all_headways_all_stops_single_route.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Combining scheduled and actual headway calcs\n",
    "### Export a geojson for a given route and day, containing all bus stops on that route with headway stats for each bus stop on that route and day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import chn-ghost-buses files\n",
    "import sys\n",
    "import geopandas as gpd\n",
    "sys.path.append('/Users/kristenhahn/repos/chn-ghost-buses')\n",
    "from data_analysis.static_gtfs_analysis import *\n",
    "# from scrape_data.scrape_data import *\n",
    "from scrape_data.scrape_schedule_versions import *\n",
    "\n",
    "# import headways file\n",
    "from headways import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Values to use for testing\n",
    "gtfs_version_id = '20230721'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:Downloading CTA data\n",
      "INFO:root:Download complete\n",
      "INFO:root:Extracting data from CTA zipfile version 20230721\n",
      "Loading stops.txt:   0%|          | 0/7 [00:00<?, ?it/s]INFO:root:stops.txt loaded\n",
      "Loading stop_times.txt:   0%|          | 0/7 [00:00<?, ?it/s]INFO:root:stop_times.txt loaded\n",
      "Loading routes.txt:  29%|██▊       | 2/7 [00:03<00:09,  1.83s/it]    INFO:root:routes.txt loaded\n",
      "Loading trips.txt:  29%|██▊       | 2/7 [00:03<00:09,  1.83s/it] INFO:root:trips.txt loaded\n",
      "Loading calendar.txt:  29%|██▊       | 2/7 [00:03<00:09,  1.83s/it]INFO:root:calendar.txt loaded\n",
      "Loading calendar_dates.txt:  29%|██▊       | 2/7 [00:03<00:09,  1.83s/it]INFO:root:calendar_dates.txt loaded\n",
      "Loading shapes.txt:  29%|██▊       | 2/7 [00:03<00:09,  1.83s/it]        INFO:root:shapes.txt loaded\n",
      "Loading shapes.txt: 100%|██████████| 7/7 [00:04<00:00,  1.62it/s]\n"
     ]
    }
   ],
   "source": [
    "# Use Laurie's code to get gtfs feed data\n",
    "gtfs_feed = download_extract_format(gtfs_version_id) "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get headway stats for an entire route on a single day\n",
    "Takes about 10 minutes per route, depending on size of the route, on my computer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Route 124 on 7/26/2023"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture --no-display\n",
    "\n",
    "\n",
    "# Smaller route for testing: Route 124, Navy Pier - 7/26/2023\n",
    "\n",
    "stats_all_stops_124_20230726 = get_stats_all_stops(gtfs_feed, '124', '2023-07-26')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>stop id</th>\n",
       "      <th>route_id</th>\n",
       "      <th>date</th>\n",
       "      <th>day</th>\n",
       "      <th>direction</th>\n",
       "      <th>Actual total buses</th>\n",
       "      <th>Actual mean headway (minutes)</th>\n",
       "      <th>Actual 25th percentile headway (minutes)</th>\n",
       "      <th>Actual median headway (minutes)</th>\n",
       "      <th>Actual 75th percentile headway (minutes)</th>\n",
       "      <th>Scheduled total buses</th>\n",
       "      <th>Scheduled mean headway (minutes)</th>\n",
       "      <th>Scheduled 25th percentile headway (minutes)</th>\n",
       "      <th>Scheduled median headway (minutes)</th>\n",
       "      <th>Scheduled 75th percentile headway (minutes)</th>\n",
       "      <th>stop name</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5006</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>51</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "      <td>Madison &amp; Canal</td>\n",
       "      <td>POINT (-87.63903 41.88192)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18123</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>53</td>\n",
       "      <td>17</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>Madison &amp; Lasalle</td>\n",
       "      <td>POINT (-87.63294 41.88200)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1106</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>53</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>Michigan &amp; Washington</td>\n",
       "      <td>POINT (-87.62457 41.88348)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>446</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Eastbound</td>\n",
       "      <td>52</td>\n",
       "      <td>17</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>Washington &amp; Lasalle</td>\n",
       "      <td>POINT (-87.63282 41.88318)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5515</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>53</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>Columbus (Mid) &amp; E. Wacker</td>\n",
       "      <td>POINT (-87.62078 41.88744)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>448</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Eastbound</td>\n",
       "      <td>52</td>\n",
       "      <td>17</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>Washington &amp; State</td>\n",
       "      <td>POINT (-87.62755 41.88347)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>759</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>34</td>\n",
       "      <td>27</td>\n",
       "      <td>15</td>\n",
       "      <td>23</td>\n",
       "      <td>31</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>Grand &amp; Streeter</td>\n",
       "      <td>POINT (-87.61221 41.89202)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>755</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Eastbound</td>\n",
       "      <td>46</td>\n",
       "      <td>19</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>20</td>\n",
       "      <td>Illinois &amp; Peshtigo</td>\n",
       "      <td>POINT (-87.61540 41.89106)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>589</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>49</td>\n",
       "      <td>19</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>Grand &amp; McClurg</td>\n",
       "      <td>POINT (-87.61805 41.89191)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>445</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Eastbound</td>\n",
       "      <td>52</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>Washington &amp; Franklin</td>\n",
       "      <td>POINT (-87.63565 41.88317)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5514</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>53</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>Columbus &amp; North Water</td>\n",
       "      <td>POINT (-87.62051 41.88973)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>14482</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Eastbound</td>\n",
       "      <td>52</td>\n",
       "      <td>17</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>Randolph &amp; Michigan</td>\n",
       "      <td>POINT (-87.62372 41.88437)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>18124</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>53</td>\n",
       "      <td>17</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "      <td>Madison &amp; Franklin</td>\n",
       "      <td>POINT (-87.63589 41.88198)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>18122</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Eastbound</td>\n",
       "      <td>52</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>Washington &amp; Clark/Dearborn</td>\n",
       "      <td>POINT (-87.63048 41.88318)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5513</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>53</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>21</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>Columbus &amp; Illinois</td>\n",
       "      <td>POINT (-87.62033 41.89119)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>18125</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>50</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "      <td>Clinton &amp; Madison</td>\n",
       "      <td>POINT (-87.64123 41.88157)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5509</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Eastbound</td>\n",
       "      <td>51</td>\n",
       "      <td>17</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>Columbus (Mid) &amp; E Wacker</td>\n",
       "      <td>POINT (-87.62055 41.88726)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18126</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>53</td>\n",
       "      <td>17</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>Madison &amp; Dearborn/State</td>\n",
       "      <td>POINT (-87.62910 41.88202)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>754</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Eastbound</td>\n",
       "      <td>47</td>\n",
       "      <td>19</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>21</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>20</td>\n",
       "      <td>Illinois &amp; McClurg</td>\n",
       "      <td>POINT (-87.61785 41.89102)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5027</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Eastbound</td>\n",
       "      <td>49</td>\n",
       "      <td>18</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>21</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>22</td>\n",
       "      <td>Canal &amp; Madison</td>\n",
       "      <td>POINT (-87.63959 41.88206)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>450</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>53</td>\n",
       "      <td>17</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>Madison &amp; Wabash</td>\n",
       "      <td>POINT (-87.62591 41.88214)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5511</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Eastbound</td>\n",
       "      <td>50</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>21</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>Columbus &amp; Illinois</td>\n",
       "      <td>POINT (-87.62010 41.89086)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5510</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Eastbound</td>\n",
       "      <td>51</td>\n",
       "      <td>17</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>Columbus &amp; North Water</td>\n",
       "      <td>POINT (-87.62028 41.88943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>760</td>\n",
       "      <td>124</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>46</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>23</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>Grand &amp; Peshtigo</td>\n",
       "      <td>POINT (-87.61564 41.89197)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   stop id route_id        date        day  direction  Actual total buses  \\\n",
       "0     5006      124  2023-07-26  Wednesday  Westbound                  51   \n",
       "1    18123      124  2023-07-26  Wednesday  Westbound                  53   \n",
       "2     1106      124  2023-07-26  Wednesday  Westbound                  53   \n",
       "3      446      124  2023-07-26  Wednesday  Eastbound                  52   \n",
       "4     5515      124  2023-07-26  Wednesday  Westbound                  53   \n",
       "5      448      124  2023-07-26  Wednesday  Eastbound                  52   \n",
       "6      759      124  2023-07-26  Wednesday  Westbound                  34   \n",
       "7      755      124  2023-07-26  Wednesday  Eastbound                  46   \n",
       "8      589      124  2023-07-26  Wednesday  Westbound                  49   \n",
       "9      445      124  2023-07-26  Wednesday  Eastbound                  52   \n",
       "10    5514      124  2023-07-26  Wednesday  Westbound                  53   \n",
       "11   14482      124  2023-07-26  Wednesday  Eastbound                  52   \n",
       "12   18124      124  2023-07-26  Wednesday  Westbound                  53   \n",
       "13   18122      124  2023-07-26  Wednesday  Eastbound                  52   \n",
       "14    5513      124  2023-07-26  Wednesday  Westbound                  53   \n",
       "15   18125      124  2023-07-26  Wednesday  Westbound                  50   \n",
       "16    5509      124  2023-07-26  Wednesday  Eastbound                  51   \n",
       "17   18126      124  2023-07-26  Wednesday  Westbound                  53   \n",
       "18     754      124  2023-07-26  Wednesday  Eastbound                  47   \n",
       "19    5027      124  2023-07-26  Wednesday  Eastbound                  49   \n",
       "20     450      124  2023-07-26  Wednesday  Westbound                  53   \n",
       "21    5511      124  2023-07-26  Wednesday  Eastbound                  50   \n",
       "22    5510      124  2023-07-26  Wednesday  Eastbound                  51   \n",
       "23     760      124  2023-07-26  Wednesday  Westbound                  46   \n",
       "\n",
       "    Actual mean headway (minutes)  Actual 25th percentile headway (minutes)  \\\n",
       "0                              18                                        13   \n",
       "1                              17                                        13   \n",
       "2                              17                                        14   \n",
       "3                              17                                        13   \n",
       "4                              17                                        14   \n",
       "5                              17                                        13   \n",
       "6                              27                                        15   \n",
       "7                              19                                        13   \n",
       "8                              19                                        14   \n",
       "9                              17                                        14   \n",
       "10                             17                                        14   \n",
       "11                             17                                        13   \n",
       "12                             17                                        13   \n",
       "13                             17                                        14   \n",
       "14                             17                                        14   \n",
       "15                             18                                        13   \n",
       "16                             17                                        13   \n",
       "17                             17                                        13   \n",
       "18                             19                                        14   \n",
       "19                             18                                        14   \n",
       "20                             17                                        13   \n",
       "21                             18                                        13   \n",
       "22                             17                                        13   \n",
       "23                             20                                        14   \n",
       "\n",
       "    Actual median headway (minutes)  Actual 75th percentile headway (minutes)  \\\n",
       "0                                17                                        20   \n",
       "1                                17                                        20   \n",
       "2                                16                                        20   \n",
       "3                                16                                        20   \n",
       "4                                16                                        20   \n",
       "5                                17                                        20   \n",
       "6                                23                                        31   \n",
       "7                                17                                        22   \n",
       "8                                17                                        22   \n",
       "9                                16                                        20   \n",
       "10                               16                                        20   \n",
       "11                               17                                        19   \n",
       "12                               17                                        20   \n",
       "13                               16                                        20   \n",
       "14                               16                                        21   \n",
       "15                               17                                        20   \n",
       "16                               17                                        20   \n",
       "17                               17                                        20   \n",
       "18                               17                                        21   \n",
       "19                               17                                        21   \n",
       "20                               16                                        19   \n",
       "21                               17                                        21   \n",
       "22                               17                                        20   \n",
