{
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  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "initial_id",
   "metadata": {
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    "ExecuteTime": {
     "end_time": "2023-11-06T00:26:14.565659Z",
     "start_time": "2023-11-06T00:26:14.551906Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import requests\n",
    "import folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "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",
    "coordinate_string = '-71.2038948,42.4299758;-71.1060828,42.3511927;-71.0969274,42.3446263;-71.130887,42.35304;-71.1459593,42.3501823;-71.1460435,42.3495825;-71.1217152,42.3426377;-71.1258765,42.331864;-71.1095021,42.3364675;-71.133103,42.3890049;-71.0851891,42.3500031;-71.1123834,42.3360385;-71.2273649,42.3145041;-71.0834061,42.341987;-71.0992038,42.3306454;-71.0990577,42.3381442;-71.0949218,42.3419564;-71.0942861,42.3413301;-71.0908104,42.329969;-71.0913583,42.3490205;-71.1000217,42.3323776;-71.1241295,42.3518397;-71.1618052,42.3245965;-71.1625829,42.340795;-71.167854,42.4107892;-71.155555,42.3317473;-71.1227278,42.3965778;-71.3598149,42.3140229;-71.1126695,42.3836229;-71.119149,42.3884;-71.0872846,42.2961434;-71.1427371,42.3433772;-71.1438455,42.3569102;-71.1313443,42.3525708;-71.1284677,42.3631904;-71.119301,42.388547;-71.097883,42.381008;-71.1107166,42.3741209;-71.1194344,42.3754427;-71.1013044,42.3627462;-71.1108423,42.3838224;-71.1026937,42.3820702;-71.1189467,42.373465;-71.1208817,42.3732344;-71.0968274,42.3799095;-71.094048,42.339381;-71.1854722,42.3621177;-71.1146697,42.3782386;-71.0935443,42.3817274;-71.0906355,42.3616095;-71.1161887,42.3766442;-71.0962734,42.3627993;-71.1155576,42.3784629;-71.0949101,42.3797674;-71.1087411,42.3640287;-71.09476,42.37736;-71.1014951,42.3614115;-71.1024769,42.3822934;-71.1011111,42.3636597;-71.0898829,42.3463992;-71.0983169,42.3319001;-71.0945712,42.3253252;-71.1122037,42.4008442'\n",
    "coordinates = requests.get('http://acetyl.net:5000/trip/v1/bike/' + northeastern_coordinate + coordinate_string)\n",
    "\n",
    "coordinates = coordinates.json()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:26:15.268775Z",
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   },
   "id": "aa618161182b5b07"
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "outputs": [],
   "source": [
    "# Create a dataframe from the JSON\n",
    "df = pd.DataFrame(coordinates['waypoints'])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:26:15.278022Z",
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    }
   },
   "id": "32c485788eedd94"
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "outputs": [],
   "source": [
    "# Separate the location column into lon and lat columns\n",
    "df['lat'] = df['location'].apply(lambda x: x[0])\n",
    "df['lon'] = df['location'].apply(lambda x: x[1])\n",
    "\n",
    "df['waypoint_index'] = df['waypoint_index'].astype(int)\n",
    "\n",
    "# Map out the waypoints in order of the waypoint index\n",
    "df = df.sort_values(by=['waypoint_index'])"
   ],
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    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:26:15.284313Z",
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   "id": "535ab02638d20cb2"
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  {
   "cell_type": "code",
   "execution_count": 66,
   "outputs": [
    {
     "data": {
