utilities.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Utilities\n",
    "Enable to create transform the data in usable formats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mjdaoudi/opt/anaconda3/lib/python3.9/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.23.4\n",
      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
     ]
    }
   ],
   "source": [
    "from custom_functions.gtfs_methods import headways, convert_jsons_to_df, assess_qos_metrics,extract_schedules_from_observed, get_largest_group, turn_hour_to_seconds, compute_EWT, compute_headway\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import json\n",
    "from tqdm import tqdm\n",
    "pd.set_option('display.max_columns', None)\n",
    "\n",
    "import logging\n",
    "\n",
    "logging.basicConfig(\n",
    "    format=\"%(asctime)s - %(name)s - %(levelname)s - %(module)s - : Line (%(lineno)d) - %(message)s\",\n",
    "    level=logging.INFO,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    headway_t = pd.read_pickle(\"data/computed/theoretical_schedule.pkl\")\n",
    "    headway_t_qos = pd.read_pickle(\"data/computed/theoretical_schedule_qos.pkl\")\n",
    "except Exception as e:\n",
    "    raise e\n",
    "\n",
    "calendar_dates = pd.read_csv('data/timetables/gtfs3Sept/calendar_dates.txt', sep = \",\")\n",
    "calendar = pd.read_csv('data/timetables/gtfs3Sept/calendar.txt', sep = \",\")\n",
    "trips = pd.read_csv('data/timetables/gtfs3Sept/trips.txt', sep = \",\")\n",
    "stops = pd.read_csv('data/timetables/gtfs3Sept/stops.txt', sep = \",\")\n",
    "stop_times = pd.read_csv('data/timetables/gtfs3Sept/stop_times.txt', sep = \",\")\n",
    "routes = pd.read_csv('data/timetables/gtfs3Sept/routes.txt', sep = \",\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Theoretical Schedule"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "path_to_export_theoretical = \"data/computed/theoretical_schedule.pkl\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "trips_with_routes = trips.merge(\n",
    "    routes,\n",
    "    \"left\",\n",
    "    \"route_id\"\n",
    ")\n",
    "stop_times_stop = stop_times.merge(\n",
    "    stops,\n",
    "    \"left\",\n",
    "    \"stop_id\"\n",
    ")\n",
    "stop_times_with_trips = stop_times_stop.merge(\n",
    "    trips_with_routes,\n",
    "    \"left\",\n",
    "    \"trip_id\"\n",
    ")\n",
    "headway_theoretical = headways(\n",
    "    table_times_trips = stop_times_with_trips,\n",
    "    time_col = \"arrival_time\",\n",
    "    stop_col = \"stop_id\",\n",
    "    route_col = \"route_id\",\n",
    "    direction_col = \"direction_id\",\n",
    "    service_col = \"service_id\"\n",
    ")\n",
    "headway_theoretical.to_pickle(path = path_to_export_theoretical)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Observed Schedule"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "path_to_read = \"/Users/mjdaoudi/Library/CloudStorage/OneDrive-UniversitéLibredeBruxelles/_MS-BDGA.2022-2023/Semester_1/INFO-H423 - Data Mining/STIB-Network-QoS-Analysis/data/vehicule_positions\"\n",
    "path_to_export_observed = \"data/computed/observed_schedule.pkl\"\n",
    "path_to_export_observed_filtered = \"data/computed/observed_schedule_filtered.pkl\"\n",
    "path_to_export_observed_headways = \"data/computed/observed_schedule_dist_0.pkl\" "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = convert_jsons_to_df(folder = path_to_read)\n",
    "df.to_pickle(path_to_export_observed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "observed_schedule = pd.read_pickle(path_to_export_observed)\n",
    "transport_type = routes[[\"route_short_name\", \"route_type\"]].drop_duplicates().reset_index(drop = True)\n",
    "observed_schedule = observed_schedule.merge(\n",
    "    transport_type,\n",
    "    \"left\",\n",
    "    \"route_short_name\"\n",
    ")\n",
    "\n",
    "t = observed_schedule.merge(\n",
    "    stops[[\"stop_id\", \"stop_name\"]],\n",
    "    \"inner\",\n",
    "    \"stop_id\"\n",
    ").rename(columns = {\"stop_name\" : \"current_stop_name\"}).merge(\n",
    "    stops[[\"stop_id\", \"stop_name\"]],\n",
    "    \"left\",\n",
    "    left_on = \"stop_id_terminus\",\n",
    "    right_on = \"stop_id\"\n",
    ").rename(columns = {\"stop_name\" : \"terminus_stop_name\", \"stop_id_x\" : \"stop_id\"}).drop(columns=[\"stop_id_y\"])\n",
    "\n",
    "time = t[\"time\"].str.split(\":\", expand=True)\n",
    "t[\"time_seconds\"] = (\n",
    "    time[0].astype(int) * 3600 + time[1].astype(int) * 60 + time[2].astype(int)\n",
    ")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>route_short_name</th>\n",
       "      <th>distance_from_point</th>\n",
       "      <th>stop_id</th>\n",
       "      <th>stop_id_terminus</th>\n",
       "      <th>route_type</th>\n",
       "      <th>current_stop_name</th>\n",
       "      <th>terminus_stop_name</th>\n",
       "      <th>time_seconds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19-09-2021</td>\n",
       "      <td>10:33:18</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8022</td>\n",
       "      <td>8161</td>\n",
       "      <td>1</td>\n",
       "      <td>GARE CENTRALE</td>\n",
       "      <td>STOCKEL</td>\n",
       "      <td>37998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>19-09-2021</td>\n",
       "      <td>10:38:41</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>8022</td>\n",
       "      <td>8262</td>\n",
       "      <td>1</td>\n",
       "      <td>GARE CENTRALE</td>\n",
       "      <td>HERRMANN-DEBROUX</td>\n",
       "      <td>38321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19-09-2021</td>\n",
       "      <td>10:39:15</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>8022</td>\n",
       "      <td>8262</td>\n",
       "      <td>1</td>\n",
       "      <td>GARE CENTRALE</td>\n",
       "      <td>HERRMANN-DEBROUX</td>\n",
       "      <td>38355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19-09-2021</td>\n",
       "      <td>10:40:51</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8022</td>\n",
       "      <td>8161</td>\n",
       "      <td>1</td>\n",
       "      <td>GARE CENTRALE</td>\n",
       "      <td>STOCKEL</td>\n",
       "      <td>38451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19-09-2021</td>\n",
       "      <td>10:41:22</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8022</td>\n",
