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-rw-r--r--ZestySalesman.ipynb167
1 files changed, 110 insertions, 57 deletions
diff --git a/ZestySalesman.ipynb b/ZestySalesman.ipynb
index fb03d13..7e74f46 100644
--- a/ZestySalesman.ipynb
+++ b/ZestySalesman.ipynb
@@ -2,13 +2,13 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 62,
+ "execution_count": 10,
"id": "initial_id",
"metadata": {
"collapsed": true,
"ExecuteTime": {
- "end_time": "2023-11-06T00:26:14.565659Z",
- "start_time": "2023-11-06T00:26:14.551906Z"
+ "end_time": "2023-11-06T01:23:16.767323Z",
+ "start_time": "2023-11-06T01:23:16.761053Z"
}
},
"outputs": [],
@@ -16,107 +16,104 @@
"import pandas as pd\n",
"import numpy as np\n",
"import requests\n",
- "import folium"
+ "import folium\n",
+ "import utils"
]
},
{
"cell_type": "code",
- "execution_count": 63,
+ "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",
- "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()"
+ "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,
"ExecuteTime": {
- "end_time": "2023-11-06T00:26:15.268775Z",
- "start_time": "2023-11-06T00:26:14.558083Z"
+ "end_time": "2023-11-06T01:23:16.774149Z",
+ "start_time": "2023-11-06T01:23:16.765417Z"
}
},
"id": "aa618161182b5b07"
},
{
"cell_type": "code",
- "execution_count": 64,
+ "execution_count": 12,
"outputs": [],
"source": [
"# Create a dataframe from the JSON\n",
- "df = pd.DataFrame(coordinates['waypoints'])"
+ "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": "2023-11-06T00:26:15.278022Z",
- "start_time": "2023-11-06T00:26:15.269158Z"
+ "end_time": "2023-11-06T01:23:18.694403Z",
+ "start_time": "2023-11-06T01:23:16.768656Z"
}
},
"id": "32c485788eedd94"
},
{
"cell_type": "code",
- "execution_count": 65,
+ "execution_count": 13,
"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",
+ "# Add columns for the route number\n",
+ "df1['route'] = 1\n",
+ "df2['route'] = 2\n",
"\n",
- "# Map out the waypoints in order of the waypoint index\n",
- "df = df.sort_values(by=['waypoint_index'])"
+ "# Concatenate the two dataframes\n",
+ "df = pd.concat([df1, df2], ignore_index=True)"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
- "end_time": "2023-11-06T00:26:15.284313Z",
- "start_time": "2023-11-06T00:26:15.275568Z"
+ "end_time": "2023-11-06T01:23:18.698699Z",
+ "start_time": "2023-11-06T01:23:18.696008Z"
}
},
- "id": "535ab02638d20cb2"
+ "id": "49dba1f17ca8337e"
},
{
"cell_type": "code",
- "execution_count": 66,
+ "execution_count": 14,
"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]",
- "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 </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0</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 </tr>\n <tr>\n <th>14</th>\n <td>1</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 </tr>\n <tr>\n <th>60</th>\n <td>2</td>\n <td>0</td>\n <td>tg0igLoNIoAOAAAAAAAAADwAAADtAQAA8CrBQAAAAACcrM...</td>\n <td>17.496916</td>\n <td>Public Alley 901</td>\n <td>[-71.089677, 42.346361]</td>\n <td>-71.089677</td>\n <td>42.346361</td>\n </tr>\n <tr>\n <th>46</th>\n <td>3</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 </tr>\n <tr>\n <th>16</th>\n <td>4</td>\n <td>0</td>\n <td>rLwhgLG8IYAEAAAABQAAADAAAABsAAAA1X8CQHGb7D9Kz6...</td>\n <td>24.054372</td>\n <td></td>\n <td>[-71.099284, 42.338007]</td>\n <td>-71.099284</td>\n <td>42.338007</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 </tr>\n <tr>\n <th>61</th>\n <td>59</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 </tr>\n <tr>\n <th>15</th>\n <td>60</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 </tr>\n <tr>\n <th>19</th>\n <td>61</td>\n <td>0</td>\n <td>5tYhgJHXIYAIAAAArQAAADwAAABCAQAAaRlbQD16mUGpAc...</td>\n <td>17.374491</td>\n <td>Dudley Street</td>\n <td>[-71.090904, 42.329829]</td>\n <td>-71.090904</td>\n <td>42.329829</td>\n </tr>\n <tr>\n <th>31</th>\n <td>62</td>\n <td>0</td>\n <td>WhEngAASJ4BcAAAAdwAAAHoBAAAFAAAAI3gkQQlZRUJLNi...</td>\n <td>13.907079</td>\n <td>Blue Hill Avenue</td>\n <td>[-71.087449, 42.296172]</td>\n <td>-71.087449</td>\n <td>42.296172</td>\n </tr>\n <tr>\n <th>62</th>\n <td>63</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 </tr>\n </tbody>\n</table>\n<p>64 rows × 8 columns</p>\n</div>"
+ "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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},
- "execution_count": 66,
"metadata": {},
- "output_type": "execute_result"
+ "output_type": "display_data"
}
],
"source": [
- "df"
+ "display(df2)"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
- "end_time": "2023-11-06T00:26:15.297169Z",
- "start_time": "2023-11-06T00:26:15.287354Z"
+ "end_time": "2023-11-06T01:23:18.708601Z",
+ "start_time": "2023-11-06T01:23:18.705324Z"
}
},
- "id": "49dba1f17ca8337e"
+ "id": "f231d9a35358988c"
},
{
"cell_type": "code",
- "execution_count": 67,
+ "execution_count": 15,