       "23                               17                                        23   \n",
       "\n",
       "    Scheduled total buses  Scheduled mean headway (minutes)  \\\n",
       "0                      55                                 0   \n",
       "1                      55                                 0   \n",
       "2                      55                                 0   \n",
       "3                      53                                 0   \n",
       "4                      55                                 0   \n",
       "5                      53                                 0   \n",
       "6                      55                                 0   \n",
       "7                      53                                 0   \n",
       "8                      55                                 0   \n",
       "9                      53                                 0   \n",
       "10                     55                                 0   \n",
       "11                     53                                 0   \n",
       "12                     55                                 0   \n",
       "13                     53                                 0   \n",
       "14                     55                                 0   \n",
       "15                     55                                 0   \n",
       "16                     53                                 0   \n",
       "17                     55                                 0   \n",
       "18                     53                                 0   \n",
       "19                     53                                 0   \n",
       "20                     55                                 0   \n",
       "21                     53                                 0   \n",
       "22                     53                                 0   \n",
       "23                     55                                 0   \n",
       "\n",
       "    Scheduled 25th percentile headway (minutes)  \\\n",
       "0                                            14   \n",
       "1                                            14   \n",
       "2                                            14   \n",
       "3                                            14   \n",
       "4                                            14   \n",
       "5                                            14   \n",
       "6                                            14   \n",
       "7                                            14   \n",
       "8                                            14   \n",
       "9                                            14   \n",
       "10                                           14   \n",
       "11                                           14   \n",
       "12                                           14   \n",
       "13                                           14   \n",
       "14                                           14   \n",
       "15                                           14   \n",
       "16                                           14   \n",
       "17                                           14   \n",
       "18                                           14   \n",
       "19                                           14   \n",
       "20                                           14   \n",
       "21                                           14   \n",
       "22                                           14   \n",
       "23                                           14   \n",
       "\n",
       "    Scheduled median headway (minutes)  \\\n",
       "0                                   16   \n",
       "1                                   16   \n",
       "2                                   16   \n",
       "3                                   14   \n",
       "4                                   16   \n",
       "5                                   14   \n",
       "6                                   16   \n",
       "7                                   14   \n",
       "8                                   16   \n",
       "9                                   14   \n",
       "10                                  16   \n",
       "11                                  14   \n",
       "12                                  16   \n",
       "13                                  14   \n",
       "14                                  16   \n",
       "15                                  16   \n",
       "16                                  14   \n",
       "17                                  16   \n",
       "18                                  14   \n",
       "19                                  14   \n",
       "20                                  16   \n",
       "21                                  14   \n",
       "22                                  14   \n",
       "23                                  16   \n",
       "\n",
       "    Scheduled 75th percentile headway (minutes)                    stop name  \\\n",
       "0                                            19              Madison & Canal   \n",
       "1                                            20            Madison & Lasalle   \n",
       "2                                            20        Michigan & Washington   \n",
       "3                                            21         Washington & Lasalle   \n",
       "4                                            20   Columbus (Mid) & E. Wacker   \n",
       "5                                            21           Washington & State   \n",
       "6                                            20             Grand & Streeter   \n",
       "7                                            20          Illinois & Peshtigo   \n",
       "8                                            20              Grand & McClurg   \n",
       "9                                            21        Washington & Franklin   \n",
       "10                                           20       Columbus & North Water   \n",
       "11                                           21          Randolph & Michigan   \n",
       "12                                           19           Madison & Franklin   \n",
       "13                                           21  Washington & Clark/Dearborn   \n",
       "14                                           20          Columbus & Illinois   \n",
       "15                                           19            Clinton & Madison   \n",
       "16                                           21    Columbus (Mid) & E Wacker   \n",
       "17                                           20     Madison & Dearborn/State   \n",
       "18                                           20           Illinois & McClurg   \n",
       "19                                           22              Canal & Madison   \n",
       "20                                           20             Madison & Wabash   \n",
       "21                                           21          Columbus & Illinois   \n",
       "22                                           21       Columbus & North Water   \n",
       "23                                           20             Grand & Peshtigo   \n",
       "\n",
       "                      geometry  \n",
       "0   POINT (-87.63903 41.88192)  \n",
       "1   POINT (-87.63294 41.88200)  \n",
       "2   POINT (-87.62457 41.88348)  \n",
       "3   POINT (-87.63282 41.88318)  \n",
       "4   POINT (-87.62078 41.88744)  \n",
       "5   POINT (-87.62755 41.88347)  \n",
       "6   POINT (-87.61221 41.89202)  \n",
       "7   POINT (-87.61540 41.89106)  \n",
       "8   POINT (-87.61805 41.89191)  \n",
       "9   POINT (-87.63565 41.88317)  \n",
       "10  POINT (-87.62051 41.88973)  \n",
       "11  POINT (-87.62372 41.88437)  \n",
       "12  POINT (-87.63589 41.88198)  \n",
       "13  POINT (-87.63048 41.88318)  \n",
       "14  POINT (-87.62033 41.89119)  \n",
       "15  POINT (-87.64123 41.88157)  \n",
       "16  POINT (-87.62055 41.88726)  \n",
       "17  POINT (-87.62910 41.88202)  \n",
       "18  POINT (-87.61785 41.89102)  \n",
       "19  POINT (-87.63959 41.88206)  \n",
       "20  POINT (-87.62591 41.88214)  \n",
       "21  POINT (-87.62010 41.89086)  \n",
       "22  POINT (-87.62028 41.88943)  \n",
       "23  POINT (-87.61564 41.89197)  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats_all_stops_124_20230726"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
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       "            geo_json_db950770efb37421ad173eee01fa4a96_add({&quot;bbox&quot;: [-87.641225000001, 41.877898, -87.609979, 41.892997], &quot;features&quot;: [{&quot;bbox&quot;: [-87.641225000001, 41.877898, -87.609979, 41.892316], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-87.610011, 41.892316], [-87.609979, 41.89218], [-87.611425, 41.892014], [-87.612012, 41.892022], [-87.612208000001, 41.892024999999], [-87.61221, 41.89196], [-87.61275, 41.89196], [-87.6134, 41.89194], [-87.61351, 41.89194], [-87.61379, 41.89189], [-87.61438, 41.8919], [-87.61564, 41.89187], [-87.615639, 41.891968000001], [-87.61564, 41.89187], [-87.6177, 41.89183], [-87.617892, 41.891863], [-87.618052999999, 41.891907999999], [-87.61805, 41.89182], [-87.61863, 41.89181], [-87.61868, 41.89181], [-87.61934, 41.8918], [-87.62022, 41.89181], [-87.62024, 41.89117], [-87.620328999998, 41.891189], [-87.62024, 41.89117], [-87.6203, 41.89101], [-87.62044, 41.88972], [-87.620510999999, 41.889727000001], [-87.620761, 41.887634], [-87.620783999999, 41.887443999999], [-87.62078, 41.884669], [-87.620846, 41.884522], [-87.624258, 41.884491], [-87.624451, 41.884447], [-87.624532, 41.884323], [-87.624566, 41.883627], [-87.624567, 41.883477999999], [-87.62453, 41.88353], [-87.62448, 41.88211], [-87.62532, 41.88211], [-87.6259, 41.8821], [-87.625906000001, 41.882138999999], [-87.6259, 41.8821], [-87.62619, 41.8821], [-87.62782, 41.88206], [-87.62795, 41.88203], [-87.62799, 41.88203], [-87.62804, 41.88202], [-87.62842, 41.88202], [-87.6291, 41.882], [-87.629100000001, 41.882019999999], [-87.6291, 41.882], [-87.63144, 41.88197], [-87.63236, 41.88197], [-87.63295, 41.88195], [-87.632941999999, 41.882001000001], [-87.63295, 41.88195], [-87.63382, 41.88195], [-87.63478, 41.88193], [-87.63589, 41.88193], [-87.635887000001, 41.881983999999], [-87.63589, 41.88193], [-87.63705, 41.88193], [-87.63814, 41.8819], [-87.63841, 41.8819], [-87.63868, 41.88189], [-87.63903, 41.8819], [-87.639034, 41.881919000001], [-87.63903, 41.8819], [-87.63968, 41.88191], [-87.64093, 41.88186], [-87.64118, 41.88185], [-87.64117, 41.88165], [-87.641225000001, 41.881573], [-87.64117, 41.88165], [-87.64117, 41.88044], [-87.64106, 41.87803], [-87.64018, 41.87804], [-87.640033, 41.877898]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#41B6E6&quot;, &quot;ln&quot;: 13669.0, &quot;pid&quot;: 4708, &quot;rtdir&quot;: &quot;Westbound&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.640033, 41.877898, -87.610011, 41.892997], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-87.640033, 41.877898], [-87.639568, 41.877949], [-87.639531, 41.87805], [-87.639631, 41.881899], [-87.639631, 41.881944], [-87.639591999999, 41.882063], [-87.639704, 41.883011], [-87.639645, 41.883167], [-87.635691, 41.883168], [-87.635649000001, 41.883169], [-87.632875, 41.883178], [-87.632815999998, 41.883179000001], [-87.630583, 41.883179], [-87.630476000002, 41.883181000001], [-87.628074, 41.883187], [-87.628072, 41.883185], [-87.627335, 41.883197], [-87.627547000001, 41.883467000001], [-87.624414, 41.88324], [-87.62425, 41.883303], [-87.624267, 41.884318], [-87.624203, 41.884364], [-87.623959, 41.884365], [-87.623715000002, 41.884365000001], [-87.620626, 41.884363], [-87.620572, 41.884573], [-87.620553, 41.887097], [-87.620551999999, 41.887265], [-87.62052, 41.888008], [-87.620297, 41.889313], [-87.620275000001, 41.889435], [-87.620331, 41.889636], [-87.620114, 41.890729], [-87.620105, 41.890865], [-87.620058, 41.890975], [-87.618031, 41.891014], [-87.617852999999, 41.891016999999], [-87.615497, 41.891029], [-87.615397999999, 41.891061], [-87.611687, 41.891119], [-87.611541, 41.891254], [-87.611558, 41.892271], [-87.611516, 41.892372], [-87.610709, 41.892892], [-87.610451, 41.892997], [-87.61008, 41.89298], [-87.610022, 41.892906], [-87.610014, 41.892464], [-87.610011, 41.892316]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;1&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#41B6E6&quot;, &quot;ln&quot;: 13499.0, &quot;pid&quot;: 10950, &quot;rtdir&quot;: &quot;Eastbound&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_db950770efb37421ad173eee01fa4a96.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;pid&quot;, &quot;ln&quot;, &quot;rtdir&quot;];\n",
       "    let aliases = [&quot;pid&quot;, &quot;ln&quot;, &quot;rtdir&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
       "                     \n",
       "    \n",
       "        function geo_json_77b3b67df26aa4dd1b16b3879427b9e1_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;#E4002B&quot;, &quot;fillColor&quot;: &quot;#E4002B&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_77b3b67df26aa4dd1b16b3879427b9e1_highlighter(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;fillOpacity&quot;: 0.75};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_77b3b67df26aa4dd1b16b3879427b9e1_pointToLayer(feature, latlng) {\n",
       "            var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&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;: 3.0, &quot;stroke&quot;: true, &quot;weight&quot;: 3};\n",
       "            \n",
       "            let style = geo_json_77b3b67df26aa4dd1b16b3879427b9e1_styler(feature)\n",
       "            Object.assign(opts, style)\n",
       "            \n",
       "            return new L.CircleMarker(latlng, opts)\n",
       "        }\n",
       "\n",
       "        function geo_json_77b3b67df26aa4dd1b16b3879427b9e1_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "                mouseout: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        geo_json_77b3b67df26aa4dd1b16b3879427b9e1.resetStyle(e.target);\n",
       "                    }\n",
       "                },\n",
       "                mouseover: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        const highlightStyle = geo_json_77b3b67df26aa4dd1b16b3879427b9e1_highlighter(e.target.feature)\n",
       "                        e.target.setStyle(highlightStyle);\n",
       "                    }\n",
       "                },\n",
       "            });\n",
       "        };\n",
       "        var geo_json_77b3b67df26aa4dd1b16b3879427b9e1 = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_77b3b67df26aa4dd1b16b3879427b9e1_onEachFeature,\n",
       "            \n",
       "                style: geo_json_77b3b67df26aa4dd1b16b3879427b9e1_styler,\n",
       "                pointToLayer: geo_json_77b3b67df26aa4dd1b16b3879427b9e1_pointToLayer\n",
       "        });\n",
       "\n",
       "        function geo_json_77b3b67df26aa4dd1b16b3879427b9e1_add (data) {\n",
       "            geo_json_77b3b67df26aa4dd1b16b3879427b9e1\n",
       "                .addData(data)\n",
       "                .addTo(map_7fc7f376efb48f6d93900597277c5055);\n",
       "        }\n",