       "      <td>8161</td>\n",
       "      <td>1</td>\n",
       "      <td>GARE CENTRALE</td>\n",
       "      <td>STOCKEL</td>\n",
       "      <td>38482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15090116</th>\n",
       "      <td>14-09-2021</td>\n",
       "      <td>23:54:28</td>\n",
       "      <td>89</td>\n",
       "      <td>367</td>\n",
       "      <td>1208</td>\n",
       "      <td>2585</td>\n",
       "      <td>3</td>\n",
       "      <td>HENRI REY</td>\n",
       "      <td>JACQUES BREL</td>\n",
       "      <td>86068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15090117</th>\n",
       "      <td>14-09-2021</td>\n",
       "      <td>23:55:00</td>\n",
       "      <td>89</td>\n",
       "      <td>503</td>\n",
       "      <td>1208</td>\n",
       "      <td>2585</td>\n",
       "      <td>3</td>\n",
       "      <td>HENRI REY</td>\n",
       "      <td>JACQUES BREL</td>\n",
       "      <td>86100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15090118</th>\n",
       "      <td>15-09-2021</td>\n",
       "      <td>21:33:25</td>\n",
       "      <td>89</td>\n",
       "      <td>64</td>\n",
       "      <td>1208</td>\n",
       "      <td>2585</td>\n",
       "      <td>3</td>\n",
       "      <td>HENRI REY</td>\n",
       "      <td>JACQUES BREL</td>\n",
       "      <td>77605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15090119</th>\n",
       "      <td>15-09-2021</td>\n",
       "      <td>21:33:56</td>\n",
       "      <td>89</td>\n",
       "      <td>350</td>\n",
       "      <td>1208</td>\n",
       "      <td>2585</td>\n",
       "      <td>3</td>\n",
       "      <td>HENRI REY</td>\n",
       "      <td>JACQUES BREL</td>\n",
       "      <td>77636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15090120</th>\n",
       "      <td>15-09-2021</td>\n",
       "      <td>21:34:29</td>\n",
       "      <td>89</td>\n",
       "      <td>350</td>\n",
       "      <td>1208</td>\n",
       "      <td>2585</td>\n",
       "      <td>3</td>\n",
       "      <td>HENRI REY</td>\n",
       "      <td>JACQUES BREL</td>\n",
       "      <td>77669</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15090121 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                date      time route_short_name  distance_from_point stop_id  \\\n",
       "0         19-09-2021  10:33:18                1                    1    8022   \n",
       "1         19-09-2021  10:38:41                5                    0    8022   \n",
       "2         19-09-2021  10:39:15                5                    0    8022   \n",
       "3         19-09-2021  10:40:51                1                    0    8022   \n",
       "4         19-09-2021  10:41:22                1                    1    8022   \n",
       "...              ...       ...              ...                  ...     ...   \n",
       "15090116  14-09-2021  23:54:28               89                  367    1208   \n",
       "15090117  14-09-2021  23:55:00               89                  503    1208   \n",
       "15090118  15-09-2021  21:33:25               89                   64    1208   \n",
       "15090119  15-09-2021  21:33:56               89                  350    1208   \n",
       "15090120  15-09-2021  21:34:29               89                  350    1208   \n",
       "\n",
       "         stop_id_terminus  route_type current_stop_name terminus_stop_name  \\\n",
       "0                    8161           1     GARE CENTRALE            STOCKEL   \n",
       "1                    8262           1     GARE CENTRALE   HERRMANN-DEBROUX   \n",
       "2                    8262           1     GARE CENTRALE   HERRMANN-DEBROUX   \n",
       "3                    8161           1     GARE CENTRALE            STOCKEL   \n",
       "4                    8161           1     GARE CENTRALE            STOCKEL   \n",
       "...                   ...         ...               ...                ...   \n",
       "15090116             2585           3         HENRI REY       JACQUES BREL   \n",
       "15090117             2585           3         HENRI REY       JACQUES BREL   \n",
       "15090118             2585           3         HENRI REY       JACQUES BREL   \n",
       "15090119             2585           3         HENRI REY       JACQUES BREL   \n",
       "15090120             2585           3         HENRI REY       JACQUES BREL   \n",
       "\n",
       "          time_seconds  \n",
       "0                37998  \n",
       "1                38321  \n",
       "2                38355  \n",
       "3                38451  \n",
       "4                38482  \n",
       "...                ...  \n",
       "15090116         86068  \n",
       "15090117         86100  \n",
       "15090118         77605  \n",
       "15090119         77636  \n",
       "15090120         77669  \n",
       "\n",
       "[15090121 rows x 10 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "t.to_pickle(path_to_export_observed_filtered)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "es = pd.read_pickle(path_to_export_observed_filtered)\n",
    "extracted_schedule = extract_schedules_from_observed(es, \"route_type\")\n",
    "extracted_schedule.to_pickle(path_to_export_observed_headways)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "extracted_schedule = pd.read_pickle(path_to_export_observed_headways)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The detection of few stops are causing problems due to some noise in the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Fixed boundaries detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"GARE DE L'OUEST\", 'SIMONIS', 'ESPLANADE', 'GARE DU NORD',\n",
       "       'ERASME', 'ROI BAUDOUIN', 'VANDERKINDERE', 'LOUISE',\n",
       "       'BRUSSELS AIRPORT', 'ETANGS NOIRS', 'HEYSEL', 'BEAULIEU',\n",
       "       'GROOT-BIJGAARDEN', 'HUNDERENVELD', 'MAES', 'BOONDAEL GARE',\n",
       "       'GARE DU MIDI', 'LUXEMBOURG', 'BRABANCONNE', 'DE BROUCKERE',\n",
       "       'DA VINCI', 'DANSAERT', 'PORTE DE NAMUR', 'SCHUMAN', 'ALBERT',\n",
       "       'GARE CENTRALE', 'MONTGOMERY', 'HEROS', 'VIADUC E40',\n",
       "       'OBSERVATOIRE', 'ROODEBEEK', 'MOORTEBEEK', 'HEEMBEEK',\n",
       "       'ANNEESSENS', 'STADE', 'WESTLAND SHOPPING', 'TRONE',\n",
       "       'VILVOORDE STATION', 'HOPITAL ETTERBEEK-IXELLES', 'AMBIORIX',\n",
