diff options
Diffstat (limited to 'ZestySalesman.ipynb')
| -rw-r--r-- | ZestySalesman.ipynb | 186 |
1 files changed, 95 insertions, 91 deletions
diff --git a/ZestySalesman.ipynb b/ZestySalesman.ipynb index 1d1fd59..57593d2 100644 --- a/ZestySalesman.ipynb +++ b/ZestySalesman.ipynb @@ -2,13 +2,13 @@ "cells": [ { "cell_type": "code", - "execution_count": 24, + "execution_count": 1, "id": "initial_id", "metadata": { "collapsed": true, "ExecuteTime": { - "end_time": "2023-11-07T01:17:52.608101Z", - "start_time": "2023-11-07T01:17:52.539921Z" + "end_time": "2023-11-07T18:15:48.594817Z", + "start_time": "2023-11-07T18:15:47.605833Z" } }, "outputs": [], @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 2, "outputs": [], "source": [ "# Load the data\n", @@ -32,15 +32,15 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:17:52.672617Z", - "start_time": "2023-11-07T01:17:52.544450Z" + "end_time": "2023-11-07T18:15:48.604219Z", + "start_time": "2023-11-07T18:15:48.596141Z" } }, "id": "73b780e762c9de37" }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 3, "outputs": [], "source": [ "# Create three centroids, one in the North End, one in the Financial District, and one in the Back Bay\n", @@ -51,15 +51,15 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:17:52.673868Z", - "start_time": "2023-11-07T01:17:52.558087Z" + "end_time": "2023-11-07T18:15:48.608755Z", + "start_time": "2023-11-07T18:15:48.604788Z" } }, "id": "be4c8c1d77842ef7" }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 4, "outputs": [], "source": [ "# Combine the two lists and add a column to indicate the list\n", @@ -73,15 +73,15 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:17:52.702176Z", - "start_time": "2023-11-07T01:17:52.568817Z" + "end_time": "2023-11-07T18:15:48.613233Z", + "start_time": "2023-11-07T18:15:48.607380Z" } }, "id": "ffe4025e97a6c6b9" }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 5, "outputs": [], "source": [ "# Remove all columns but name and gps\n", @@ -90,15 +90,15 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:17:52.706405Z", - "start_time": "2023-11-07T01:17:52.577745Z" + "end_time": "2023-11-07T18:15:48.613309Z", + "start_time": "2023-11-07T18:15:48.611827Z" } }, "id": "72657779b4484aae" }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 6, "outputs": [], "source": [ "# Convert the gps column to a list of lists for k-means\n", @@ -108,15 +108,15 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:17:52.706689Z", - "start_time": "2023-11-07T01:17:52.581919Z" + "end_time": "2023-11-07T18:15:48.617922Z", + "start_time": "2023-11-07T18:15:48.614428Z" } }, "id": "a157ffaec020a29a" }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 7, "outputs": [ { "data": { @@ -135,8 +135,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:17:52.707232Z", - "start_time": "2023-11-07T01:17:52.597329Z" + "end_time": "2023-11-07T18:15:48.627782Z", + "start_time": "2023-11-07T18:15:48.618140Z" } }, "id": "a03ebde91b87fa3b" @@ -163,7 +163,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 8, "outputs": [ { "name": "stderr", @@ -185,8 +185,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:18:19.800168Z", - "start_time": "2023-11-07T01:17:52.606044Z" + "end_time": "2023-11-07T18:16:41.294672Z", + "start_time": "2023-11-07T18:15:48.624793Z" } }, "id": "ee9b3c1ecb360976" @@ -197,13 +197,17 @@ "## Create JSON" ], "metadata": { - "collapsed": false + "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": 32, + "execution_count": 9, "outputs": [], "source": [ "# Create a JSON request for the API\n", @@ -214,15 +218,15 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:18:19.807296Z", - "start_time": "2023-11-07T01:18:19.799849Z" + "end_time": "2023-11-07T18:16:41.298495Z", + "start_time": "2023-11-07T18:16:41.293559Z" } }, "id": "aa618161182b5b07" }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 10, "outputs": [], "source": [ "# Create a dataframe from the JSON\n", @@ -232,15 +236,15 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:18:22.014184Z", - "start_time": "2023-11-07T01:18:19.803262Z" + "end_time": "2023-11-07T18:16:43.656626Z", + "start_time": "2023-11-07T18:16:41.303093Z" } }, "id": "32c485788eedd94" }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 11, "outputs": [], "source": [ "# Add columns for the route number\n", @@ -253,20 +257,20 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:18:22.024878Z", - "start_time": "2023-11-07T01:18:22.017438Z" + "end_time": "2023-11-07T18:16:43.676130Z", + "start_time": "2023-11-07T18:16:43.661970Z" } }, "id": "49dba1f17ca8337e" }, { "cell_type": "code", - "execution_count": 35, + "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 64 0 \n169 65 0 \n170 66 0 \n171 67 0 \n172 68 0 \n\n hint distance \\\n0 t4YsgAGHLIAAAAAAVQEAAAAAAAAwAAAAAAAAAHV0F0IAAA... 19.432511 \n1 IzYEgGw1BIASAAAArwAAADMAAACUAwAAynkIQGUkmkEXlL... 6.024489 \n2 G4gsgDiILICSAwAA5gAAAOkAAAAAAAAAQljLQnyXy0Fhy8... 2.602121 \n3 gIosgLaKLIDOAAAArgAAAFwBAAAAAAAAp3O3QafxmUEQiR... 15.458439 \n4 HpwsgCKcLIAAAAAAEgAAAAAAAAAAAAAAAAAAACg870AAAA... 39.201677 \n.. ... ... \n168 cX8hgJF_IYA1AAAAMAAAAGcAAABOAAAATyWxQQ77nUEHMC... 22.776295 \n169 g38hgI1_IYBOAAAAfwAAAAAAAAAAAAAAZ4ECQsbEUkIAAA... 12.789906 \n170 e38hgIUAA4C6AgAAGQAAAAAAAAAAAAAA_DybQoNdJUEAAA... 6.310267 \n171 k4chgBiIIYAKAAAAFwAAAPQDAAB_AgAAHn2aP-biHUBi6e... 36.240351 \n172 DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA... 0.236958 \n\n name location lat lon \\\n0 [-71.054865, 42.364361] -71.054865 42.364361 \n1 [-71.055569, 42.364032] -71.055569 42.364032 \n2 [-71.056164, 42.366918] -71.056164 42.366918 \n3 [-71.055561, 42.368861] -71.055561 42.368861 \n4 [-71.062507, 42.365968] -71.062507 42.365968 \n.. ... ... ... ... \n168 Alleghany Street [-71.099348, 42.33047] -71.099348 42.330470 \n169 Tremont Street [-71.098267, 42.332009] -71.098267 42.332009 \n170 Carmel Street [-71.100092, 42.332401] -71.100092 42.332401 \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>t4YsgAGHLIAAAAAAVQEAAAAAAAAwAAAAAAAAAHV0F0IAAA...</td>\n <td>19.432511</td>\n <td></td>\n <td>[-71.054865, 42.364361]</td>\n <td>-71.054865</td>\n <td>42.364361</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1</td>\n <td>0</td>\n <td>IzYEgGw1BIASAAAArwAAADMAAACUAwAAynkIQGUkmkEXlL...</td>\n <td>6.024489</td>\n <td></td>\n <td>[-71.055569, 42.364032]</td>\n <td>-71.055569</td>\n <td>42.364032</td>\n <td>1</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2</td>\n <td>0</td>\n <td>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>3</th>\n <td>3</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>4</th>\n <td>4</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>...</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>64</td>\n <td>0</td>\n <td>cX8hgJF_IYA1AAAAMAAAAGcAAABOAAAATyWxQQ77nUEHMC...</td>\n <td>22.776295</td>\n <td>Alleghany Street</td>\n <td>[-71.099348, 42.33047]</td>\n <td>-71.099348</td>\n <td>42.330470</td>\n <td>2</td>\n </tr>\n <tr>\n <th>169</th>\n <td>65</td>\n <td>0</td>\n <td>g38hgI1_IYBOAAAAfwAAAAAAAAAAAAAAZ4ECQsbEUkIAAA...