Z"
    }
   },
   "id": "c3a5c5d6f3ac46c0"
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "data": {
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      "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>1IwsgDuNLIBFAAAAWgEAAA8AAAAAAAAAFQP1QGa9GUI7qN...</td>\n      <td>8.262982</td>\n      <td></td>\n      <td>[-71.053931, 42.365054]</td>\n      <td>-71.053931</td>\n      <td>42.365054</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</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>2</th>\n      <td>2</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>3</th>\n      <td>3</td>\n      <td>0</td>\n      <td>HpwsgCKcLIAAAAAAEgAAAAAAAAAAAAAAAAAAACg870AAAA...</td>\n      <td>39.201677</td>\n      <td></td>\n      <td>[-71.062507, 42.365968]</td>\n      <td>-71.062507</td>\n      <td>42.365968</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4</td>\n      <td>0</td>\n      <td>LRUugHAVLoA1AAAA7wEAAKAAAADqAAAAYZa9QBEBXEIOWo...</td>\n      <td>1.865658</td>\n      <td></td>\n      <td>[-71.061735, 42.369195]</td>\n      <td>-71.061735</td>\n      <td>42.369195</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>49</td>\n      <td>0</td>\n      <td>7hAigPYQIoA2AgAAYwEAAAAAAAAAAAAAnsd7Qq9XHUIAAA...</td>\n      <td>7.478611</td>\n      <td></td>\n      <td>[-71.096959, 42.344689]</td>\n      <td>-71.096959</td>\n      <td>42.344689</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>171</th>\n      <td>50</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>3</td>\n    </tr>\n    <tr>\n      <th>172</th>\n      <td>51</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>3</td>\n    </tr>\n    <tr>\n      <th>173</th>\n      <td>52</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>3</td>\n    </tr>\n    <tr>\n      <th>174</th>\n      <td>53</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": "2023-11-07T23:07:38.333653Z",
     "start_time": "2023-11-07T23:07:38.322616Z"
    }
   },
   "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 0x14fd934d0>",
      "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 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&quot;map_0f95b100b8e3f51c9cc2f855eec349c4&quot;,\n                {\n                    center: [42.358875045714285, -71.07219397714287],\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_e4548a6b00a97a4a8edd98e58d658fe3 = 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, 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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": "2023-11-07T23:07:38.444061Z",
     "start_time": "2023-11-07T23:07:38.336503Z"
    }
   },
   "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 61 waypoints\n",
      "Route 2 has 56 waypoints\n",
      "Route 3 has 52 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": "2023-11-07T23:07:38.445284Z",
     "start_time": "2023-11-07T23:07:38.401884Z"
    }
   },
   "id": "4106acf2adad01d7"
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The trip will take 9.394444444444444 hours\n",
      "The trip will take 8.852777777777778 hours\n",
      "The trip will take 9.325555555555555 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": "2023-11-07T23:07:40.521741Z",
     "start_time": "2023-11-07T23:07:38.405889Z"
    }
   },
   "id": "c58106faf0fc7f4e"
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 10 ROUTES (because I can)"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "4068a0b6460f19ab"
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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",
    "# Add seven more centroids around Boston with different latitudes and longitudes\n",
    "for i in range(7):\n",
    "    centroids.append([42.365 + i * 0.01, -71.054 + i * 0.01])\n",
    "\n",
    "_, routes = utils.cluster_and_optimize(TotalList, centroids, northeastern_coordinate, time_diff=0.5, max_time=24)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T23:09:18.376367Z",
     "start_time": "2023-11-07T23:07:40.529888Z"
    }
   },
   "id": "5995d6556f940e67"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Create JSON"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "8c6f5aeb5e6c2832"
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [],
   "source": [
    "# Create a JSON request for the API\n",
    "# This is the data we want to get from the API\n",
    "route_strings = []\n",
    "for route in routes:\n",
    "    route_strings.append(utils.list_to_string(route))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T23:09:18.395941Z",
     "start_time": "2023-11-07T23:09:18.378652Z"
    }
   },
   "id": "375b090921cab03e"
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [],
   "source": [
    "# Create a dataframe from the JSON\n",
    "dfs = []\n",
    "for i in range(len(routes)):\n",
    "    dfs.append(utils.create_json_df(route_strings[i], utils.list_to_string([centroids[i]]), northeastern_coordinate))\n",
    "    \n",
    "# Concatenate the dataframes\n",
    "df = pd.concat(dfs, ignore_index=True)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T23:09:21.149586Z",
     "start_time": "2023-11-07T23:09:18.384347Z"
    }
   },
   "id": "74f619c6df3bd6c4"
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/8b/9mzlkxlx3zx9nmpy8prjpmm80000gn/T/ipykernel_42497/2886398449.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['route'].iloc[i * len(routes[i]):(i + 1) * len(routes[i])] = i + 1\n"
     ]
    }
   ],
   "source": [
    "# Add columns for the route number\n",
    "for i in range(len(routes)):\n",
    "    df['route'].iloc[i * len(routes[i]):(i + 1) * len(routes[i])] = i + 1"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T23:10:17.312994Z",
     "start_time": "2023-11-07T23:10:17.307208Z"
    }
   },
   "id": "488924ebe78c61aa"
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "outputs": [
    {