       "       'EUROCONTROL', 'SCHAERBEEK GARE', 'ULB', 'PARKING C',\n",
       "       'CLEMENCE EVERARD', 'CERIA', 'KRAAINEM', 'HUMANITE',\n",
       "       'MARIUS RENARD', 'BERCHEM STATION', 'GARE DE BERCHEM', 'MACHTENS',\n",
       "       'GRAND-PLACE', 'STOCKEL', 'ELISABETH', 'CHURCHILL', 'STALLE (P)',\n",
       "       'HERRMANN-DEBROUX', 'ARBRE BALLON', 'BRUSSELS CITY', 'UZ-VUB',\n",
       "       'HEILIGENBORRE', 'DE WAND', 'ROGIER', 'PLEIADES', 'KONKEL',\n",
       "       'HOF TEN BERG', 'DROGENBOS CHATEAU', 'SAINTE-ANNE',\n",
       "       'GARE DE LINKEBEEK', 'BAN-EIK', 'TRANSVAAL', \"VIVIER D'OIE\",\n",
       "       'TERVUREN STATION', 'SAINT-VINCENT', 'GLIBERT', 'DECROLY',\n",
       "       'LOT STATION', 'VAN HAELEN', 'FOREST NATIONAL',\n",
       "       'HOPITAL MILITAIRE', 'FOREST (BERVOETS)', 'BUDA', 'YSER',\n",
       "       'BORDET STATION', 'UCCLE CALEVOET', 'CIMETIERE DE JETTE',\n",
       "       'CIMETIERE DE BRUXELLES', 'MACHELEN', 'PEAGE', 'JULES BORDET',\n",
       "       'HOMBORCH', 'DELTA', 'ADEPS', 'UCCLE STALLE', 'BON AIR', 'OPPEM',\n",
       "       'HIPPODROME', 'HAREN', 'DROGENBOS', 'VAL MARIA', 'BOCKSTAEL',\n",
       "       'BEEKKANT', 'FORT-JACO', 'LEGRAND', 'WIENER', 'DIEWEG',\n",
       "       'MUSEE DU TRAM', 'STALLE P'], dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "splt = routes[\"route_long_name\"].str.split(\" - \", expand=True)\n",
    "routes[\"term1\"] = splt[0]\n",
    "routes[\"term2\"] = splt[1]\n",
    "terminus = pd.concat([routes[\"term1\"],routes[\"term2\"]]).unique()\n",
    "terminus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((190, 31), (13, '5001F', 237231071, 1))"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test = get_largest_group(headway_t.groupby(by=[\"route_id\", \"stop_id\", \"service_id\", \"direction_id\"]),35)\n",
    "test[1].shape, test[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(12136, 323, 61899, 193)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "term = 0\n",
    "count = 0\n",
    "count_NA = 0\n",
    "term_NA = 0\n",
    "broken_routes = {}\n",
    "for name, group in extracted_schedule.groupby(by=[\"date\", \"route_short_name\", \"stop_id\", \"stop_id_terminus\"]):\n",
    "    if group.iloc[0].current_stop_name in terminus:\n",
    "        group[\"current_stop_terminus\"] = 1\n",
    "        count +=1 \n",
    "        if group.shape[0] > 200:\n",
    "            term += 1\n",
    "            broken_routes[group.iloc[0].route_short_name] = 1 + broken_routes.get(group.iloc[0].route_short_name, 0)\n",
    "    else: \n",
    "        group[\"current_stop_terminus\"] = 0\n",
    "        count_NA += 1\n",
    "        if group.shape[0] > 200:\n",
    "            term_NA += 1\n",
    "            broken_routes[group.iloc[0].route_short_name] = 1 + broken_routes.get(group.iloc[0].route_short_name, 0)\n",
    "            \n",
    "count, term, count_NA, term_NA, #broken_routes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Dynamic boundary detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It shows that 2% of the data is corrupted with noise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('data/computed/route_bound.json', 'r') as fp:\n",
    "    route_bound = json.load(fp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(12136,\n",
       " 881,\n",
       " 61899,\n",
       " 986,\n",
       " {'12': 67,\n",
       "  '13': 44,\n",
       "  '14': 41,\n",
       "  '19': 24,\n",
       "  '20': 55,\n",
       "  '25': 4,\n",
       "  '27': 25,\n",
       "  '28': 22,\n",
       "  '3': 33,\n",
       "  '34': 34,\n",
       "  '36': 34,\n",
       "  '38': 53,\n",
       "  '41': 33,\n",
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       "  '45': 18,\n",
       "  '46': 33,\n",
       "  '49': 31,\n",
       "  '54': 53,\n",
       "  '55': 32,\n",
       "  '58': 53,\n",
       "  '59': 66,\n",
       "  '61': 31,\n",
       "  '63': 26,\n",
       "  '64': 44,\n",
       "  '65': 41,\n",
       "  '66': 47,\n",
       "  '71': 96,\n",
       "  '72': 29,\n",
       "  '74': 33,\n",
       "  '75': 26,\n",
       "  '79': 28,\n",
       "  '80': 73,\n",
       "  '86': 49,\n",
       "  '87': 35,\n",
       "  '88': 60,\n",
       "  '92': 31,\n",
       "  '95': 90,\n",
       "  '98': 42,\n",
       "  '21': 7,\n",
       "  '29': 26,\n",
       "  '33': 10,\n",
       "  '37': 11,\n",
       "  '47': 8,\n",
       "  '48': 21,\n",
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       "  '17': 2,\n",
       "  '4': 1,\n",
       "  '97': 1,\n",
       "  '77': 1,\n",
       "  '43': 1})"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "term = 0\n",
    "count = 0\n",
    "count_NA = 0\n",
    "term_NA = 0\n",
    "broken_routes = {}\n",
    "for name, group in extracted_schedule.groupby(by=[\"date\", \"route_short_name\", \"stop_id\", \"stop_id_terminus\"]):\n",
    "    if group.iloc[0].current_stop_name in terminus:\n",
    "        group[\"current_stop_terminus\"] = 1\n",
    "        count +=1 \n",
    "        if group.shape[0] > route_bound[group.iloc[0].route_short_name]:\n",
    "            term += 1\n",
    "            broken_routes[group.iloc[0].route_short_name] = 1 + broken_routes.get(group.iloc[0].route_short_name, 0)\n",
    "    else: \n",
    "        group[\"current_stop_terminus\"] = 0\n",
    "        count_NA += 1\n",
    "        if group.shape[0] > route_bound[group.iloc[0].route_short_name]:\n",
    "            term_NA += 1\n",
    "            broken_routes[group.iloc[0].route_short_name] = 1 + broken_routes.get(group.iloc[0].route_short_name, 0)\n",
    "            \n",
    "count, term, count_NA, term_NA, #broken_routes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Computing Observed Headways"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-12-01 23:20:59,939 - root - INFO - gtfs_methods - : Line (64) - Grouping the data\n",
      "2022-12-01 23:20:59,943 - root - INFO - gtfs_methods - : Line (69) - Computing headways\n"
     ]
    }
   ],
   "source": [
    "headway_observed = headways(\n",
    "    table_times_trips = extracted_schedule,\n",
    "    stop_col = \"stop_id\",\n",
    "    route_col = \"route_short_name\",\n",
    "    direction_col = \"stop_id_terminus\",\n",
    "    service_col = \"date\",\n",