</td>\n <td>12.789906</td>\n <td>Tremont Street</td>\n <td>[-71.098267, 42.332009]</td>\n <td>-71.098267</td>\n <td>42.332009</td>\n <td>2</td>\n </tr>\n <tr>\n <th>170</th>\n <td>66</td>\n <td>0</td>\n <td>e38hgIUAA4C6AgAAGQAAAAAAAAAAAAAA_DybQoNdJUEAAA...</td>\n <td>6.310267</td>\n <td>Carmel Street</td>\n <td>[-71.100092, 42.332401]</td>\n <td>-71.100092</td>\n <td>42.332401</td>\n <td>2</td>\n </tr>\n <tr>\n <th>171</th>\n <td>67</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>68</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>" + "text/plain": " waypoint_index trips_index \\\n0 0 0 \n1 1 0 \n2 2 0 \n3 3 0 \n4 4 0 \n.. ... ... \n151 62 0 \n152 63 0 \n153 64 0 \n154 65 0 \n155 66 0 \n\n hint distance \\\n0 t4YsgAGHLIAAAAAAVQEAAAAAAAAwAAAAAAAAAHV0F0IAAA... 19.432511 \n1 IzYEgGw1BIASAAAArwAAADMAAACUAwAAynkIQGUkmkEXlL... 6.024489 \n2 5IgsgAqJLID7AAAAHgAAAAwAAAAIAAAAz5ffQcMBVEDFYK... 5.871835 \n3 G4gsgDiILICSAwAA5gAAAOkAAAAAAAAAQljLQnyXy0Fhy8... 2.602121 \n4 gIosgLaKLIDOAAAArgAAAFwBAAAAAAAAp3O3QafxmUEQiR... 15.458439 \n.. ... ... \n151 lhgDgIkYA4BkAAAAIgEAAFoBAAAaAAAAJyAzQWNrAEI8Ax... 7.134933 \n152 MQwigFwMIoAoAAAANQAAABwAAAB-AAAAoidqQSAYl0GvUh... 11.504463 \n153 bwwigH0MIoAFAAAAEAAAAFUAAAArAAAAag0xP3921D-BFx... 8.340476 \n154 k4chgBiIIYAKAAAAFwAAAPQDAAB_AgAAHn2aP-biHUBi6e... 36.240351 \n155 DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA... 0.236958 \n\n name location lat lon \\\n0 [-71.054865, 42.364361] -71.054865 42.364361 \n1 [-71.055569, 42.364032] -71.055569 42.364032 \n2 [-71.055582, 42.365251] -71.055582 42.365251 \n3 [-71.056164, 42.366918] -71.056164 42.366918 \n4 [-71.055561, 42.368861] -71.055561 42.368861 \n.. ... ... ... ... \n151 [-71.083465, 42.34194] -71.083465 42.341940 \n152 [-71.094327, 42.341231] -71.094327 42.341231 \n153 [-71.095003, 42.342001] -71.095003 42.342001 \n154 [-71.093834, 42.339096] -71.093834 42.339096 \n155 Northeastern (Inbound) [-71.090331, 42.339762] -71.090331 42.339762 \n\n route \n0 1 \n1 1 \n2 1 \n3 1 \n4 1 \n.. ... \n151 2 \n152 2 \n153 2 \n154 2 \n155 2 \n\n[156 rows x 9 columns]", + "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>waypoint_index</th>\n <th>trips_index</th>\n <th>hint</th>\n <th>distance</th>\n <th>name</th>\n <th>location</th>\n <th>lat</th>\n <th>lon</th>\n <th>route</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0</td>\n <td>0</td>\n <td>t4YsgAGHLIAAAAAAVQEAAAAAAAAwAAAAAAAAAHV0F0IAAA...</td>\n <td>19.432511</td>\n <td></td>\n <td>[-71.054865, 42.364361]</td>\n <td>-71.054865</td>\n <td>42.364361</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1</td>\n <td>0</td>\n <td>IzYEgGw1BIASAAAArwAAADMAAACUAwAAynkIQGUkmkEXlL...</td>\n <td>6.024489</td>\n <td></td>\n <td>[-71.055569, 42.364032]</td>\n <td>-71.055569</td>\n <td>42.364032</td>\n <td>1</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2</td>\n <td>0</td>\n <td>5IgsgAqJLID7AAAAHgAAAAwAAAAIAAAAz5ffQcMBVEDFYK...</td>\n <td>5.871835</td>\n <td></td>\n <td>[-71.055582, 42.365251]</td>\n <td>-71.055582</td>\n <td>42.365251</td>\n <td>1</td>\n </tr>\n <tr>\n <th>3</th>\n <td>3</td>\n <td>0</td>\n <td>G4gsgDiILICSAwAA5gAAAOkAAAAAAAAAQljLQnyXy0Fhy8...</td>\n <td>2.602121</td>\n <td></td>\n <td>[-71.056164, 42.366918]</td>\n <td>-71.056164</td>\n <td>42.366918</td>\n <td>1</td>\n </tr>\n <tr>\n <th>4</th>\n <td>4</td>\n <td>0</td>\n <td>gIosgLaKLIDOAAAArgAAAFwBAAAAAAAAp3O3QafxmUEQiR...