{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing Caltrain Ridership - 2016 Weekday Average\n",
    "\n",
    "This notebook is contains a set of timetable visualizations built with open data published by Caltrain. You can [view the project](https://github.com/invisiblefunnel/learning/blob/master/2016%20Caltrain%20Weekday%20Ridership%20Timetables.ipynb)  on GitHub.\n",
    "\n",
    "- [GTFS feed updated on 2017-04-04](http://transitfeeds.com/p/caltrain/122/20170404)\n",
    "- [2016 Annual Passenger Counts by Train – Weekdays](http://www.caltrain.com/Assets/_Marketing/caltrain/xls/2016/2016+Annual+Passenger+Counts+by+Train+$!e2$!80$!93+Weekdays.xls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "from gtfslib.dao import Dao\n",
    "from gtfslib.model import CalendarDate, Route, Trip\n",
    "from gtfslib.utils import fmttime\n",
    "from ipy_table import make_table\n",
    "from itertools import tee\n",
    "import networkx as nx\n",
    "from nxpd import draw\n",
    "import pandas as pd\n",
    "\n",
    "def pairwise(iterable):\n",
    "    \"s -> (s0,s1), (s1,s2), (s2,s3), ...\"\n",
    "    a, b = tee(iterable)\n",
    "    next(b, None)\n",
    "    return zip(a, b)\n",
    "\n",
    "def transpose(list_of_lists):\n",
    "    return list(map(list, zip(*list_of_lists)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dao = Dao()\n",
    "# Feed includes service from 2016\n",
    "dao.load_gtfs(\"./data/Caltrain-2016-08-18.zip\", disable_normalization=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "fltr = (\n",
    "    (CalendarDate.date==\"2016-06-08\") &\n",
    "    (Trip.direction_id==\"1\") &\n",
    "    Route.route_id.in_([\n",
    "        'Bu-16APR', # Baby Bullet\n",
    "        'Li-16APR', # Limited\n",
    "        'Lo-16APR'  # Local\n",
    "    ]))\n",
    "\n",
    "# Sort by stop time since all trips begin at the same stop\n",
    "def trip_sort(trip):\n",
    "    start = trip.stop_times[0]\n",
    "    return start.arrival_time or start.departure_time\n",
    "\n",
    "trips = sorted([t for t in dao.trips(fltr=fltr)], key=trip_sort)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "patterns = set()\n",
    "\n",
    "for trip in trips:\n",
    "    pattern = tuple(st.stop_id for st in trip.stop_times)\n",
    "    patterns.add(pattern)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "G = nx.DiGraph()\n",
    "\n",
    "# Build a pattern graph\n",
    "for pattern in patterns:\n",
    "    for a, b in pairwise(pattern):\n",
    "        G.add_edge(a, b)\n",
    "\n",
    "# Label nodes with stop names\n",
    "for stop_id, data in G.nodes(data=True):\n",
    "    stop = dao.stop(stop_id)\n",
    "    data[\"label\"] = stop.stop_name.split(\"Caltrain\")[0].strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"./data/2016 Average Weekday Passenger Counts by Train.csv\")\n",
    "\n",
    "ridership = {}\n",
    "for _, row in df.iterrows():\n",
    "    trip_short_name = str(row[\"trip_short_name\"])\n",
    "    stop_name = row[\"stop_name\"]\n",
    "    if trip_short_name not in ridership:\n",
    "        ridership[trip_short_name] = {}\n",
    "    ridership[trip_short_name][stop_name] = dict(row)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# This only works if the patterns form a directed-acyclic graph\n",
    "header = [G.node[stop_id][\"label\"] for stop_id in nx.topological_sort(G)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ivIbpGVQ5DrP2qMqWWAMw9d1UisT01KkciEk+NEvV3Ao0zDgxw9ySNa688krNNu3SpYth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\ntt8tOXXAMZvWuXNnp127dtkcQk73fdlllznWQ+ds2LAhp3HQyXuPgPG+C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DQZWmRq+REg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i9BSAp3aqkrqSY+n1HVbPT2rctmvXTsgbYtBWJy+jmcmpzgHRZ5JqEkmzpNqu3hdNBNQzF811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\nqykCioAikB8CSubyQyfir0HmHnvsMZGVIKylFg0EvvnmG0mQh8B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3dOz77783SJ6QZ0UY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jtKFfRzhy2bJlUjnbvn17U6NGDTNt2jS5NPlzVatWFY9a2bJlDYLFeMqiGR61F154wYwd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\nreUaIVcEiadOnZobC///VULm6IVbxvbIOYWZFisEhIAQEAKbIlBqMgfh+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JmrxhuvaxYB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q4+VjLGN6wWqxUun7e/HlfLaqxSpRbT9fu/TSS61OWboXDa/Vd999lxpi6tSpVhMQLx51w2iX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lr1RWkRQAABBBBAAIEkAYK5JA4+IIAAAggggAAC0RIgmItWfVFaBBBAAAEEEEAgSYBgLomD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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draw(G, show='ipynb')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def build_trip_row(trip, cell_func):\n",
    "    row = [trip.trip_short_name]\n",
    "    stop_ridership = ridership[trip.trip_short_name]\n",
    "    # assumes one visit per stop\n",
    "    stimes_by_stop_name = {G.node[st.stop_id][\"label\"]: st for st in trip.stop_times}\n",
    "    for stop_name in header:\n",
    "        if stop_name in stop_ridership and stop_name in stimes_by_stop_name:\n",
    "            stime = stimes_by_stop_name[stop_name]\n",
    "            riders = stop_ridership[stop_name]\n",
    "            value = cell_func(stime, riders)\n",
    "            row.append(value or \"-\")\n",
    "        else:\n",
    "            row.append(\"-\")\n",
    "    return row\n",
    "\n",
    "def build_trip_rows(cell_func):\n",
    "    rows = []\n",
    "    for trip in trips:\n",
    "        if trip.trip_short_name not in ridership:\n",
    "            continue\n",
    "        rows.append(build_trip_row(trip, cell_func))\n",
    "    return rows\n",
    "\n",
    "def build_timetable(cell_func):\n",
    "    return [[\"\"]+header] + build_trip_rows(cell_func)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Timetable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\"  style=\"border:1px solid black;border-collapse:collapse;\"><tr><td></td><td>102</td><td>104</td><td>206</td><td>208</td><td>210</td><td>312</td><td>314</td><td>216</td><td>218</td><td>220</td><td>322</td><td>324</td><td>226</td><td>228</td><td>230</td><td>332</td><td>134</td><td>236</td><td>138</td><td>142</td><td>146</td><td>150</td><td>152</td><td>254</td><td>156</td><td>258</td><td>360</td><td>262</td><td>264</td><td>366</td><td>268</td><td>370</td><td>272</td><td>274</td><td>376</td><td>278</td><td>380</td><td>282</td><td>284</td><td>386</td><td>288</td><td>190</td><td>192</td><td>194</td><td>196</td><td>198</td></tr><tr><td>San&nbspFrancisco</td><td>4:55:00</td><td>5:25:00</td><td>6:06:00</td><td>6:24:00</td><td>6:44:00</td><td>6:56:00</td><td>7:12:00</td><td>7:19:00</td><td>7:24:00</td><td>7:44:00</td><td>7:56:00</td><td>8:12:00</td><td>8:19:00</td><td>8:24:00</td><td>8:44:00</td><td>8:56:00</td><td>9:00:00</td><td>9:37:00</td><td>10:00:00</td><td>11:00:00</td><td>12:00:00</td><td>13:00:00</td><td>14:00:00</td><td>14:37:00</td><td>15:00:00</td><td>15:37:00</td><td>16:10:00</td><td>16:19:00</td><td>16:28:00</td><td>16:33:00</td><td>16:55:00</td><td>17:12:00</td><td>17:20:00</td><td>17:28:00</td><td>17:33:00</td><td>17:55:00</td><td>18:12:00</td><td>18:20:00</td><td>18:28:00</td><td>18:33:00</td><td>18:55:00</td><td>19:33:00</td><td>20:40:00</td><td>21:40:00</td><td>22:40:00</td><td>24:01:00</td></tr><tr><td>22nd&nbspSt</td><td>5:00:00</td><td>5:30:00</td><td>6:11:00</td><td>6:29:00</td><td>6:50:00</td><td>7:02:00</td><td>7:18:00</td><td>7:25:00</td><td>7:29:00</td><td>7:50:00</td><td>8:02:00</td><td>8:18:00</td><td>8:25:00</td><td>8:29:00</td><td>8:50:00</td><td>9:02:00</td><td>9:05:00</td><td>-</td><td>10:05:00</td><td>11:05:00</td><td>12:05:00</td><td>13:05:00</td><td>14:05:00</td><td>-</td><td>15:05:00</td><td>-</td><td>-</td><td>-</td><td>16:33:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>17:33:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>18:33:00</td><td>-</td><td>-</td><td>19:38:00</td><td>20:45:00</td><td>21:45:00</td><td>22:45:00</td><td>24:06:00</td></tr><tr><td>Bayshore</td><td>5:05:00</td><td>5:35:00</td><td>-</td><td>6:35:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>7:35:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>8:35:00</td><td>-</td><td>-</td><td>9:10:00</td><td>-</td><td>10:10:00</td><td>11:10:00</td><td>12:10:00</td><td>13:10:00</td><td>14:10:00</td><td>-</td><td>15:12:00</td><td>-</td><td>-</td><td>-</td><td>16:41:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>17:41:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>18:41:00</td><td>-</td><td>-</td><td>19:43:00</td><td>20:50:00</td><td>21:50:00</td><td>22:50:00</td><td>24:11:00</td></tr><tr><td>So.&nbspSan&nbspFrancisco</td><td>5:11:00</td><td>5:41:00</td><td>-</td><td>6:41:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>7:41:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>8:41:00</td><td>-</td><td>-</td><td>9:15:00</td><td>-</td><td>10:15:00</td><td>11:15:00</td><td>12:15:00</td><td>13:15:00</td><td>14:15:00</td><td>-</td><td>15:17:00</td><td>-</td><td>-</td><td>-</td><td>16:49:00</td><td>-</td><td>17:08:00</td><td>-</td><td>-</td><td>17:49:00</td><td>-</td><td>18:08:00</td><td>-</td><td>-</td><td>18:49:00</td><td>-</td><td>19:08:00</td><td>19:49:00</td><td>20:56:00</td><td>21:56:00</td><td>22:56:00</td><td>24:17:00</td></tr><tr><td>San&nbspBruno</td><td>5:15:00</td><td>5:45:00</td><td>-</td><td>6:44:00</td><td>-</td><td>-</td><td>-</td><td>7:37:00</td><td>7:44:00</td><td>-</td><td>-</td><td>-</td><td>8:37:00</td><td>8:44:00</td><td>-</td><td>-</td><td>9:18:00</td><td>9:52:00</td><td>10:18:00</td><td>11:18:00</td><td>12:18:00</td><td>13:18:00</td><td>14:18:00</td><td>14:52:00</td><td>15:21:00</td><td>15:52:00</td><td>-</td><td>16:33:00</td><td>16:53:00</td><td>-</td><td>-</td><td>-</td><td>17:35:00</td><td>17:53:00</td><td>-</td><td>-</td><td>-</td><td>18:35:00</td><td>18:53:00</td><td>-</td><td>-</td><td>19:53:00</td><td>21:00:00</td><td>22:00:00</td><td>23:00:00</td><td>24:21:00</td></tr><tr><td>Millbrae</td><td>5:19:00</td><td>5:49:00</td><td>6:24:00</td><td>6:49:00</td><td>7:02:00</td><td>7:17:00</td><td>7:32:00</td><td>-</td><td>7:49:00</td><td>8:02:00</td><td>8:17:00</td><td>8:32:00</td><td>-</td><td>8:49:00</td><td>9:02:00</td><td>9:17:00</td><td>9:22:00</td><td>9:56:00</td><td>10:22:00</td><td>11:22:00</td><td>12:22:00</td><td>13:22:00</td><td>14:22:00</td