    "    time_sec_name = \"adjusted_arrival_time(ts)\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "headway_observed.to_pickle(path = path_to_export_observed_headways)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## QOS metric\n",
    "Add information regarding the use of regularity or punctuality."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "path_to_export_qos = \"data/computed/theoretical_schedule_qos.pkl\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-11-26 22:10:46,052 - root - INFO - gtfs_methods - : Line (266) - Grouping the data\n",
      "2022-11-26 22:10:46,054 - root - INFO - gtfs_methods - : Line (271) - Computing clusters and assessing regularity\n"
     ]
    }
   ],
   "source": [
    "qos = assess_qos_metrics(\n",
    "    timetable =  headway_t,\n",
    "    stop_col = \"stop_id\",\n",
    "    route_col = \"route_id\",\n",
    "    direction_col = \"direction_id\",\n",
    "    service_col = \"service_id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "qos.to_pickle(path = path_to_export_qos)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cleaning the match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sched = pd.read_pickle(\"data/computed/schedule_normalized_dist.pkl\")\n",
    "sched_g = sched.groupby([\"route_short_name\", \"stop_id\", \"direction_id\" ,\"date_normalized\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "match = pd.read_pickle(\"data/computed/finally_matches.pkl\")\n",
    "match_g = match.groupby([\"route_short_name\", \"stop_id\", \"direction_id\", \"date_normalized\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 45524/45524 [06:00<00:00, 126.24it/s] \n"
     ]
    }
   ],
   "source": [
    "rec = []\n",
    "thresh = 0.85\n",
    "for name, group in tqdm(sched_g):\n",
    "    m = match_g.get_group(name).dropna(subset=\"adjusted_arrival_time\")\n",
    "    if m.shape[0] >= thresh * group.shape[0]:\n",
    "        rec.extend(m.to_dict(\"records\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean = pd.DataFrame(rec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean.to_pickle(\"data/computed/finally_matches_cleaned.pkl\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Excess Waiting Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = pd.read_pickle(\"data/computed/finally_matches_cleaned.pkl\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Drop Columns and computing seconds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"data/computed/useless_col.json\",'r') as c :\n",
    "    col_to_drop = json.loads(c.read())\n",
    "res = res.drop(columns= col_to_drop)\n",
    "\n",
    "res = turn_hour_to_seconds(\"departure_time\", res, \"time_seconds\")\n",
    "res = turn_hour_to_seconds(\"adjusted_arrival_time\", res, \"adjusted_arrival_time(ts)\")\n",
    "\n",
    "res= res.rename(columns= {\"departure_time\":\"theoretical_time\", \"time_seconds\": \"th_time_sec\", \"adjusted_arrival_time\": \"adj_real_time\", \"adjusted_arrival_time(ts)\": \"real_time_sec\", \"headway_min\" : \"headway_th\"})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Computing the real Headway"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = res.groupby(by= [\"stop_id\", \"route_id\", \"direction_id\", \"service_id\" ,\"date_normalized\"], as_index=False).apply(lambda x: compute_headway(x.sort_values(\"th_time_sec\"), headway_col_name= \"headway_real\", time_sec_col_name=\"real_time_sec\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trip_id</th>\n",
       "      <th>theoretical_time</th>\n",
       "      <th>stop_id</th>\n",
       "      <th>stop_sequence</th>\n",
       "      <th>stop_name</th>\n",
       "      <th>route_id</th>\n",
       "      <th>service_id</th>\n",
       "      <th>trip_headsign</th>\n",
       "      <th>direction_id</th>\n",
       "      <th>route_short_name</th>\n",
       "      <th>route_long_name</th>\n",
       "      <th>th_time_sec</th>\n",
       "      <th>headway_th</th>\n",
       "      <th>clusters</th>\n",
       "      <th>cluster_agg_value</th>\n",
       "      <th>regularity</th>\n",
       "      <th>start_date_ft</th>\n",
       "      <th>end_date_ft</th>\n",
       "      <th>date_normalized</th>\n",
       "      <th>dist_m</th>\n",
       "      <th>distance_from_point</th>\n",
       "      <th>stop_id_cleaned</th>\n",
       "      <th>stop_id__terminus</th>\n",
       "      <th>stop_name__terminus</th>\n",
       "      <th>stop_id_cleaned__terminus</th>\n",
       "      <th>date_label</th>\n",
       "      <th>ligne_cleaned</th>\n",
       "      <th>mode</th>\n",
       "      <th>real_time_sec</th>\n",
       "      <th>adj_real_time</th>\n",
       "      <th>vehicule_id</th>\n",
       "      <th>approx_rec</th>\n",
       "      <th>headway_real</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <td>MONTGOMERY</td>\n",
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       "      <td>236299000</td>\n",
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       "      <td>16.0</td>\n",
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       "      <td>2021-09-17</td>\n",
       "      <td>07-09-2021</td>\n",
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       "      <td>60.0</td>\n",
       "      <td>89</td>\n",
       "      <td>9556</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>9556</td>\n",
       "      <td>workdays</td>\n",
       "      <td>44</td>\n",
       "      <td>T</td>\n",
       "      <td>19020</td>\n",
       "      <td>05:17:00</td>\n",
       "      <td>76753</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>112961236236299000</td>\n",
       "      <td>05:39:00</td>\n",
       "      <td>0089</td>\n",
       "      <td>1</td>\n",
       "      <td>MONTGOMERY</td>\n",
       "      <td>40</td>\n",
       "      <td>236299000</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>MONTGOMERY - TERVUREN STATION</td>\n",
       "      <td>20340</td>\n",
       "      <td>22.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>07-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89</td>\n",
       "      <td>9556</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>9556</td>\n",
       "      <td>workdays</td>\n",
       "      <td>44</td>\n",
       "      <td>T</td>\n",
       "      <td>21136</td>\n",
       "      <td>05:52:16</td>\n",
       "      <td>79193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.266667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>112960463236299000</td>\n",