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      "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>1IwsgDuNLIBFAAAAWgEAAA8AAAAAAAAAFQP1QGa9GUI7qN...</td>\n      <td>8.262982</td>\n      <td></td>\n      <td>[-71.053931, 42.365054]</td>\n      <td>-71.053931</td>\n      <td>42.365054</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</td>\n      <td>0</td>\n      <td>LRUugHAVLoA1AAAA7wEAAKAAAADqAAAAYZa9QBEBXEIOWo...</td>\n      <td>1.865658</td>\n      <td></td>\n      <td>[-71.061735, 42.369195]</td>\n      <td>-71.061735</td>\n      <td>42.369195</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2</td>\n      <td>0</td>\n      <td>lM4AgM3LAIAEAAAAHAAAAJEAAAC_AgAAyLv6PxJ7NEGyPn...</td>\n      <td>2.242639</td>\n      <td>Miller's River Littoral Way</td>\n      <td>[-71.065634, 42.371832]</td>\n      <td>-71.065634</td>\n      <td>42.371832</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>3</td>\n      <td>0</td>\n      <td>ZQ0fgPINH4AgAAAAEQAAAFEAAAAqAAAArYRYQRHu20BfWQ...</td>\n      <td>48.627645</td>\n      <td></td>\n      <td>[-71.06828, 42.369868]</td>\n      <td>-71.068280</td>\n      <td>42.369868</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4</td>\n      <td>0</td>\n      <td>HR8ugIJiBICVAQAARwAAAAAAAACLAAAAQ1M0Qu3l-EAAAA...</td>\n      <td>0.645763</td>\n      <td></td>\n      <td>[-71.094764, 42.377355]</td>\n      <td>-71.094764</td>\n      <td>42.377355</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>184</th>\n      <td>11</td>\n      <td>0</td>\n      <td>-2EugABiLoCcAQAAigAAAAAAAAAAAAAAMQI3QqZ0dUEAAA...</td>\n      <td>7.363621</td>\n      <td></td>\n      <td>[-71.102659, 42.382131]</td>\n      <td>-71.102659</td>\n      <td>42.382131</td>\n      <td>10</td>\n    </tr>\n    <tr>\n      <th>185</th>\n      <td>12</td>\n      <td>0</td>\n      <td>VSIfgAYjH4AUAAAAAAAAACUBAADDAAAAaIcPQAAAAADYBw...</td>\n      <td>18.888832</td>\n      <td></td>\n      <td>[-71.110851, 42.374259]</td>\n      <td>-71.110851</td>\n      <td>42.374259</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>186</th>\n      <td>13</td>\n      <td>0</td>\n      <td>0OEhgPvhIYADAAAABgAAAA8AAAA0AAAA2lq-PipQFD-Y-N...</td>\n      <td>2.009578</td>\n      <td></td>\n      <td>[-71.085166, 42.349997]</td>\n      <td>-71.085166</td>\n      <td>42.349997</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>187</th>\n      <td>14</td>\n      <td>0</td>\n      <td>C-AhgGbgIYBZAAAAMQAAAAAAAABqAAAAj5QfQS1zq0AAAA...</td>\n      <td>4.887502</td>\n      <td></td>\n      <td>[-71.091358, 42.348977]</td>\n      <td>-71.091358</td>\n      <td>42.348977</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>188</th>\n      <td>15</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>6</td>\n    </tr>\n  </tbody>\n</table>\n<p>189 rows × 9 columns</p>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display the dataframe\n",
    "display(df)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T23:10:19.393773Z",
     "start_time": "2023-11-07T23:10:19.390813Z"
    }
   },
   "id": "8e436ba5d3949420"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Map"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "1552586cb84a48c5"
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "outputs": [
    {
     "data": {
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     },
     "execution_count": 37,
     "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', 'orange', 'purple', 'pink', 'black', 'gray', 'brown', 'yellow']\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": "2023-11-07T23:13:22.619199Z",
     "start_time": "2023-11-07T23:13:22.527566Z"
    }
   },
   "id": "4305c6981e48e87f"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Results"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "4723f2f26efe49d3"
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Route 1 has 20 waypoints\n",
      "Route 2 has 10 waypoints\n",
      "Route 3 has 28 waypoints\n",
      "Route 4 has 1 waypoints\n",
      "Route 5 has 15 waypoints\n",
      "Route 6 has 37 waypoints\n",
      "Route 7 has 18 waypoints\n",
      "Route 8 has 16 waypoints\n",
      "Route 9 has 10 waypoints\n",
      "Route 10 has 14 waypoints\n"
     ]
    }
   ],
   "source": [
    "# Get the number of waypoints for each route\n",
    "route_waypoints = []\n",
    "for route in routes:\n",
    "    route_waypoints.append(len(route))\n",
    "for i in range(len(route_waypoints)):\n",
    "    print(\"Route {} has {} waypoints\".format(i + 1, route_waypoints[i]))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T23:12:32.990935Z",
     "start_time": "2023-11-07T23:12:32.987254Z"
    }
   },
   "id": "5887f93dd890bc77"
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The trip will take 3.1816666666666666 hours\n",
      "The trip will take 3.8113888888888887 hours\n",
      "The trip will take 3.9852777777777777 hours\n",
      "The trip will take 3.8975 hours\n",
      "The trip will take 4.088611111111111 hours\n",
      "The trip will take 4.039444444444444 hours\n",
      "The trip will take 3.17 hours\n",
      "The trip will take 3.209722222222222 hours\n",
      "The trip will take 4.1275 hours\n",
      "The trip will take 3.2069444444444444 hours\n"
     ]
    }
   ],
   "source": [
    "# Get the trip time for each route\n",
    "trip_hrs = []\n",
    "for i in range(len(routes)):\n",
    "    trip_hrs.append(utils.get_trip_time(route_strings[i], route_waypoints[i], utils.list_to_string([centroids[i]]),\n",
    "                                        northeastern_coordinate))\n",
    "for i in range(len(trip_hrs)):\n",
    "    print(\"The trip will take {} hours\".format(trip_hrs[i]))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-07T23:11:11.477373Z",
     "start_time": "2023-11-07T23:11:08.172393Z"
    }
   },
   "id": "3a4b529fc3f2b336"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "a4cf5509f890423a"
  }
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