><td>14:56:00</td><td>15:25:00</td><td>15:56:00</td><td>16:26:00</td><td>-</td><td>16:57:00</td><td>16:50:00</td><td>17:14:00</td><td>17:30:00</td><td>-</td><td>17:57:00</td><td>17:50:00</td><td>18:14:00</td><td>18:30:00</td><td>-</td><td>18:57:00</td><td>18:50:00</td><td>19:14:00</td><td>19:57:00</td><td>21:05:00</td><td>22:05:00</td><td>23:05:00</td><td>24:25:00</td></tr><tr><td>Burlingame</td><td>5:23:00</td><td>5:53:00</td><td>6:28:00</td><td>6:53:00</td><td>-</td><td>-</td><td>-</td><td>7:44:00</td><td>7:53:00</td><td>-</td><td>-</td><td>-</td><td>8:44:00</td><td>8:53:00</td><td>-</td><td>-</td><td>9:27:00</td><td>10:01:00</td><td>10:27:00</td><td>11:27:00</td><td>12:27:00</td><td>13:27:00</td><td>14:27:00</td><td>15:01:00</td><td>15:30:00</td><td>16:01:00</td><td>-</td><td>16:38:00</td><td>17:01:00</td><td>-</td><td>-</td><td>-</td><td>17:42:00</td><td>18:01:00</td><td>-</td><td>-</td><td>-</td><td>18:42:00</td><td>19:01:00</td><td>-</td><td>-</td><td>20:01:00</td><td>21:09:00</td><td>22:09:00</td><td>23:09:00</td><td>24:29:00</td></tr><tr><td>San&nbspMateo</td><td>5:28:00</td><td>5:58:00</td><td>6:32:00</td><td>6:56:00</td><td>7:09:00</td><td>-</td><td>-</td><td>7:48:00</td><td>7:56:00</td><td>8:09:00</td><td>-</td><td>-</td><td>8:48:00</td><td>8:56:00</td><td>9:09:00</td><td>-</td><td>9:30:00</td><td>10:04:00</td><td>10:30:00</td><td>11:30:00</td><td>12:30:00</td><td>13:30:00</td><td>14:30:00</td><td>15:04:00</td><td>15:33:00</td><td>16:04:00</td><td>-</td><td>16:43:00</td><td>17:06:00</td><td>16:59:00</td><td>-</td><td>-</td><td>17:45:00</td><td>18:06:00</td><td>17:59:00</td><td>-</td><td>-</td><td>18:45:00</td><td>19:06:00</td><td>18:59:00</td><td>-</td><td>20:06:00</td><td>21:13:00</td><td>22:13:00</td><td>23:13:00</td><td>24:34:00</td></tr><tr><td>Hayward&nbspPark</td><td>5:31:00</td><td>6:01:00</td><td>-</td><td>7:00:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>8:00:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>9:00:00</td><td>-</td><td>-</td><td>9:33:00</td><td>-</td><td>10:33:00</td><td>11:33:00</td><td>12:33:00</td><td>13:33:00</td><td>14:33:00</td><td>-</td><td>15:36:00</td><td>-</td><td>-</td><td>-</td><td>17:09:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>18:09:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>19:09:00</td><td>-</td><td>-</td><td>20:09:00</td><td>21:16:00</td><td>22:16:00</td><td>23:16:00</td><td>24:37:00</td></tr><tr><td>Hillsdale</td><td>5:34:00</td><td>6:04:00</td><td>6:36:00</td><td>7:04:00</td><td>-</td><td>-</td><td>7:42:00</td><td>7:52:00</td><td>8:04:00</td><td>-</td><td>-</td><td>8:42:00</td><td>8:52:00</td><td>9:04:00</td><td>-</td><td>-</td><td>9:37:00</td><td>10:08:00</td><td>10:37:00</td><td>11:37:00</td><td>12:37:00</td><td>13:37:00</td><td>14:37:00</td><td>15:08:00</td><td>15:40:00</td><td>16:08:00</td><td>16:36:00</td><td>16:48:00</td><td>17:13:00</td><td>-</td><td>17:24:00</td><td>17:40:00</td><td>17:50:00</td><td>18:13:00</td><td>-</td><td>18:24:00</td><td>18:40:00</td><td>18:50:00</td><td>19:13:00</td><td>-</td><td>19:24:00</td><td>20:12:00</td><td>21:20:00</td><td>22:20:00</td><td>23:20:00</td><td>24:40:00</td></tr><tr><td>Belmont</td><td>5:37:00</td><td>6:07:00</td><td>-</td><td>7:07:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>8:07:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>9:07:00</td><td>-</td><td>-</td><td>9:41:00</td><td>10:11:00</td><td>10:41:00</td><td>11:41:00</td><td>12:41:00</td><td>13:41:00</td><td>14:41:00</td><td>15:11:00</td><td>15:44:00</td><td>16:11:00</td><td>-</td><td>-</td><td>17:16:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>18:16:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>19:16:00</td><td>-</td><td>-</td><td>20:15:00</td><td>21:24:00</td><td>22:24:00</td><td>23:24:00</td><td>24:43:00</td></tr><tr><td>San&nbspCarlos</td><td>5:40:00</td><td>6:10:00</td><td>6:40:00</td><td>7:11:00</td><td>7:16:00</td><td>-</td><td>-</td><td>7:58:00</td><td>8:11:00</td><td>8:16:00</td><td>-</td><td>-</td><td>8:58:00</td><td>9:11:00</td><td>9:16:00</td><td>-</td><td>9:44:00</td><td>10:14:00</td><td>10:44:00</td><td>11:44:00</td><td>12:44:00</td><td>13:44:00</td><td>14:44:00</td><td>15:14:00</td><td>15:47:00</td><td>16:14:00</td><td>-</td><td>16:52:00</td><td>17:20:00</td><td>-</td><td>-</td><td>-</td><td>17:55:00</td><td>18:20:00</td><td>-</td><td>-</td><td>-</td><td>18:55:00</td><td>19:20:00</td><td>-</td><td>-</td><td>20:18:00</td><td>21:27:00</td><td>22:27:00</td><td>23:27:00</td><td>24:46:00</td></tr><tr><td>Redwood&nbspCity</td><td>5:45:00</td><td>6:15:00</td><td>6:45:00</td><td>7:15:00</td><td>7:22:00</td><td>7:32:00</td><td>-</td><td>-</td><td>8:15:00</td><td>8:22:00</td><td>8:32:00</td><td>-</td><td>-</td><td>9:15:00</td><td>9:22:00</td><td>9:32:00</td><td>9:48:00</td><td>10:20:00</td><td>10:48:00</td><td>11:48:00</td><td>12:48:00</td><td>13:48:00</td><td>14:48:00</td><td>15:20:00</td><td>15:51:00</td><td>16:20:00</td><td>-</td><td>-</td><td>17:24:00</td><td>17:08:00</td><td>17:30:00</td><td>-</td><td>-</td><td>18:24:00</td><td>18:08:00</td><td>18:30:00</td><td>-</td><td>-</td><td>19:24:00</td><td>19:08:00</td><td>19:30:00</td><td>20:23:00</td><td>21:31:00</td><td>22:31:00</td><td>23:31:00</td><td>24:51:00</td></tr><tr><td>Menlo&nbspPark</td><td>5:50:00</td><td>6:20:00</td><td>6:50:00</td><td>-</td><td>7:28:00</td><td>7:38:00</td><td>-</td><td>8:06:00</td><td>-</td><td>8:28:00</td><td>8:38:00</td><td>-</td><td>9:06:00</td><td>-</td><td>9:28:00</td><td>9:38:00</td><td>9:53:00</td><td>10:26:00</td><td>10:53:00</td><td>11:53:00</td><td>12:53:00</td><td>13:53:00</td><td>14:53:00</td><td>15:26:00</td><td>15:56:00</td><td>16:26:00</td><td>-</td><td>-</td><td>17:30:00</td><td>-</td><td>17:36:00</td><td>-</td><td>-</td><td>18:30:00</td><td>-</td><td>18:36:00</td><td>-</td><td>-</td><td>19:30:00</td><td>-</td><td>19:36:00</td><td>20:28:00</td><td>21:36:00</td><td>22:36:00</td><td>23:36:00</td><td>24:56:00</td></tr><tr><td>Palo&nbspAlto</td><td>5:53:00</td><td>6:23:00</td><td>6:53:00</td><td>7:22:00</td><td>7:32:00</td><td>7:41:00</td><td>7:54:00</td><td>8:09:00</td><td>8:22:00</td><td>8:32:00</td><td>8:41:00</td><td>8:54:00</td><td>9:09:00</td><td>9:22:00</td><td>9:32:00</td><td>9:41:00</td><td>9:58:00</td><td>10:30:00</td><td>10:58:00</td><td>11:58:00</td><td>12:58:00</td><td>13:58:00</td><td>14:58:00</td><td>15:30:00</td><td>16:01:00</td><td>16:30:00</td><td>16:47:00</td><td>17:02:00</td><td>-</td><td>17:16:00</td><td>17:40:00</td><td>17:52:00</td><td>18:04:00</td><td>-</td><td>18:16:00</td><td>18:40:00</td><td>18:52:00</td><td>19:04:00</td><td>-</td><td>19:16:00</td><td>19:40:00</td><td>20:31:00</td><td>21:40:00</td><td>22:40:00</td><td>23:40:00</td><td>24:59:00</td></tr><tr><td>California&nbspAve</td><td>5:57:00</td><td>6:27:00</td><td>6:57:00</td><td>-</td><td>7:35:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>8:35:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>9:35:00</td><td>-</td><td>10:01:00</td><td>10:34:00</td><td>11:01:00</td><td>12:01:00</td><td>13:01:00</td><td>14:01:00</td><td>15:01:00</td><td>15:34:00</td><td>16:04:00</td><td>16:34:00</td><td>-</td><td>17:06:00</td><td>-</td><td>-</td><td>17:44:00</td><td>-</td><td>18:08:00</td><td>-</td><td>-</td><td>18:44:00</td><td>-</td><td>19:08:00</td><td>-</td><td>-</td><td>19:44:00</td><td>20:35:00</td><td>21:44:00</td><td>22:44:00</td><td>23:44:00</td><td>25:03:00</td></tr><tr><td>San&nbspAntonio</td><td>6:01:00</td><td>6:31:00</td><td>-</td><td>-</td><td>7:40:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>8:40:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>9:40:00</td><td>-</td><td>10:06:00</td><td>10:38:00</td><td>11:06:00</td><td>12:06:00</td><td>13:06:00</td><td>14:06:00</td><td>15:06:00</td><td>15:38:00</td><td>16:09:00</td><td>16:38:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>17:48:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>18:48:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>19:48:00</td><td>20:39:00</td><td>21:48:00</td><td>22:48:00</td><td>23:48:00</td><td>25:07:00</td></tr><tr><td>Mt&nbspView</td><td>6:05:00</td><td>6:35:00</td><td>7:03:00</td><td>-</td><td>7:44:00</td><td>7:49:00</td><td>8:01:00</td><td>8:17:00</td><td>-</td><td>8:44:00</td><td>8:49:00</td><td>9:01:00</td><td>9:17:00</td><td>-</td><td>9:44:00</td><td>9:49:00</td><td>10:10:00</td><td>10:43:00</td><td>11:10:00</td><td>12:10:00</td><td>13:10:00</td><td>14:10:00</td><td>15:10:00</td><td>15:43:00</td><td>16:13:00</td><td>16:43:00</td><td>16:54:00</td><td>17:12:00</td><td>17:38:00</td><td>-</td><td>17:52:00</td><td>17:59:00</td><td>18:14:00</td><td>18:38:00</td><td>-</td><td>18:52:00</td><td>18:59:00</td><td>19:14:00</td><td>19:38:00</td><td>-</td><td>19:52:00</td><td>20:43:00</td><td>21:52:00</td><td>22:52:00</td><td>23:52:00</td><td>25:11:00</td></tr><tr><td>Sunnyvale</td><td>6:10:00</td><td>6:40:00</td><td>-</td><td>-</td><td>7:49:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>8:49:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>9:49:00</td><td>-</td><td>10:15:00</td><td>10:48:00</td><td>11:15:00</td><td>12:15:00</td><td>13:15:00</td><td>14:15:00</td><td>15:15:00</td><td>15:48:00</td><td>16:18:00</td><td>16:48:00</td><td>-</td><td>17:17:00</td><td>17:43:00</td><td>17:26:00</td><td>17:57:00</td><td>-</td><td>18:20:00</td><td>18:43:00</td><td>18:26:00</td><td>18:57:00</td><td>-</td><td>19:20:00</td><td>19:43:00</td><td>19:26:00</td><td>19:57:00</td><td>20:48:00</td><td>21:57:00</td><td>22:57:00</td><td>23:57:00</td><td>25:16:00</td></tr><tr><td>Lawrence</td><td>6:14:00</td><td>6:44:00</td><td>7:08:00</td><td>-</td><td>7:55:00</td><td>-</td><td>-</td><td>8:24:00</td><td>-</td><td>8:55:00</td><td>-</td><td>-</td><td>9:24:00</td><td>-</td><td>9:55:00</td><td>-</td><td>10:20:00</td><td>10:52:00</td><td>11:20:00</td><td>12:20:00</td><td>13:20:00</td><td>14:20:00</td><td>15:20:00</td><td>15:52:00</td><td>16:23:00</td><td>16:52:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>18:03:00</td><td>-</td><td>-</td><td>18:47:00</td><td>-</td><td>19:03:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>20:03:00</td><td>20:52:00</td><td>22:01:00</td><td>23:01:00</td><td>24:01:00</td><td>25:20:00</td></tr><tr><td>Santa&nbspClara</td><td>6:19:00</td><td>6:49:00</td><td>-</td><td>7:36:00</td><td>8:02:00</td><td>-</td><td>-</td><td>-</td><td>8:36:00</td><td>9:02:00</td><td>-</td><td>-</td><td>-</td><td>9:36:00</td><td>10:02:00</td><td>