       "            geo_json_77b3b67df26aa4dd1b16b3879427b9e1_add({&quot;bbox&quot;: [-87.641225000001, 41.881573, -87.612208000001, 41.892024999999], &quot;features&quot;: [{&quot;bbox&quot;: [-87.639034, 41.881919000001, -87.639034, 41.881919000001], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.639034, 41.881919000001], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 13, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 18, &quot;Actual median headway (minutes)&quot;: 17, &quot;Actual total buses&quot;: 51, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 19, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 16, &quot;Scheduled total buses&quot;: 55, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Westbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;5006&quot;, &quot;stop name&quot;: &quot;Madison \\u0026 Canal&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.632941999999, 41.882001000001, -87.632941999999, 41.882001000001], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.632941999999, 41.882001000001], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;1&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 13, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 17, &quot;Actual median headway (minutes)&quot;: 17, &quot;Actual total buses&quot;: 53, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 20, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 16, &quot;Scheduled total buses&quot;: 55, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Westbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;18123&quot;, &quot;stop name&quot;: &quot;Madison \\u0026 Lasalle&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.624567, 41.883477999999, -87.624567, 41.883477999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.624567, 41.883477999999], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;2&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 14, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 17, &quot;Actual median headway (minutes)&quot;: 16, &quot;Actual total buses&quot;: 53, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 20, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 16, &quot;Scheduled total buses&quot;: 55, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Westbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;1106&quot;, &quot;stop name&quot;: &quot;Michigan \\u0026 Washington&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.632815999998, 41.883179000001, -87.632815999998, 41.883179000001], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.632815999998, 41.883179000001], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;3&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 13, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 17, &quot;Actual median headway (minutes)&quot;: 16, &quot;Actual total buses&quot;: 52, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 21, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 53, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;446&quot;, &quot;stop name&quot;: &quot;Washington \\u0026 Lasalle&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.620783999999, 41.887443999999, -87.620783999999, 41.887443999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.620783999999, 41.887443999999], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 14, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 17, &quot;Actual median headway (minutes)&quot;: 16, &quot;Actual total buses&quot;: 53, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 20, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 16, &quot;Scheduled total buses&quot;: 55, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Westbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;5515&quot;, &quot;stop name&quot;: &quot;Columbus (Mid) \\u0026 E. Wacker&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.627547000001, 41.883467000001, -87.627547000001, 41.883467000001], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.627547000001, 41.883467000001], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;5&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 13, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 17, &quot;Actual median headway (minutes)&quot;: 17, &quot;Actual total buses&quot;: 52, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 21, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 53, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;448&quot;, &quot;stop name&quot;: &quot;Washington \\u0026 State&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.612208000001, 41.892024999999, -87.612208000001, 41.892024999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.612208000001, 41.892024999999], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;6&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 15, &quot;Actual 75th percentile headway (minutes)&quot;: 31, &quot;Actual mean headway (minutes)&quot;: 27, &quot;Actual median headway (minutes)&quot;: 23, &quot;Actual total buses&quot;: 34, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 20, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 16, &quot;Scheduled total buses&quot;: 55, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Westbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;759&quot;, &quot;stop name&quot;: &quot;Grand \\u0026 Streeter&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.615397999999, 41.891061, -87.615397999999, 41.891061], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.615397999999, 41.891061], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;7&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 13, &quot;Actual 75th percentile headway (minutes)&quot;: 22, &quot;Actual mean headway (minutes)&quot;: 19, &quot;Actual median headway (minutes)&quot;: 17, &quot;Actual total buses&quot;: 46, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 20, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 53, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;755&quot;, &quot;stop name&quot;: &quot;Illinois \\u0026 Peshtigo&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.618052999999, 41.891907999999, -87.618052999999, 41.891907999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.618052999999, 41.891907999999], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;8&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 14, &quot;Actual 75th percentile headway (minutes)&quot;: 22, &quot;Actual mean headway (minutes)&quot;: 19, &quot;Actual median headway (minutes)&quot;: 17, &quot;Actual total buses&quot;: 49, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 20, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 16, &quot;Scheduled total buses&quot;: 55, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Westbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;589&quot;, &quot;stop name&quot;: &quot;Grand \\u0026 McClurg&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.635649000001, 41.883169, -87.635649000001, 41.883169], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.635649000001, 41.883169], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;9&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 14, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 17, &quot;Actual median headway (minutes)&quot;: 16, &quot;Actual total buses&quot;: 52, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 21, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 53, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;445&quot;, &quot;stop name&quot;: &quot;Washington \\u0026 Franklin&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.620510999999, 41.889727000001, -87.620510999999, 41.889727000001], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.620510999999, 41.889727000001], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;10&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 14, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 17, &quot;Actual median headway (minutes)&quot;: 16, &quot;Actual total buses&quot;: 53, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 20, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 16, &quot;Scheduled total buses&quot;: 55, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Westbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;5514&quot;, &quot;stop name&quot;: &quot;Columbus \\u0026 North Water&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.623715000002, 41.884365000001, -87.623715000002, 41.884365000001], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.623715000002, 41.884365000001], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;11&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 13, &quot;Actual 75th percentile headway (minutes)&quot;: 19, &quot;Actual mean headway (minutes)&quot;: 17, &quot;Actual median headway (minutes)&quot;: 17, &quot;Actual total buses&quot;: 52, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 21, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 53, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;14482&quot;, &quot;stop name&quot;: &quot;Randolph \\u0026 Michigan&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.635887000001, 41.881983999999, -87.635887000001, 41.881983999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.635887000001, 41.881983999999], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;12&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 13, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 17, &quot;Actual median headway (minutes)&quot;: 17, &quot;Actual total buses&quot;: 53, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 19, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 16, &quot;Scheduled total buses&quot;: 55, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Westbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;18124&quot;, &quot;stop name&quot;: &quot;Madison \\u0026 Franklin&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.630476000002, 41.883181000001, -87.630476000002, 41.883181000001], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.630476000002, 41.883181000001], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;13&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 14, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 17, &quot;Actual median headway (minutes)&quot;: 16, &quot;Actual total buses&quot;: 52, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 21, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 53, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;18122&quot;, &quot;stop name&quot;: &quot;Washington \\u0026 Clark/Dearborn&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.620328999998, 41.891189, -87.620328999998, 41.891189], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.620328999998, 41.891189], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;14&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 14, &quot;Actual 75th percentile headway (minutes)&quot;: 21, &quot;Actual mean headway (minutes)&quot;: 17, &quot;Actual median headway (minutes)&quot;: 16, &quot;Actual total buses&quot;: 53, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 20, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 16, &quot;Scheduled total buses&quot;: 55, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Westbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;5513&quot;, &quot;stop name&quot;: &quot;Columbus \\u0026 Illinois&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.641225000001, 41.881573, -87.641225000001, 41.881573], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.641225000001, 41.881573], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;15&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 13, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 18, &quot;Actual median headway (minutes)&quot;: 17, &quot;Actual total buses&quot;: 50, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 19, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 16, &quot;Scheduled total buses&quot;: 55, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Westbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;18125&quot;, &quot;stop name&quot;: &quot;Clinton \\u0026 Madison&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.620551999999, 41.887265, -87.620551999999, 41.887265], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.620551999999, 41.887265], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;16&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 13, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 17, &quot;Actual median headway (minutes)&quot;: 17, &quot;Actual total buses&quot;: 51, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 21, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 53, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;5509&quot;, &quot;stop name&quot;: &quot;Columbus (Mid) \\u0026 E Wacker&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.629100000001, 41.882019999999, -87.629100000001, 41.882019999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.629100000001, 41.882019999999], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;17&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 13, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 17, &quot;Actual median headway (minutes)&quot;: 17, &quot;Actual total buses&quot;: 53, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 20, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 16, &quot;Scheduled total buses&quot;: 55, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Westbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;18126&quot;, &quot;stop name&quot;: &quot;Madison \\u0026 Dearborn/State&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.617852999999, 41.891016999999, -87.617852999999, 41.891016999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.617852999999, 41.891016999999], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;18&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 14, &quot;Actual 75th percentile headway (minutes)&quot;: 21, &quot;Actual mean headway (minutes)&quot;: 19, &quot;Actual median headway (minutes)&quot;: 17, &quot;Actual total buses&quot;: 47, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 20, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 53, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;754&quot;, &quot;stop name&quot;: &quot;Illinois \\u0026 McClurg&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.639591999999, 41.882063, -87.639591999999, 41.882063], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.639591999999, 41.882063], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;19&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 14, &quot;Actual 75th percentile headway (minutes)&quot;: 21, &quot;Actual mean headway (minutes)&quot;: 18, &quot;Actual median headway (minutes)&quot;: 17, &quot;Actual total buses&quot;: 49, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 22, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 53, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;5027&quot;, &quot;stop name&quot;: &quot;Canal \\u0026 Madison&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.625906000001, 41.882138999999, -87.625906000001, 41.882138999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.625906000001, 41.882138999999], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;20&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 13, &quot;Actual 75th percentile headway (minutes)&quot;: 19, &quot;Actual mean headway (minutes)&quot;: 17, &quot;Actual median headway (minutes)&quot;: 16, &quot;Actual total buses&quot;: 53, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 20, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 16, &quot;Scheduled total buses&quot;: 55, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Westbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;450&quot;, &quot;stop name&quot;: &quot;Madison \\u0026 Wabash&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.620105, 41.890865, -87.620105, 41.890865], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.620105, 41.890865], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;21&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 13, &quot;Actual 75th percentile headway (minutes)&quot;: 21, &quot;Actual mean headway (minutes)&quot;: 18, &quot;Actual median headway (minutes)&quot;: 17, &quot;Actual total buses&quot;: 50, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 21, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 53, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;5511&quot;, &quot;stop name&quot;: &quot;Columbus \\u0026 Illinois&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.620275000001, 41.889435, -87.620275000001, 41.889435], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.620275000001, 41.889435], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;22&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 13, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 17, &quot;Actual median headway (minutes)&quot;: 17, &quot;Actual total buses&quot;: 51, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 21, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 53, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;5510&quot;, &quot;stop name&quot;: &quot;Columbus \\u0026 North Water&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.615639, 41.891968000001, -87.615639, 41.891968000001], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.615639, 41.891968000001], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;23&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 14, &quot;Actual 75th percentile headway (minutes)&quot;: 23, &quot;Actual mean headway (minutes)&quot;: 20, &quot;Actual median headway (minutes)&quot;: 17, &quot;Actual total buses&quot;: 46, &quot;Scheduled 25th percentile headway (minutes)&quot;: 14, &quot;Scheduled 75th percentile headway (minutes)&quot;: 20, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 16, &quot;Scheduled total buses&quot;: 55, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Westbound&quot;, &quot;route_id&quot;: &quot;124&quot;, &quot;stop id&quot;: &quot;760&quot;, &quot;stop name&quot;: &quot;Grand \\u0026 Peshtigo&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_77b3b67df26aa4dd1b16b3879427b9e1.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;stop id&quot;, &quot;route_id&quot;, &quot;date&quot;, &quot;day&quot;, &quot;direction&quot;, &quot;Actual total buses&quot;, &quot;Actual mean headway (minutes)&quot;, &quot;Actual 25th percentile headway (minutes)&quot;, &quot;Actual median headway (minutes)&quot;, &quot;Actual 75th percentile headway (minutes)&quot;, &quot;Scheduled total buses&quot;, &quot;Scheduled mean headway (minutes)&quot;, &quot;Scheduled 25th percentile headway (minutes)&quot;, &quot;Scheduled median headway (minutes)&quot;, &quot;Scheduled 75th percentile headway (minutes)&quot;, &quot;stop name&quot;];\n",
       "    let aliases = [&quot;stop id&quot;, &quot;route_id&quot;, &quot;date&quot;, &quot;day&quot;, &quot;direction&quot;, &quot;Actual total buses&quot;, &quot;Actual mean headway (minutes)&quot;, &quot;Actual 25th percentile headway (minutes)&quot;, &quot;Actual median headway (minutes)&quot;, &quot;Actual 75th percentile headway (minutes)&quot;, &quot;Scheduled total buses&quot;, &quot;Scheduled mean headway (minutes)&quot;, &quot;Scheduled 25th percentile headway (minutes)&quot;, &quot;Scheduled median headway (minutes)&quot;, &quot;Scheduled 75th percentile headway (minutes)&quot;, &quot;stop name&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\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>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x28c535910>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# plot route 124 linestring and stops with headway data\n",