       "      <td>05:56:00</td>\n",
       "      <td>0089</td>\n",
       "      <td>1</td>\n",
       "      <td>MONTGOMERY</td>\n",
       "      <td>40</td>\n",
       "      <td>236299000</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>MONTGOMERY - TERVUREN STATION</td>\n",
       "      <td>21360</td>\n",
       "      <td>17.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>16.0</td>\n",
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       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>07-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>101.0</td>\n",
       "      <td>89</td>\n",
       "      <td>9556</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>9556</td>\n",
       "      <td>workdays</td>\n",
       "      <td>44</td>\n",
       "      <td>T</td>\n",
       "      <td>21331</td>\n",
       "      <td>05:55:31</td>\n",
       "      <td>76783</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>112960468236299000</td>\n",
       "      <td>06:12:00</td>\n",
       "      <td>0089</td>\n",
       "      <td>1</td>\n",
       "      <td>MONTGOMERY</td>\n",
       "      <td>40</td>\n",
       "      <td>236299000</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>MONTGOMERY - TERVUREN STATION</td>\n",
       "      <td>22320</td>\n",
       "      <td>16.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>07-09-2021</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>89</td>\n",
       "      <td>9556</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>9556</td>\n",
       "      <td>workdays</td>\n",
       "      <td>44</td>\n",
       "      <td>T</td>\n",
       "      <td>22324</td>\n",
       "      <td>06:12:04</td>\n",
       "      <td>76813</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>112960472236299000</td>\n",
       "      <td>06:28:00</td>\n",
       "      <td>0089</td>\n",
       "      <td>1</td>\n",
       "      <td>MONTGOMERY</td>\n",
       "      <td>40</td>\n",
       "      <td>236299000</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>MONTGOMERY - TERVUREN STATION</td>\n",
       "      <td>23280</td>\n",
       "      <td>16.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>07-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89</td>\n",
       "      <td>9556</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>9556</td>\n",
       "      <td>workdays</td>\n",
       "      <td>44</td>\n",
       "      <td>T</td>\n",
       "      <td>23298</td>\n",
       "      <td>06:28:18</td>\n",
       "      <td>76833</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.233333</td>\n",
       "    </tr>\n",
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       "    <tr>\n",
       "      <th>3434406</th>\n",
       "      <td>113242700237156051</td>\n",
       "      <td>08:01:00</td>\n",
       "      <td>9979B</td>\n",
       "      <td>1</td>\n",
       "      <td>BARA</td>\n",
       "      <td>30</td>\n",
       "      <td>237156051</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>MOORTEBEEK - GLIBERT</td>\n",
       "      <td>28860</td>\n",
       "      <td>13.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-03</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>17-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>406.0</td>\n",
       "      <td>9979</td>\n",
       "      <td>1201</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1201</td>\n",
       "      <td>workdays</td>\n",
       "      <td>46</td>\n",
       "      <td>B</td>\n",
       "      <td>28778</td>\n",
       "      <td>07:59:38</td>\n",
       "      <td>91004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.383333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3434407</th>\n",
       "      <td>113242701237156051</td>\n",
       "      <td>08:13:00</td>\n",
       "      <td>9979B</td>\n",
       "      <td>1</td>\n",
       "      <td>BARA</td>\n",
       "      <td>30</td>\n",
       "      <td>237156051</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>MOORTEBEEK - GLIBERT</td>\n",
       "      <td>29580</td>\n",
       "      <td>12.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-03</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>17-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>126.0</td>\n",
       "      <td>9979</td>\n",
       "      <td>1201</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1201</td>\n",
       "      <td>workdays</td>\n",
       "      <td>46</td>\n",
       "      <td>B</td>\n",
       "      <td>29579</td>\n",
       "      <td>08:12:59</td>\n",
       "      <td>91014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3434408</th>\n",
       "      <td>113242702237156051</td>\n",
       "      <td>08:26:00</td>\n",
       "      <td>9979B</td>\n",
       "      <td>1</td>\n",
       "      <td>BARA</td>\n",
       "      <td>30</td>\n",
       "      <td>237156051</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>MOORTEBEEK - GLIBERT</td>\n",
       "      <td>30360</td>\n",
       "      <td>13.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-03</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>17-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9979</td>\n",
       "      <td>1201</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1201</td>\n",
       "      <td>workdays</td>\n",
       "      <td>46</td>\n",
       "      <td>B</td>\n",
       "      <td>30885</td>\n",
       "      <td>08:34:45</td>\n",
       "      <td>91024</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.766667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3434409</th>\n",
       "      <td>113242703237156051</td>\n",
       "      <td>08:38:00</td>\n",
       "      <td>9979B</td>\n",
       "      <td>1</td>\n",
       "      <td>BARA</td>\n",
       "      <td>30</td>\n",
       "      <td>237156051</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>MOORTEBEEK - GLIBERT</td>\n",
       "      <td>31080</td>\n",
       "      <td>12.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-03</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>17-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>562.0</td>\n",
       "      <td>9979</td>\n",
       "      <td>1201</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1201</td>\n",
       "      <td>workdays</td>\n",