-</td><td>10:25:00</td><td>10:57:00</td><td>11:25:00</td><td>12:25:00</td><td>13:25:00</td><td>14:25:00</td><td>15:25:00</td><td>15:57:00</td><td>16:28:00</td><td>16:57:00</td><td>-</td><td>-</td><td>17:52:00</td><td>-</td><td>18:10:00</td><td>-</td><td>-</td><td>18:52:00</td><td>-</td><td>19:10:00</td><td>-</td><td>-</td><td>19:52:00</td><td>-</td><td>20:10:00</td><td>20:57:00</td><td>22:06:00</td><td>23:06:00</td><td>24:06:00</td><td>25:25:00</td></tr><tr><td>College&nbspPark</td><td>-</td><td>-</td><td>-</td><td>-</td><td>8:05:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>16:32:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>San&nbspJose&nbspDiridon</td><td>6:28:00</td><td>6:58:00</td><td>7:20:00</td><td>7:45:00</td><td>8:11:00</td><td>8:03:00</td><td>8:16:00</td><td>8:34:00</td><td>8:45:00</td><td>9:10:00</td><td>9:03:00</td><td>9:16:00</td><td>9:34:00</td><td>9:45:00</td><td>10:10:00</td><td>10:03:00</td><td>10:34:00</td><td>11:04:00</td><td>11:34:00</td><td>12:34:00</td><td>13:34:00</td><td>14:34:00</td><td>15:34:00</td><td>16:04:00</td><td>16:38:00</td><td>17:04:00</td><td>17:09:00</td><td>17:28:00</td><td>18:00:00</td><td>17:36:00</td><td>18:20:00</td><td>18:14:00</td><td>18:30:00</td><td>19:00:00</td><td>18:36:00</td><td>19:20:00</td><td>19:14:00</td><td>19:30:00</td><td>20:00:00</td><td>19:36:00</td><td>20:18:00</td><td>21:06:00</td><td>22:13:00</td><td>23:13:00</td><td>24:13:00</td><td>25:34:00</td></tr><tr><td>Tamien</td><td>-</td><td>7:05:00</td><td>-</td><td>7:52:00</td><td>8:18:00</td><td>-</td><td>-</td><td>-</td><td>8:52:00</td><td>9:17:00</td><td>-</td><td>-</td><td>-</td><td>9:52:00</td><td>10:17:00</td><td>-</td><td>-</td><td>11:11:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>16:11:00</td><td>16:45:00</td><td>17:11:00</td><td>-</td><td>-</td><td>-</td><td>17:43:00</td><td>18:26:00</td><td>-</td><td>-</td><td>19:06:00</td><td>18:43:00</td><td>19:26:00</td><td>-</td><td>-</td><td>-</td><td>19:43:00</td><td>20:25:00</td><td>-</td><td>22:20:00</td><td>23:20:00</td><td>-</td><td>-</td></tr><tr><td>Capitol</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>16:52:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>18:33:00</td><td>-</td><td>-</td><td>19:13:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Blossom&nbspHill</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>16:58:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>18:39:00</td><td>-</td><td>-</td><td>19:19:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Morgan&nbspHill</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>17:11:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>18:52:00</td><td>-</td><td>-</td><td>19:32:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>San&nbspMartin</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>17:17:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>18:58:00</td><td>-</td><td>-</td><td>19:38:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Gilroy</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>17:30:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>19:11:00</td><td>-</td><td>-</td><td>19:51:00</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr></table>"
      ],
      "text/plain": [
       "<ipy_table.IpyTable at 0x107dbc080>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def stop_time(stime, riders):\n",
    "    return fmttime(stime.arrival_time or stime.departure_time)\n",
    "\n",
    "make_table(transpose(build_timetable(stop_time)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Boardings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\"  style=\"border:1px solid black;border-collapse:collapse;\"><tr><td></td><td>102</td><td>104</td><td>206</td><td>208</td><td>210</td><td>312</td><td>314</td><td>216</td><td>218</td><td>220</td><td>322</td><td>324</td><td>226</td><td>228</td><td>230</td><td>332</td><td>134</td><td>236</td><td>138</td><td>142</td><td>146</td><td>150</td><td>152</td><td>254</td><td>156</td><td>258</td><td>360</td><td>262</td><td>264</td><td>366</td><td>268</td><td>370</td><td>272</td><td>274</td><td>376</td><td>278</td><td>380</td><td>282</td><td>284</td><td>386</td><td>288</td><td>190</td><td>192</td><td>194</td><td>196</td><td>198</td></tr><tr><td>San&nbspFrancisco</td><td>17</td><td>24</td><td>112</td><td>33</td><td>181</td><td>219</td><td>306</td><td>161</td><td>83</td><td>425</td><td>397</td><td>357</td><td>193</td><td>142</td><td>369</td><td>367</td><td>154</td><td>254</td><td>188</td><td>179</td><td>151</td><td>169</td><td>175</td><td>192</td><td>158</td><td>277</td><td>490</td><td>394</td><td>109</td><td>618</td><td>614</td><td>791</td><td>727</td><td>225</td><td>886</td><td>780</td><td>697</td><td>523</td><td>136</td><td>604</td><td>559</td><td>429</td><td>407</td><td>242</td><td>171</td><td>83</td></tr><tr><td>22nd&nbspSt</td><td>7</td><td>9</td><td>57</td><td>17</td><td>96</td><td>117</td><td>144</td><td>64</td><td>25</td><td>140</td><td>144</td><td>143</td><td>79</td><td>33</td><td>142</td><td>143</td><td>55</td><td>-</td><td>45</td><td>22</td><td>18</td><td>11</td><td>12</td><td>-</td><td>11</td><td>-</td><td>-</td><td>-</td><td>21</td><td>-</td><td>-</td><td>-</td><td>-</td><td>30</td><td>-</td><td>-</td><td>-</td><td>-</td><td>20</td><td>-</td><td>-</td><td>17</td><td>19</td><td>10</td><td>12</td><td>7</td></tr><tr><td>Bayshore</td><td>4</td><td>4</td><td>-</td><td>19</td><td>-</td><td>-</td><td>-</td><td>-</td><td>36</td><td>-</td><td>-</td><td>-</td><td>-</td><td>31</td><td>-</td><td>-</td><td>22</td><td>-</td><td>12</td><td>8</td><td>9</td><td>8</td><td>8</td><td>-</td><td>11</td><td>-</td><td>-</td><td>-</td><td>13</td><td>-</td><td>-</td><td>-</td><td>-</td><td>8</td><td>-</td><td>-</td><td>-</td><td>-</td><td>5</td><td>-</td><td>-</td><td>4</td><td>4</td><td>3</td><td>2</td><td>1</td></tr><tr><td>So.&nbspSan&nbspFrancisco</td><td>6</td><td>8</td><td>-</td><td>9</td><td>-</td><td>-</td><td>-</td><td>-</td><td>20</td><td>-</td><td>-</td><td>-</td><td>-</td><td>15</td><td>-</td><td>-</td><td>9</td><td>-</td><td>6</td><td>5</td><td>5</td><td>6</td><td>10</td><td>-</td><td>20</td><td>-</td><td>-</td><td>-</td><td>40</td><td>-</td><td>44</td><td>-</td><td>-</td><td>33</td><td>-</td><td>18</td><td>-</td><td>-</td><td>11</td><td>-</td><td>7</td><td>6</td><td>4</td><td>3</td><td>3</td><td>1</td></tr><tr><td>San&nbspBruno</td><td>6</td><td>8</td><td>-</td><td>26</td><td>-</td><td>-</td><td>-</td><td>55</td><td>29</td><td>-</td><td>-</td><td>-</td><td>33</td><td>18</td><td>-</td><td>-</td><td>17</td><td>10</td><td>15</td><td>5</td><td>11</td><td>9</td><td>13</td><td>8</td><td>10</td><td>15</td><td>-</td><td>14</td><td>17</td><td>-</td><td>-</td><td>-</td><td>30</td><td>12</td><td>-</td><td>-</td><td>-</td><td>19</td><td>8</td><td>-</td><td>-</td><td>5</td><td>5</td><td>5</td><td>3</td><td>2</td></tr><tr><td>Millbrae</td><td>8</td><td>36</td><td>84</td><td>59</td><td>83</td><td>157</td><td>115</td><td>-</td><td>89</td><td>115</td><td>129</td><td>117</td><td>-</td><td>72</td><td>90</td><td>78</td><td>74</td><td>59</td><td>70</td><td>66</td><td>48</td><td>64</td><td>63</td><td>43</td><td>83</td><td>79</td><td>87</td><td>-</td><td>88</td><td>103</td><td>67</td><td>79</td><td>-</td><td>92</td><td>110</td><td>82</td><td>53</td><td>-</td><td>61</td><td>62</td><td>43</td><td>68</td><td>43</td><td>35</td><td>26</td><td>15</td></tr><tr><td>Burlingame</td><td>4</td><td>11</td><td>22</td><td>24</td><td>-</td><td>-</td><td>-</td><td>66</td><td>47</td><td>-</td><td>-</td><td>-</td><td>40</td><td>35</td><td>-</td><td>-</td><td>25</td><td>12</td><td>12</td><td>12</td><td>9</td><td>11</td><td>9</td><td>9</td><td>12</td><td>11</td><td>-</td><td>19</td><td>24</td><td>-</td><td>-</td><td>-</td><td>25</td><td>13</td><td>-</td><td>-</td><td>-</td><td>15</td><td>9</td><td>-</td><td>-</td><td>9</td><td>8</td><td>6</td><td>3</td><td>1</td></tr><tr><td>San&nbspMateo</td><td>7</td><td>19</td><td>32</td><td>26</td><td>131</td><td>-</td><td>-</td><td>69</td><td>31</td><td>82</td><td>-</td><td>-</td><td>64</td><td>22</td><td>50</td><td>-</td><td>26</td><td>19</td><td>19</td><td>13</td><td>18</td><td>15</td><td>15</td><td>13</td><td>59</td><td>25</td><td>-</td><td>23</td><td>34</td><td>42</td><td>-</td><td>-</td><td>44</td><td>30</td><td>60</td><td>-</td><td>-</td><td>27</td><td>14</td><td>22</td><td>-</td><td>17</td><td>15</td><td>15</td><td>7</td><td>6</td></tr><tr><td>Hayward&nbspPark</td><td>3</td><td>10</td><td>-</td><td>21</td><td>-</td><td>-</td><td>-</td><td>-</td><td>26</td><td>-</td><td>-</td><td>-</td><td>-</td><td>18</td><td>-</td><td>-</td><td>8</td><td>-</td><td>7</td><td>3</td><td>6</td><td>8</td><td>11</td><td>-</td><td>13</td><td>-</td><td>-</td><td>-</td><td>36</td><td>-</td><td>-</td><td>-</td><td>-</td><td>19</td><td>-</td><td>-</td><td>-</td><td>-</td><td>7</td><td>-</td><td>-</td><td>2</td><td>5</td><td>2</td><td>1</td><td>1</td></tr><tr><td>Hillsdale</td><td>8</td><td>10</td><td>37</td><td>39</td><td>-</td><td>-</td><td>114</td><td>69</td><td>56</td><td>-</td><td>-</td><td>88</td><td>37</td><td>37</td><td>-</td><td>-</td><td>32</td><td>10</td><td>12</td><td>12</td><td>16</td><td>13</td><td>12</td><td>9</td><td>80</td><td>14</td><td>47</td><td>28</td><td>80</td><td>-</td><td>37</td><td>33</td><td>30</td><td>46</td><td>-</td><td>43</td><td>30</td><td>15</td><td>18</td><td>-</td><td>12</td><td>14</td><td>12</td><td>5</td><td>2</td><td>-</td></tr><tr><td>Belmont</td><td>6</td><td>8</td><td>-</td><td>34</td><td>-</td><td>-</td><td>-</td><td>-</td><td>58</td><td>-</td><td>-</td><td>-</td><td>-</td><td>35</td><td>-</td><td>-</td><td>15</td><td>9</td><td>8</td><td>8</td><td>8</td><td>6</td><td>8</td><td>6</td><td>14</td><td>7</td><td>-</td><td>-</td><td>31</td><td>-</td><td>-</td><td>-</td><td>-</td><td>24</td><td>-</td><td>-</td><td>-</td><td>-</td><td>10</td><td>-</td><td>-</td><td>8</td><td>7</td><td>5</td><td>1</td><td>-</td></tr><tr><td>San&nbspCarlos</td><td>8</td><td>7</td><td>24</td><td>29</td><td>46</td><td>-</td><td>-</td><td>65</td><td>34</td><td>42</td><td>-</td><td>-</td><td>39</td><td>24</td><td>24</td><td>-</td><td>13</td><td>19</td><td>11</td><td>6</td><td>7</td><td>9</td><td>8</td><td>9</td><td>18</td><td>26</td><td>-</td><td>36</td><td>65</td><td>-</td><td>-</td><td>-</td><td>50</td><td>27</td><td>-</td><td>-</td><td>-</td><td>19</td><td>11</td><td>-</td><td>-</td><td>6</td><td>5</td><td>5</td><td>3</td><td