    "\n",
    "linestring_124 = gpd.read_file('headway_summaries/route124_linestring.json')\n",
    "stops_124 = gpd.read_file('headway_summaries/route124_2023-07-26.json')\n",
    "\n",
    "m = linestring_124.explore(color='#41B6E6', tiles=\"CartoDB positron\")\n",
    "stats_all_stops_124_20230726.explore(m=m, color='#E4002B', marker_kwds=({'radius':3.0}))\n",
    "\n",
    "########### Viewing the stops json isn't working.  Investigate this further.#############\n",
    "#stops_124.explore(m=m, color='#E4002B', marker_kwds=({'radius':3.0}))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Route 74 on 7/26/2023"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture --no-display\n",
    "\n",
    "# Route 74, 7/26/2023\n",
    "\n",
    "stats_all_stops_74_20230726 = get_stats_all_stops(gtfs_feed, '74', '2023-07-26')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stop id</th>\n",
       "      <th>route_id</th>\n",
       "      <th>date</th>\n",
       "      <th>day</th>\n",
       "      <th>direction</th>\n",
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       "      <th>Actual mean headway (minutes)</th>\n",
       "      <th>Actual 25th percentile headway (minutes)</th>\n",
       "      <th>Actual median headway (minutes)</th>\n",
       "      <th>Actual 75th percentile headway (minutes)</th>\n",
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       "      <th>Scheduled mean headway (minutes)</th>\n",
       "      <th>Scheduled 25th percentile headway (minutes)</th>\n",
       "      <th>Scheduled median headway (minutes)</th>\n",
       "      <th>Scheduled 75th percentile headway (minutes)</th>\n",
       "      <th>stop name</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1241</td>\n",
       "      <td>74</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>80</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>Fullerton &amp; Rockwell</td>\n",
       "      <td>POINT (-87.69241 41.92496)</td>\n",
       "    </tr>\n",
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       "      <td>1241</td>\n",
       "      <td>74</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>80</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>Fullerton &amp; Rockwell</td>\n",
       "      <td>POINT (-87.69241 41.92496)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1295</td>\n",
       "      <td>74</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Eastbound</td>\n",
       "      <td>80</td>\n",
       "      <td>16</td>\n",
       "      <td>9</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>91</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>Fullerton &amp; Marmora</td>\n",
       "      <td>POINT (-87.77344 41.92380)</td>\n",
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       "      <td>74</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Eastbound</td>\n",
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       "      <td>16</td>\n",
       "      <td>9</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>91</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>Fullerton &amp; Marmora</td>\n",
       "      <td>POINT (-87.77344 41.92380)</td>\n",
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       "      <td>1295</td>\n",
       "      <td>74</td>\n",
       "      <td>2023-07-26</td>\n",
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       "      <td>Eastbound</td>\n",
       "      <td>80</td>\n",
       "      <td>16</td>\n",
       "      <td>9</td>\n",
       "      <td>16</td>\n",
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       "      <td>91</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>Fullerton &amp; Marmora</td>\n",
       "      <td>POINT (-87.77344 41.92380)</td>\n",
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       "      <th>295</th>\n",
       "      <td>15462</td>\n",
       "      <td>74</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>80</td>\n",
       "      <td>16</td>\n",
       "      <td>10</td>\n",
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       "      <td>22</td>\n",
       "      <td>89</td>\n",
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       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>20</td>\n",
       "      <td>Fullerton &amp; Menard</td>\n",
       "      <td>POINT (-87.77109 41.92401)</td>\n",
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       "      <td>15462</td>\n",
       "      <td>74</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Westbound</td>\n",
       "      <td>80</td>\n",
       "      <td>16</td>\n",
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       "      <td>89</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>20</td>\n",
       "      <td>Fullerton &amp; Menard</td>\n",
       "      <td>POINT (-87.77109 41.92401)</td>\n",
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       "      <td>74</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
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       "      <td>83</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>91</td>\n",
       "      <td>0</td>\n",
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       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>Fullerton &amp; Leclaire</td>\n",
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       "      <th>298</th>\n",
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       "      <td>74</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
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       "      <td>83</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
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       "      <td>91</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>Fullerton &amp; Leclaire</td>\n",
       "      <td>POINT (-87.75384 41.92409)</td>\n",
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       "      <th>299</th>\n",
       "      <td>1303</td>\n",
       "      <td>74</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>Eastbound</td>\n",
       "      <td>83</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
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       "      <td>91</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>Fullerton &amp; Leclaire</td>\n",
       "      <td>POINT (-87.75384 41.92409)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>300 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    stop id route_id        date        day  direction  Actual total buses  \\\n",
       "0      1241       74  2023-07-26  Wednesday  Westbound                  80   \n",
       "1      1241       74  2023-07-26  Wednesday  Westbound                  80   \n",
       "2      1295       74  2023-07-26  Wednesday  Eastbound                  80   \n",
       "3      1295       74  2023-07-26  Wednesday  Eastbound                  80   \n",
       "4      1295       74  2023-07-26  Wednesday  Eastbound                  80   \n",
       "..      ...      ...         ...        ...        ...                 ...   \n",
       "295   15462       74  2023-07-26  Wednesday  Westbound                  80   \n",
       "296   15462       74  2023-07-26  Wednesday  Westbound                  80   \n",
       "297    1303       74  2023-07-26  Wednesday  Eastbound                  83   \n",
       "298    1303       74  2023-07-26  Wednesday  Eastbound                  83   \n",
       "299    1303       74  2023-07-26  Wednesday  Eastbound                  83   \n",
       "\n",
       "     Actual mean headway (minutes)  Actual 25th percentile headway (minutes)  \\\n",
       "0                               15                                        10   \n",
       "1                               15                                        10   \n",
       "2                               16                                         9   \n",
       "3                               16                                         9   \n",
       "4                               16                                         9   \n",
       "..                             ...                                       ...   \n",
       "295                             16                                        10   \n",
       "296                             16                                        10   \n",
       "297                             15                                        10   \n",
       "298                             15                                        10   \n",
       "299                             15                                        10   \n",
       "\n",
       "     Actual median headway (minutes)  \\\n",
       "0                                 16   \n",
       "1                                 16   \n",
       "2                                 16   \n",
       "3                                 16   \n",
       "4                                 16   \n",
       "..                               ...   \n",
       "295                               15   \n",
       "296                               15   \n",
       "297                               15   \n",
       "298                               15   \n",
       "299                               15   \n",
       "\n",
       "     Actual 75th percentile headway (minutes)  Scheduled total buses  \\\n",
       "0                                          20                     86   \n",
       "1                                          20                     86   \n",
       "2                                          20                     91   \n",
       "3                                          20                     91   \n",
       "4                                          20                     91   \n",
       "..                                        ...                    ...   \n",
       "295                                        22                     89   \n",
       "296                                        22                     89   \n",
       "297                                        20                     91   \n",
       "298                                        20                     91   \n",
       "299                                        20                     91   \n",
       "\n",
       "     Scheduled mean headway (minutes)  \\\n",
       "0                                   0   \n",
       "1                                   0   \n",
       "2                                   0   \n",
       "3                                   0   \n",
       "4                                   0   \n",
       "..                                ...   \n",
       "295                                 0   \n",
       "296                                 0   \n",
       "297                                 0   \n",
       "298                                 0   \n",
       "299                                 0   \n",
       "\n",
       "     Scheduled 25th percentile headway (minutes)  \\\n",
       "0                                              9   \n",
       "1                                              9   \n",
       "2                                              9   \n",
       "3                                              9   \n",
       "4                                              9   \n",
       "..                                           ...   \n",
       "295                                            9   \n",
       "296                                            9   \n",
       "297                                            8   \n",
       "298                                            8   \n",
       "299                                            8   \n",
       "\n",
       "     Scheduled median headway (minutes)  \\\n",
       "0                                    12   \n",
       "1                                    12   \n",
       "2                                    14   \n",
       "3                                    14   \n",
       "4                                    14   \n",
       "..                                  ...   \n",
       "295                                  14   \n",
       "296                                  14   \n",
       "297                                  14   \n",
       "298                                  14   \n",
       "299                                  14   \n",
       "\n",
       "     Scheduled 75th percentile headway (minutes)             stop name  \\\n",
       "0                                             20  Fullerton & Rockwell   \n",
       "1                                             20  Fullerton & Rockwell   \n",
       "2                                             21   Fullerton & Marmora   \n",
       "3                                             21   Fullerton & Marmora   \n",
       "4                                             21   Fullerton & Marmora   \n",
       "..                                           ...                   ...   \n",
       "295                                           20    Fullerton & Menard   \n",
       "296                                           20    Fullerton & Menard   \n",
       "297                                           21  Fullerton & Leclaire   \n",
       "298                                           21  Fullerton & Leclaire   \n",
       "299                                           21  Fullerton & Leclaire   \n",
       "\n",
       "                       geometry  \n",
       "0    POINT (-87.69241 41.92496)  \n",
       "1    POINT (-87.69241 41.92496)  \n",
       "2    POINT (-87.77344 41.92380)  \n",
       "3    POINT (-87.77344 41.92380)  \n",
       "4    POINT (-87.77344 41.92380)  \n",
       "..                          ...  \n",
       "295  POINT (-87.77109 41.92401)  \n",
       "296  POINT (-87.77109 41.92401)  \n",
       "297  POINT (-87.75384 41.92409)  \n",
       "298  POINT (-87.75384 41.92409)  \n",
       "299  POINT (-87.75384 41.92409)  \n",
       "\n",
       "[300 rows x 17 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats_all_stops_74_20230726\n",
    "\n",
    "####################\n",
    "### Bus stops are each showing 3 times. Maybe once per pattern?  \n",
    "### To be investigated.   Route 124 did not display this duplication.\n",
    "#####################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;#41B6E6&quot;, &quot;fillColor&quot;: &quot;#41B6E6&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_65181a5b2df3c2f25cf2e5bdc473d047_highlighter(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;fillOpacity&quot;: 0.75};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_65181a5b2df3c2f25cf2e5bdc473d047_pointToLayer(feature, latlng) {\n",
       "            var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&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;: 2, &quot;stroke&quot;: true, &quot;weight&quot;: 3};\n",
       "            \n",
       "            let style = geo_json_65181a5b2df3c2f25cf2e5bdc473d047_styler(feature)\n",
       "            Object.assign(opts, style)\n",
       "            \n",
       "            return new L.CircleMarker(latlng, opts)\n",
       "        }\n",
       "\n",
       "        function geo_json_65181a5b2df3c2f25cf2e5bdc473d047_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "                mouseout: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        geo_json_65181a5b2df3c2f25cf2e5bdc473d047.resetStyle(e.target);\n",
       "                    }\n",
       "                },\n",
       "                mouseover: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        const highlightStyle = geo_json_65181a5b2df3c2f25cf2e5bdc473d047_highlighter(e.target.feature)\n",
       "                        e.target.setStyle(highlightStyle);\n",
       "                    }\n",
       "                },\n",
       "            });\n",
       "        };\n",
       "        var geo_json_65181a5b2df3c2f25cf2e5bdc473d047 = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_65181a5b2df3c2f25cf2e5bdc473d047_onEachFeature,\n",
       "            \n",
       "                style: geo_json_65181a5b2df3c2f25cf2e5bdc473d047_styler,\n",
       "                pointToLayer: geo_json_65181a5b2df3c2f25cf2e5bdc473d047_pointToLayer\n",
       "        });\n",
       "\n",
       "        function geo_json_65181a5b2df3c2f25cf2e5bdc473d047_add (data) {\n",
       "            geo_json_65181a5b2df3c2f25cf2e5bdc473d047\n",
       "                .addData(data)\n",
       "                .addTo(map_dcbd01177f3c41a12adfbfe3e559fec0);\n",
       "        }\n",