      "text/plain": "    waypoint_index  trips_index  \\\n0                0            0   \n14               1            0   \n60               2            0   \n46               3            0   \n16               4            0   \n..             ...          ...   \n61              59            0   \n15              60            0   \n19              61            0   \n31              62            0   \n62              63            0   \n\n                                                 hint   distance  \\\n0   DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA...   0.236958   \n14  lhgDgIkYA4BkAAAAIgEAAFoBAAAaAAAAJyAzQWNrAEI8Ax...   7.134933   \n60  tg0igLoNIoAOAAAAAAAAADwAAADtAQAA8CrBQAAAAACcrM...  17.496916   \n46  k4chgBiIIYAKAAAAFwAAAPQDAAB_AgAAHn2aP-biHUBi6e...  36.240351   \n16  rLwhgLG8IYAEAAAABQAAADAAAABsAAAA1X8CQHGb7D9Kz6...  24.054372   \n..                                                ...        ...   \n61  g38hgI1_IYBOAAAAfwAAAAAAAAAAAAAAZ4ECQsbEUkIAAA...  12.789906   \n15  cX8hgJF_IYA1AAAAMAAAAGcAAABOAAAATyWxQQ77nUEHMC...  22.776295   \n19  5tYhgJHXIYAIAAAArQAAADwAAABCAQAAaRlbQD16mUGpAc...  17.374491   \n31  WhEngAASJ4BcAAAAdwAAAHoBAAAFAAAAI3gkQQlZRUJLNi...  13.907079   \n62  s9QhgLbUIYAwAAAAkAAAAAAAAAAAAAAA2XmpQNgrgEEAAA...   4.111715   \n\n                      name                 location        lat        lon  \n0   Northeastern (Inbound)  [-71.090331, 42.339762] -71.090331  42.339762  \n14                           [-71.083465, 42.34194] -71.083465  42.341940  \n60        Public Alley 901  [-71.089677, 42.346361] -71.089677  42.346361  \n46                          [-71.093834, 42.339096] -71.093834  42.339096  \n16                          [-71.099284, 42.338007] -71.099284  42.338007  \n..                     ...                      ...        ...        ...  \n61          Tremont Street  [-71.098267, 42.332009] -71.098267  42.332009  \n15        Alleghany Street   [-71.099348, 42.33047] -71.099348  42.330470  \n19           Dudley Street  [-71.090904, 42.329829] -71.090904  42.329829  \n31        Blue Hill Avenue  [-71.087449, 42.296172] -71.087449  42.296172  \n62                           [-71.09454, 42.325354] -71.094540  42.325354  \n\n[64 rows x 8 columns]",
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     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df"
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    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:26:15.297169Z",
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  {
   "cell_type": "code",
   "execution_count": 67,
   "outputs": [
    {
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style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;/div&gt;`)[0];\n                popup_f3884ec1eed10cc6a041bec9224e46ed.setContent(html_42fc8bb0411473af5a79f82add8156dd);\n            \n        \n\n        marker_ae2fd5398f53e13750199c7b8c37368e.bindPopup(popup_f3884ec1eed10cc6a041bec9224e46ed)\n        ;\n\n        \n    \n&lt;/script&gt;\n&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
     },
     "execution_count": 67,
     "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 a marker for each waypoint and connect with a line as the salesman would travel\n",
    "for i in range(len(df)):\n",
    "    folium.Marker([df.iloc[i]['lon'], df.iloc[i]['lat']], popup=df.iloc[i]['name']).add_to(m)\n",
    "    if i < len(df) - 1:\n",
    "        folium.PolyLine([[df.iloc[i]['lon'], df.iloc[i]['lat']], [df.iloc[i + 1]['lon'], df.iloc[i + 1]['lat']]],\n",
    "                        color=\"red\", weight=2.5, opacity=1).add_to(m)\n",
    "\n",
    "# Display the map\n",
    "m"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:26:15.360267Z",
     "start_time": "2023-11-06T00:26:15.298760Z"
    }
   },
   "id": "80fd847da2833913"
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The trip will take 10.198055555555555 hours\n"
     ]
    }
   ],
   "source": [
    "trip_hrs = int(coordinates['trips'][0]['duration'])/3600\n",
    "print(\"The trip will take {} hours\".format(trip_hrs))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:26:15.360383Z",
     "start_time": "2023-11-06T00:26:15.353591Z"
    }
   },
   "id": "a3ec09dfb5cbb5b3"
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-06T00:26:15.360410Z",
     "start_time": "2023-11-06T00:26:15.355568Z"
    }
   },
   "id": "be94c3708a1bd250"
  }
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