>1</td></tr><tr><td>Redwood&nbspCity</td><td>10</td><td>15</td><td>22</td><td>35</td><td>39</td><td>44</td><td>-</td><td>-</td><td>50</td><td>57</td><td>54</td><td>-</td><td>-</td><td>32</td><td>37</td><td>25</td><td>27</td><td>57</td><td>17</td><td>18</td><td>18</td><td>15</td><td>22</td><td>28</td><td>54</td><td>79</td><td>-</td><td>-</td><td>124</td><td>147</td><td>82</td><td>-</td><td>-</td><td>79</td><td>112</td><td>50</td><td>-</td><td>-</td><td>31</td><td>30</td><td>25</td><td>21</td><td>22</td><td>16</td><td>5</td><td>1</td></tr><tr><td>Menlo&nbspPark</td><td>4</td><td>6</td><td>16</td><td>-</td><td>38</td><td>12</td><td>-</td><td>31</td><td>-</td><td>20</td><td>14</td><td>-</td><td>18</td><td>-</td><td>15</td><td>13</td><td>8</td><td>5</td><td>10</td><td>11</td><td>17</td><td>14</td><td>19</td><td>14</td><td>68</td><td>56</td><td>-</td><td>-</td><td>115</td><td>-</td><td>60</td><td>-</td><td>-</td><td>66</td><td>-</td><td>21</td><td>-</td><td>-</td><td>13</td><td>-</td><td>16</td><td>10</td><td>9</td><td>4</td><td>2</td><td>1</td></tr><tr><td>Palo&nbspAlto</td><td>6</td><td>5</td><td>13</td><td>20</td><td>34</td><td>8</td><td>26</td><td>14</td><td>13</td><td>53</td><td>11</td><td>18</td><td>18</td><td>6</td><td>40</td><td>6</td><td>12</td><td>11</td><td>15</td><td>17</td><td>24</td><td>46</td><td>67</td><td>79</td><td>232</td><td>195</td><td>195</td><td>188</td><td>-</td><td>319</td><td>246</td><td>144</td><td>89</td><td>-</td><td>143</td><td>121</td><td>44</td><td>41</td><td>-</td><td>43</td><td>80</td><td>51</td><td>37</td><td>17</td><td>10</td><td>4</td></tr><tr><td>California&nbspAve</td><td>1</td><td>4</td><td>8</td><td>-</td><td>19</td><td>-</td><td>-</td><td>-</td><td>-</td><td>17</td><td>-</td><td>-</td><td>-</td><td>-</td><td>11</td><td>-</td><td>2</td><td>4</td><td>4</td><td>6</td><td>9</td><td>11</td><td>17</td><td>13</td><td>44</td><td>35</td><td>-</td><td>85</td><td>-</td><td>-</td><td>88</td><td>-</td><td>46</td><td>-</td><td>-</td><td>33</td><td>-</td><td>15</td><td>-</td><td>-</td><td>23</td><td>14</td><td>10</td><td>3</td><td>2</td><td>-</td></tr><tr><td>San&nbspAntonio</td><td>3</td><td>2</td><td>-</td><td>-</td><td>18</td><td>-</td><td>-</td><td>-</td><td>-</td><td>10</td><td>-</td><td>-</td><td>-</td><td>-</td><td>8</td><td>-</td><td>3</td><td>1</td><td>2</td><td>4</td><td>6</td><td>7</td><td>4</td><td>6</td><td>22</td><td>9</td><td>-</td><td>-</td><td>-</td><td>-</td><td>38</td><td>-</td><td>-</td><td>-</td><td>-</td><td>23</td><td>-</td><td>-</td><td>-</td><td>-</td><td>7</td><td>5</td><td>4</td><td>1</td><td>1</td><td>1</td></tr><tr><td>Mt&nbspView</td><td>4</td><td>1</td><td>7</td><td>-</td><td>22</td><td>6</td><td>8</td><td>10</td><td>-</td><td>5</td><td>11</td><td>4</td><td>8</td><td>-</td><td>5</td><td>7</td><td>4</td><td>4</td><td>4</td><td>4</td><td>6</td><td>11</td><td>10</td><td>14</td><td>64</td><td>35</td><td>23</td><td>43</td><td>53</td><td>-</td><td>47</td><td>27</td><td>27</td><td>34</td><td>-</td><td>11</td><td>12</td><td>14</td><td>10</td><td>-</td><td>8</td><td>12</td><td>5</td><td>2</td><td>2</td><td>-</td></tr><tr><td>Sunnyvale</td><td>1</td><td>3</td><td>-</td><td>-</td><td>19</td><td>-</td><td>-</td><td>-</td><td>-</td><td>8</td><td>-</td><td>-</td><td>-</td><td>-</td><td>4</td><td>-</td><td>1</td><td>1</td><td>2</td><td>3</td><td>3</td><td>3</td><td>8</td><td>8</td><td>31</td><td>13</td><td>-</td><td>22</td><td>20</td><td>31</td><td>35</td><td>-</td><td>12</td><td>12</td><td>28</td><td>7</td><td>-</td><td>4</td><td>4</td><td>3</td><td>7</td><td>5</td><td>2</td><td>2</td><td>1</td><td>-</td></tr><tr><td>Lawrence</td><td>1</td><td>-</td><td>1</td><td>-</td><td>6</td><td>-</td><td>-</td><td>4</td><td>-</td><td>3</td><td>-</td><td>-</td><td>10</td><td>-</td><td>2</td><td>-</td><td>1</td><td>-</td><td>1</td><td>2</td><td>3</td><td>3</td><td>4</td><td>3</td><td>45</td><td>8</td><td>-</td><td>-</td><td>-</td><td>-</td><td>46</td><td>-</td><td>-</td><td>7</td><td>-</td><td>4</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>2</td><td>2</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Santa&nbspClara</td><td>-</td><td>-</td><td>-</td><td>6</td><td>1</td><td>-</td><td>-</td><td>-</td><td>2</td><td>1</td><td>-</td><td>-</td><td>-</td><td>1</td><td>1</td><td>-</td><td>1</td><td>-</td><td>-</td><td>1</td><td>1</td><td>-</td><td>1</td><td>2</td><td>16</td><td>3</td><td>-</td><td>-</td><td>4</td><td>-</td><td>17</td><td>-</td><td>-</td><td>3</td><td>-</td><td>2</td><td>-</td><td>-</td><td>2</td><td>-</td><td>-</td><td>1</td><td>1</td><td>-</td><td>-</td><td>-</td></tr><tr><td>College&nbspPark</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>32</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>San&nbspJose&nbspDiridon</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>5</td><td>24</td><td>-</td><td>-</td><td>-</td><td>-</td><td>43</td><td>80</td><td>-</td><td>-</td><td>6</td><td>8</td><td>15</td><td>-</td><td>-</td><td>-</td><td>4</td><td>-</td><td>-</td><td>2</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Tamien</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>7</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>5</td><td>-</td><td>-</td><td>3</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Capitol</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>3</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Blossom&nbspHill</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>3</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>1</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Morgan&nbspHill</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>San&nbspMartin</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Gilroy</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr></table>"
      ],
      "text/plain": [
       "<ipy_table.IpyTable at 0x1089430b8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def boardings(stime, riders): return round(riders[\"boardings\"])\n",
    "\n",
    "make_table(transpose(build_timetable(boardings)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Alightings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\"  style=\"border:1px solid black;border-collapse:collapse;\"><tr><td></td><td>102</td><td>104</td><td>206</td><td>208</td><td>210</td><td>312</td><td>314</td><td>216</td><td>218</td><td>220</td><td>322</td><td>324</td><td>226</td><td>228</td><td>230</td><td>332</td><td>134</td><td>236</td><td>138</td><td>142</td><td>146</td><td>150</td><td>152</td><td>254</td><td>156</td><td>258</td><td>360</td><td>262</td><td>264</td><td>366</td><td>268</td><td>370</td><td>272</td><td>274</td><td>376</td><td>278</td><td>380</td><td>282</td><td>284</td><td>386</td><td>288</td><td>190</td><td>192</td><td>194</td><td>196</td><td>198</td></tr><tr><td>San&nbspFrancisco</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>22nd&nbspSt</td><td>-</td><td>-</td><td>1</td><td>-</td><td>-</td><td>3</td><td>1</td><td>-</td><td>2</td><td>3</td><td>1</td><td>2</td><td>-</td><td>-</td><td>2</td><td>1</td><td>3</td><td>-</td><td>1</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>1</td><td>-</td><td>-</td><td>-</td><td>3</td><td>-</td><td>-</td><td>-</td><td>-</td><td>2</td><td>-</td><td>-</td><td>-</td><td>-</td><td>1</td><td>-</td><td>-</td><td>1</td><td>1</td><td>-</td><td>1</td><td>-</td></tr><tr><td>Bayshore</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>2</td><td>-</td><td>-</td><td>-</td><td>-</td><td>3</td><td>-</td><td>-</td><td>1</td><td>-</td><td>-</td><td>-</td><td>-</td><td>1</td><td>-</td><td>-</td><td>1</td><td>-</td><td>-</td><td>-</td><td>2</td><td>-</td><td>-</td><td>-</td><td>-</td><td>11</td><td>-</td><td>-</td><td>-</td><td>-</td><td>9</td><td>-</td><td>-</td><td>6</td><td>2</td><td>2</td><td>-</td><td>-</td></tr><tr><td>So.&nbspSan&nbspFrancisco</td><td>-</td><td>3</td><td>-</td><td>4</td><td>-</td><td>-</td><td>-</td><td>-</td><td>19</td><td>-</td><td>-</td><td>-</td><td>-</td><td>32</td><td>-</td><td>-</td><td>11</td><td>-</td><td>5</td><td>2</td><td>3</td><td>3</td><td>4</td><td>-</td><td>10</td><td>-</td><td>-</td><td>-</td><td>12</td><td>-</td><td>13</td><td>-</td><td>-</td><td>15</td><td>-</td><td>16</td><td>-</td><td>-</td><td>10</td><td>-</td><td>7</td><td>7</td><td>6</td><td>3</td><td>2</td><td>2</td></tr><tr><td>San&nbspBruno</td><td>-</td><td>1</td><td>-</td><td>1</td><td>-</td><td>-</td><td>-</td><td>8</td><td>3</td><td>-</td><td>-</td><td>-</td><td>21</td><td>4</td><td>-</td><td>-</td><td>3</td><td>3</td><td>5</td><td>4</td><td>5</td><td>8</td><td>4</td><td>7</td><td>5</td><td>11</td><td>-</td><td>32</td><td>12</td><td>-</td><td>-</td><td>-</td><td>70</td><td>12</td><td>-</td><td>-</td><td>-</td><td>42</td><td>7</td><td>-</td><td>-</td><td>15</td><td>17</td><td>7</td><td>1</td><td>2</td></tr><tr><td>Millbrae</td><td>2</td><td>1</td><td>4</td><td>4</td><td>5</td><td>8</td><td>11</td><td>-</td><td>8</td><td>16</td><td>6</td><td>7</td><td>-</td><td>9</td><td>12</td><td>12</td><td>5</td><td>3</td><td>5</td><td>4</td><td>7</td><td>4</td><td>5</td><td>10</td><td>6</td><td>17</td><td>18</td><td>-</td><td>5</td><td>36</td><td>31</td><td>41</td><td>-</td><td>9</td><td>69</td><td>50</td><td>44</td><td>-</td><td>9</td><td>43</td><td>35</td><td>23</td><td>17</td><td>9</td><td>5</td><td>1</td></tr><tr><td>Burlingame</td><td>-</td><td>2</td><td>1</td><td>3</td><td>-</td><td>-</td><td>-</td><td>17</td><td>11</td><td>-</td><td>-</td><td>-</td><td>19</td><td>12</td><td>-</td><td>-</td><td>17</td><td>12</td><td>12</td><td>5</td><td>9</td><td>12</td><td>9</td><td>9</td><td>13</td><td>15</td><td>-</td><td>32</td><td>20</td><td>-</td><td>-</td><td>-</td><td>98</td><td>30</td><td>-</td><td>-</td><td>-</td><td>83</td><td>26</td><td>-</td><td>-</td><td>38</td><td>16</td><td>13</td><td>8</td><td>5</td></tr><tr><td>San&nbspMateo</td><td>1</td><td>2</td><td>5</td><td>11</td><td>13</td><td>-</td><td>-</td><td>20</td><td>15</td><td>53</td><td>-</td><td>-</td><td>53</td><td>25</td><td>56</td><td>-</td><td>31</td><td>24</td><td>18</td><td>18</td><td>12</td><td>17</td><td>27</td><td>15</td><td>18</td><td>26</td><td>-</td><td>54</td><td>14</td><td>44</td><td>-</td><td>-</td><td>122</td><td>22</td><td>91</td><td>-</td><td>-</td><td>104</td><td>14</td><td>72</td><td>-</td><td>45</td><td>29</td><td>13</td><td>11</td><td>8</td></tr><tr><td>Hayward&nbspPark</td><td>-</td><td>4</td><td>-</td><td>9</td><td>-</td><td>-</td