</td>\n <td>15.458439</td>\n <td></td>\n <td>[-71.055561, 42.368861]</td>\n <td>-71.055561</td>\n <td>42.368861</td>\n <td>1</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>151</th>\n <td>62</td>\n <td>0</td>\n <td>lhgDgIkYA4BkAAAAIgEAAFoBAAAaAAAAJyAzQWNrAEI8Ax...</td>\n <td>7.134933</td>\n <td></td>\n <td>[-71.083465, 42.34194]</td>\n <td>-71.083465</td>\n <td>42.341940</td>\n <td>2</td>\n </tr>\n <tr>\n <th>152</th>\n <td>63</td>\n <td>0</td>\n <td>MQwigFwMIoAoAAAANQAAABwAAAB-AAAAoidqQSAYl0GvUh...</td>\n <td>11.504463</td>\n <td></td>\n <td>[-71.094327, 42.341231]</td>\n <td>-71.094327</td>\n <td>42.341231</td>\n <td>2</td>\n </tr>\n <tr>\n <th>153</th>\n <td>64</td>\n <td>0</td>\n <td>bwwigH0MIoAFAAAAEAAAAFUAAAArAAAAag0xP3921D-BFx...</td>\n <td>8.340476</td>\n <td></td>\n <td>[-71.095003, 42.342001]</td>\n <td>-71.095003</td>\n <td>42.342001</td>\n <td>2</td>\n </tr>\n <tr>\n <th>154</th>\n <td>65</td>\n <td>0</td>\n <td>k4chgBiIIYAKAAAAFwAAAPQDAAB_AgAAHn2aP-biHUBi6e...</td>\n <td>36.240351</td>\n <td></td>\n <td>[-71.093834, 42.339096]</td>\n <td>-71.093834</td>\n <td>42.339096</td>\n <td>2</td>\n </tr>\n <tr>\n <th>155</th>\n <td>66</td>\n <td>0</td>\n <td>DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA...</td>\n <td>0.236958</td>\n <td>Northeastern (Inbound)</td>\n <td>[-71.090331, 42.339762]</td>\n <td>-71.090331</td>\n <td>42.339762</td>\n <td>2</td>\n </tr>\n </tbody>\n</table>\n<p>156 rows × 9 columns</p>\n</div>" }, "metadata": {}, "output_type": "display_data" @@ -278,8 +282,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:18:22.033944Z", - "start_time": "2023-11-07T01:18:22.026906Z" + "end_time": "2023-11-07T18:16:43.691423Z", + "start_time": "2023-11-07T18:16:43.681109Z" } }, "id": "f231d9a35358988c" @@ -296,14 +300,14 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 13, "outputs": [ { "data": { - "text/plain": "<folium.folium.Map at 0x120aa6f10>", - "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=\"<!DOCTYPE html>\n<html>\n<head>\n \n <meta http-equiv="content-type" content="text/html; charset=UTF-8" />\n \n <script>\n L_NO_TOUCH = false;\n L_DISABLE_3D = false;\n </script>\n \n <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>\n <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>\n <script src="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js"></script>\n <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>\n <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js"></script>\n <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>\n <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css"/>\n <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css"/>\n <link rel="stylesheet" href="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css"/>\n <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css"/>\n <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>\n <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>\n \n <meta name="viewport" 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allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>" }, - "execution_count": 36, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -328,8 +332,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:18:22.118478Z", - "start_time": "2023-11-07T01:18:22.036338Z" + "end_time": "2023-11-07T18:16:43.877482Z", + "start_time": "2023-11-07T18:16:43.683653Z" } }, "id": "80fd847da2833913" @@ -346,14 +350,14 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 14, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Route 1 has 102 waypoints\n", - "Route 2 has 67 waypoints\n" + "Route 1 has 87 