       "            geo_json_65181a5b2df3c2f25cf2e5bdc473d047_add({&quot;bbox&quot;: [-87.802117, 41.921788, -87.6439, 41.925497], &quot;features&quot;: [{&quot;bbox&quot;: [-87.802117, 41.923533, -87.649735000001, 41.925437000001], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-87.649735000001, 41.925437000001], [-87.649942, 41.925405], [-87.650165, 41.925405], [-87.65072, 41.925372], [-87.652787, 41.925388], [-87.652867000001, 41.925437], [-87.653217, 41.925405], [-87.653613, 41.925405], [-87.654122, 41.925372], [-87.655695, 41.925372], [-87.655807, 41.925372], [-87.65692, 41.925308], [-87.658143, 41.925325], [-87.658207, 41.925324999999], [-87.658827, 41.925268], [-87.65943, 41.925285], [-87.659637, 41.925268], [-87.660257, 41.925285], [-87.660273000001, 41.925285000001], [-87.660623, 41.925293], [-87.660893, 41.925285], [-87.661387, 41.925285], [-87.661592, 41.925262], [-87.663532, 41.925268], [-87.663657999999, 41.925268], [-87.664342, 41.925245], [-87.664723, 41.925245], 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41.924395000001], [-87.73938, 41.924363], [-87.741177, 41.924395], [-87.741351999999, 41.924395], [-87.74159, 41.924372], [-87.741765, 41.924372], [-87.741972, 41.924363], [-87.743688, 41.924372], [-87.743782999999, 41.924372], [-87.744053, 41.924323], [-87.744245, 41.924323], [-87.744452, 41.924315], [-87.744832, 41.924315], [-87.745055, 41.924308], [-87.746278, 41.924347], [-87.746453, 41.924347], [-87.74666, 41.92434], [-87.746772000002, 41.924340000001], [-87.747852, 41.924283], [-87.748535, 41.9243], [-87.748678, 41.9243], [-87.748807, 41.924323], [-87.749298, 41.924308], [-87.749982, 41.924308], [-87.75022, 41.9243], [-87.750665, 41.9243], [-87.75092, 41.924292], [-87.751428, 41.924292], [-87.751620000001, 41.924283], [-87.752112, 41.924268], [-87.752318, 41.924268], [-87.752525, 41.92426], [-87.753368, 41.92426], [-87.753527000001, 41.924268], [-87.754592, 41.92422], [-87.75599, 41.924252], [-87.756070000001, 41.924251999999], [-87.757325, 41.92418], [-87.757595, 41.92418], [-87.757867, 41.924172], [-87.758343, 41.92418], [-87.758518, 41.924180000001], [-87.758757, 41.924157], [-87.759202, 41.924157], [-87.759455, 41.924148], [-87.759757, 41.924148], [-87.760075, 41.924133], [-87.760997, 41.924157], [-87.761013000001, 41.924157000001], [-87.761427, 41.924117], [-87.761665, 41.924117], [-87.76219, 41.924093], [-87.762745, 41.924093], [-87.763015, 41.924077], [-87.763413, 41.924102], [-87.763444999999, 41.924102000001], [-87.763907, 41.924068], [-87.765908, 41.924093], [-87.76656, 41.924093], [-87.766577, 41.924093000001], [-87.76683, 41.924068], [-87.767022, 41.924068], [-87.768023, 41.924013], [-87.768197, 41.924022], [-87.768340000002, 41.92403], [-87.768468, 41.924068], [-87.76931, 41.924037], [-87.770455, 41.924053], [-87.770852, 41.92403], [-87.77109, 41.924012999999], [-87.77136, 41.923998], [-87.772488, 41.923998], [-87.772712, 41.92399], [-87.772902, 41.923998], [-87.773204999999, 41.923950000001], [-87.774078, 41.923902], [-87.775572, 41.923942], [-87.775652000001, 41.923933], [-87.777018, 41.923855], [-87.777957, 41.923862], [-87.778051999999, 41.923862000001], [-87.778767, 41.92383], [-87.7798, 41.92383], [-87.779992, 41.923815], [-87.78042, 41.923815], [-87.780468000001, 41.923814999999], [-87.780675, 41.923815], [-87.780897, 41.923798], [-87.781103, 41.923798], [-87.781548, 41.923775], [-87.782773, 41.923783], [-87.783012, 41.923775], [-87.783169999998, 41.923774999999], [-87.783408, 41.923752], [-87.783647, 41.923752], [-87.783853, 41.923735], [-87.78495, 41.923758], [-87.7853, 41.92373], [-87.785300000001, 41.923752]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;5&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#41B6E6&quot;, &quot;ln&quot;: 37096.0, &quot;pid&quot;: 8419, &quot;rtdir&quot;: &quot;Westbound&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_65181a5b2df3c2f25cf2e5bdc473d047.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;pid&quot;, &quot;ln&quot;, &quot;rtdir&quot;];\n",
       "    let aliases = [&quot;pid&quot;, &quot;ln&quot;, &quot;rtdir&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
       "                     \n",
       "    \n",
       "        function geo_json_85be41ff5fc17ec872c74983cd7a16b5_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;#E4002B&quot;, &quot;fillColor&quot;: &quot;#E4002B&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_85be41ff5fc17ec872c74983cd7a16b5_highlighter(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;fillOpacity&quot;: 0.75};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_85be41ff5fc17ec872c74983cd7a16b5_pointToLayer(feature, latlng) {\n",
       "            var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&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;: 3.0, &quot;stroke&quot;: true, &quot;weight&quot;: 3};\n",
       "            \n",
       "            let style = geo_json_85be41ff5fc17ec872c74983cd7a16b5_styler(feature)\n",
       "            Object.assign(opts, style)\n",
       "            \n",
       "            return new L.CircleMarker(latlng, opts)\n",
       "        }\n",
       "\n",
       "        function geo_json_85be41ff5fc17ec872c74983cd7a16b5_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "                mouseout: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        geo_json_85be41ff5fc17ec872c74983cd7a16b5.resetStyle(e.target);\n",
       "                    }\n",
       "                },\n",
       "                mouseover: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        const highlightStyle = geo_json_85be41ff5fc17ec872c74983cd7a16b5_highlighter(e.target.feature)\n",
       "                        e.target.setStyle(highlightStyle);\n",
       "                    }\n",
       "                },\n",
       "            });\n",
       "        };\n",
       "        var geo_json_85be41ff5fc17ec872c74983cd7a16b5 = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_85be41ff5fc17ec872c74983cd7a16b5_onEachFeature,\n",
       "            \n",
       "                style: geo_json_85be41ff5fc17ec872c74983cd7a16b5_styler,\n",
       "                pointToLayer: geo_json_85be41ff5fc17ec872c74983cd7a16b5_pointToLayer\n",
       "        });\n",
       "\n",
       "        function geo_json_85be41ff5fc17ec872c74983cd7a16b5_add (data) {\n",
       "            geo_json_85be41ff5fc17ec872c74983cd7a16b5\n",
       "                .addData(data)\n",
       "                .addTo(map_dcbd01177f3c41a12adfbfe3e559fec0);\n",
       "        }\n",
       "            geo_json_85be41ff5fc17ec872c74983cd7a16b5_add({&quot;bbox&quot;: [-87.80094, 41.921788, -87.644124999998, 41.925437], &quot;features&quot;: [{&quot;bbox&quot;: [-87.692412000002, 41.92496, -87.692412000002, 41.92496], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.692412000002, 41.92496], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 10, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 15, &quot;Actual median headway (minutes)&quot;: 16, &quot;Actual total buses&quot;: 80, &quot;Scheduled 25th percentile headway (minutes)&quot;: 9, &quot;Scheduled 75th percentile headway (minutes)&quot;: 20, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 12, &quot;Scheduled total buses&quot;: 86, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Westbound&quot;, &quot;route_id&quot;: &quot;74&quot;, &quot;stop id&quot;: &quot;1241&quot;, &quot;stop name&quot;: &quot;Fullerton \\u0026 Rockwell&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.692412000002, 41.92496, -87.692412000002, 41.92496], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.692412000002, 41.92496], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;1&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 10, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 15, &quot;Actual median headway (minutes)&quot;: 16, &quot;Actual total buses&quot;: 80, &quot;Scheduled 25th percentile headway (minutes)&quot;: 9, &quot;Scheduled 75th percentile headway (minutes)&quot;: 20, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 12, &quot;Scheduled total buses&quot;: 86, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Westbound&quot;, &quot;route_id&quot;: &quot;74&quot;, &quot;stop id&quot;: &quot;1241&quot;, &quot;stop name&quot;: &quot;Fullerton \\u0026 Rockwell&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.773441999999, 41.923799999999, -87.773441999999, 41.923799999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.773441999999, 41.923799999999], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;2&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 9, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 16, &quot;Actual median headway (minutes)&quot;: 16, &quot;Actual total buses&quot;: 80, &quot;Scheduled 25th percentile headway (minutes)&quot;: 9, &quot;Scheduled 75th percentile headway (minutes)&quot;: 21, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 91, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;74&quot;, &quot;stop id&quot;: &quot;1295&quot;, &quot;stop name&quot;: &quot;Fullerton \\u0026 Marmora&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.773441999999, 41.923799999999, -87.773441999999, 41.923799999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.773441999999, 41.923799999999], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;3&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 9, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 16, &quot;Actual median headway (minutes)&quot;: 16, &quot;Actual total buses&quot;: 80, &quot;Scheduled 25th percentile headway (minutes)&quot;: 9, &quot;Scheduled 75th percentile headway (minutes)&quot;: 21, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 91, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;74&quot;, &quot;stop id&quot;: &quot;1295&quot;, &quot;stop name&quot;: &quot;Fullerton \\u0026 Marmora&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.773441999999, 41.923799999999, -87.773441999999, 41.923799999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.773441999999, 41.923799999999], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 9, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 16, &quot;Actual median headway (minutes)&quot;: 16, &quot;Actual total buses&quot;: 80, &quot;Scheduled 25th percentile headway (minutes)&quot;: 9, &quot;Scheduled 75th percentile headway (minutes)&quot;: 21, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 91, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;74&quot;, &quot;stop id&quot;: &quot;1295&quot;, &quot;stop name&quot;: &quot;Fullerton \\u0026 Marmora&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.653140000001, 41.925354999999, -87.653140000001, 41.925354999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.653140000001, 41.925354999999], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;5&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 9, &quot;Actual 75th percentile headway (minutes)&quot;: 22, &quot;Actual mean headway (minutes)&quot;: 15, &quot;Actual median headway (minutes)&quot;: 14, &quot;Actual total buses&quot;: 80, &quot;Scheduled 25th percentile headway (minutes)&quot;: 9, &quot;Scheduled 75th percentile headway (minutes)&quot;: 19, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 13, &quot;Scheduled total buses&quot;: 86, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;74&quot;, &quot;stop id&quot;: &quot;6597&quot;, &quot;stop name&quot;: &quot;Fullerton \\u0026 Sheffield (Red/Brown/Purple Line)&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.653140000001, 41.925354999999, -87.653140000001, 41.925354999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.653140000001, 41.925354999999], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;6&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 9, &quot;Actual 75th percentile headway (minutes)&quot;: 22, &quot;Actual mean headway (minutes)&quot;: 15, &quot;Actual median headway (minutes)&quot;: 14, &quot;Actual total buses&quot;: 80, &quot;Scheduled 25th percentile headway (minutes)&quot;: 9, &quot;Scheduled 75th percentile headway (minutes)&quot;: 19, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 13, &quot;Scheduled total buses&quot;: 86, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;74&quot;, &quot;stop id&quot;: &quot;6597&quot;, &quot;stop name&quot;: &quot;Fullerton \\u0026 Sheffield (Red/Brown/Purple Line)&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.792626999998, 41.923735, -87.792626999998, 41.923735], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.792626999998, 41.923735], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;7&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 16, &quot;Actual 75th percentile headway (minutes)&quot;: 23, &quot;Actual mean headway (minutes)&quot;: 20, &quot;Actual median headway (minutes)&quot;: 19, &quot;Actual total buses&quot;: 61, &quot;Scheduled 25th percentile headway (minutes)&quot;: 16, &quot;Scheduled 75th percentile headway (minutes)&quot;: 20, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 18, &quot;Scheduled total buses&quot;: 72, &quot;__folium_color&quot;: &quot;#E4002B&quot;, 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mean headway (minutes)&quot;: 15, &quot;Actual median headway (minutes)&quot;: 15, &quot;Actual total buses&quot;: 83, &quot;Scheduled 25th percentile headway (minutes)&quot;: 8, &quot;Scheduled 75th percentile headway (minutes)&quot;: 21, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 91, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;74&quot;, &quot;stop id&quot;: &quot;1303&quot;, &quot;stop name&quot;: &quot;Fullerton \\u0026 Leclaire&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.753843999999, 41.924086000001, -87.753843999999, 41.924086000001], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.753843999999, 41.924086000001], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;298&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 10, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 15, &quot;Actual median headway (minutes)&quot;: 15, &quot;Actual total buses&quot;: 83, &quot;Scheduled 25th percentile headway (minutes)&quot;: 8, &quot;Scheduled 75th percentile headway (minutes)&quot;: 21, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 91, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;74&quot;, &quot;stop id&quot;: &quot;1303&quot;, &quot;stop name&quot;: &quot;Fullerton \\u0026 Leclaire&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-87.753843999999, 41.924086000001, -87.753843999999, 41.924086000001], &quot;geometry&quot;: {&quot;coordinates&quot;: [-87.753843999999, 41.924086000001], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;299&quot;, &quot;properties&quot;: {&quot;Actual 25th percentile headway (minutes)&quot;: 10, &quot;Actual 75th percentile headway (minutes)&quot;: 20, &quot;Actual mean headway (minutes)&quot;: 15, &quot;Actual median headway (minutes)&quot;: 15, &quot;Actual total buses&quot;: 83, &quot;Scheduled 25th percentile headway (minutes)&quot;: 8, &quot;Scheduled 75th percentile headway (minutes)&quot;: 21, &quot;Scheduled mean headway (minutes)&quot;: 0, &quot;Scheduled median headway (minutes)&quot;: 14, &quot;Scheduled total buses&quot;: 91, &quot;__folium_color&quot;: &quot;#E4002B&quot;, &quot;date&quot;: &quot;2023-07-26&quot;, &quot;day&quot;: &quot;Wednesday&quot;, &quot;direction&quot;: &quot;Eastbound&quot;, &quot;route_id&quot;: &quot;74&quot;, &quot;stop id&quot;: &quot;1303&quot;, &quot;stop name&quot;: &quot;Fullerton \\u0026 Leclaire&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_85be41ff5fc17ec872c74983cd7a16b5.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;stop id&quot;, &quot;route_id&quot;, &quot;date&quot;, &quot;day&quot;, &quot;direction&quot;, &quot;Actual total buses&quot;, &quot;Actual mean headway (minutes)&quot;, &quot;Actual 25th percentile headway (minutes)&quot;, &quot;Actual median headway (minutes)&quot;, &quot;Actual 75th percentile headway (minutes)&quot;, &quot;Scheduled total buses&quot;, &quot;Scheduled mean headway (minutes)&quot;, &quot;Scheduled 25th percentile headway (minutes)&quot;, &quot;Scheduled median headway (minutes)&quot;, &quot;Scheduled 75th percentile headway (minutes)&quot;, &quot;stop name&quot;];\n",
       "    let aliases = [&quot;stop id&quot;, &quot;route_id&quot;, &quot;date&quot;, &quot;day&quot;, &quot;direction&quot;, &quot;Actual total buses&quot;, &quot;Actual mean headway (minutes)&quot;, &quot;Actual 25th percentile headway (minutes)&quot;, &quot;Actual median headway (minutes)&quot;, &quot;Actual 75th percentile headway (minutes)&quot;, &quot;Scheduled total buses&quot;, &quot;Scheduled mean headway (minutes)&quot;, &quot;Scheduled 25th percentile headway (minutes)&quot;, &quot;Scheduled median headway (minutes)&quot;, &quot;Scheduled 75th percentile headway (minutes)&quot;, &quot;stop name&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\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>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x15af32bd0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# plot route 74 linestring and stops with headway data\n",
    "\n",
    "linestring_74 = gpd.read_file('headway_summaries/route74_linestring.json')\n",
    "stops_74 = gpd.read_file('headway_summaries/route74_2023-07-26.json')\n",
    "\n",
    "m = linestring_74.explore(color='#41B6E6', tiles=\"CartoDB positron\")\n",
    "stats_all_stops_74_20230726.explore(m=m, color='#E4002B', marker_kwds=({'radius':3.0}))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get detailed arrival times and headways all day for a single stop and route on a single day"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7/25/2023, Route 8 (Halsted), stop 5864 Southbound"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "direction = 'Southbound'\n",
    "stop_id = '5864'\n",
    "service_date_string = '2023-07-25'\n",