><td>-</td><td>-</td><td>20</td><td>-</td><td>-</td><td>-</td><td>-</td><td>24</td><td>-</td><td>-</td><td>22</td><td>-</td><td>11</td><td>8</td><td>5</td><td>6</td><td>5</td><td>-</td><td>6</td><td>-</td><td>-</td><td>-</td><td>17</td><td>-</td><td>-</td><td>-</td><td>-</td><td>28</td><td>-</td><td>-</td><td>-</td><td>-</td><td>18</td><td>-</td><td>-</td><td>8</td><td>11</td><td>5</td><td>3</td><td>4</td></tr><tr><td>Hillsdale</td><td>1</td><td>1</td><td>13</td><td>11</td><td>-</td><td>-</td><td>76</td><td>31</td><td>30</td><td>-</td><td>-</td><td>62</td><td>23</td><td>31</td><td>-</td><td>-</td><td>27</td><td>18</td><td>17</td><td>15</td><td>15</td><td>19</td><td>23</td><td>25</td><td>28</td><td>36</td><td>95</td><td>47</td><td>48</td><td>-</td><td>154</td><td>149</td><td>74</td><td>50</td><td>-</td><td>183</td><td>144</td><td>60</td><td>37</td><td>-</td><td>110</td><td>47</td><td>41</td><td>23</td><td>13</td><td>7</td></tr><tr><td>Belmont</td><td>1</td><td>4</td><td>-</td><td>12</td><td>-</td><td>-</td><td>-</td><td>-</td><td>27</td><td>-</td><td>-</td><td>-</td><td>-</td><td>15</td><td>-</td><td>-</td><td>12</td><td>6</td><td>11</td><td>8</td><td>8</td><td>11</td><td>11</td><td>9</td><td>14</td><td>19</td><td>-</td><td>-</td><td>26</td><td>-</td><td>-</td><td>-</td><td>-</td><td>48</td><td>-</td><td>-</td><td>-</td><td>-</td><td>28</td><td>-</td><td>-</td><td>21</td><td>13</td><td>7</td><td>6</td><td>3</td></tr><tr><td>San&nbspCarlos</td><td>2</td><td>3</td><td>22</td><td>18</td><td>29</td><td>-</td><td>-</td><td>43</td><td>16</td><td>38</td><td>-</td><td>-</td><td>26</td><td>19</td><td>51</td><td>-</td><td>20</td><td>12</td><td>18</td><td>10</td><td>11</td><td>12</td><td>12</td><td>11</td><td>21</td><td>19</td><td>-</td><td>42</td><td>20</td><td>-</td><td>-</td><td>-</td><td>93</td><td>20</td><td>-</td><td>-</td><td>-</td><td>75</td><td>13</td><td>-</td><td>-</td><td>22</td><td>11</td><td>11</td><td>10</td><td>4</td></tr><tr><td>Redwood&nbspCity</td><td>10</td><td>14</td><td>36</td><td>50</td><td>48</td><td>119</td><td>-</td><td>-</td><td>73</td><td>75</td><td>153</td><td>-</td><td>-</td><td>75</td><td>77</td><td>126</td><td>48</td><td>43</td><td>55</td><td>38</td><td>37</td><td>36</td><td>43</td><td>35</td><td>44</td><td>44</td><td>-</td><td>-</td><td>50</td><td>120</td><td>88</td><td>-</td><td>-</td><td>33</td><td>205</td><td>124</td><td>-</td><td>-</td><td>25</td><td>139</td><td>79</td><td>50</td><td>47</td><td>29</td><td>20</td><td>15</td></tr><tr><td>Menlo&nbspPark</td><td>4</td><td>9</td><td>27</td><td>-</td><td>114</td><td>59</td><td>-</td><td>59</td><td>-</td><td>74</td><td>65</td><td>-</td><td>51</td><td>-</td><td>43</td><td>39</td><td>18</td><td>31</td><td>33</td><td>18</td><td>20</td><td>13</td><td>18</td><td>10</td><td>34</td><td>23</td><td>-</td><td>-</td><td>45</td><td>-</td><td>64</td><td>-</td><td>-</td><td>30</td><td>-</td><td>78</td><td>-</td><td>-</td><td>21</td><td>-</td><td>41</td><td>23</td><td>19</td><td>16</td><td>9</td><td>2</td></tr><tr><td>Palo&nbspAlto</td><td>28</td><td>59</td><td>131</td><td>187</td><td>134</td><td>145</td><td>320</td><td>173</td><td>266</td><td>209</td><td>244</td><td>336</td><td>133</td><td>203</td><td>167</td><td>225</td><td>123</td><td>136</td><td>94</td><td>94</td><td>70</td><td>58</td><td>50</td><td>42</td><td>58</td><td>40</td><td>99</td><td>35</td><td>-</td><td>78</td><td>75</td><td>129</td><td>63</td><td>-</td><td>158</td><td>91</td><td>128</td><td>38</td><td>-</td><td>89</td><td>65</td><td>43</td><td>47</td><td>34</td><td>25</td><td>10</td></tr><tr><td>California&nbspAve</td><td>6</td><td>9</td><td>22</td><td>-</td><td>62</td><td>-</td><td>-</td><td>-</td><td>-</td><td>178</td><td>-</td><td>-</td><td>-</td><td>-</td><td>135</td><td>-</td><td>41</td><td>39</td><td>21</td><td>18</td><td>12</td><td>17</td><td>16</td><td>14</td><td>27</td><td>22</td><td>-</td><td>45</td><td>-</td><td>-</td><td>74</td><td>-</td><td>59</td><td>-</td><td>-</td><td>74</td><td>-</td><td>47</td><td>-</td><td>-</td><td>39</td><td>25</td><td>27</td><td>18</td><td>10</td><td>5</td></tr><tr><td>San&nbspAntonio</td><td>3</td><td>8</td><td>-</td><td>-</td><td>35</td><td>-</td><td>-</td><td>-</td><td>-</td><td>61</td><td>-</td><td>-</td><td>-</td><td>-</td><td>49</td><td>-</td><td>12</td><td>19</td><td>14</td><td>12</td><td>18</td><td>22</td><td>17</td><td>16</td><td>24</td><td>33</td><td>-</td><td>-</td><td>-</td><td>-</td><td>119</td><td>-</td><td>-</td><td>-</td><td>-</td><td>111</td><td>-</td><td>-</td><td>-</td><td>-</td><td>61</td><td>22</td><td>25</td><td>15</td><td>11</td><td>4</td></tr><tr><td>Mt&nbspView</td><td>14</td><td>20</td><td>85</td><td>-</td><td>83</td><td>146</td><td>217</td><td>120</td><td>-</td><td>128</td><td>210</td><td>254</td><td>118</td><td>-</td><td>103</td><td>189</td><td>59</td><td>50</td><td>38</td><td>42</td><td>40</td><td>39</td><td>43</td><td>37</td><td>81</td><td>79</td><td>202</td><td>96</td><td>134</td><td>-</td><td>150</td><td>295</td><td>106</td><td>100</td><td>-</td><td>112</td><td>265</td><td>61</td><td>49</td><td>-</td><td>97</td><td>85</td><td>87</td><td>51</td><td>36</td><td>12</td></tr><tr><td>Sunnyvale</td><td>7</td><td>16</td><td>-</td><td>-</td><td>53</td><td>-</td><td>-</td><td>-</td><td>-</td><td>77</td><td>-</td><td>-</td><td>-</td><td>-</td><td>54</td><td>-</td><td>17</td><td>17</td><td>21</td><td>25</td><td>24</td><td>33</td><td>48</td><td>48</td><td>86</td><td>108</td><td>-</td><td>229</td><td>105</td><td>339</td><td>173</td><td>-</td><td>242</td><td>72</td><td>345</td><td>156</td><td>-</td><td>117</td><td>29</td><td>210</td><td>95</td><td>74</td><td>72</td><td>42</td><td>23</td><td>11</td></tr><tr><td>Lawrence</td><td>3</td><td>6</td><td>35</td><td>-</td><td>28</td><td>-</td><td>-</td><td>92</td><td>-</td><td>31</td><td>-</td><td>-</td><td>70</td><td>-</td><td>20</td><td>-</td><td>10</td><td>12</td><td>12</td><td>8</td><td>10</td><td>9</td><td>19</td><td>14</td><td>40</td><td>40</td><td>-</td><td>-</td><td>-</td><td>-</td><td>97</td><td>-</td><td>-</td><td>41</td><td>-</td><td>61</td><td>-</td><td>-</td><td>-</td><td>-</td><td>36</td><td>25</td><td>22</td><td>11</td><td>6</td><td>5</td></tr><tr><td>Santa&nbspClara</td><td>11</td><td>9</td><td>-</td><td>40</td><td>13</td><td>-</td><td>-</td><td>-</td><td>54</td><td>14</td><td>-</td><td>-</td><td>-</td><td>40</td><td>12</td><td>-</td><td>13</td><td>14</td><td>17</td><td>22</td><td>20</td><td>24</td><td>33</td><td>32</td><td>67</td><td>82</td><td>-</td><td>-</td><td>147</td><td>-</td><td>77</td><td>-</td><td>-</td><td>85</td><td>-</td><td>59</td><td>-</td><td>-</td><td>40</td><td>-</td><td>29</td><td>25</td><td>23</td><td>14</td><td>13</td><td>7</td></tr><tr><td>College&nbspPark</td><td>-</td><td>-</td><td>-</td><td>-</td><td>101</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>31</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>San&nbspJose&nbspDiridon</td><td>23</td><td>13</td><td>54</td><td>43</td><td>11</td><td>83</td><td>87</td><td>47</td><td>51</td><td>19</td><td>81</td><td>66</td><td>22</td><td>26</td><td>17</td><td>48</td><td>20</td><td>34</td><td>51</td><td>54</td><td>65</td><td>94</td><td>109</td><td>81</td><td>149</td><td>176</td><td>429</td><td>241</td><td>214</td><td>350</td><td>64</td><td>459</td><td>153</td><td>83</td><td>303</td><td>53</td><td>255</td><td>63</td><td>36</td><td>134</td><td>70</td><td>101</td><td>75</td><td>50</td><td>41</td><td>19</td></tr><tr><td>Tamien</td><td>-</td><td>6</td><td>-</td><td>3</td><td>3</td><td>-</td><td>-</td><td>-</td><td>1</td><td>1</td><td>-</td><td>-</td><td>-</td><td>4</td><td>-</td><td>-</td><td>-</td><td>2</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>45</td><td>79</td><td>100</td><td>-</td><td>-</td><td>-</td><td>336</td><td>96</td><td>-</td><td>-</td><td>22</td><td>175</td><td>43</td><td>-</td><td>-</td><td>-</td><td>81</td><td>24</td><td>-</td><td>21</td><td>9</td><td>-</td><td>-</td></tr><tr><td>Capitol</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>17</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>29</td><td>-</td><td>-</td><td>10</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Blossom&nbspHill</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>50</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>50</td><td>-</td><td>-</td><td>9</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Morgan&nbspHill</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>82</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>66</td><td>-</td><td>-</td><td>15</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>San&nbspMartin</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>39</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>27</td><td>-</td><td>-</td><td>2</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Gilroy</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>99</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>62</td><td>-</td><td>-</td><td>16</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr></table>"
      ],
      "text/plain": [
       "<ipy_table.IpyTable at 0x108943c18>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def alightings(stime, riders): return round(riders[\"alightings\"])\n",
    "\n",
