openbus_14_15minutes_route_improvements.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports and config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Put these at the top of every notebook, to get automatic reloading and inline plotting\n",
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import partridge as ptg\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import altair as alt\n",
    "import datetime\n",
    "\n",
    "from gtfs_utils import *\n",
    "\n",
    "alt.renderers.enable('notebook')\n",
    "alt.data_transformers.enable('json')\n",
    "\n",
    "sns.set_style(\"white\")\n",
    "sns.set_context(\"talk\")\n",
    "sns.set_palette('Set2', 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check service improvements\n",
    "\n",
    "1. frequency improvements\n",
    "1. service time expansion\n",
    "\n",
    "קו 8 | מתחנת רכבת האוניברסיטה אל אזור התעסוקה ברמת החייל | תיאום שעות היציאה עם קו 266 ולוחות הזמנים של הרכבת\n",
    "קו 10 | מראשון לציון לתל אביב | תגבור תדירות\n",
    "קו 13 | ממסוף כרמלית דרך מרכז תל אביב אל האוניברסיטה | תגבור והארכת שעות פעילות\n",
    "קו 17 | מגבעת שמואל דרך בני ברק וקניון איילון אל רמת החיל | תגבור והארכת שעות הפעילות\n",
    "קו 18 | מבקעת אונו לבני ברק | הארכת קו עד מסוף קניון אילון\n",
    "קו 31 | ממזרח רמת גן, דרך שכונת יד אליהו אל התחנה המרכזית החדשה | תגבור תדירות\n",
    "קו 23 | מגבעתיים לתל אביב | תגבור תדירות\n",
    "קו 33 | רמת גן, קניון איילון, שכונות צפון תל אביב ואוניברסיטת תל אביב | הארכת שעות פעילות ותגבור\n",
    "קו 46 | בין בת ים ומסוף ארלוזורוב | תגבור תדירות\n",
    "קו 52 | דרום תל אביב, גבעתיים ורמת גן אל קניון איילון ורמת החיל | תגבור תדירות\n",
    "קו 60 | רמת גן וגבעתיים אל ציר המסגר והתחנה המרכזית בתל אביב | תגבור תדירות\n",
    "קו 61 | רמת גן וגבעתיים אל תל אביב | תגבור תדירות\n",
    "קו 63 | משכונת הדר גנים פתח תקווה לתחנת הרכבת סגולה (חב' אפיקים) | יתוגבר ויופעל כל שעות היום\n",
    "קו 67 | רמת גן, דרך גבעתיים אל מתחם הבורסה וקניון איילון | תגבור תדירות\n",
    "קו 70 | בסיס תל השומר, בני ברק, גבעת שמואל ורמת גן | תגבור תדירות\n",
    "קו 92 | יתחיל את מסלולו בתחנה המרכזית פתח תקווה לבני ברק | שינוי מסלול ותגבור\n",
    "קו 125 | מבת ים לתל אביב | תגבור תדירות\n",
    "קו 189 | מחולון בכיוון תל אביב ורמת החייל | תגבור תדירות\n",
    "קו 239 | מרידינג, תחנת רכבת השלום, רחוב יצחק שדה אל שכונת נווה אליעזר | תגבור תדירות\n",
    "קו 304 | מתחנת רכבת ההגנה אל הכרמלית | תגבור תדירות\n",
    "הארכת שעות פעילות\n",
    "קו 5 | תל אביב | הארכת שעות פעילות הקו עד 1:00 בלילה\n",
    "קו 39 | רמת גן וגבעתיים למרכז תל אביב | הארכת  בשעות פעילות עד 23:00\n",
    "קו 61 | רמת גן וגבעתיים אל תל אביב | הארכת שעות פעילות הקו עד 1:00 בלילה\n",
    "קו 166 | מפתח תקווה לתל אביב | הוספת נסיעות לילה עד השעה 1:00 בלילה\n",
    "קווים חדשים\n",
    "קו 122 | קו מהיר (חב' דן) ממערב תל אביב ותחנת רכבת האוניברסיטה (שד' רוקח) אל רמת החייל, שיספק קישור איכותי ותדיר לעובדים והמבקרים באזור. הקו יפעל ממסוף כרמלית, דרך הרחובות בוגרשוב, דיזנגוף ושדרות רוקח אל אזור התעסוקה ברמת החייל, משעות הבוקר ועד שעות הערב.\n",
    "קו 46 | קו חדש המחבר את בת ים, יפו ודרום תל אביב ישירות לרכבת ההגנה ולמרכזי התעסוקה והרפואה ברח' יגאל אלון. הקו מאפשר שירות מהיר יותר לכיוון התחנה המרכזית ורכבת ההגנה דרך הרח' בן צבי ולבון בדרום ת\"א וכן לאזור המכללה האקדמאית תל אביב יפו ומתחמי תעסוקה באזור.\n",
    "קו 238 | מסלול הקו ישונה כך שיעבור מרחוב חשמונאים במסלול מקביל לקו 63 ובכך יאפשר שירות מפתח תקווה למרכז ת\"א.\n",
    "קו 128 | מהעיר תל אביב לאזור התעשייה סגולה וקריית אריה בפתח תקווה\n",
    "קו 29 | מראש העין, גבעת שמואל לאזור התעשייה קריית אריה וסגולה"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "dan_lines = ['8', '10', '13', '17', '166', '17', '18', '23', '31', '33', '46', '52', '60', '61', '67', '70', '92', '122', '125', '128', '189', '5', '238', '239', '304']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "lines = ['10', '13', '17', '23', '46', '52', '60', '61', '63', '67', '70', '92', '125', '189', '239', '304', '5', '39', '61', '166', '122', '238', '128', '29']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### First Monday of December vs. First Monday of March"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "download: s3://s3.obus.hasadna.org.il/2017-12-04.zip to data\\gtfs_feeds\\2017-12-04.zip\n"