       "      <td>46</td>\n",
       "      <td>B</td>\n",
       "      <td>31166</td>\n",
       "      <td>08:39:26</td>\n",
       "      <td>91034</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.683333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3434410</th>\n",
       "      <td>113242704237156051</td>\n",
       "      <td>08:51:00</td>\n",
       "      <td>9979B</td>\n",
       "      <td>1</td>\n",
       "      <td>BARA</td>\n",
       "      <td>30</td>\n",
       "      <td>237156051</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>MOORTEBEEK - GLIBERT</td>\n",
       "      <td>31860</td>\n",
       "      <td>13.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-03</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>17-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9979</td>\n",
       "      <td>1201</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1201</td>\n",
       "      <td>workdays</td>\n",
       "      <td>46</td>\n",
       "      <td>B</td>\n",
       "      <td>31927</td>\n",
       "      <td>08:52:07</td>\n",
       "      <td>91044</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.683333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3434411 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    trip_id theoretical_time stop_id  stop_sequence  \\\n",
       "0        112960457236299000         05:17:00    0089              1   \n",
       "1        112961236236299000         05:39:00    0089              1   \n",
       "2        112960463236299000         05:56:00    0089              1   \n",
       "3        112960468236299000         06:12:00    0089              1   \n",
       "4        112960472236299000         06:28:00    0089              1   \n",
       "...                     ...              ...     ...            ...   \n",
       "3434406  113242700237156051         08:01:00   9979B              1   \n",
       "3434407  113242701237156051         08:13:00   9979B              1   \n",
       "3434408  113242702237156051         08:26:00   9979B              1   \n",
       "3434409  113242703237156051         08:38:00   9979B              1   \n",
       "3434410  113242704237156051         08:51:00   9979B              1   \n",
       "\n",
       "          stop_name  route_id  service_id     trip_headsign  direction_id  \\\n",
       "0        MONTGOMERY        40   236299000  TERVUREN STATION             0   \n",
       "1        MONTGOMERY        40   236299000  TERVUREN STATION             0   \n",
       "2        MONTGOMERY        40   236299000  TERVUREN STATION             0   \n",
       "3        MONTGOMERY        40   236299000  TERVUREN STATION             0   \n",
       "4        MONTGOMERY        40   236299000  TERVUREN STATION             0   \n",
       "...             ...       ...         ...               ...           ...   \n",
       "3434406        BARA        30   237156051        MOORTEBEEK             1   \n",
       "3434407        BARA        30   237156051        MOORTEBEEK             1   \n",
       "3434408        BARA        30   237156051        MOORTEBEEK             1   \n",
       "3434409        BARA        30   237156051        MOORTEBEEK             1   \n",
       "3434410        BARA        30   237156051        MOORTEBEEK             1   \n",
       "\n",
       "        route_short_name                route_long_name  th_time_sec  \\\n",
       "0                     44  MONTGOMERY - TERVUREN STATION        19020   \n",
       "1                     44  MONTGOMERY - TERVUREN STATION        20340   \n",
       "2                     44  MONTGOMERY - TERVUREN STATION        21360   \n",
       "3                     44  MONTGOMERY - TERVUREN STATION        22320   \n",
       "4                     44  MONTGOMERY - TERVUREN STATION        23280   \n",
       "...                  ...                            ...          ...   \n",
       "3434406               46           MOORTEBEEK - GLIBERT        28860   \n",
       "3434407               46           MOORTEBEEK - GLIBERT        29580   \n",
       "3434408               46           MOORTEBEEK - GLIBERT        30360   \n",
       "3434409               46           MOORTEBEEK - GLIBERT        31080   \n",
       "3434410               46           MOORTEBEEK - GLIBERT        31860   \n",
       "\n",
       "         headway_th   clusters  cluster_agg_value  regularity start_date_ft  \\\n",
       "0               NaN  cluster_0               16.0           0    2021-09-01   \n",
       "1              22.0  cluster_0               16.0           0    2021-09-01   \n",
       "2              17.0  cluster_0               16.0           0    2021-09-01   \n",
       "3              16.0  cluster_0               16.0           0    2021-09-01   \n",
       "4              16.0  cluster_0               16.0           0    2021-09-01   \n",
       "...             ...        ...                ...         ...           ...   \n",
       "3434406        13.0  cluster_0               13.0           0    2021-09-03   \n",
       "3434407        12.0  cluster_0               13.0           0    2021-09-03   \n",
       "3434408        13.0  cluster_0               13.0           0    2021-09-03   \n",
       "3434409        12.0  cluster_0               13.0           0    2021-09-03   \n",
       "3434410        13.0  cluster_0               13.0           0    2021-09-03   \n",
       "\n",
       "        end_date_ft date_normalized  dist_m  distance_from_point  \\\n",
       "0        2021-09-17      07-09-2021     NaN                 60.0   \n",
       "1        2021-09-17      07-09-2021     NaN                  0.0   \n",
       "2        2021-09-17      07-09-2021     NaN                101.0   \n",
       "3        2021-09-17      07-09-2021     NaN                  0.0   \n",
       "4        2021-09-17      07-09-2021     NaN                  0.0   \n",
       "...             ...             ...     ...                  ...   \n",
       "3434406  2021-09-17      17-09-2021     NaN                406.0   \n",
       "3434407  2021-09-17      17-09-2021     NaN                126.0   \n",
       "3434408  2021-09-17      17-09-2021     NaN                  0.0   \n",
       "3434409  2021-09-17      17-09-2021     NaN                562.0   \n",
       "3434410  2021-09-17      17-09-2021     NaN                  0.0   \n",
