{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2023-11-06T01:23:16.767323Z",
     "start_time": "2023-11-06T01:23:16.761053Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import requests\n",
    "import folium\n",
    "import utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [],
   "source": [
    "# Create a JSON request for the API\n",
    "# This is the data we want to get from the API\n",
    "northeastern_coordinate = \"-71.09033,42.33976;\"\n",
    "route_1 = '-71.2038948,42.4299758;-71.1060828,42.3511927;-71.0969274,42.3446263;-71.130887,42.35304;-71.1459593,42.3501823;-71.1460435,42.3495825;-71.1217152,42.3426377;-71.1258765,42.331864;-71.1095021,42.3364675;-71.133103,42.3890049;-71.1123834,42.3360385;-71.2273649,42.3145041;-71.0992038,42.3306454;-71.0990577,42.3381442;-71.0949218,42.3419564;-71.0942861,42.3413301;-71.0913583,42.3490205;-71.1000217,42.3323776;-71.1241295,42.3518397;-71.1618052,42.3245965;-71.1625829,42.340795;-71.167854,42.4107892;-71.155555,42.3317473;-71.1227278,42.3965778;-71.1126695,42.3836229;-71.119149,42.3884;-71.1427371,42.3433772;-71.1438455,42.3569102;-71.1313443,42.3525708;-71.1284677,42.3631904;-71.119301,42.388547;-71.097883,42.381008;-71.1107166,42.3741209;-71.1194344,42.3754427;-71.1013044,42.3627462;-71.1108423,42.3838224;-71.1026937,42.3820702;-71.1189467,42.373465;-71.1208817,42.3732344;-71.0968274,42.3799095;-71.094048,42.339381;-71.1854722,42.3621177;-71.1146697,42.3782386;-71.0935443,42.3817274;-71.0906355,42.3616095;-71.1161887,42.3766442;-71.0962734,42.3627993;-71.1155576,42.3784629;-71.0949101,42.3797674;-71.1087411,42.3640287;-71.09476,42.37736;-71.1014951,42.3614115;-71.1024769,42.3822934;-71.1011111,42.3636597;-71.0898829,42.3463992;-71.0983169,42.3319001'\n",
    "route_2 = '-71.0553792,42.3688272;-71.0688746,42.3576234;-71.0754527,42.3565057;-71.0620802,42.3579151;-71.0586014,42.357357;-71.0572023,42.3587627;-71.0556268,42.36521;-71.0720926,42.3489004;-71.067859,42.3500079;-71.0632036,42.3556154;-71.0620134,42.3248471;-71.0851891,42.3500031;-71.066414,42.354296;-71.0834061,42.341987;-71.0569649,42.3604952;-71.0498714,42.3256817;-71.0908104,42.329969;-71.0616035,42.3537983;-71.0359433,42.3485465;-71.0638101,42.3587772;-71.0555003,42.3640137;-71.0712561,42.3407613;-71.0561781,42.3668968;-71.0664019,42.3554589;-71.059228,42.359349;-71.0668408,42.3524116;-71.0872846,42.2961434;-71.062146,42.366198;-71.0651214,42.3553972;-71.0596124,42.3509517;-71.0359354,42.3478381;-71.061757,42.3691906;-71.0609962,42.3803747;-71.0516339,42.3609921;-71.0809932,42.3675275;-71.0545357,42.3597994;-71.0342146,42.316274;-71.0756902,42.3695046;-71.0678704,42.3701829;-71.0656594,42.3718401;-71.0611749,42.3551807;-71.0554239,42.3739796;-71.0631664,42.3741694;-71.056823,42.361531;-71.0632852,42.2857047;-71.0637877,42.2845163;-71.0496839,42.3519736;-71.0454645,42.3162356;-71.0336324,42.3441918;-71.0487437,42.3508756;-71.0512911,42.3521821;-71.0013637,42.2075316;-71.0607764,42.3763541;-71.0374911,42.316031;-71.0125206,42.3378699;-71.0672898,42.3523158;-71.02832,42.2576602;-71.0502126,42.3516479;-71.0331956,42.3639107;-71.0432778,42.3528151;-71.0035279,42.2392354;-71.0470633,42.3537343;-71.0352443,42.3291218;-71.0240951,42.2743442;-71.0234949,42.3358743;-70.985881,42.420226;-71.0005483,42.2454086;-71.0096371,42.3367603;-71.0447796,42.3509709;-71.0092883,42.2763168;-71.0404428,42.3478375;-71.056908,42.361288;-71.0667744,42.3270498;-71.0119933,42.2806539'"
   ],
   "metadata": {
    "collapsed": false,
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     "end_time": "2023-11-06T01:23:16.774149Z",
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    }
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   "id": "aa618161182b5b07"
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [],
   "source": [
    "# Create a dataframe from the JSON\n",
    "df1 = utils.create_json_df(northeastern_coordinate + route_1)\n",
    "df2 = utils.create_json_df(northeastern_coordinate + route_2)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T01:23:18.694403Z",
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    }
   },
   "id": "32c485788eedd94"
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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": "2023-11-06T01:23:18.698699Z",
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   "id": "49dba1f17ca8337e"
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  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