    "route_id = '8'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vid</th>\n",
       "      <th>tmstmp</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>hdg</th>\n",
       "      <th>pid</th>\n",
       "      <th>rt</th>\n",
       "      <th>des</th>\n",
       "      <th>pdist</th>\n",
       "      <th>dly</th>\n",
       "      <th>tatripid</th>\n",
       "      <th>origtatripno</th>\n",
       "      <th>tablockid</th>\n",
       "      <th>zone</th>\n",
       "      <th>scrape_file</th>\n",
       "      <th>data_time</th>\n",
       "      <th>data_hour</th>\n",
       "      <th>data_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>7949</td>\n",
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       "      <td>Michigan/Chicago</td>\n",
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       "      <td>2023-07-25</td>\n",
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       "      <td>2023-07-25 00:02:00+00:00</td>\n",
       "      <td>41.893967</td>\n",
       "      <td>-87.619885</td>\n",
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       "      <td>Michigan/Chicago</td>\n",
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       "      <td>True</td>\n",
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       "      <td>245955416</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>2023-07-25 00:02:00</td>\n",
       "      <td>0</td>\n",
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       "      <td>95th/RED LINE</td>\n",
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       "      <td>1080331</td>\n",
       "      <td>245955775</td>\n",
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       "      <td>bus_data/2023-07-25/00:02:56.json</td>\n",
       "      <td>2023-07-25 00:02:00</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1314</td>\n",
       "      <td>2023-07-25 00:02:00+00:00</td>\n",
       "      <td>41.819835</td>\n",
       "      <td>-87.616943</td>\n",
       "      <td>178</td>\n",
       "      <td>18415</td>\n",
       "      <td>3</td>\n",
       "      <td>95th/RED LINE</td>\n",
       "      <td>32001</td>\n",
       "      <td>False</td>\n",
       "      <td>1080330</td>\n",
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       "      <td>2023-07-25 00:02:00</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-25</td>\n",
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       "      <th>4</th>\n",
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       "      <td>2023-07-25 00:02:00+00:00</td>\n",
       "      <td>41.776231</td>\n",
       "      <td>-87.615639</td>\n",
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       "      <td>95th/RED LINE</td>\n",
       "      <td>47949</td>\n",
       "      <td>False</td>\n",
       "      <td>1080329</td>\n",
       "      <td>245954565</td>\n",
       "      <td>N4  -793</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bus_data/2023-07-25/00:02:56.json</td>\n",
       "      <td>2023-07-25 00:02:00</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-25</td>\n",
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       "      <th>163572</th>\n",
       "      <td>4335</td>\n",
       "      <td>2023-07-26 23:57:00+00:00</td>\n",
       "      <td>41.981577</td>\n",
       "      <td>-87.655151</td>\n",
       "      <td>178</td>\n",
       "      <td>8102</td>\n",
       "      <td>151</td>\n",
       "      <td>Union Station</td>\n",
       "      <td>10818</td>\n",
       "      <td>False</td>\n",
       "      <td>403</td>\n",
       "      <td>245945780</td>\n",
       "      <td>151 -513</td>\n",
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       "      <td>bus_data/2023-07-26/23:57:56.json</td>\n",
       "      <td>2023-07-26 23:57:00</td>\n",
       "      <td>23</td>\n",
       "      <td>2023-07-26</td>\n",
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       "      <th>163573</th>\n",
       "      <td>4378</td>\n",
       "      <td>2023-07-26 23:57:00+00:00</td>\n",
       "      <td>41.948733</td>\n",
       "      <td>-87.643506</td>\n",
       "      <td>152</td>\n",
       "      <td>8102</td>\n",
       "      <td>151</td>\n",
       "      <td>Union Station</td>\n",
       "      <td>25619</td>\n",
       "      <td>False</td>\n",
       "      <td>398</td>\n",
       "      <td>245945719</td>\n",
       "      <td>151 -518</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bus_data/2023-07-26/23:57:56.json</td>\n",
       "      <td>2023-07-26 23:57:00</td>\n",
       "      <td>23</td>\n",
       "      <td>2023-07-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163574</th>\n",
       "      <td>4133</td>\n",
       "      <td>2023-07-26 23:57:00+00:00</td>\n",
       "      <td>41.893646</td>\n",
       "      <td>-87.624306</td>\n",
       "      <td>177</td>\n",
       "      <td>8102</td>\n",
       "      <td>151</td>\n",
       "      <td>Union Station</td>\n",
       "      <td>47990</td>\n",
       "      <td>False</td>\n",
       "      <td>400</td>\n",
       "      <td>245945709</td>\n",
       "      <td>151 -516</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bus_data/2023-07-26/23:57:56.json</td>\n",
       "      <td>2023-07-26 23:57:00</td>\n",
       "      <td>23</td>\n",
       "      <td>2023-07-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163575</th>\n",
       "      <td>1824</td>\n",
       "      <td>2023-07-26 23:57:00+00:00</td>\n",
       "      <td>42.001766</td>\n",
       "      <td>-87.660767</td>\n",
       "      <td>178</td>\n",
       "      <td>904</td>\n",
       "      <td>155</td>\n",
       "      <td>Kedzie</td>\n",
       "      <td>3344</td>\n",
       "      <td>False</td>\n",
       "      <td>1005709</td>\n",
       "      <td>245945883</td>\n",
       "      <td>155 -552</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bus_data/2023-07-26/23:57:56.json</td>\n",
       "      <td>2023-07-26 23:57:00</td>\n",
       "      <td>23</td>\n",
       "      <td>2023-07-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163576</th>\n",
       "      <td>1880</td>\n",
       "      <td>2023-07-26 23:57:00+00:00</td>\n",
       "      <td>41.997501</td>\n",
       "      <td>-87.703300</td>\n",
       "      <td>89</td>\n",
       "      <td>905</td>\n",
       "      <td>155</td>\n",
       "      <td>Morse Red Line</td>\n",
       "      <td>1847</td>\n",
       "      <td>False</td>\n",
       "      <td>1005714</td>\n",
       "      <td>245946034</td>\n",
       "      <td>155 -503</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bus_data/2023-07-26/23:57:56.json</td>\n",
       "      <td>2023-07-26 23:57:00</td>\n",
       "      <td>23</td>\n",
       "      <td>2023-07-26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>328984 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         vid                    tmstmp        lat        lon  hdg    pid   rt  \\\n",
       "0       7949 2023-07-25 00:02:00+00:00  41.894199 -87.620270  116  18414    3   \n",
       "1       7989 2023-07-25 00:02:00+00:00  41.893967 -87.619885  178  18414    3   \n",
       "2       1262 2023-07-25 00:02:00+00:00  41.871794 -87.624252  177  18415    3   \n",
       "3       1314 2023-07-25 00:02:00+00:00  41.819835 -87.616943  178  18415    3   \n",
       "4       7926 2023-07-25 00:02:00+00:00  41.776231 -87.615639  178  18415    3   \n",
       "...      ...                       ...        ...        ...  ...    ...  ...   \n",
       "163572  4335 2023-07-26 23:57:00+00:00  41.981577 -87.655151  178   8102  151   \n",
       "163573  4378 2023-07-26 23:57:00+00:00  41.948733 -87.643506  152   8102  151   \n",
       "163574  4133 2023-07-26 23:57:00+00:00  41.893646 -87.624306  177   8102  151   \n",
       "163575  1824 2023-07-26 23:57:00+00:00  42.001766 -87.660767  178    904  155   \n",
       "163576  1880 2023-07-26 23:57:00+00:00  41.997501 -87.703300   89    905  155   \n",
       "\n",
       "                     des  pdist    dly tatripid  origtatripno tablockid zone  \\\n",
       "0       Michigan/Chicago  70716  False      398     245955419    3 -707  NaN   \n",
       "1       Michigan/Chicago  70888   True      397     245955416    3 -711  NaN   \n",
       "2          95th/RED LINE  11645  False  1080331     245955775    3 -717  NaN   \n",
       "3          95th/RED LINE  32001  False  1080330     245955591    3 -708  NaN   \n",
       "4          95th/RED LINE  47949  False  1080329     245954565  N4  -793  NaN   \n",
       "...                  ...    ...    ...      ...           ...       ...  ...   \n",
       "163572     Union Station  10818  False      403     245945780  151 -513  NaN   \n",
       "163573     Union Station  25619  False      398     245945719  151 -518  NaN   \n",
       "163574     Union Station  47990  False      400     245945709  151 -516  NaN   \n",
       "163575            Kedzie   3344  False  1005709     245945883  155 -552  NaN   \n",
       "163576    Morse Red Line   1847  False  1005714     245946034  155 -503  NaN   \n",
       "\n",
       "                              scrape_file            data_time  data_hour  \\\n",
       "0       bus_data/2023-07-25/00:02:56.json  2023-07-25 00:02:00          0   \n",
       "1       bus_data/2023-07-25/00:02:56.json  2023-07-25 00:02:00          0   \n",
       "2       bus_data/2023-07-25/00:02:56.json  2023-07-25 00:02:00          0   \n",
       "3       bus_data/2023-07-25/00:02:56.json  2023-07-25 00:02:00          0   \n",
       "4       bus_data/2023-07-25/00:02:56.json  2023-07-25 00:02:00          0   \n",
       "...                                   ...                  ...        ...   \n",
       "163572  bus_data/2023-07-26/23:57:56.json  2023-07-26 23:57:00         23   \n",
       "163573  bus_data/2023-07-26/23:57:56.json  2023-07-26 23:57:00         23   \n",
       "163574  bus_data/2023-07-26/23:57:56.json  2023-07-26 23:57:00         23   \n",
       "163575  bus_data/2023-07-26/23:57:56.json  2023-07-26 23:57:00         23   \n",
       "163576  bus_data/2023-07-26/23:57:56.json  2023-07-26 23:57:00         23   \n",
       "\n",
       "         data_date  \n",
       "0       2023-07-25  \n",
       "1       2023-07-25  \n",
       "2       2023-07-25  \n",
       "3       2023-07-25  \n",
       "4       2023-07-25  \n",
       "...            ...  \n",
       "163572  2023-07-26  \n",
       "163573  2023-07-26  \n",
       "163574  2023-07-26  \n",
       "163575  2023-07-26  \n",
       "163576  2023-07-26  \n",
       "\n",
       "[328984 rows x 18 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vehicles = get_chn_vehicles(service_date_string)\n",
    "vehicles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trip_id</th>\n",
       "      <th>arrival_time</th>\n",
       "      <th>departure_time</th>\n",
       "      <th>stop_id</th>\n",
       "      <th>stop_sequence</th>\n",
       "      <th>stop_headsign</th>\n",
       "      <th>pickup_type</th>\n",
       "      <th>shape_dist_traveled</th>\n",
       "      <th>arrival_hour</th>\n",
       "      <th>departure_hour</th>\n",
       "      <th>route_id</th>\n",
       "      <th>service_id</th>\n",
       "      <th>direction</th>\n",
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       "      <th>stop_time</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6570000030020</td>\n",
       "      <td>10:38:00</td>\n",
       "      <td>10:38:00</td>\n",
       "      <td>3681</td>\n",
       "      <td>1</td>\n",
       "      <td>Waveland/Broadway</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>10</td>\n",
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       "      <td>Northbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 10:38:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6570000030020</td>\n",
       "      <td>10:38:42</td>\n",
       "      <td>10:38:42</td>\n",
       "      <td>17510</td>\n",
       "      <td>2</td>\n",
       "      <td>Waveland/Broadway</td>\n",
       "      <td>0</td>\n",
       "      <td>555</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
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       "      <td>65701</td>\n",
       "      <td>Northbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 10:38:42+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6570000030020</td>\n",
       "      <td>10:39:29</td>\n",
       "      <td>10:39:29</td>\n",
       "      <td>5866</td>\n",
       "      <td>3</td>\n",
       "      <td>Waveland/Broadway</td>\n",
       "      <td>0</td>\n",
       "      <td>1048</td>\n",
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       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
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       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 10:39:29+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6570000030020</td>\n",
       "      <td>10:40:28</td>\n",
       "      <td>10:40:28</td>\n",
       "      <td>15085</td>\n",
       "      <td>4</td>\n",
       "      <td>Waveland/Broadway</td>\n",
       "      <td>0</td>\n",
       "      <td>1877</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
       "      <td>Northbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 10:40:28+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>6570000030020</td>\n",
       "      <td>10:41:21</td>\n",
       "      <td>10:41:21</td>\n",
       "      <td>17231</td>\n",
       "      <td>5</td>\n",
       "      <td>Waveland/Broadway</td>\n",
       "      <td>0</td>\n",
       "      <td>2511</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
       "      <td>Northbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 10:41:21+00:00</td>\n",
       "    </tr>\n",
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       "      <th>...</th>\n",
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       "      <th>45827</th>\n",
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       "      <td>06:40:58</td>\n",
       "      <td>06:40:58</td>\n",
       "      <td>5968</td>\n",
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       "      <td>Waveland/Broadway</td>\n",
       "      <td>0</td>\n",
       "      <td>72297</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
       "      <td>Northbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 06:40:58+00:00</td>\n",
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       "      <td>6570044906020</td>\n",
       "      <td>06:41:31</td>\n",
       "      <td>06:41:31</td>\n",
       "      <td>5969</td>\n",
       "      <td>100</td>\n",
       "      <td>Waveland/Broadway</td>\n",
       "      <td>0</td>\n",
       "      <td>72974</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
       "      <td>Northbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 06:41:31+00:00</td>\n",
       "    </tr>\n",
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       "      <th>45831</th>\n",
       "      <td>6570044906020</td>\n",
       "      <td>06:42:03</td>\n",
       "      <td>06:42:03</td>\n",
       "      <td>5970</td>\n",
       "      <td>101</td>\n",
       "      <td>Waveland/Broadway</td>\n",
       "      <td>0</td>\n",
       "      <td>73636</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
       "      <td>Northbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 06:42:03+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45833</th>\n",
       "      <td>6570044906020</td>\n",
       "      <td>06:42:39</td>\n",
       "      <td>06:42:39</td>\n",
       "      <td>17390</td>\n",
       "      <td>102</td>\n",
       "      <td>Waveland/Broadway</td>\n",
       "      <td>0</td>\n",
       "      <td>74453</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
       "      <td>Northbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 06:42:39+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45835</th>\n",
       "      <td>6570044906020</td>\n",
       "      <td>06:43:00</td>\n",
       "      <td>06:43:00</td>\n",
       "      <td>5756</td>\n",
       "      <td>103</td>\n",
       "      <td>Waveland/Broadway</td>\n",
       "      <td>0</td>\n",
       "      <td>74683</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
       "      <td>Northbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 06:43:00+00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19278 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             trip_id arrival_time departure_time stop_id stop_sequence  \\\n",
       "0      6570000030020     10:38:00       10:38:00    3681             1   \n",
       "3      6570000030020     10:38:42       10:38:42   17510             2   \n",
       "6      6570000030020     10:39:29       10:39:29    5866             3   \n",
       "9      6570000030020     10:40:28       10:40:28   15085             4   \n",
       "12     6570000030020     10:41:21       10:41:21   17231             5   \n",
       "...              ...          ...            ...     ...           ...   \n",
       "45827  6570044906020     06:40:58       06:40:58    5968            99   \n",
       "45829  6570044906020     06:41:31       06:41:31    5969           100   \n",
       "45831  6570044906020     06:42:03       06:42:03    5970           101   \n",
       "45833  6570044906020     06:42:39       06:42:39   17390           102   \n",