waypoints\n", + "Route 2 has 65 waypoints\n" ] } ], @@ -367,22 +371,22 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:18:22.120347Z", - "start_time": "2023-11-07T01:18:22.104950Z" + "end_time": "2023-11-07T18:16:43.895169Z", + "start_time": "2023-11-07T18:16:43.807251Z" } }, "id": "f53c97acec1c2fc4" }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 15, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The trip will take 12.788333333333334 hours\n", - "The trip will take 13.1675 hours\n" + "The trip will take 9.916944444444445 hours\n", + "The trip will take 9.295277777777779 hours\n" ] } ], @@ -397,8 +401,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:18:24.705352Z", - "start_time": "2023-11-07T01:18:22.107540Z" + "end_time": "2023-11-07T18:16:46.273794Z", + "start_time": "2023-11-07T18:16:43.813481Z" } }, "id": "a3ec09dfb5cbb5b3" @@ -415,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 16, "outputs": [ { "name": "stderr", @@ -438,8 +442,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:22:14.864605Z", - "start_time": "2023-11-07T01:21:59.518900Z" + "end_time": "2023-11-07T18:17:05.599874Z", + "start_time": "2023-11-07T18:16:46.275388Z" } }, "id": "bb6e00857e8175c0" @@ -456,7 +460,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 17, "outputs": [], "source": [ "# Create a JSON request for the API\n", @@ -468,15 +472,15 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:22:16.725390Z", - "start_time": "2023-11-07T01:22:16.722334Z" + "end_time": "2023-11-07T18:17:05.600430Z", + "start_time": "2023-11-07T18:17:05.595893Z" } }, "id": "e886e061f86a2118" }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 18, "outputs": [], "source": [ "# Create a dataframe from the JSON\n", @@ -487,15 +491,15 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:22:19.351381Z", - "start_time": "2023-11-07T01:22:17.034813Z" + "end_time": "2023-11-07T18:17:09.536438Z", + "start_time": "2023-11-07T18:17:05.601412Z" } }, "id": "23e4682fe9e30631" }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 19, "outputs": [], "source": [ "# Add columns for the route number\n", @@ -509,20 +513,20 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:22:19.360710Z", - "start_time": "2023-11-07T01:22:19.355746Z" + "end_time": "2023-11-07T18:17:09.555728Z", + "start_time": "2023-11-07T18:17:09.541352Z" } }, "id": "c3a5c5d6f3ac46c0" }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 20, "outputs": [ { "data": { - "text/plain": " waypoint_index trips_index \\\n0 0 0 \n1 1 0 \n2 2 0 \n3 3 0 \n4 4 0 \n.. ... ... \n170 29 0 \n171 30 0 \n172 31 0 \n173 32 0 \n174 33 0 \n\n hint distance \\\n0 t4YsgAGHLIAAAAAAVQEAAAAAAAAwAAAAAAAAAHV0F0IAAA... 19.432511 \n1 e1kugJlZLoBmAAAA6QAAAAAAAAAAAAAAZ6M2QSewzkEAAA... 4.756158 \n2 tFkugHVaLoAOAAAAAAAAABgAAAAAAAAAwMG2QAAAAAB6ii... 4.525535 \n3 sJAugLOQLoBuAQAAlAEAAAAAAAAAAAAAHFcjQvEZM0IAAA... 7.844897 \n4 VREtgNlJBIBCAAAAYAAAAAAAAAARAAAAOOzeQU7vHkIAAA... 22.681980 \n.. ... ... \n170 gLshgIS7IYAAAAAAPAAAAAAAAAAAAAAAAAAAAPGU1UAAAA... 10.782119 \n171 e38hgIUAA4C6AgAAGQAAAAAAAAAAAAAA_DybQoNdJUEAAA... 6.310267 \n172 cX8hgJF_IYA1AAAAMAAAAGcAAABOAAAATyWxQQ77nUEHMC... 22.776295 \n173 s9QhgLbUIYAwAAAAkAAAAAAAAAAAAAAA2XmpQNgrgEEAAA... 