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      "download: s3://s3.obus.hasadna.org.il/2018-03-05.zip to data\\gtfs_feeds\\2018-03-05.zip\n"
     ]
    }
   ],
   "source": [
    "!aws s3 cp s3://s3.obus.hasadna.org.il/2017-12-04.zip data/gtfs_feeds/2017-12-04.zip\n",
    "!aws s3 cp s3://s3.obus.hasadna.org.il/2018-03-05.zip data/gtfs_feeds/2018-03-05.zip"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GTFSTK\n",
    "num_trips -> number_of_trips_per_day, is_loop -> is_circular, start_time -> daily_service_start_time, end_time -> daily_service_end_time, max_headway -> max_minutes_between_buses, min_headway -> min_minutes_between_buses, mean_headway -> average_minutes_between_buses, peak_num_trips -> peak_time_number_of_buses, peak_start_time -> peak_time_start_time, peak_end_time -> peak_time_end_time, service_distance -> service_distance_meters, service_duratoin -> service_duration_minutes, service_speed -> service_speed_kilometer_per_hour, mean_trip_distance -> average_trip_distance_meters, mean_trip_duration -> average_trip_duration_minuets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gtfstk as gt\n",
    "import shapely.geometry as sg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "dec_path = 'data/gtfs_feeds/2017-12-04.zip'\n",
    "mar_path = 'data/gtfs_feeds/2018-03-05.zip'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "dec_feed = gt.read_gtfs(dec_path, dist_units='m')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "dec_trip_stats = dec_feed.compute_trip_stats()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "dec_feed = dec_feed.append_dist_to_stop_times(dec_trip_stats)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "dates = ['20171204',]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "dec_route_stats = dec_feed.compute_route_stats(dec_trip_stats, dates )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "mar_feed = gt.read_gtfs(mar_path, dist_units='m')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "mar_trip_stats = mar_feed.compute_trip_stats()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "mar_feed = mar_feed.append_dist_to_stop_times(mar_trip_stats)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "dates = ['20180305',]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "mar_route_stats = mar_feed.compute_route_stats(mar_trip_stats, dates )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>route_id</th>\n",
       "      <th>route_short_name</th>\n",
       "      <th>route_type</th>\n",
       "      <th>num_trips</th>\n",
       "      <th>num_trip_starts</th>\n",
       "      <th>num_trip_ends</th>\n",
       "      <th>is_loop</th>\n",
       "      <th>is_bidirectional</th>\n",
       "      <th>start_time</th>\n",
       "      <th>end_time</th>\n",
       "      <th>...</th>\n",
       "      <th>mean_headway</th>\n",
       "      <th>peak_num_trips</th>\n",
       "      <th>peak_start_time</th>\n",
       "      <th>peak_end_time</th>\n",
       "      <th>service_distance</th>\n",
       "      <th>service_duration</th>\n",
       "      <th>service_speed</th>\n",
       "      <th>mean_trip_distance</th>\n",
       "      <th>mean_trip_duration</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
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       "      <td>22111.595466</td>\n",
       "      <td>7045.0</td>\n",
       "      <td>0.318611</td>\n",
       "      <td>20171204</td>\n",
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       "      <th>1</th>\n",
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       "      <td>16:06:36</td>\n",
       "      <td>283920.0</td>\n",
       "      <td>12.600000</td>\n",
       "      <td>22533.333333</td>\n",
       "      <td>8112.0</td>\n",
       "      <td>0.360000</td>\n",
       "      <td>20171204</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10000</td>\n",
       "      <td>91</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>08:00:00</td>\n",
       "      <td>08:17:31</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>08:00:00</td>\n",
       "      <td>08:17:31</td>\n",
       "      <td>6326.0</td>\n",
       "      <td>0.291944</td>\n",
       "      <td>21668.506185</td>\n",
       "      <td>6326.0</td>\n",