    "make_table(transpose(build_timetable(alightings)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Boardings and alightings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\"  style=\"border:1px solid black;border-collapse:collapse;\"><tr><td></td><td>102</td><td>104</td><td>206</td><td>208</td><td>210</td><td>312</td><td>314</td><td>216</td><td>218</td><td>220</td><td>322</td><td>324</td><td>226</td><td>228</td><td>230</td><td>332</td><td>134</td><td>236</td><td>138</td><td>142</td><td>146</td><td>150</td><td>152</td><td>254</td><td>156</td><td>258</td><td>360</td><td>262</td><td>264</td><td>366</td><td>268</td><td>370</td><td>272</td><td>274</td><td>376</td><td>278</td><td>380</td><td>282</td><td>284</td><td>386</td><td>288</td><td>190</td><td>192</td><td>194</td><td>196</td><td>198</td></tr><tr><td>San&nbspFrancisco</td><td>+17/-0</td><td>+24/-0</td><td>+112/-0</td><td>+33/-0</td><td>+181/-0</td><td>+219/-0</td><td>+306/-0</td><td>+161/-0</td><td>+83/-0</td><td>+425/-0</td><td>+397/-0</td><td>+357/-0</td><td>+193/-0</td><td>+142/-0</td><td>+369/-0</td><td>+367/-0</td><td>+154/-0</td><td>+254/-0</td><td>+188/-0</td><td>+179/-0</td><td>+151/-0</td><td>+169/-0</td><td>+175/-0</td><td>+192/-0</td><td>+158/-0</td><td>+277/-0</td><td>+490/-0</td><td>+394/-0</td><td>+109/-0</td><td>+618/-0</td><td>+614/-0</td><td>+791/-0</td><td>+727/-0</td><td>+225/-0</td><td>+886/-0</td><td>+780/-0</td><td>+697/-0</td><td>+523/-0</td><td>+136/-0</td><td>+604/-0</td><td>+559/-0</td><td>+429/-0</td><td>+407/-0</td><td>+242/-0</td><td>+171/-0</td><td>+83/-0</td></tr><tr><td>22nd&nbspSt</td><td>+7/-0</td><td>+9/-0</td><td>+57/-1</td><td>+17/-0</td><td>+96/-0</td><td>+117/-3</td><td>+144/-1</td><td>+64/-0</td><td>+25/-2</td><td>+140/-3</td><td>+144/-1</td><td>+143/-2</td><td>+79/-0</td><td>+33/-0</td><td>+142/-2</td><td>+143/-1</td><td>+55/-3</td><td>-</td><td>+45/-1</td><td>+22/-0</td><td>+18/-0</td><td>+11/-0</td><td>+12/-0</td><td>-</td><td>+11/-1</td><td>-</td><td>-</td><td>-</td><td>+21/-3</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+30/-2</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+20/-1</td><td>-</td><td>-</td><td>+17/-1</td><td>+19/-1</td><td>+10/-0</td><td>+12/-1</td><td>+7/-0</td></tr><tr><td>Bayshore</td><td>+4/-0</td><td>+4/-0</td><td>-</td><td>+19/-0</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+36/-2</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+31/-3</td><td>-</td><td>-</td><td>+22/-1</td><td>-</td><td>+12/-0</td><td>+8/-0</td><td>+9/-0</td><td>+8/-1</td><td>+8/-0</td><td>-</td><td>+11/-1</td><td>-</td><td>-</td><td>-</td><td>+13/-2</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+8/-11</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+5/-9</td><td>-</td><td>-</td><td>+4/-6</td><td>+4/-2</td><td>+3/-2</td><td>+2/-0</td><td>+1/-0</td></tr><tr><td>So.&nbspSan&nbspFrancisco</td><td>+6/-0</td><td>+8/-3</td><td>-</td><td>+9/-4</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+20/-19</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+15/-32</td><td>-</td><td>-</td><td>+9/-11</td><td>-</td><td>+6/-5</td><td>+5/-2</td><td>+5/-3</td><td>+6/-3</td><td>+10/-4</td><td>-</td><td>+20/-10</td><td>-</td><td>-</td><td>-</td><td>+40/-12</td><td>-</td><td>+44/-13</td><td>-</td><td>-</td><td>+33/-15</td><td>-</td><td>+18/-16</td><td>-</td><td>-</td><td>+11/-10</td><td>-</td><td>+7/-7</td><td>+6/-7</td><td>+4/-6</td><td>+3/-3</td><td>+3/-2</td><td>+1/-2</td></tr><tr><td>San&nbspBruno</td><td>+6/-0</td><td>+8/-1</td><td>-</td><td>+26/-1</td><td>-</td><td>-</td><td>-</td><td>+55/-8</td><td>+29/-3</td><td>-</td><td>-</td><td>-</td><td>+33/-21</td><td>+18/-4</td><td>-</td><td>-</td><td>+17/-3</td><td>+10/-3</td><td>+15/-5</td><td>+5/-4</td><td>+11/-5</td><td>+9/-8</td><td>+13/-4</td><td>+8/-7</td><td>+10/-5</td><td>+15/-11</td><td>-</td><td>+14/-32</td><td>+17/-12</td><td>-</td><td>-</td><td>-</td><td>+30/-70</td><td>+12/-12</td><td>-</td><td>-</td><td>-</td><td>+19/-42</td><td>+8/-7</td><td>-</td><td>-</td><td>+5/-15</td><td>+5/-17</td><td>+5/-7</td><td>+3/-1</td><td>+2/-2</td></tr><tr><td>Millbrae</td><td>+8/-2</td><td>+36/-1</td><td>+84/-4</td><td>+59/-4</td><td>+83/-5</td><td>+157/-8</td><td>+115/-11</td><td>-</td><td>+89/-8</td><td>+115/-16</td><td>+129/-6</td><td>+117/-7</td><td>-</td><td>+72/-9</td><td>+90/-12</td><td>+78/-12</td><td>+74/-5</td><td>+59/-3</td><td>+70/-5</td><td>+66/-4</td><td>+48/-7</td><td>+64/-4</td><td>+63/-5</td><td>+43/-10</td><td>+83/-6</td><td>+79/-17</td><td>+87/-18</td><td>-</td><td>+88/-5</td><td>+103/-36</td><td>+67/-31</td><td>+79/-41</td><td>-</td><td>+92/-9</td><td>+110/-69</td><td>+82/-50</td><td>+53/-44</td><td>-</td><td>+61/-9</td><td>+62/-43</td><td>+43/-35</td><td>+68/-23</td><td>+43/-17</td><td>+35/-9</td><td>+26/-5</td><td>+15/-1</td></tr><tr><td>Burlingame</td><td>+4/-0</td><td>+11/-2</td><td>+22/-1</td><td>+24/-3</td><td>-</td><td>-</td><td>-</td><td>+66/-17</td><td>+47/-11</td><td>-</td><td>-</td><td>-</td><td>+40/-19</td><td>+35/-12</td><td>-</td><td>-</td><td>+25/-17</td><td>+12/-12</td><td>+12/-12</td><td>+12/-5</td><td>+9/-9</td><td>+11/-12</td><td>+9/-9</td><td>+9/-9</td><td>+12/-13</td><td>+11/-15</td><td>-</td><td>+19/-32</td><td>+24/-20</td><td>-</td><td>-</td><td>-</td><td>+25/-98</td><td>+13/-30</td><td>-</td><td>-</td><td>-</td><td>+15/-83</td><td>+9/-26</td><td>-</td><td>-</td><td>+9/-38</td><td>+8/-16</td><td>+6/-13</td><td>+3/-8</td><td>+1/-5</td></tr><tr><td>San&nbspMateo</td><td>+7/-1</td><td>+19/-2</td><td>+32/-5</td><td>+26/-11</td><td>+131/-13</td><td>-</td><td>-</td><td>+69/-20</td><td>+31/-15</td><td>+82/-53</td><td>-</td><td>-</td><td>+64/-53</td><td>+22/-25</td><td>+50/-56</td><td>-</td><td>+26/-31</td><td>+19/-24</td><td>+19/-18</td><td>+13/-18</td><td>+18/-12</td><td>+15/-17</td><td>+15/-27</td><td>+13/-15</td><td>+59/-18</td><td>+25/-26</td><td>-</td><td>+23/-54</td><td>+34/-14</td><td>+42/-44</td><td>-</td><td>-</td><td>+44/-122</td><td>+30/-22</td><td>+60/-91</td><td>-</td><td>-</td><td>+27/-104</td><td>+14/-14</td><td>+22/-72</td><td>-</td><td>+17/-45</td><td>+15/-29</td><td>+15/-13</td><td>+7/-11</td><td>+6/-8</td></tr><tr><td>Hayward&nbspPark</td><td>+3/-0</td><td>+10/-4</td><td>-</td><td>+21/-9</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+26/-20</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+18/-24</td><td>-</td><td>-</td><td>+8/-22</td><td>-</td><td>+7/-11</td><td>+3/-8</td><td>+6/-5</td><td>+8/-6</td><td>+11/-5</td><td>-</td><td>+13/-6</td><td>-</td><td>-</td><td>-</td><td>+36/-17</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+19/-28</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+7/-18</td><td>-</td><td>-</td><td>+2/-8</td><td>+5/-11</td><td>+2/-5</td><td>+1/-3</td><td>+1/-4</td></tr><tr><td>Hillsdale</td><td>+8/-1</td><td>+10/-1</td><td>+37/-13</td><td>+39/-11</td><td>-</td><td>-</td><td>+114/-76</td><td>+69/-31</td><td>+56/-30</td><td>-</td><td>-</td><td>+88/-62</td><td>+37/-23</td><td>+37/-31</td><td>-</td><td>-</td><td>+32/-27</td><td>+10/-18</td><td>+12/-17</td><td>+12/-15</td><td>+16/-15</td><td>+13/-19</td><td>+12/-23</td><td>+9/-25</td><td>+80/-28</td><td>+14/-36</td><td>+47/-95</td><td>+28/-47</td><td>+80/-48</td><td>-</td><td>+37/-154</td><td>+33/-149</td><td>+30/-74</td><td>+46/-50</td><td>-</td><td>+43/-183</td><td>+30/-144</td><td>+15/-60</td><td>+18/-37</td><td>-</td><td>+12/-110</td><td>+14/-47</td><td>+12/-41</td><td>+5/-23</td><td>+2/-13</td><td>+0/-7</td></tr><tr><td>Belmont</td><td>+6/-1</td><td>+8/-4</td><td>-</td><td>+34/-12</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+58/-27</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+35/-15</td><td>-</td><td>-</td><td>+15/-12</td><td>+9/-6</td><td>+8/-11</td><td>+8/-8</td><td>+8/-8</td><td>+6/-11</td><td>+8/-11</td><td>+6/-9</td><td>+14/-14</td><td>+7/-19</td><td>-</td><td>-</td><td>+31/-26</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+24/-48</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+10/-28</td><td>-</td><td>-</td><td>+8/-21</td><td>+7/-13</td><td>+5/-7</td><td>+1/-6</td><td>+0/-3</td></tr><tr><td>San&nbspCarlos</td><td>+8/-2</td><td>+7/-3</td><td>+24/-22</td><td>+29/-18</td><td>+46/-29</td><td>-</td><td>-</td><td>+65/-43</td><td>+34/-16</td><td>+42/-38</td><td>-</td><td>-</td><td>+39/-26</td><td>+24/-19</td><td>+24/-51</td><td>-</td><td>+13/-20</td><td>+19/-12</td><td>+11/-18</td><td>+6/-10</td><td>+7/-11</td><td>+9/-12</td><td>+8/-12</td><td>+9/-11</td><td>+18/-21</td><td>+26/-19</td><td>-</td><td>+36/-42</td><td>+65/-20</td><td>-</td><td>-</td><td>-</td><td>+50/-93</td><td>+27/-20</td><td>-</td><td>-</td><td>-</td><td>+19/-75</td><td>+11/-13</td><td>-</td><td>-</td><td>+6/-22</td><td>+5/-11</td><td>+5/-11</td><td>+3/-10</td><td>+1/-4</td></tr><tr><td>Redwood&nbspCity</td><td>+10/-10</td><td>+15/-14</td><td>+22/-36</td><td>+35/-50</td><td>+39/-48</td><td>+44/-119</td><td>-</td><td>-</td><td>+50/-73</td><td>+57/-75</td><td>+54/-153</td><td>-</td><td>-</td><td>+32/-75</td><td>+37/-77</td><td>+25/-126</td><td>+27/-48</td><td>+57/-43</td><td>+17/-55</td><td>+18/-38</td><td>+18/-37</td><td>+15/-36</td><td>+22/-43</td><td>+28/-35</td><td>+54/-44</td><td>+79/-44</td><td>-</td><td>-</td><td>+124/-50</td><td>+147/-120</td><td>+82/-88</td><td>-</td><td>-</td><td>+79/-33</td><td>+112/-205</td><td>+50/-124</td><td>-</td><td>-</td><td>+31/-25</td><td>+30/-139</td><td>+25/-79</td><td>+21/-50</td><td>+22/-47</td><td>+16/-29</td><td>+5/-20</td><td>+1/-15</td></tr><tr><td>Menlo&nbspPark</td><td>+4/-4</td><td>+6/-9</td><td>+16/-27</td><td>-</td><td>+38/-114</td><td>+12/-59</td><td>-</td><td>+31/-59</td><td>-</td><td>+20/-74</td><td>+14/-65</td><td>-</td><td>+18/-51</td><td>-</td><td>+15/-43</td><td>+13/-39</td><td>+8/-18</td><td>+5/-31</td><td>+10/-33</td><td>+11/-18</td><td>+17/-20</td><td>+14/-13</td><td>+19/-18</td><td>+14/-10</td><td>+68/-34</td><td>+56/-23</td><td>-</td><td>-</td><td>+115/-45</td><td>-</td><td>+60/-64</td><td>-</td><td>-</td><td>+66/-30</td><td>-</td><td>+21/-78</td><td>-</td><td>-</td><td>+13/-21</td><td>-</td><td>+16/-41</td><td>+10/-23</td><td>+9/-19</td><td>+4/-16</td><td>+2/-9</td><td>+1/-2</td></tr><tr><td>Palo&nbspAlto</td><td>+6/-28</td><td>+5/-59</td><td>+13/-131</td><td>+20/-187</td><td>+34/-134</td><td>+8/-145</td><td>+26/-320</td><td>+14/-173</td><td>+13/-266</td><td>+53/-209</td><td>+11/-244</td><td>+18/-336</td><td>+18/-133</td><td>+6/-203</td><td>+40/-167</td><td>+6/-225</td><td>+12/-123</td><td>+11/-136</td><td>+15/-94</td><td>+17/-94</td><td>+24/-70</td><td>+46/-58</td><td>+67/-50</td><td>+79/-42</td><td>+232/-58</td><td>+195/-40</td><td>+195/-99</td><td>+188/-35</td><td>-</td><td>+319/-78</td><td>+246/-75</td><td>+144/-129</td><td>+89/-63</td><td>-</td><td>+143/-158</td><td>+121/-91</td><td>+44/-128</td><td>+41/-38</td><td>-</td><td>+43/-89</td><td>+80/-65</td><td>+51/-43</td><td>+37/-47</td><td>+17/-34</td><td>+10/-25</td><td>+4/-10</td></tr><tr><td>California&nbspAve</td><td>+1/-6</td><td>+4/-9</td><td>+8/-22</td><td>-</td><td>+19/-62</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+17/-178</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+11/-135</td><td>-</td><td>+2/-41</td><td>+4/-39</td><td>+4/-21</td><td>+6/-18</td><td>+9/-12</td><td>+11/-17</td><td>+17/-16</td><td>+13/-14</td><td>+44/-27</td><td>+35/-22</td><td>-</td><td>+85/-45</td><td>-</td><td>-</td><td>+88/-74</td><td>-</td><td>+46/-59</td><td>-</td><td>-</td><td>+33/-74</td><td>-</td><td>+15/-47</td><td>-</td><td>-</td><td>+23/-39</td><td>+14/-25</td><td>+10/-27</td><td>+3/-18</td><td>+2/-10</td><td>+0/-5</td></tr><tr><td>San&nbspAntonio</td><td>+3/-3</td><td>+2/-8</td><td>-</td><td