4.111715 \n174 DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA... 0.236958 \n\n name location lat lon \\\n0 [-71.054865, 42.364361] -71.054865 42.364361 \n1 [-71.060933, 42.376178] -71.060933 42.376178 \n2 [-71.060753, 42.376391] -71.060753 42.376391 \n3 [-71.060948, 42.380436] -71.060948 42.380436 \n4 Factory Street [-71.061206, 42.398809] -71.061206 42.398809 \n.. ... ... ... ... \n170 [-71.10963, 42.336448] -71.109630 42.336448 \n171 Carmel Street [-71.100092, 42.332401] -71.100092 42.332401 \n172 Alleghany Street [-71.099348, 42.33047] -71.099348 42.330470 \n173 [-71.09454, 42.325354] -71.094540 42.325354 \n174 Northeastern (Inbound) [-71.090331, 42.339762] -71.090331 42.339762 \n\n route \n0 1 \n1 1 \n2 1 \n3 1 \n4 1 \n.. ... \n170 3 \n171 3 \n172 3 \n173 3 \n174 3 \n\n[175 rows x 9 columns]", - "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>waypoint_index</th>\n <th>trips_index</th>\n <th>hint</th>\n <th>distance</th>\n <th>name</th>\n <th>location</th>\n <th>lat</th>\n <th>lon</th>\n <th>route</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0</td>\n <td>0</td>\n <td>t4YsgAGHLIAAAAAAVQEAAAAAAAAwAAAAAAAAAHV0F0IAAA...</td>\n <td>19.432511</td>\n <td></td>\n <td>[-71.054865, 42.364361]</td>\n <td>-71.054865</td>\n <td>42.364361</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1</td>\n <td>0</td>\n <td>e1kugJlZLoBmAAAA6QAAAAAAAAAAAAAAZ6M2QSewzkEAAA...</td>\n <td>4.756158</td>\n <td></td>\n <td>[-71.060933, 42.376178]</td>\n <td>-71.060933</td>\n <td>42.376178</td>\n <td>1</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2</td>\n <td>0</td>\n <td>tFkugHVaLoAOAAAAAAAAABgAAAAAAAAAwMG2QAAAAAB6ii...</td>\n <td>4.525535</td>\n <td></td>\n <td>[-71.060753, 42.376391]</td>\n <td>-71.060753</td>\n <td>42.376391</td>\n <td>1</td>\n </tr>\n <tr>\n <th>3</th>\n <td>3</td>\n <td>0</td>\n <td>sJAugLOQLoBuAQAAlAEAAAAAAAAAAAAAHFcjQvEZM0IAAA...</td>\n <td>7.844897</td>\n <td></td>\n <td>[-71.060948, 42.380436]</td>\n <td>-71.060948</td>\n <td>42.380436</td>\n <td>1</td>\n </tr>\n <tr>\n <th>4</th>\n <td>4</td>\n <td>0</td>\n <td>VREtgNlJBIBCAAAAYAAAAAAAAAARAAAAOOzeQU7vHkIAAA...</td>\n <td>22.681980</td>\n <td>Factory Street</td>\n <td>[-71.061206, 42.398809]</td>\n <td>-71.061206</td>\n <td>42.398809</td>\n <td>1</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>170</th>\n <td>29</td>\n <td>0</td>\n <td>gLshgIS7IYAAAAAAPAAAAAAAAAAAAAAAAAAAAPGU1UAAAA...</td>\n <td>10.782119</td>\n <td></td>\n <td>[-71.10963, 42.336448]</td>\n <td>-71.109630</td>\n <td>42.336448</td>\n <td>3</td>\n </tr>\n <tr>\n <th>171</th>\n <td>30</td>\n <td>0</td>\n <td>e38hgIUAA4C6AgAAGQAAAAAAAAAAAAAA_DybQoNdJUEAAA...</td>\n <td>6.310267</td>\n <td>Carmel Street</td>\n <td>[-71.100092, 42.332401]</td>\n <td>-71.100092</td>\n <td>42.332401</td>\n <td>3</td>\n </tr>\n <tr>\n <th>172</th>\n <td>31</td>\n <td>0</td>\n <td>cX8hgJF_IYA1AAAAMAAAAGcAAABOAAAATyWxQQ77nUEHMC...</td>\n <td>22.776295</td>\n <td>Alleghany Street</td>\n <td>[-71.099348, 42.33047]</td>\n <td>-71.099348</td>\n <td>42.330470</td>\n <td>3</td>\n </tr>\n <tr>\n <th>173</th>\n <td>32</td>\n <td>0</td>\n <td>s9QhgLbUIYAwAAAAkAAAAAAAAAAAAAAA2XmpQNgrgEEAAA...</td>\n <td>4.111715</td>\n <td></td>\n <td>[-71.09454, 42.325354]</td>\n <td>-71.094540</td>\n <td>42.325354</td>\n <td>3</td>\n </tr>\n <tr>\n <th>174</th>\n <td>33</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>" + "text/plain": " waypoint_index trips_index \\\n0 0 0 \n1 1 0 \n2 2 0 \n3 3 0 \n4 4 0 \n.. ... ... \n170 31 0 \n171 32 0 \n172 33 0 \n173 34 0 \n174 35 0 \n\n hint distance \\\n0 t4YsgAGHLIAAAAAAVQEAAAAAAAAwAAAAAAAAAHV0F0IAAA... 19.432511 \n1 e1kugJlZLoBmAAAA6QAAAAAAAAAAAAAAZ6M2QSewzkEAAA... 4.756158 \n2 tFkugHVaLoAOAAAAAAAAABgAAAAAAAAAwMG2QAAAAAB6ii... 4.525535 \n3 sJAugLOQLoBuAQAAlAEAAAAAAAAAAAAAHFcjQvEZM0IAAA... 7.844897 \n4 VREtgNlJBIBCAAAAYAAAAAAAAAARAAAAOOzeQU7vHkIAAA... 