       "\n",
       "        stop_id_cleaned stop_id__terminus stop_name__terminus  \\\n",
       "0                    89              9556    TERVUREN STATION   \n",
       "1                    89              9556    TERVUREN STATION   \n",
       "2                    89              9556    TERVUREN STATION   \n",
       "3                    89              9556    TERVUREN STATION   \n",
       "4                    89              9556    TERVUREN STATION   \n",
       "...                 ...               ...                 ...   \n",
       "3434406            9979              1201          MOORTEBEEK   \n",
       "3434407            9979              1201          MOORTEBEEK   \n",
       "3434408            9979              1201          MOORTEBEEK   \n",
       "3434409            9979              1201          MOORTEBEEK   \n",
       "3434410            9979              1201          MOORTEBEEK   \n",
       "\n",
       "        stop_id_cleaned__terminus date_label ligne_cleaned mode  \\\n",
       "0                            9556   workdays            44    T   \n",
       "1                            9556   workdays            44    T   \n",
       "2                            9556   workdays            44    T   \n",
       "3                            9556   workdays            44    T   \n",
       "4                            9556   workdays            44    T   \n",
       "...                           ...        ...           ...  ...   \n",
       "3434406                      1201   workdays            46    B   \n",
       "3434407                      1201   workdays            46    B   \n",
       "3434408                      1201   workdays            46    B   \n",
       "3434409                      1201   workdays            46    B   \n",
       "3434410                      1201   workdays            46    B   \n",
       "\n",
       "         real_time_sec adj_real_time  vehicule_id  approx_rec  headway_real  \n",
       "0                19020      05:17:00        76753         NaN           NaN  \n",
       "1                21136      05:52:16        79193         NaN     35.266667  \n",
       "2                21331      05:55:31        76783         NaN      3.250000  \n",
       "3                22324      06:12:04        76813         NaN     16.550000  \n",
       "4                23298      06:28:18        76833         NaN     16.233333  \n",
       "...                ...           ...          ...         ...           ...  \n",
       "3434406          28778      07:59:38        91004         NaN     13.383333  \n",
       "3434407          29579      08:12:59        91014         NaN     13.350000  \n",
       "3434408          30885      08:34:45        91024         NaN     21.766667  \n",
       "3434409          31166      08:39:26        91034         NaN      4.683333  \n",
       "3434410          31927      08:52:07        91044         NaN     12.683333  \n",
       "\n",
       "[3434411 rows x 33 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res = res.reset_index().drop(columns=[\"level_0\", \"level_1\"])\n",
    "res"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Computing the EWT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-12-16 18:55:19,288 - root - INFO - 3684019190 - : Line (13) - Computing the square of headways\n",
      "2022-12-16 18:55:19,320 - root - INFO - 3684019190 - : Line (17) - Computing SWT & AWT per stop, route, direction, date and cluster\n",
      "/var/folders/dz/p7gp3f295wxf90tn1dv3qkq40000gn/T/ipykernel_12712/3684019190.py:20: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ).apply(lambda x: x[\"s_headway_square\"].sum() / (2 * (x[s_headway_col].sum())))\n",
      "/var/folders/dz/p7gp3f295wxf90tn1dv3qkq40000gn/T/ipykernel_12712/3684019190.py:23: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ).apply(lambda x: x[\"a_headway_square\"].sum() / (2 * (x[a_headway_col].sum())))\n",
      "2022-12-16 18:56:01,742 - root - INFO - 3684019190 - : Line (38) - Computing EWT\n"
     ]
    }
   ],
   "source": [
    "\n",
    "def compute_EWT(\n",
    "    timetable: pd.DataFrame,\n",
    "    stop_col: str = \"stop_id\",\n",
    "    route_col: str = \"route_id\",\n",
    "    direction_col: str = \"direction_id\",\n",
    "    service_col: str = \"service_id\",\n",
    "    date_col: str = \"date_normalized\",\n",
    "    cluster_col: str = \"clusters\",\n",
    "    s_headway_col: str = \"headway_th\",\n",
    "    a_headway_col: str = \"headway_real\",\n",
    ") -> pd.DataFrame:\n",
    "\n",
    "    logging.info(\"Computing the square of headways\")\n",
    "    timetable[\"s_headway_square\"] = timetable[s_headway_col] ** 2\n",
    "    timetable[\"a_headway_square\"] = timetable[a_headway_col] ** 2\n",
    "\n",
    "    logging.info(\"Computing SWT & AWT per stop, route, direction, date and cluster\")\n",
    "    SWT = timetable.groupby(\n",
    "        by=[stop_col, route_col, direction_col, service_col, date_col, cluster_col]\n",
    "    ).apply(lambda x: x[\"s_headway_square\"].sum() / (2 * (x[s_headway_col].sum())))\n",
    "    AWT = timetable.groupby(\n",
    "        by=[stop_col, route_col, direction_col, service_col, date_col, cluster_col]\n",
    "    ).apply(lambda x: x[\"a_headway_square\"].sum() / (2 * (x[a_headway_col].sum())))\n",
    "\n",
    "    SWT.name = \"SWT\"\n",
    "    AWT.name = \"AWT\"\n",
    "\n",
    "    timetable = timetable.merge(\n",
    "        SWT,\n",
    "        on=[stop_col, route_col, direction_col, service_col, date_col, cluster_col],\n",
    "        how=\"left\",\n",
    "    ).merge(\n",
    "        AWT,\n",
    "        on=[stop_col, route_col, direction_col, service_col, date_col, cluster_col],\n",
    "        how=\"left\",\n",
    "    )\n",
    "\n",
    "    logging.info(\"Computing EWT\")\n",
    "    timetable[\"EWT\"] = timetable[\"AWT\"] - timetable[\"SWT\"]\n",
    "\n",
    "    timetable = timetable.drop(columns=[\"s_headway_square\", \"a_headway_square\"])\n",
    "\n",
    "    return timetable\n",
    "\n",
    "res = compute_EWT(\n",
    "    res,\n",
    "    s_headway_col = \"headway_th\"\n",
    "    )\n",