>-</td><td>+18/-35</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+10/-61</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+8/-49</td><td>-</td><td>+3/-12</td><td>+1/-19</td><td>+2/-14</td><td>+4/-12</td><td>+6/-18</td><td>+7/-22</td><td>+4/-17</td><td>+6/-16</td><td>+22/-24</td><td>+9/-33</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+38/-119</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+23/-111</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+7/-61</td><td>+5/-22</td><td>+4/-25</td><td>+1/-15</td><td>+1/-11</td><td>+1/-4</td></tr><tr><td>Mt&nbspView</td><td>+4/-14</td><td>+1/-20</td><td>+7/-85</td><td>-</td><td>+22/-83</td><td>+6/-146</td><td>+8/-217</td><td>+10/-120</td><td>-</td><td>+5/-128</td><td>+11/-210</td><td>+4/-254</td><td>+8/-118</td><td>-</td><td>+5/-103</td><td>+7/-189</td><td>+4/-59</td><td>+4/-50</td><td>+4/-38</td><td>+4/-42</td><td>+6/-40</td><td>+11/-39</td><td>+10/-43</td><td>+14/-37</td><td>+64/-81</td><td>+35/-79</td><td>+23/-202</td><td>+43/-96</td><td>+53/-134</td><td>-</td><td>+47/-150</td><td>+27/-295</td><td>+27/-106</td><td>+34/-100</td><td>-</td><td>+11/-112</td><td>+12/-265</td><td>+14/-61</td><td>+10/-49</td><td>-</td><td>+8/-97</td><td>+12/-85</td><td>+5/-87</td><td>+2/-51</td><td>+2/-36</td><td>+0/-12</td></tr><tr><td>Sunnyvale</td><td>+1/-7</td><td>+3/-16</td><td>-</td><td>-</td><td>+19/-53</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+8/-77</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+4/-54</td><td>-</td><td>+1/-17</td><td>+1/-17</td><td>+2/-21</td><td>+3/-25</td><td>+3/-24</td><td>+3/-33</td><td>+8/-48</td><td>+8/-48</td><td>+31/-86</td><td>+13/-108</td><td>-</td><td>+22/-229</td><td>+20/-105</td><td>+31/-339</td><td>+35/-173</td><td>-</td><td>+12/-242</td><td>+12/-72</td><td>+28/-345</td><td>+7/-156</td><td>-</td><td>+4/-117</td><td>+4/-29</td><td>+3/-210</td><td>+7/-95</td><td>+5/-74</td><td>+2/-72</td><td>+2/-42</td><td>+1/-23</td><td>+0/-11</td></tr><tr><td>Lawrence</td><td>+1/-3</td><td>+0/-6</td><td>+1/-35</td><td>-</td><td>+6/-28</td><td>-</td><td>-</td><td>+4/-92</td><td>-</td><td>+3/-31</td><td>-</td><td>-</td><td>+10/-70</td><td>-</td><td>+2/-20</td><td>-</td><td>+1/-10</td><td>+0/-12</td><td>+1/-12</td><td>+2/-8</td><td>+3/-10</td><td>+3/-9</td><td>+4/-19</td><td>+3/-14</td><td>+45/-40</td><td>+8/-40</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+46/-97</td><td>-</td><td>-</td><td>+7/-41</td><td>-</td><td>+4/-61</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+0/-36</td><td>+2/-25</td><td>+2/-22</td><td>+0/-11</td><td>+0/-6</td><td>+0/-5</td></tr><tr><td>Santa&nbspClara</td><td>+0/-11</td><td>+0/-9</td><td>-</td><td>+6/-40</td><td>+1/-13</td><td>-</td><td>-</td><td>-</td><td>+2/-54</td><td>+1/-14</td><td>-</td><td>-</td><td>-</td><td>+1/-40</td><td>+1/-12</td><td>-</td><td>+1/-13</td><td>+0/-14</td><td>+0/-17</td><td>+1/-22</td><td>+1/-20</td><td>+0/-24</td><td>+1/-33</td><td>+2/-32</td><td>+16/-67</td><td>+3/-82</td><td>-</td><td>-</td><td>+4/-147</td><td>-</td><td>+17/-77</td><td>-</td><td>-</td><td>+3/-85</td><td>-</td><td>+2/-59</td><td>-</td><td>-</td><td>+2/-40</td><td>-</td><td>+0/-29</td><td>+1/-25</td><td>+1/-23</td><td>+0/-14</td><td>+0/-13</td><td>+0/-7</td></tr><tr><td>College&nbspPark</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+0/-101</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+32/-31</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>San&nbspJose&nbspDiridon</td><td>+0/-23</td><td>+0/-13</td><td>+0/-54</td><td>+0/-43</td><td>+0/-11</td><td>+0/-83</td><td>+0/-87</td><td>+0/-47</td><td>+0/-51</td><td>+0/-19</td><td>+0/-81</td><td>+0/-66</td><td>+0/-22</td><td>+0/-26</td><td>+0/-17</td><td>+0/-48</td><td>+0/-20</td><td>+0/-34</td><td>+0/-51</td><td>+0/-54</td><td>+0/-65</td><td>+0/-94</td><td>+0/-109</td><td>+5/-81</td><td>+24/-149</td><td>+0/-176</td><td>+0/-429</td><td>+0/-241</td><td>+0/-214</td><td>+43/-350</td><td>+80/-64</td><td>+0/-459</td><td>+0/-153</td><td>+6/-83</td><td>+8/-303</td><td>+15/-53</td><td>+0/-255</td><td>+0/-63</td><td>+0/-36</td><td>+4/-134</td><td>+0/-70</td><td>+0/-101</td><td>+2/-75</td><td>+0/-50</td><td>+0/-41</td><td>+0/-19</td></tr><tr><td>Tamien</td><td>-</td><td>+0/-6</td><td>-</td><td>+0/-3</td><td>+0/-3</td><td>-</td><td>-</td><td>-</td><td>+0/-1</td><td>+0/-1</td><td>-</td><td>-</td><td>-</td><td>+0/-4</td><td>+0/-0</td><td>-</td><td>-</td><td>+0/-2</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+0/-45</td><td>+7/-79</td><td>+0/-100</td><td>-</td><td>-</td><td>-</td><td>+0/-336</td><td>+5/-96</td><td>-</td><td>-</td><td>+3/-22</td><td>+0/-175</td><td>+0/-43</td><td>-</td><td>-</td><td>-</td><td>+0/-81</td><td>+0/-24</td><td>-</td><td>+0/-21</td><td>+0/-9</td><td>-</td><td>-</td></tr><tr><td>Capitol</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+3/-17</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+0/-29</td><td>-</td><td>-</td><td>+0/-10</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Blossom&nbspHill</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+3/-50</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+1/-50</td><td>-</td><td>-</td><td>+0/-9</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Morgan&nbspHill</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+0/-82</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+0/-66</td><td>-</td><td>-</td><td>+0/-15</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>San&nbspMartin</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+0/-39</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+0/-27</td><td>-</td><td>-</td><td>+0/-2</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Gilroy</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+0/-99</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>+0/-62</td><td>-</td><td>-</td><td>+0/-16</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr></table>"
      ],
      "text/plain": [
       "<ipy_table.IpyTable at 0x108943860>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def boardings_and_alightings(stime, riders):\n",
    "    return \"+%d/-%d\" % (round(riders[\"boardings\"]), round(riders[\"alightings\"]))\n",
    "\n",
    "make_table(transpose(build_timetable(boardings_and_alightings)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Onboard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\"  style=\"border:1px solid black;border-collapse:collapse;\"><tr><td></td><td>102</td><td>104</td><td>206</td><td>208</td><td>210</td><td>312</td><td>314</td><td>216</td><td>218</td><td>220</td><td>322</td><td>324</td><td>226</td><td>228</td><td>230</td><td>332</td><td>134</td><td>236</td><td>138</td><td>142</td><td>146</td><td>150</td><td>152</td><td>254</td><td>156</td><td>258</td><td>360</td><td>262</td><td>264</td><td>366</td><td>268</td><td>370</td><td>272</td><td>274</td><td>376</td><td>278</td><td>380</td><td>282</td><td>284</td><td>386</td><td>288</td><td>190</td><td>192</td><td>194</td><td>196</td><td>198</td></tr><tr><td>San&nbspFrancisco</td><td>17</td><td>24</td><td>112</td><td>33</td><td>181</td><td>219</td><td>306</td><td>161</td><td>83</td><td>425</td><td>397</td><td>357</td><td>193</td><td>142</td><td>369</td><td>367</td><td>154</td><td>254</td><td>188</td><td>179</td><td>151</td><td>169</td><td>175</td><td>192</td><td>158</td><td>277</td><td>490</td><td>394</td><td>109</td><td>618</td><td>614</td><td>791</td><td>727</td><td>225</td><td>886</td><td>780</td><td>697</td><td>523</td><td>136</td><td>604</td><td>559</td><td>429</td><td>407</td><td>242</td><td>171</td><td>83</td></tr><tr><td>22nd&nbspSt</td><td>24</td><td>33</td><td>168</td><td>50</td><td>277</td><td>333</td><td>449</td><td>225</td><td>107</td><td>562</td><td>540</td><td>498</td><td>271</td><td>175</td><td>508</td><td>509</td><td>207</td><td>-</td><td>231</td><td>201</td><td>169</td><td>180</td><td>187</td><td>-</td><td>167</td><td>-</td><td>-</td><td>-</td><td>128</td><td>-</td><td>-</td><td>-</td><td>-</td><td>252</td><td>-</td><td>-</td><td>-</td><td>-</td><td>155</td><td>-</td><td>-</td><td>445</td><td>426</td><td>252</td><td>182</td><td>90</td></tr><tr><td>Bayshore</td><td>28</td><td>37</td><td>-</td><td>69</td><td>-</td><td>-</td><td>-</td><td>-</td><td>140</td><td>-</td><td>-</td><td>-</td><td>-</td><td>204</td><td>-</td><td>-</td><td>228</td><td>-</td><td>243</td><td>208</td><td>178</td><td>187</td><td>194</td><td>-</td><td>177</td><td>-</td><td>-</td><td>-</td><td>139</td><td>-</td><td>-</td><td>-</td><td>-</td><td>250</td><td>-</td><td>-</td><td>-</td><td>-</td><td>151</td><td>-</td><td>-</td><td>444</td><td>428</td><td>253</td><td>183</td><td>90</td></tr><tr><td>So.&nbspSan&nbspFrancisco</td><td>34</td><td>43</td><td>-</td><td>74</td><td>-</td><td>-</td><td>-</td><td>-</td><td>142</td><td>-</td><td>-</td><td>-</td><td>-</td><td>187</td><td>-</td><td>-</td><td>226</td><td>-</td><td>244</td><td>211</td><td>180</td><td>189</td><td>201</td><td>-</td><td>187</td><td>-</td><td>-</td><td>-</td><td>166</td><td>-</td><td>645</td><td>-</td><td>-</td><td>267</td><td>-</td><td>783</td><td>-</td><td>-</td><td>152</td><td>-</td><td>558</td><td>442</td><td>426</td><td>252</td><td>184</td><td>89</td></tr><tr><td>San&nbspBruno</td><td>40</td><td>50</td><td>-</td><td>99</td><td>-</td><td>-</td><td>-</td><td>273</td><td>168</td><td>-</td><td>-</td><td>-</td><td>283</td><td>201</td><td>-</td><td>-</td><td>240</td><td>261</td><td>255</td><td>212</td><td>185</td><td>190</td><td>210</td><td>192</td><td>192</td><td>281</td><td>-</td><td>376</td><td>172</td><td>-</td><td>-</td><td>-</td><td>687</td><td>267</td><td>-</td><td>-</td><td>-</td><td>500</td><td>154</td><td>-</td><td>-</td><td>433</td><td>414</td><td>250</td><td>186</td><td>89</td></tr><tr><td>Millbrae</td><td>46</td><td>84</td><td>248</td><td>153</td><td>355</td><td>482</td><td>553</td><td>-</td><td>249</td><td>662</td><td>663</td><td>608</td><td>-</td><td>264</td><td>586</td><td>575</td><td>309</td><td>318</td><td>320</td><td>274</td><td>226</td><td>250</td><td>268</td><td>225</td><td>269</td><td>344</td><td>559</td><td>-</td><td>254</td><td>685</td><td>680</td><td>829</td><td>-</td><td>350</td><td>927</td><td>814</td><td>705</td><td>-</td><td>205</td><td>623</td><td>566</td><td>478</td><td>440</td><td>276</td><td>207</td><td>103</td></tr><tr><td>Burlingame</td><td>50</td><td>93</td><td>269</td><td>174</td><td>-</td><td>-</td><td>-</td><td>321</td><td>284</td><td>-</td><td>-</td