22.681980 \n.. ... ... \n170 e38hgIUAA4C6AgAAGQAAAAAAAAAAAAAA_DybQoNdJUEAAA... 6.310267 \n171 g38hgI1_IYBOAAAAfwAAAAAAAAAAAAAAZ4ECQsbEUkIAAA... 12.789906 \n172 cX8hgJF_IYA1AAAAMAAAAGcAAABOAAAATyWxQQ77nUEHMC... 22.776295 \n173 s9QhgLbUIYAwAAAAkAAAAAAAAAAAAAAA2XmpQNgrgEEAAA... 4.111715 \n174 DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA... 0.236958 \n\n name location lat lon \\\n0 [-71.054865, 42.364361] -71.054865 42.364361 \n1 [-71.060933, 42.376178] -71.060933 42.376178 \n2 [-71.060753, 42.376391] -71.060753 42.376391 \n3 [-71.060948, 42.380436] -71.060948 42.380436 \n4 Factory Street [-71.061206, 42.398809] -71.061206 42.398809 \n.. ... ... ... ... \n170 Carmel Street [-71.100092, 42.332401] -71.100092 42.332401 \n171 Tremont Street [-71.098267, 42.332009] -71.098267 42.332009 \n172 Alleghany Street [-71.099348, 42.33047] -71.099348 42.330470 \n173 [-71.09454, 42.325354] -71.094540 42.325354 \n174 Northeastern (Inbound) [-71.090331, 42.339762] -71.090331 42.339762 \n\n route \n0 1 \n1 1 \n2 1 \n3 1 \n4 1 \n.. ... \n170 3 \n171 3 \n172 3 \n173 3 \n174 3 \n\n[175 rows x 9 columns]", + "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>waypoint_index</th>\n <th>trips_index</th>\n <th>hint</th>\n <th>distance</th>\n <th>name</th>\n <th>location</th>\n <th>lat</th>\n <th>lon</th>\n <th>route</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0</td>\n <td>0</td>\n <td>t4YsgAGHLIAAAAAAVQEAAAAAAAAwAAAAAAAAAHV0F0IAAA...</td>\n <td>19.432511</td>\n <td></td>\n <td>[-71.054865, 42.364361]</td>\n <td>-71.054865</td>\n <td>42.364361</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1</td>\n <td>0</td>\n <td>e1kugJlZLoBmAAAA6QAAAAAAAAAAAAAAZ6M2QSewzkEAAA...</td>\n <td>4.756158</td>\n <td></td>\n <td>[-71.060933, 42.376178]</td>\n <td>-71.060933</td>\n <td>42.376178</td>\n <td>1</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2</td>\n <td>0</td>\n <td>tFkugHVaLoAOAAAAAAAAABgAAAAAAAAAwMG2QAAAAAB6ii...</td>\n <td>4.525535</td>\n <td></td>\n <td>[-71.060753, 42.376391]</td>\n <td>-71.060753</td>\n <td>42.376391</td>\n <td>1</td>\n </tr>\n <tr>\n <th>3</th>\n <td>3</td>\n <td>0</td>\n <td>sJAugLOQLoBuAQAAlAEAAAAAAAAAAAAAHFcjQvEZM0IAAA...</td>\n <td>7.844897</td>\n <td></td>\n <td>[-71.060948, 42.380436]</td>\n <td>-71.060948</td>\n <td>42.380436</td>\n <td>1</td>\n </tr>\n <tr>\n <th>4</th>\n <td>4</td>\n <td>0</td>\n <td>VREtgNlJBIBCAAAAYAAAAAAAAAARAAAAOOzeQU7vHkIAAA...</td>\n <td>22.681980</td>\n <td>Factory Street</td>\n <td>[-71.061206, 42.398809]</td>\n <td>-71.061206</td>\n <td>42.398809</td>\n <td>1</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>170</th>\n <td>31</td>\n <td>0</td>\n <td>e38hgIUAA4C6AgAAGQAAAAAAAAAAAAAA_DybQoNdJUEAAA...</td>\n <td>6.310267</td>\n <td>Carmel Street</td>\n <td>[-71.100092, 42.332401]</td>\n <td>-71.100092</td>\n <td>42.332401</td>\n <td>3</td>\n </tr>\n <tr>\n <th>171</th>\n <td>32</td>\n <td>0</td>\n <td>g38hgI1_IYBOAAAAfwAAAAAAAAAAAAAAZ4ECQsbEUkIAAA...</td>\n <td>12.789906</td>\n <td>Tremont Street</td>\n <td>[-71.098267, 42.332009]</td>\n <td>-71.098267</td>\n <td>42.332009</td>\n <td>3</td>\n </tr>\n <tr>\n <th>172</th>\n <td>33</td>\n <td>0</td>\n <td>cX8hgJF_IYA1AAAAMAAAAGcAAABOAAAATyWxQQ77nUEHMC...</td>\n <td>22.776295</td>\n <td>Alleghany Street</td>\n <td>[-71.099348, 42.33047]</td>\n <td>-71.099348</td>\n <td>42.330470</td>\n <td>3</td>\n </tr>\n <tr>\n <th>173</th>\n <td>34</td>\n <td>0</td>\n <td>s9QhgLbUIYAwAAAAkAAAAAAAAAAAAAAA2XmpQNgrgEEAAA...