"outputs": [
{
"data": {
- "text/plain": "<folium.folium.Map at 0x12d416a90>",
- "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_376a2ae24e193dac02075d821aeceb77 {\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_376a2ae24e193dac02075d821aeceb77&quot; &gt;&lt;/div&gt;\n \n&lt;/body&gt;\n&lt;script&gt;\n \n \n var map_376a2ae24e193dac02075d821aeceb77 = L.map(\n &quot;map_376a2ae24e193dac02075d821aeceb77&quot;,\n {\n center: [42.3582248125, -71.120520765625],\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_364e126e107794d3e7d6d18bc36c00d9 = 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_376a2ae24e193dac02075d821aeceb77);\n \n \n var marker_50fc63056b948c7407cbaf6e852d739e = L.marker(\n [42.339762, -71.090331],\n {}\n ).addTo(map_376a2ae24e193dac02075d821aeceb77);\n \n \n var popup_2cc395f5f5b9b023974180bdb93773d3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n \n \n var html_cb582e31d3376297cb8785efbd444b3a = $(`&lt;div id=&quot;html_cb582e31d3376297cb8785efbd444b3a&quot; 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+ "text/plain": "<folium.folium.Map at 0x1277ac5d0>",
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&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_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n \n \n var circle_marker_b9fa3c620e680d3cbdf265758c85e0a3 = L.circleMarker(\n [42.36265, -71.10141],\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_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n \n \n var circle_marker_bd42a01ddbc9ae830035787b869d6abe = L.circleMarker(\n [42.3614, -71.101475],\n 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&quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n \n \n var circle_marker_bc793032810f72ea16b9149f06e182da = L.circleMarker(\n [42.362555, -71.096306],\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_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n \n \n var circle_marker_40ef68d6a7421b0df8621473da27b9a4 = L.circleMarker(\n [42.361529, -71.090578],\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_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n \n \n var circle_marker_ee5dae6fc8acc30b6f69c5614ec67c46 = L.circleMarker(\n [42.348977, -71.091358],\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_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n \n \n var 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&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_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n \n \n var circle_marker_1c381b9b712d94c24fc0e254b3e14dc7 = L.circleMarker(\n [42.356537, -71.075414],\n {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n \n \n var circle_marker_e2043db325b6d4f1532edc1e2ebc87d6 = L.circleMarker(\n [42.349997, -71.085166],\n {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n \n \n var circle_marker_d1cb951f7b7c9a7a1e2e4354b42e8d17 = L.circleMarker(\n [42.349993, -71.067854],\n {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n \n \n var circle_marker_609af4dabf78b10086609641c7d241c6 = L.circleMarker(\n [42.348915, -71.072038],\n {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n \n \n var circle_marker_ce317e52ff1e620443a1b4e5aca44ed1 = L.circleMarker(\n [42.34194, -71.083465],\n {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\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,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
@@ -125,12 +122,14 @@
"# 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",
+ "# 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"
@@ -138,50 +137,104 @@
"metadata": {
"collapsed": false,
"ExecuteTime": {
- "end_time": "2023-11-06T00:26:15.360267Z",
- "start_time": "2023-11-06T00:26:15.298760Z"
+ "end_time": "2023-11-06T01:23:18.781393Z",
+ "start_time": "2023-11-06T01:23:18.709803Z"
}
},
"id": "80fd847da2833913"
},
{
"cell_type": "code",
- "execution_count": 68,
+ "execution_count": 16,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "The trip will take 10.198055555555555 hours\n"
+ "The trip will take 6.789722222222222 hours\n",
+ "The trip will take 9.955833333333333 hours\n"
]
}
],
"source": [
- "trip_hrs = int(coordinates['trips'][0]['duration'])/3600\n",
- "print(\"The trip will take {} hours\".format(trip_hrs))"
+ "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": "2023-11-06T00:26:15.360383Z",
- "start_time": "2023-11-06T00:26:15.353591Z"
+ "end_time": "2023-11-06T01:23:20.448487Z",
+ "start_time": "2023-11-06T01:23:18.761079Z"
}
},
"id": "a3ec09dfb5cbb5b3"
},
{
"cell_type": "code",
- "execution_count": 68,
+ "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": "2023-11-06T00:26:15.360410Z",
- "start_time": "2023-11-06T00:26:15.355568Z"
+ "end_time": "2023-11-06T01:23:20.460900Z",
+ "start_time": "2023-11-06T01:23:20.458522Z"
}
},
- "id": "be94c3708a1bd250"
+ "id": "eafe5678c44e94fd"
}
],
"metadata": {