><td>-</td><td>304</td><td>287</td><td>-</td><td>-</td><td>318</td><td>317</td><td>320</td><td>280</td><td>226</td><td>248</td><td>268</td><td>226</td><td>268</td><td>340</td><td>-</td><td>363</td><td>258</td><td>-</td><td>-</td><td>-</td><td>614</td><td>333</td><td>-</td><td>-</td><td>-</td><td>432</td><td>188</td><td>-</td><td>-</td><td>449</td><td>432</td><td>269</td><td>201</td><td>99</td></tr><tr><td>San&nbspMateo</td><td>56</td><td>111</td><td>296</td><td>189</td><td>473</td><td>-</td><td>-</td><td>371</td><td>300</td><td>691</td><td>-</td><td>-</td><td>315</td><td>283</td><td>580</td><td>-</td><td>313</td><td>312</td><td>320</td><td>276</td><td>232</td><td>246</td><td>256</td><td>225</td><td>309</td><td>339</td><td>-</td><td>333</td><td>278</td><td>682</td><td>-</td><td>-</td><td>535</td><td>341</td><td>896</td><td>-</td><td>-</td><td>355</td><td>189</td><td>573</td><td>-</td><td>421</td><td>418</td><td>271</td><td>197</td><td>97</td></tr><tr><td>Hayward&nbspPark</td><td>59</td><td>116</td><td>-</td><td>201</td><td>-</td><td>-</td><td>-</td><td>-</td><td>306</td><td>-</td><td>-</td><td>-</td><td>-</td><td>278</td><td>-</td><td>-</td><td>299</td><td>-</td><td>316</td><td>272</td><td>234</td><td>248</td><td>262</td><td>-</td><td>316</td><td>-</td><td>-</td><td>-</td><td>297</td><td>-</td><td>-</td><td>-</td><td>-</td><td>332</td><td>-</td><td>-</td><td>-</td><td>-</td><td>179</td><td>-</td><td>-</td><td>415</td><td>412</td><td>268</td><td>194</td><td>94</td></tr><tr><td>Hillsdale</td><td>66</td><td>126</td><td>320</td><td>229</td><td>-</td><td>-</td><td>591</td><td>409</td><td>332</td><td>-</td><td>-</td><td>633</td><td>329</td><td>283</td><td>-</td><td>-</td><td>304</td><td>304</td><td>312</td><td>269</td><td>235</td><td>242</td><td>250</td><td>207</td><td>368</td><td>318</td><td>512</td><td>314</td><td>330</td><td>-</td><td>564</td><td>713</td><td>490</td><td>328</td><td>-</td><td>674</td><td>591</td><td>309</td><td>160</td><td>-</td><td>469</td><td>382</td><td>383</td><td>250</td><td>183</td><td>87</td></tr><tr><td>Belmont</td><td>72</td><td>129</td><td>-</td><td>251</td><td>-</td><td>-</td><td>-</td><td>-</td><td>363</td><td>-</td><td>-</td><td>-</td><td>-</td><td>303</td><td>-</td><td>-</td><td>307</td><td>307</td><td>309</td><td>269</td><td>234</td><td>237</td><td>247</td><td>204</td><td>368</td><td>306</td><td>-</td><td>-</td><td>335</td><td>-</td><td>-</td><td>-</td><td>-</td><td>304</td><td>-</td><td>-</td><td>-</td><td>-</td><td>143</td><td>-</td><td>-</td><td>369</td><td>377</td><td>249</td><td>178</td><td>85</td></tr><tr><td>San&nbspCarlos</td><td>78</td><td>133</td><td>323</td><td>262</td><td>489</td><td>-</td><td>-</td><td>432</td><td>381</td><td>694</td><td>-</td><td>-</td><td>341</td><td>309</td><td>554</td><td>-</td><td>301</td><td>314</td><td>302</td><td>265</td><td>230</td><td>234</td><td>244</td><td>202</td><td>365</td><td>313</td><td>-</td><td>308</td><td>380</td><td>-</td><td>-</td><td>-</td><td>447</td><td>311</td><td>-</td><td>-</td><td>-</td><td>253</td><td>141</td><td>-</td><td>-</td><td>353</td><td>371</td><td>243</td><td>171</td><td>81</td></tr><tr><td>Redwood&nbspCity</td><td>78</td><td>133</td><td>309</td><td>246</td><td>480</td><td>407</td><td>-</td><td>-</td><td>358</td><td>676</td><td>564</td><td>-</td><td>-</td><td>266</td><td>514</td><td>474</td><td>280</td><td>327</td><td>264</td><td>245</td><td>211</td><td>213</td><td>223</td><td>194</td><td>375</td><td>347</td><td>-</td><td>-</td><td>453</td><td>710</td><td>558</td><td>-</td><td>-</td><td>357</td><td>803</td><td>601</td><td>-</td><td>-</td><td>147</td><td>464</td><td>415</td><td>324</td><td>346</td><td>230</td><td>157</td><td>68</td></tr><tr><td>Menlo&nbspPark</td><td>78</td><td>131</td><td>298</td><td>-</td><td>404</td><td>360</td><td>-</td><td>404</td><td>-</td><td>622</td><td>513</td><td>-</td><td>308</td><td>-</td><td>486</td><td>449</td><td>270</td><td>302</td><td>241</td><td>238</td><td>208</td><td>214</td><td>223</td><td>199</td><td>408</td><td>380</td><td>-</td><td>-</td><td>524</td><td>-</td><td>555</td><td>-</td><td>-</td><td>393</td><td>-</td><td>544</td><td>-</td><td>-</td><td>138</td><td>-</td><td>391</td><td>311</td><td>336</td><td>219</td><td>150</td><td>66</td></tr><tr><td>Palo&nbspAlto</td><td>56</td><td>76</td><td>180</td><td>79</td><td>304</td><td>224</td><td>296</td><td>246</td><td>105</td><td>466</td><td>280</td><td>316</td><td>193</td><td>68</td><td>359</td><td>230</td><td>159</td><td>176</td><td>162</td><td>161</td><td>162</td><td>202</td><td>241</td><td>236</td><td>582</td><td>535</td><td>608</td><td>461</td><td>-</td><td>950</td><td>725</td><td>727</td><td>473</td><td>-</td><td>788</td><td>574</td><td>508</td><td>256</td><td>-</td><td>418</td><td>406</td><td>319</td><td>327</td><td>202</td><td>135</td><td>61</td></tr><tr><td>California&nbspAve</td><td>52</td><td>71</td><td>165</td><td>-</td><td>261</td><td>-</td><td>-</td><td>-</td><td>-</td><td>306</td><td>-</td><td>-</td><td>-</td><td>-</td><td>235</td><td>-</td><td>120</td><td>141</td><td>145</td><td>149</td><td>159</td><td>196</td><td>242</td><td>235</td><td>599</td><td>548</td><td>-</td><td>501</td><td>-</td><td>-</td><td>740</td><td>-</td><td>461</td><td>-</td><td>-</td><td>533</td><td>-</td><td>224</td><td>-</td><td>-</td><td>389</td><td>308</td><td>310</td><td>187</td><td>127</td><td>56</td></tr><tr><td>San&nbspAntonio</td><td>52</td><td>65</td><td>-</td><td>-</td><td>244</td><td>-</td><td>-</td><td>-</td><td>-</td><td>255</td><td>-</td><td>-</td><td>-</td><td>-</td><td>194</td><td>-</td><td>111</td><td>123</td><td>133</td><td>141</td><td>147</td><td>181</td><td>229</td><td>225</td><td>597</td><td>524</td><td>-</td><td>-</td><td>-</td><td>-</td><td>660</td><td>-</td><td>-</td><td>-</td><td>-</td><td>445</td><td>-</td><td>-</td><td>-</td><td>-</td><td>335</td><td>290</td><td>289</td><td>173</td><td>116</td><td>53</td></tr><tr><td>Mt&nbspView</td><td>42</td><td>46</td><td>87</td><td>-</td><td>183</td><td>83</td><td>87</td><td>136</td><td>-</td><td>131</td><td>81</td><td>66</td><td>83</td><td>-</td><td>96</td><td>48</td><td>57</td><td>78</td><td>99</td><td>104</td><td>113</td><td>153</td><td>196</td><td>202</td><td>580</td><td>480</td><td>429</td><td>448</td><td>443</td><td>-</td><td>557</td><td>459</td><td>382</td><td>326</td><td>-</td><td>344</td><td>255</td><td>176</td><td>99</td><td>-</td><td>246</td><td>218</td><td>207</td><td>124</td><td>82</td><td>41</td></tr><tr><td>Sunnyvale</td><td>36</td><td>32</td><td>-</td><td>-</td><td>149</td><td>-</td><td>-</td><td>-</td><td>-</td><td>62</td><td>-</td><td>-</td><td>-</td><td>-</td><td>46</td><td>-</td><td>41</td><td>62</td><td>79</td><td>81</td><td>91</td><td>124</td><td>156</td><td>162</td><td>525</td><td>386</td><td>-</td><td>241</td><td>358</td><td>643</td><td>419</td><td>-</td><td>153</td><td>266</td><td>470</td><td>195</td><td>-</td><td>63</td><td>74</td><td>211</td><td>158</td><td>148</td><td>137</td><td>84</td><td>60</td><td>30</td></tr><tr><td>Lawrence</td><td>33</td><td>27</td><td>54</td><td>-</td><td>127</td><td>-</td><td>-</td><td>47</td><td>-</td><td>34</td><td>-</td><td>-</td><td>22</td><td>-</td><td>28</td><td>-</td><td>32</td><td>51</td><td>68</td><td>75</td><td>84</td><td>118</td><td>141</td><td>151</td><td>530</td><td>354</td><td>-</td><td>-</td><td>-</td><td>-</td><td>367</td><td>-</td><td>-</td><td>231</td><td>-</td><td>138</td><td>-</td><td>-</td><td>-</td><td>-</td><td>122</td><td>125</td><td>116</td><td>73</td><td>54</td><td>26</td></tr><tr><td>Santa&nbspClara</td><td>23</td><td>19</td><td>-</td><td>46</td><td>115</td><td>-</td><td>-</td><td>-</td><td>53</td><td>20</td><td>-</td><td>-</td><td>-</td><td>30</td><td>17</td><td>-</td><td>20</td><td>37</td><td>51</td><td>54</td><td>65</td><td>94</td><td>109</td><td>121</td><td>478</td><td>276</td><td>-</td><td>-</td><td>214</td><td>-</td><td>308</td><td>-</td><td>-</td><td>149</td><td>-</td><td>81</td><td>-</td><td>-</td><td>36</td><td>-</td><td>94</td><td>101</td><td>94</td><td>59</td><td>41</td><td>19</td></tr><tr><td>College&nbspPark</td><td>-</td><td>-</td><td>-</td><td>-</td><td>13</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>479</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>San&nbspJose&nbspDiridon</td><td>-</td><td>6</td><td>-</td><td>3</td><td>3</td><td>-</td><td>-</td><td>-</td><td>1</td><td>1</td><td>-</td><td>-</td><td>-</td><td>4</td><td>-</td><td>-</td><td>-</td><td>2</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>45</td><td>354</td><td>100</td><td>-</td><td>-</td><td>-</td><td>336</td><td>323</td><td>-</td><td>-</td><td>72</td><td>175</td><td>43</td><td>-</td><td>-</td><td>-</td><td>81</td><td>24</td><td>-</td><td>21</td><td>9</td><td>-</td><td>-</td></tr><tr><td>Tamien</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>282</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>232</td><td>-</td><td>-</td><td>52</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Capitol</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>267</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>204</td><td>-</td><td>-</td><td>42</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Blossom&nbspHill</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>220</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>155</td><td>-</td><td>-</td><td>33</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Morgan&nbspHill</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>138</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>89</td><td>-</td><td>-</td><td>18</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>San&nbspMartin</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>99</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>62</td><td>-</td><td>-</td><td>16</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr><tr><td>Gilroy</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td><td>-</td></tr></table>"
      ],
      "text/plain": [
       "<ipy_table.IpyTable at 0x107dbffd0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def onboard(stime, riders): return round(riders[\"onboard\"])\n",
    "\n",
    "make_table(transpose(build_timetable(onboard)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Did you enjoy this post? Let me know on [twitter](https://twitter.com/invisiblefunnel). Also, Remix is [hiring](https://www.remix.com/jobs)."
   ]
  }
 ],
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