       "      <td>0.291944</td>\n",
       "      <td>20171204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10001</td>\n",
       "      <td>91</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13:00:00</td>\n",
       "      <td>16:51:42</td>\n",
       "      <td>...</td>\n",
       "      <td>52.5000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>13:00:00</td>\n",
       "      <td>13:21:42</td>\n",
       "      <td>41880.0</td>\n",
       "      <td>1.808333</td>\n",
       "      <td>23159.447005</td>\n",
       "      <td>8376.0</td>\n",
       "      <td>0.361667</td>\n",
       "      <td>20171204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10002</td>\n",
       "      <td>92</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>07:30:00</td>\n",
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       "      <td>07:30:00</td>\n",
       "      <td>07:58:22</td>\n",
       "      <td>7156.0</td>\n",
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       "      <td>15136.075206</td>\n",
       "      <td>7156.0</td>\n",
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       "      <td>20171204</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  route_id route_short_name  route_type  num_trips  num_trip_starts  \\\n",
       "0        1                1         3.0       26.0             26.0   \n",
       "1       10                4         3.0       35.0             35.0   \n",
       "2    10000               91         3.0        1.0              1.0   \n",
       "3    10001               91         3.0        5.0              5.0   \n",
       "4    10002               92         3.0        1.0              1.0   \n",
       "\n",
       "   num_trip_ends  is_loop  is_bidirectional start_time  end_time    ...     \\\n",
       "0           26.0      0.0               0.0   05:10:00  21:54:07    ...      \n",
       "1           35.0      0.0               0.0   06:05:00  22:51:36    ...      \n",
       "2            1.0      0.0               0.0   08:00:00  08:17:31    ...      \n",
       "3            5.0      0.0               0.0   13:00:00  16:51:42    ...      \n",
       "4            1.0      0.0               0.0   07:30:00  07:58:22    ...      \n",
       "\n",
       "   mean_headway  peak_num_trips  peak_start_time  peak_end_time  \\\n",
       "0       37.8125             1.0         05:10:00       05:29:07   \n",
       "1       28.0000             2.0         15:55:00       16:06:36   \n",
       "2           NaN             1.0         08:00:00       08:17:31   \n",
       "3       52.5000             2.0         13:00:00       13:21:42   \n",
       "4           NaN             1.0         07:30:00       07:58:22   \n",
       "\n",
       "  service_distance service_duration  service_speed  mean_trip_distance  \\\n",
       "0         183170.0         8.283889   22111.595466              7045.0   \n",
       "1         283920.0        12.600000   22533.333333              8112.0   \n",
       "2           6326.0         0.291944   21668.506185              6326.0   \n",
       "3          41880.0         1.808333   23159.447005              8376.0   \n",
       "4           7156.0         0.472778   15136.075206              7156.0   \n",
       "\n",
       "   mean_trip_duration      date  \n",
       "0            0.318611  20171204  \n",
       "1            0.360000  20171204  \n",
       "2            0.291944  20171204  \n",
       "3            0.361667  20171204  \n",
       "4            0.472778  20171204  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dec_route_stats.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "#pickle.dump(dec_route_stats, open('data/171204_route_stats_df.pkl', 'wb'))\n",
    "#pickle.dump(mar_route_stats, open('data/180305_route_stats_df.pkl', 'wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "dec_route_stats = pickle.load(open('data/171204_route_stats_df.pkl', 'rb'))\n",
    "mar_route_stats = pickle.load(open('data/180305_route_stats_df.pkl', 'rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "dec_feed = get_partridge_feed_by_date(dec_path, datetime.date(2017, 12, 4))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "mar_feed = get_partridge_feed_by_date(mar_path, datetime.date(2018, 3, 5))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