       "45835  6570044906020     06:43:00       06:43:00    5756           103   \n",
       "\n",
       "           stop_headsign pickup_type shape_dist_traveled  arrival_hour  \\\n",
       "0      Waveland/Broadway           0                   0            10   \n",
       "3      Waveland/Broadway           0                 555            10   \n",
       "6      Waveland/Broadway           0                1048            10   \n",
       "9      Waveland/Broadway           0                1877            10   \n",
       "12     Waveland/Broadway           0                2511            10   \n",
       "...                  ...         ...                 ...           ...   \n",
       "45827  Waveland/Broadway           0               72297             6   \n",
       "45829  Waveland/Broadway           0               72974             6   \n",
       "45831  Waveland/Broadway           0               73636             6   \n",
       "45833  Waveland/Broadway           0               74453             6   \n",
       "45835  Waveland/Broadway           0               74683             6   \n",
       "\n",
       "       departure_hour route_id service_id   direction  \\\n",
       "0                  10        8      65701  Northbound   \n",
       "3                  10        8      65701  Northbound   \n",
       "6                  10        8      65701  Northbound   \n",
       "9                  10        8      65701  Northbound   \n",
       "12                 10        8      65701  Northbound   \n",
       "...               ...      ...        ...         ...   \n",
       "45827               6        8      65701  Northbound   \n",
       "45829               6        8      65701  Northbound   \n",
       "45831               6        8      65701  Northbound   \n",
       "45833               6        8      65701  Northbound   \n",
       "45835               6        8      65701  Northbound   \n",
       "\n",
       "                       raw_date                 stop_time  \n",
       "0     2023-07-25 00:00:00+00:00 2023-07-25 10:38:00+00:00  \n",
       "3     2023-07-25 00:00:00+00:00 2023-07-25 10:38:42+00:00  \n",
       "6     2023-07-25 00:00:00+00:00 2023-07-25 10:39:29+00:00  \n",
       "9     2023-07-25 00:00:00+00:00 2023-07-25 10:40:28+00:00  \n",
       "12    2023-07-25 00:00:00+00:00 2023-07-25 10:41:21+00:00  \n",
       "...                         ...                       ...  \n",
       "45827 2023-07-25 00:00:00+00:00 2023-07-25 06:40:58+00:00  \n",
       "45829 2023-07-25 00:00:00+00:00 2023-07-25 06:41:31+00:00  \n",
       "45831 2023-07-25 00:00:00+00:00 2023-07-25 06:42:03+00:00  \n",
       "45833 2023-07-25 00:00:00+00:00 2023-07-25 06:42:39+00:00  \n",
       "45835 2023-07-25 00:00:00+00:00 2023-07-25 06:43:00+00:00  \n",
       "\n",
       "[19278 rows x 15 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stop_details = get_scheduled_stop_details(gtfs_feed, route_id, service_date_string)\n",
    "stop_details"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>start_time</th>\n",
       "      <th>end_time</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>2023-07-25 01:13:38+00:00</td>\n",
       "      <td>2023-07-25 01:56:38+00:00</td>\n",
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       "      <td>2023-07-25 04:57:08+00:00</td>\n",
       "      <td>2023-07-26 01:10:38+00:00</td>\n",
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      ],
      "text/plain": [
       "                 start_time                  end_time\n",
       "0 2023-07-25 01:13:38+00:00 2023-07-25 01:56:38+00:00\n",
       "0 2023-07-25 04:57:08+00:00 2023-07-26 01:10:38+00:00"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "active_service_times = get_active_service_times(stop_details, stop_id, direction)\n",
    "active_service_times\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Actual headway details"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture --no-display\n",
    "\n",
    "halsted_5864_headway_details = get_actual_headways(vehicles, route_id, stop_id, direction, active_service_times)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>vid</th>\n",
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       "      <th>7434</th>\n",
       "      <td>7988</td>\n",
       "      <td>2023-07-25 05:07:00+00:00</td>\n",
       "      <td>41.749835</td>\n",
       "      <td>-87.644023</td>\n",
       "      <td>125</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74777</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 05:07:00+00:00</td>\n",
       "      <td>74777</td>\n",
       "      <td>2023-07-25 05:02:00+00:00</td>\n",
       "      <td>70466</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 05:06:36+00:00</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10400</th>\n",
       "      <td>1239</td>\n",
       "      <td>2023-07-25 05:47:00+00:00</td>\n",
       "      <td>41.750793</td>\n",
       "      <td>-87.644150</td>\n",
       "      <td>181</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74427</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 05:47:00+00:00</td>\n",
       "      <td>74427</td>\n",
       "      <td>2023-07-25 05:42:00+00:00</td>\n",
       "      <td>66646</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 05:47:00+00:00</td>\n",
       "      <td>0 days 00:40:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24058</th>\n",
       "      <td>7950</td>\n",
       "      <td>2023-07-25 07:27:00+00:00</td>\n",
       "      <td>41.750610</td>\n",
       "      <td>-87.644133</td>\n",
       "      <td>175</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74493</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 07:27:00+00:00</td>\n",
       "      <td>74493</td>\n",
       "      <td>2023-07-25 07:22:00+00:00</td>\n",
       "      <td>68293</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 07:26:57+00:00</td>\n",
       "      <td>0 days 01:39:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44691</th>\n",
       "      <td>7990</td>\n",
       "      <td>2023-07-25 09:17:00+00:00</td>\n",
       "      <td>41.749827</td>\n",
       "      <td>-87.644018</td>\n",
       "      <td>138</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74781</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 09:17:00+00:00</td>\n",
       "      <td>74781</td>\n",
       "      <td>2023-07-25 09:12:00+00:00</td>\n",
       "      <td>69593</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 09:16:40+00:00</td>\n",
       "      <td>0 days 01:49:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47097</th>\n",
       "      <td>7918</td>\n",
       "      <td>2023-07-25 09:32:00+00:00</td>\n",
       "      <td>41.750626</td>\n",
       "      <td>-87.644136</td>\n",
       "      <td>177</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74487</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 09:32:00+00:00</td>\n",
       "      <td>74487</td>\n",
       "      <td>2023-07-25 09:27:00+00:00</td>\n",
       "      <td>67167</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 09:31:58+00:00</td>\n",
       "      <td>0 days 00:15:18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54878</th>\n",
       "      <td>1211</td>\n",
       "      <td>2023-07-25 10:27:00+00:00</td>\n",
       "      <td>41.750547</td>\n",
       "      <td>-87.644126</td>\n",
       "      <td>174</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74516</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 10:27:00+00:00</td>\n",
       "      <td>74516</td>\n",
       "      <td>2023-07-25 10:22:00+00:00</td>\n",
       "      <td>67850</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 10:26:56+00:00</td>\n",
       "      <td>0 days 00:54:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68343</th>\n",
       "      <td>1586</td>\n",
       "      <td>2023-07-25 12:12:00+00:00</td>\n",
       "      <td>41.749835</td>\n",
       "      <td>-87.644023</td>\n",
       "      <td>144</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74777</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 12:12:00+00:00</td>\n",
       "      <td>74777</td>\n",
       "      <td>2023-07-25 12:07:00+00:00</td>\n",
       "      <td>70273</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 12:11:37+00:00</td>\n",
       "      <td>0 days 01:44:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78223</th>\n",
       "      <td>1307</td>\n",
       "      <td>2023-07-25 13:27:00+00:00</td>\n",
       "      <td>41.750596</td>\n",
       "      <td>-87.644132</td>\n",
       "      <td>176</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74498</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 13:27:00+00:00</td>\n",
       "      <td>74498</td>\n",
       "      <td>2023-07-25 13:22:00+00:00</td>\n",
       "      <td>70767</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 13:26:54+00:00</td>\n",
       "      <td>0 days 01:15:17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88783</th>\n",
       "      <td>1203</td>\n",
       "      <td>2023-07-25 14:37:00+00:00</td>\n",
       "      <td>41.749787</td>\n",
       "      <td>-87.643908</td>\n",
       "      <td>85</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74815</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 14:37:00+00:00</td>\n",
       "      <td>74815</td>\n",
       "      <td>2023-07-25 14:32:00+00:00</td>\n",
       "      <td>70271</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 14:36:34+00:00</td>\n",
       "      <td>0 days 01:09:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95907</th>\n",
       "      <td>7963</td>\n",
       "      <td>2023-07-25 15:17:00+00:00</td>\n",
       "      <td>41.749828</td>\n",
       "      <td>-87.644020</td>\n",
       "      <td>151</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74781</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 15:17:00+00:00</td>\n",
       "      <td>74781</td>\n",
       "      <td>2023-07-25 15:12:00+00:00</td>\n",
       "      <td>71061</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 15:16:31+00:00</td>\n",
       "      <td>0 days 00:39:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102752</th>\n",
       "      <td>1586</td>\n",
       "      <td>2023-07-25 15:52:00+00:00</td>\n",
       "      <td>41.750640</td>\n",
       "      <td>-87.644137</td>\n",
       "      <td>178</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74482</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 15:52:00+00:00</td>\n",
       "      <td>74482</td>\n",
       "      <td>2023-07-25 15:47:00+00:00</td>\n",
       "      <td>69154</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 15:51:57+00:00</td>\n",
       "      <td>0 days 00:35:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116163</th>\n",
       "      <td>1231</td>\n",
       "      <td>2023-07-25 16:57:00+00:00</td>\n",
       "      <td>41.749825</td>\n",
       "      <td>-87.644015</td>\n",
       "      <td>149</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74782</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 16:57:00+00:00</td>\n",
       "      <td>74782</td>\n",
       "      <td>2023-07-25 16:52:00+00:00</td>\n",
       "      <td>69156</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 16:56:41+00:00</td>\n",
       "      <td>0 days 01:04:44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122233</th>\n",
       "      <td>1223</td>\n",
       "      <td>2023-07-25 17:27:00+00:00</td>\n",
       "      <td>41.749787</td>\n",
       "      <td>-87.643872</td>\n",
       "      <td>86</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74824</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 17:27:00+00:00</td>\n",
       "      <td>74824</td>\n",
       "      <td>2023-07-25 17:22:00+00:00</td>\n",
       "      <td>71064</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 17:26:28+00:00</td>\n",
       "      <td>0 days 00:29:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128985</th>\n",
       "      <td>1211</td>\n",
       "      <td>2023-07-25 18:02:00+00:00</td>\n",
       "      <td>41.750771</td>\n",
       "      <td>-87.644148</td>\n",
       "      <td>180</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74457</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 18:02:00+00:00</td>\n",
       "      <td>74457</td>\n",
       "      <td>2023-07-25 17:57:00+00:00</td>\n",
       "      <td>69095</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 18:01:58+00:00</td>\n",
       "      <td>0 days 00:35:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138652</th>\n",
       "      <td>7963</td>\n",
       "      <td>2023-07-25 19:02:00+00:00</td>\n",
       "      <td>41.749788</td>\n",
       "      <td>-87.643861</td>\n",
       "      <td>90</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74827</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 19:02:00+00:00</td>\n",
       "      <td>74827</td>\n",
       "      <td>2023-07-25 18:57:00+00:00</td>\n",
       "      <td>69590</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 19:01:37+00:00</td>\n",
       "      <td>0 days 00:59:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144978</th>\n",
       "      <td>1586</td>\n",
       "      <td>2023-07-25 19:52:00+00:00</td>\n",
       "      <td>41.749828</td>\n",
       "      <td>-87.644020</td>\n",
       "      <td>159</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74781</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 19:52:00+00:00</td>\n",
       "      <td>74781</td>\n",
       "      <td>2023-07-25 19:47:00+00:00</td>\n",
       "      <td>71061</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 19:51:31+00:00</td>\n",
       "      <td>0 days 00:49:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152133</th>\n",
       "      <td>1223</td>\n",
       "      <td>2023-07-25 21:02:00+00:00</td>\n",
       "      <td>41.750577</td>\n",
       "      <td>-87.644129</td>\n",
       "      <td>176</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74505</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 21:02:00+00:00</td>\n",
       "      <td>74505</td>\n",
       "      <td>2023-07-25 20:57:00+00:00</td>\n",
       "      <td>69170</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 21:01:56+00:00</td>\n",
       "      <td>0 days 01:10:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157037</th>\n",
       "      <td>7934</td>\n",
       "      <td>2023-07-25 21:57:00+00:00</td>\n",
       "      <td>41.749838</td>\n",
       "      <td>-87.644025</td>\n",
       "      <td>141</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74776</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 21:57:00+00:00</td>\n",
       "      <td>74776</td>\n",
       "      <td>2023-07-25 21:52:00+00:00</td>\n",
       "      <td>70358</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 21:56:36+00:00</td>\n",
       "      <td>0 days 00:54:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164432</th>\n",
       "      <td>1231</td>\n",
       "      <td>2023-07-25 23:42:00+00:00</td>\n",
       "      <td>41.749828</td>\n",
       "      <td>-87.644020</td>\n",
       "      <td>144</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74781</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-25</td>\n",
       "      <td>2023-07-25 23:42:00+00:00</td>\n",
       "      <td>74781</td>\n",
       "      <td>2023-07-25 23:37:00+00:00</td>\n",
       "      <td>68292</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 23:41:44+00:00</td>\n",
       "      <td>0 days 01:45:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1098</th>\n",
       "      <td>1335</td>\n",
       "      <td>2023-07-26 00:27:00+00:00</td>\n",
       "      <td>41.750057</td>\n",
       "      <td>-87.644005</td>\n",
       "      <td>54</td>\n",
       "      <td>9368</td>\n",
       "      <td>8</td>\n",
       "      <td>79th</td>\n",
       "      <td>74697</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2023-07-26</td>\n",
       "      <td>2023-07-26 00:27:00+00:00</td>\n",
       "      <td>74697</td>\n",
       "      <td>2023-07-26 00:17:00+00:00</td>\n",
       "      <td>73807</td>\n",
       "      <td>5864</td>\n",
       "      <td>74427</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-26 00:23:58+00:00</td>\n",
       "      <td>0 days 00:42:14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         vid                    tmstmp        lat        lon  hdg   pid rt  \\\n",
       "7434    7988 2023-07-25 05:07:00+00:00  41.749835 -87.644023  125  9368  8   \n",
       "10400   1239 2023-07-25 05:47:00+00:00  41.750793 -87.644150  181  9368  8   \n",
       "24058   7950 2023-07-25 07:27:00+00:00  41.750610 -87.644133  175  9368  8   \n",
       "44691   7990 2023-07-25 09:17:00+00:00  41.749827 -87.644018  138  9368  8   \n",
       "47097   7918 2023-07-25 09:32:00+00:00  41.750626 -87.644136  177  9368  8   \n",
       "54878   1211 2023-07-25 10:27:00+00:00  41.750547 -87.644126  174  9368  8   \n",
       "68343   1586 2023-07-25 12:12:00+00:00  41.749835 -87.644023  144  9368  8   \n",
       "78223   1307 2023-07-25 13:27:00+00:00  41.750596 -87.644132  176  9368  8   \n",