</td>\n <td>4.111715</td>\n <td></td>\n <td>[-71.09454, 42.325354]</td>\n <td>-71.094540</td>\n <td>42.325354</td>\n <td>3</td>\n </tr>\n <tr>\n <th>174</th>\n <td>35</td>\n <td>0</td>\n <td>DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA...</td>\n <td>0.236958</td>\n <td>Northeastern (Inbound)</td>\n <td>[-71.090331, 42.339762]</td>\n <td>-71.090331</td>\n <td>42.339762</td>\n <td>3</td>\n </tr>\n </tbody>\n</table>\n<p>175 rows × 9 columns</p>\n</div>" }, "metadata": {}, "output_type": "display_data" @@ -534,8 +538,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:22:19.375055Z", - "start_time": "2023-11-07T01:22:19.364517Z" + "end_time": "2023-11-07T18:17:09.566860Z", + "start_time": "2023-11-07T18:17:09.558481Z" } }, "id": "17a8cc8fed5450a6" @@ -552,14 +556,14 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 21, "outputs": [ { "data": { - "text/plain": "<folium.folium.Map at 0x12109f6d0>", - "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=\"<!DOCTYPE html>\n<html>\n<head>\n \n <meta http-equiv="content-type" content="text/html; charset=UTF-8" />\n \n <script>\n L_NO_TOUCH = false;\n L_DISABLE_3D = false;\n </script>\n \n <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>\n <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>\n <script src="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js"></script>\n <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>\n <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js"></script>\n <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>\n <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css"/>\n <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css"/>\n <link rel="stylesheet" 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allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>" }, - "execution_count": 52, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -584,8 +588,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:22:20.246243Z", - "start_time": "2023-11-07T01:22:20.167900Z" + "end_time": "2023-11-07T18:17:09.664747Z", + "start_time": "2023-11-07T18:17:09.566588Z" } }, "id": "702adaec008a6ec8" @@ -602,15 +606,15 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 22, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Route 1 has 57 waypoints\n", - "Route 2 has 80 waypoints\n", - "Route 3 has 32 waypoints\n" + "Route 2 has 78 waypoints\n", + "Route 3 has 34 waypoints\n" ] } ], @@ -626,23 +630,23 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:22:21.994911Z", - "start_time": "2023-11-07T01:22:21.992304Z" + "end_time": "2023-11-07T18:17:09.666099Z", + "start_time": "2023-11-07T18:17:09.634214Z" } }, "id": "4106acf2adad01d7" }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 23, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The trip will take 9.175 hours\n", - "The trip will take 9.341111111111111 hours\n", - "The trip will take 9.398333333333333 hours\n" + "The trip will take 8.926111111111112 hours\n", + "The trip will take 9.533333333333333 hours\n" ] } ], @@ -661,22 +665,22 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:22:25.544575Z", - "start_time": "2023-11-07T01:22:23.206069Z" + "end_time": "2023-11-07T18:17:15.097884Z", + "start_time": "2023-11-07T18:17:09.637760Z" } }, "id": "c58106faf0fc7f4e" }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 23, "outputs": [], "source": [], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-11-07T01:18:42.067793Z", - "start_time": 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