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      "text/plain": "    waypoint_index  trips_index  \\\n0                0            0   \n17               1            0   \n22               2            0   \n73               3            0   \n11               4            0   \n..             ...          ...   \n3               70            0   \n12              71            0   \n9               72            0   \n8               73            0   \n14              74            0   \n\n                                                 hint   distance  \\\n0   DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA...   0.236958   \n17  5tYhgJHXIYAIAAAArQAAADwAAABCAQAAaRlbQD16mUGpAc...  17.374491   \n22  XAAigHIAIoBKAAAASwAAAFUAAABDAQAARGUEQURlBEG2ZR...  11.054154   \n73  CdQhgB0OA4AYAAAAHgAAADkAAAAAAAAALdMlQdSMQ0Fd0r...  10.970598   \n11  43YhgPN2IYA1AAAAJAAAAAAAAAA5AAAAEha0QWgpbEEAAA...  18.896385   \n..                                                ...        ...   \n3   jt4hgJLeIYA7AAAALQAAAAAAAAAAAAAA4gPGQasVlUEAAA...   4.709088   \n12  0OEhgPvhIYADAAAABgAAAA8AAAA0AAAA2lq-PipQFD-Y-N...   2.009578   \n9   m8shgJ7LIYAOAAAAXgEAAAAAAAAAAAAAOFW-QDE5G0IAAA...   1.716409   \n8   YQ0DgBTPIYDvAAAAdAAAAAAAAAAAAAAAsgLVQbMxTUEAAA...   4.830022   \n14  lhgDgIkYA4BkAAAAIgEAAFoBAAAaAAAAJyAzQWNrAEI8Ax...   7.134933   \n\n                      name                 location        lat        lon  \\\n0   Northeastern (Inbound)  [-71.090331, 42.339762] -71.090331  42.339762   \n17           Dudley Street  [-71.090904, 42.329829] -71.090904  42.329829   \n22                           [-71.071196, 42.34085] -71.071196  42.340850   \n73                          [-71.066844, 42.327134] -71.066844  42.327134   \n11             Lucy Street   [-71.06221, 42.324934] -71.062210  42.324934   \n..                     ...                      ...        ...        ...   \n3                           [-71.075414, 42.356537] -71.075414  42.356537   \n12                          [-71.085166, 42.349997] -71.085166  42.349997   \n9          Piedmont Street  [-71.067854, 42.349993] -71.067854  42.349993   \n8                           [-71.072038, 42.348915] -71.072038  42.348915   \n14                           [-71.083465, 42.34194] -71.083465  42.341940   \n\n    route  \n0       2  \n17      2  \n22      2  \n73      2  \n11      2  \n..    ...  \n3       2  \n12      2  \n9       2  \n8       2  \n14      2  \n\n[75 rows x 9 columns]",
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(df2)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T01:23:18.708601Z",
     "start_time": "2023-11-06T01:23:18.705324Z"
    }
   },
   "id": "f231d9a35358988c"
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
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     },
     "execution_count": 15,
     "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(m)\n",
    "\n",
    "# Display the map\n",
    "m"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T01:23:18.781393Z",
     "start_time": "2023-11-06T01:23:18.709803Z"
    }
   },
   "id": "80fd847da2833913"
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The trip will take 6.789722222222222 hours\n",
      "The trip will take 9.955833333333333 hours\n"
     ]
    }
   ],
   "source": [
    "trip_hrs_1 = utils.get_trip_time(route_1)\n",
    "print(\"The trip will take {} hours\".format(trip_hrs_1))\n",
    "trip_hrs_2 = utils.get_trip_time(route_2)\n",
    "print(\"The trip will take {} hours\".format(trip_hrs_2))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T01:23:20.448487Z",
     "start_time": "2023-11-06T01:23:18.761079Z"
    }
   },
   "id": "a3ec09dfb5cbb5b3"
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    waypoint_index  trips_index  \\\n",
      "20              20            0   \n",
      "\n",
      "                                                 hint  distance         name  \\\n",
      "20  2M4pgNrOKYCCAQAADAAAAAAAAAAAAAAALKILQ27Ah0AAAA...       0.0  Echo Bridge   \n",
      "\n",
      "                   location        lat        lon  route  \n",
      "20  [-71.227365, 42.314504] -71.227365  42.314504      1  \n"
     ]
    }
   ],
   "source": [
    "# Find the westmost point in Route 1\n",
    "df1 = df[df['route'] == 1]\n",
    "west = df1[df1['lon'] == df1['lon'].min()]\n",
    "print(west)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T01:23:20.455714Z",
     "start_time": "2023-11-06T01:23:20.453647Z"
    }
   },
   "id": "be94c3708a1bd250"
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [],
   "source": [
    "# Remove the westmost point from Route 1\n",
    "df = df.drop(west.index)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T01:23:20.460791Z",
     "start_time": "2023-11-06T01:23:20.456599Z"
    }
   },
   "id": "21fef07e5b2a03a0"
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T01:23:20.460900Z",
     "start_time": "2023-11-06T01:23:20.458522Z"
    }
   },
   "id": "eafe5678c44e94fd"
  }
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