       "88783   1203 2023-07-25 14:37:00+00:00  41.749787 -87.643908   85  9368  8   \n",
       "95907   7963 2023-07-25 15:17:00+00:00  41.749828 -87.644020  151  9368  8   \n",
       "102752  1586 2023-07-25 15:52:00+00:00  41.750640 -87.644137  178  9368  8   \n",
       "116163  1231 2023-07-25 16:57:00+00:00  41.749825 -87.644015  149  9368  8   \n",
       "122233  1223 2023-07-25 17:27:00+00:00  41.749787 -87.643872   86  9368  8   \n",
       "128985  1211 2023-07-25 18:02:00+00:00  41.750771 -87.644148  180  9368  8   \n",
       "138652  7963 2023-07-25 19:02:00+00:00  41.749788 -87.643861   90  9368  8   \n",
       "144978  1586 2023-07-25 19:52:00+00:00  41.749828 -87.644020  159  9368  8   \n",
       "152133  1223 2023-07-25 21:02:00+00:00  41.750577 -87.644129  176  9368  8   \n",
       "157037  7934 2023-07-25 21:57:00+00:00  41.749838 -87.644025  141  9368  8   \n",
       "164432  1231 2023-07-25 23:42:00+00:00  41.749828 -87.644020  144  9368  8   \n",
       "1098    1335 2023-07-26 00:27:00+00:00  41.750057 -87.644005   54  9368  8   \n",
       "\n",
       "         des  pdist    dly  ...   data_date                  end_time  \\\n",
       "7434    79th  74777  False  ...  2023-07-25 2023-07-25 05:07:00+00:00   \n",
       "10400   79th  74427  False  ...  2023-07-25 2023-07-25 05:47:00+00:00   \n",
       "24058   79th  74493  False  ...  2023-07-25 2023-07-25 07:27:00+00:00   \n",
       "44691   79th  74781  False  ...  2023-07-25 2023-07-25 09:17:00+00:00   \n",
       "47097   79th  74487  False  ...  2023-07-25 2023-07-25 09:32:00+00:00   \n",
       "54878   79th  74516  False  ...  2023-07-25 2023-07-25 10:27:00+00:00   \n",
       "68343   79th  74777  False  ...  2023-07-25 2023-07-25 12:12:00+00:00   \n",
       "78223   79th  74498  False  ...  2023-07-25 2023-07-25 13:27:00+00:00   \n",
       "88783   79th  74815  False  ...  2023-07-25 2023-07-25 14:37:00+00:00   \n",
       "95907   79th  74781  False  ...  2023-07-25 2023-07-25 15:17:00+00:00   \n",
       "102752  79th  74482  False  ...  2023-07-25 2023-07-25 15:52:00+00:00   \n",
       "116163  79th  74782  False  ...  2023-07-25 2023-07-25 16:57:00+00:00   \n",
       "122233  79th  74824  False  ...  2023-07-25 2023-07-25 17:27:00+00:00   \n",
       "128985  79th  74457  False  ...  2023-07-25 2023-07-25 18:02:00+00:00   \n",
       "138652  79th  74827  False  ...  2023-07-25 2023-07-25 19:02:00+00:00   \n",
       "144978  79th  74781  False  ...  2023-07-25 2023-07-25 19:52:00+00:00   \n",
       "152133  79th  74505  False  ...  2023-07-25 2023-07-25 21:02:00+00:00   \n",
       "157037  79th  74776  False  ...  2023-07-25 2023-07-25 21:57:00+00:00   \n",
       "164432  79th  74781  False  ...  2023-07-25 2023-07-25 23:42:00+00:00   \n",
       "1098    79th  74697  False  ...  2023-07-26 2023-07-26 00:27:00+00:00   \n",
       "\n",
       "       end_pdist                start_time start_pdist stpid  stop_pdist  \\\n",
       "7434       74777 2023-07-25 05:02:00+00:00       70466  5864       74427   \n",
       "10400      74427 2023-07-25 05:42:00+00:00       66646  5864       74427   \n",
       "24058      74493 2023-07-25 07:22:00+00:00       68293  5864       74427   \n",
       "44691      74781 2023-07-25 09:12:00+00:00       69593  5864       74427   \n",
       "47097      74487 2023-07-25 09:27:00+00:00       67167  5864       74427   \n",
       "54878      74516 2023-07-25 10:22:00+00:00       67850  5864       74427   \n",
       "68343      74777 2023-07-25 12:07:00+00:00       70273  5864       74427   \n",
       "78223      74498 2023-07-25 13:22:00+00:00       70767  5864       74427   \n",
       "88783      74815 2023-07-25 14:32:00+00:00       70271  5864       74427   \n",
       "95907      74781 2023-07-25 15:12:00+00:00       71061  5864       74427   \n",
       "102752     74482 2023-07-25 15:47:00+00:00       69154  5864       74427   \n",
       "116163     74782 2023-07-25 16:52:00+00:00       69156  5864       74427   \n",
       "122233     74824 2023-07-25 17:22:00+00:00       71064  5864       74427   \n",
       "128985     74457 2023-07-25 17:57:00+00:00       69095  5864       74427   \n",
       "138652     74827 2023-07-25 18:57:00+00:00       69590  5864       74427   \n",
       "144978     74781 2023-07-25 19:47:00+00:00       71061  5864       74427   \n",
       "152133     74505 2023-07-25 20:57:00+00:00       69170  5864       74427   \n",
       "157037     74776 2023-07-25 21:52:00+00:00       70358  5864       74427   \n",
       "164432     74781 2023-07-25 23:37:00+00:00       68292  5864       74427   \n",
       "1098       74697 2023-07-26 00:17:00+00:00       73807  5864       74427   \n",
       "\n",
       "             rtdir             est_stop_time     est_headway  \n",
       "7434    Southbound 2023-07-25 05:06:36+00:00             NaT  \n",
       "10400   Southbound 2023-07-25 05:47:00+00:00 0 days 00:40:24  \n",
       "24058   Southbound 2023-07-25 07:26:57+00:00 0 days 01:39:57  \n",
       "44691   Southbound 2023-07-25 09:16:40+00:00 0 days 01:49:43  \n",
       "47097   Southbound 2023-07-25 09:31:58+00:00 0 days 00:15:18  \n",
       "54878   Southbound 2023-07-25 10:26:56+00:00 0 days 00:54:58  \n",
       "68343   Southbound 2023-07-25 12:11:37+00:00 0 days 01:44:41  \n",
       "78223   Southbound 2023-07-25 13:26:54+00:00 0 days 01:15:17  \n",
       "88783   Southbound 2023-07-25 14:36:34+00:00 0 days 01:09:40  \n",
       "95907   Southbound 2023-07-25 15:16:31+00:00 0 days 00:39:57  \n",
       "102752  Southbound 2023-07-25 15:51:57+00:00 0 days 00:35:26  \n",
       "116163  Southbound 2023-07-25 16:56:41+00:00 0 days 01:04:44  \n",
       "122233  Southbound 2023-07-25 17:26:28+00:00 0 days 00:29:47  \n",
       "128985  Southbound 2023-07-25 18:01:58+00:00 0 days 00:35:30  \n",
       "138652  Southbound 2023-07-25 19:01:37+00:00 0 days 00:59:39  \n",
       "144978  Southbound 2023-07-25 19:51:31+00:00 0 days 00:49:54  \n",
       "152133  Southbound 2023-07-25 21:01:56+00:00 0 days 01:10:25  \n",
       "157037  Southbound 2023-07-25 21:56:36+00:00 0 days 00:54:40  \n",
       "164432  Southbound 2023-07-25 23:41:44+00:00 0 days 01:45:08  \n",
       "1098    Southbound 2023-07-26 00:23:58+00:00 0 days 00:42:14  \n",
       "\n",
       "[20 rows x 27 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "halsted_5864_headway_details"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scheduled Headway Details"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "halsted_5864_scheduled_headway_details = get_scheduled_headways(stop_details, stop_id, direction, active_service_times)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trip_id</th>\n",
       "      <th>arrival_time</th>\n",
       "      <th>departure_time</th>\n",
       "      <th>stop_id</th>\n",
       "      <th>stop_sequence</th>\n",
       "      <th>stop_headsign</th>\n",
       "      <th>pickup_type</th>\n",
       "      <th>shape_dist_traveled</th>\n",
       "      <th>arrival_hour</th>\n",
       "      <th>departure_hour</th>\n",
       "      <th>route_id</th>\n",
       "      <th>service_id</th>\n",
       "      <th>direction</th>\n",
       "      <th>raw_date</th>\n",
       "      <th>stop_time</th>\n",
       "      <th>previous_stop_time</th>\n",
       "      <th>headway</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13605</th>\n",
       "      <td>6570015201020</td>\n",
       "      <td>01:23:38</td>\n",
       "      <td>01:23:38</td>\n",
       "      <td>5864</td>\n",
       "      <td>105</td>\n",
       "      <td>79th</td>\n",
       "      <td>0</td>\n",
       "      <td>74437</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>65712</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 01:23:38+00:00</td>\n",
       "      <td>2023-07-26 01:00:38+00:00</td>\n",
       "      <td>-1 days +00:23:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9046</th>\n",
       "      <td>6570009383020</td>\n",
       "      <td>01:46:38</td>\n",
       "      <td>01:46:38</td>\n",
       "      <td>5864</td>\n",
       "      <td>105</td>\n",
       "      <td>79th</td>\n",
       "      <td>0</td>\n",
       "      <td>74437</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>65712</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 01:46:38+00:00</td>\n",
       "      <td>2023-07-25 01:23:38+00:00</td>\n",
       "      <td>0 days 00:23:00</td>\n",
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       "    <tr>\n",
       "      <th>14771</th>\n",
       "      <td>6570015867020</td>\n",
       "      <td>05:07:08</td>\n",
       "      <td>05:07:08</td>\n",
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       "      <td>74437</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 05:07:08+00:00</td>\n",
       "      <td>2023-07-25 01:46:38+00:00</td>\n",
       "      <td>0 days 03:20:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42682</th>\n",
       "      <td>6570041247020</td>\n",
       "      <td>05:27:08</td>\n",
       "      <td>05:27:08</td>\n",
       "      <td>5864</td>\n",
       "      <td>105</td>\n",
       "      <td>79th</td>\n",
       "      <td>0</td>\n",
       "      <td>74437</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 05:27:08+00:00</td>\n",
       "      <td>2023-07-25 05:07:08+00:00</td>\n",
       "      <td>0 days 00:20:00</td>\n",
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       "    <tr>\n",
       "      <th>28929</th>\n",
       "      <td>6570027695020</td>\n",
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       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 05:47:38+00:00</td>\n",
       "      <td>2023-07-25 05:27:08+00:00</td>\n",
       "      <td>0 days 00:20:30</td>\n",
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       "      <th>...</th>\n",
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       "      <th>2644</th>\n",
       "      <td>6570001884020</td>\n",
       "      <td>23:47:05</td>\n",
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       "      <td>5864</td>\n",
       "      <td>105</td>\n",
       "      <td>79th</td>\n",
       "      <td>0</td>\n",
       "      <td>74437</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-25 23:47:05+00:00</td>\n",
       "      <td>2023-07-25 23:30:35+00:00</td>\n",
       "      <td>0 days 00:16:30</td>\n",
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       "    <tr>\n",
       "      <th>21312</th>\n",
       "      <td>6570021293020</td>\n",
       "      <td>24:05:05</td>\n",
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       "      <td>5864</td>\n",
       "      <td>105</td>\n",
       "      <td>79th</td>\n",
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       "      <td>74437</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-26 00:05:05+00:00</td>\n",
       "      <td>2023-07-25 23:47:05+00:00</td>\n",
       "      <td>0 days 00:18:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29141</th>\n",
       "      <td>6570028510020</td>\n",
       "      <td>24:22:35</td>\n",
       "      <td>24:22:35</td>\n",
       "      <td>5864</td>\n",
       "      <td>105</td>\n",
       "      <td>79th</td>\n",
       "      <td>0</td>\n",
       "      <td>74437</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-26 00:22:35+00:00</td>\n",
       "      <td>2023-07-26 00:05:05+00:00</td>\n",
       "      <td>0 days 00:17:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1027</th>\n",
       "      <td>6570000414020</td>\n",
       "      <td>24:39:38</td>\n",
       "      <td>24:39:38</td>\n",
       "      <td>5864</td>\n",
       "      <td>105</td>\n",
       "      <td>79th</td>\n",
       "      <td>0</td>\n",
       "      <td>74437</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-26 00:39:38+00:00</td>\n",
       "      <td>2023-07-26 00:22:35+00:00</td>\n",
       "      <td>0 days 00:17:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24798</th>\n",
       "      <td>6570023305020</td>\n",
       "      <td>25:00:38</td>\n",
       "      <td>25:00:38</td>\n",
       "      <td>5864</td>\n",
       "      <td>105</td>\n",
       "      <td>79th</td>\n",
       "      <td>0</td>\n",
       "      <td>74437</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>65701</td>\n",
       "      <td>Southbound</td>\n",
       "      <td>2023-07-25 00:00:00+00:00</td>\n",
       "      <td>2023-07-26 01:00:38+00:00</td>\n",
       "      <td>2023-07-26 00:39:38+00:00</td>\n",
       "      <td>0 days 00:21:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>92 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             trip_id arrival_time departure_time stop_id stop_sequence  \\\n",
       "13605  6570015201020     01:23:38       01:23:38    5864           105   \n",
       "9046   6570009383020     01:46:38       01:46:38    5864           105   \n",
       "14771  6570015867020     05:07:08       05:07:08    5864           105   \n",
       "42682  6570041247020     05:27:08       05:27:08    5864           105   \n",
       "28929  6570027695020     05:47:38       05:47:38    5864           105   \n",
       "...              ...          ...            ...     ...           ...   \n",
       "2644   6570001884020     23:47:05       23:47:05    5864           105   \n",
       "21312  6570021293020     24:05:05       24:05:05    5864           105   \n",
       "29141  6570028510020     24:22:35       24:22:35    5864           105   \n",
       "1027   6570000414020     24:39:38       24:39:38    5864           105   \n",
       "24798  6570023305020     25:00:38       25:00:38    5864           105   \n",
       "\n",
       "      stop_headsign pickup_type shape_dist_traveled  arrival_hour  \\\n",
       "13605          79th           0               74437             1   \n",
       "9046           79th           0               74437             1   \n",
       "14771          79th           0               74437             5   \n",
       "42682          79th           0               74437             5   \n",
       "28929          79th           0               74437             5   \n",
       "...             ...         ...                 ...           ...   \n",
       "2644           79th           0               74437            23   \n",
       "21312          79th           0               74437             0   \n",
       "29141          79th           0               74437             0   \n",
       "1027           79th           0               74437             0   \n",
       "24798          79th           0               74437             1   \n",
       "\n",
       "       departure_hour route_id service_id   direction  \\\n",
       "13605               1        8      65712  Southbound   \n",
       "9046                1        8      65712  Southbound   \n",
       "14771               5        8      65701  Southbound   \n",
       "42682               5        8      65701  Southbound   \n",
       "28929               5        8      65701  Southbound   \n",
       "...               ...      ...        ...         ...   \n",
       "2644               23        8      65701  Southbound   \n",
       "21312               0        8      65701  Southbound   \n",
       "29141               0        8      65701  Southbound   \n",
       "1027                0        8      65701  Southbound   \n",
       "24798               1        8      65701  Southbound   \n",
       "\n",
       "                       raw_date                 stop_time  \\\n",
       "13605 2023-07-25 00:00:00+00:00 2023-07-25 01:23:38+00:00   \n",
       "9046  2023-07-25 00:00:00+00:00 2023-07-25 01:46:38+00:00   \n",
       "14771 2023-07-25 00:00:00+00:00 2023-07-25 05:07:08+00:00   \n",
       "42682 2023-07-25 00:00:00+00:00 2023-07-25 05:27:08+00:00   \n",
       "28929 2023-07-25 00:00:00+00:00 2023-07-25 05:47:38+00:00   \n",
       "...                         ...                       ...   \n",
       "2644  2023-07-25 00:00:00+00:00 2023-07-25 23:47:05+00:00   \n",
       "21312 2023-07-25 00:00:00+00:00 2023-07-26 00:05:05+00:00   \n",
       "29141 2023-07-25 00:00:00+00:00 2023-07-26 00:22:35+00:00   \n",
       "1027  2023-07-25 00:00:00+00:00 2023-07-26 00:39:38+00:00   \n",
       "24798 2023-07-25 00:00:00+00:00 2023-07-26 01:00:38+00:00   \n",
       "\n",
       "             previous_stop_time           headway  \n",
       "13605 2023-07-26 01:00:38+00:00 -1 days +00:23:00  \n",
       "9046  2023-07-25 01:23:38+00:00   0 days 00:23:00  \n",
       "14771 2023-07-25 01:46:38+00:00   0 days 03:20:30  \n",
       "42682 2023-07-25 05:07:08+00:00   0 days 00:20:00  \n",
       "28929 2023-07-25 05:27:08+00:00   0 days 00:20:30  \n",
       "...                         ...               ...  \n",
       "2644  2023-07-25 23:30:35+00:00   0 days 00:16:30  \n",
       "21312 2023-07-25 23:47:05+00:00   0 days 00:18:00  \n",
       "29141 2023-07-26 00:05:05+00:00   0 days 00:17:30  \n",
       "1027  2023-07-26 00:22:35+00:00   0 days 00:17:03  \n",
       "24798 2023-07-26 00:39:38+00:00   0 days 00:21:00  \n",
       "\n",
       "[92 rows x 17 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "halsted_5864_scheduled_headway_details"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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