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       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>QgridWidget</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
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      "text/plain": [
       "QgridWidget(grid_options={'fullWidthRows': True, 'syncColumnCellResize': True, 'forceFitColumns': True, 'defaultColumnWidth': 150, 'rowHeight': 28, 'enableColumnReorder': False, 'enableTextSelectionOnCells': True, 'editable': True, 'autoEdit': False, 'explicitInitialization': True, 'maxVisibleRows': 15, 'minVisibleRows': 8, 'sortable': True, 'filterable': True, 'highlightSelectedCell': False, 'highlightSelectedRow': True}, precision=5)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mar_route_stats.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = dec_route_stats[['route_id', 'route_short_name', 'num_trip_starts', 'mean_headway', 'start_time', 'end_time']].merge(mar_route_stats[['route_id', 'route_short_name', 'num_trip_starts', 'mean_headway', 'start_time', 'end_time']], how='left', on=['route_id', 'route_short_name'], suffixes=['_Dec', '_Mar'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "m['num_trip_starts_dif'] = m['num_trip_starts_Mar'] - m['num_trip_starts_Dec']\n",
    "m['mean_headway_dif'] = m['mean_headway_Mar'] - m['mean_headway_Dec']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
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      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>QgridWidget</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
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       "</p>\n"
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      "text/plain": [
       "QgridWidget(grid_options={'fullWidthRows': True, 'syncColumnCellResize': True, 'forceFitColumns': True, 'defaultColumnWidth': 150, 'rowHeight': 28, 'enableColumnReorder': False, 'enableTextSelectionOnCells': True, 'editable': True, 'autoEdit': False, 'explicitInitialization': True, 'maxVisibleRows': 15, 'minVisibleRows': 8, 'sortable': True, 'filterable': True, 'highlightSelectedCell': False, 'highlightSelectedRow': True}, precision=5)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m[m.route_short_name.isin(lines)].sort_values(by='num_trip_starts_dif', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "45d5bd7e2b1645cd90230658352ebbe5",
       "version_major": 2,
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      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>QgridWidget</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
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      "text/plain": [
       "QgridWidget(grid_options={'fullWidthRows': True, 'syncColumnCellResize': True, 'forceFitColumns': True, 'defaultColumnWidth': 150, 'rowHeight': 28, 'enableColumnReorder': False, 'enableTextSelectionOnCells': True, 'editable': True, 'autoEdit': False, 'explicitInitialization': True, 'maxVisibleRows': 15, 'minVisibleRows': 8, 'sortable': True, 'filterable': True, 'highlightSelectedCell': False, 'highlightSelectedRow': True}, precision=5)"
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    }
   ],
   "source": [
    "named_m = (m[(m.route_short_name.isin(dan_lines))]\n",
    " .merge(dec_feed.routes\n",
    "        .loc[(dec_feed.routes.agency_id=='5'), \n",
    "             ['agency_id', 'route_id', 'route_short_name', 'route_long_name']], \n",
    "        how='inner'))\n",
    "named_m['route_short_name'] = pd.to_numeric(named_m.route_short_name)\n",
    "named_m = named_m.sort_values(by='route_short_name')\n",
    "named_m = named_m[['route_id', 'route_short_name', 'route_long_name', 'agency_id', \n",
    "                   'num_trip_starts_Dec', 'num_trip_starts_Mar', 'num_trip_starts_dif', \n",
    "                   'mean_headway_Dec', 'mean_headway_Mar', 'mean_headway_dif',\n",
    "                  'start_time_Dec', 'start_time_Mar', 'end_time_Dec', 'end_time_Mar']]\n",
    "named_m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "named_m.to_csv('17-Dec-04VS18-Mar-05.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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