    "res[\"EWT_label\"] = np.where(res[\"EWT\"] >= 1, \"irregular\", \"regular\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "res.to_pickle(\"data/computed/final_matched_clean_EWT.pkl\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Computing delays/advances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = pd.read_pickle(\"data/computed/final_matched_clean_EWT.pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trip_id</th>\n",
       "      <th>theoretical_time</th>\n",
       "      <th>stop_id</th>\n",
       "      <th>stop_sequence</th>\n",
       "      <th>stop_name</th>\n",
       "      <th>route_id</th>\n",
       "      <th>service_id</th>\n",
       "      <th>trip_headsign</th>\n",
       "      <th>direction_id</th>\n",
       "      <th>route_short_name</th>\n",
       "      <th>route_long_name</th>\n",
       "      <th>th_time_sec</th>\n",
       "      <th>headway_th</th>\n",
       "      <th>clusters</th>\n",
       "      <th>cluster_agg_value</th>\n",
       "      <th>regularity</th>\n",
       "      <th>start_date_ft</th>\n",
       "      <th>end_date_ft</th>\n",
       "      <th>date_normalized</th>\n",
       "      <th>dist_m</th>\n",
       "      <th>distance_from_point</th>\n",
       "      <th>stop_id_cleaned</th>\n",
       "      <th>stop_id__terminus</th>\n",
       "      <th>stop_name__terminus</th>\n",
       "      <th>stop_id_cleaned__terminus</th>\n",
       "      <th>date_label</th>\n",
       "      <th>ligne_cleaned</th>\n",
       "      <th>mode</th>\n",
       "      <th>real_time_sec</th>\n",
       "      <th>adj_real_time</th>\n",
       "      <th>vehicule_id</th>\n",
       "      <th>approx_rec</th>\n",
       "      <th>headway_real</th>\n",
       "      <th>SWT</th>\n",
       "      <th>AWT</th>\n",
       "      <th>EWT</th>\n",
       "      <th>EWT_label</th>\n",
       "      <th>delay</th>\n",
       "      <th>delay_label_strict</th>\n",
       "      <th>delay_label_60</th>\n",
       "      <th>delay_label_120</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>112960457236299000</td>\n",
       "      <td>05:17:00</td>\n",
       "      <td>0089</td>\n",
       "      <td>1</td>\n",
       "      <td>MONTGOMERY</td>\n",
       "      <td>40</td>\n",
       "      <td>236299000</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>MONTGOMERY - TERVUREN STATION</td>\n",
       "      <td>19020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>07-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>89</td>\n",
       "      <td>9556</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>9556</td>\n",
       "      <td>workdays</td>\n",
       "      <td>44</td>\n",
       "      <td>T</td>\n",
       "      <td>19020</td>\n",
       "      <td>05:17:00</td>\n",
       "      <td>76753</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.654762</td>\n",
       "      <td>11.624663</td>\n",
       "      <td>2.969901</td>\n",
       "      <td>irregular</td>\n",
       "      <td>0</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>112961236236299000</td>\n",
       "      <td>05:39:00</td>\n",
       "      <td>0089</td>\n",
       "      <td>1</td>\n",
       "      <td>MONTGOMERY</td>\n",
       "      <td>40</td>\n",
       "      <td>236299000</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>MONTGOMERY - TERVUREN STATION</td>\n",
       "      <td>20340</td>\n",
       "      <td>22.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>07-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89</td>\n",
       "      <td>9556</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>9556</td>\n",
       "      <td>workdays</td>\n",
       "      <td>44</td>\n",
       "      <td>T</td>\n",
       "      <td>21136</td>\n",
       "      <td>05:52:16</td>\n",
       "      <td>79193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.266667</td>\n",
       "      <td>8.654762</td>\n",
       "      <td>11.624663</td>\n",
       "      <td>2.969901</td>\n",
       "      <td>irregular</td>\n",
       "      <td>796</td>\n",
       "      <td>lat</td>\n",
       "      <td>lat</td>\n",
       "      <td>lat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>112960463236299000</td>\n",
       "      <td>05:56:00</td>\n",
       "      <td>0089</td>\n",
       "      <td>1</td>\n",
       "      <td>MONTGOMERY</td>\n",
       "      <td>40</td>\n",
       "      <td>236299000</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>MONTGOMERY - TERVUREN STATION</td>\n",
       "      <td>21360</td>\n",
       "      <td>17.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>07-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>101.0</td>\n",
       "      <td>89</td>\n",
       "      <td>9556</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>9556</td>\n",
       "      <td>workdays</td>\n",
       "      <td>44</td>\n",
       "      <td>T</td>\n",
       "      <td>21331</td>\n",
       "      <td>05:55:31</td>\n",
       "      <td>76783</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>8.654762</td>\n",
       "      <td>11.624663</td>\n",
       "      <td>2.969901</td>\n",
       "      <td>irregular</td>\n",
       "      <td>-29</td>\n",
       "      <td>adv</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>112960468236299000</td>\n",
       "      <td>06:12:00</td>\n",
       "      <td>0089</td>\n",
       "      <td>1</td>\n",
       "      <td>MONTGOMERY</td>\n",
       "      <td>40</td>\n",
       "      <td>236299000</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>MONTGOMERY - TERVUREN STATION</td>\n",
       "      <td>22320</td>\n",
       "      <td>16.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>07-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89</td>\n",
       "      <td>9556</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>9556</td>\n",
       "      <td>workdays</td>\n",
       "      <td>44</td>\n",
       "      <td>T</td>\n",
       "      <td>22324</td>\n",
       "      <td>06:12:04</td>\n",
       "      <td>76813</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.550000</td>\n",
       "      <td>8.654762</td>\n",
       "      <td>11.624663</td>\n",
       "      <td>2.969901</td>\n",
       "      <td>irregular</td>\n",
       "      <td>4</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>112960472236299000</td>\n",
       "      <td>06:28:00</td>\n",
       "      <td>0089</td>\n",
       "      <td>1</td>\n",
       "      <td>MONTGOMERY</td>\n",
       "      <td>40</td>\n",
       "      <td>236299000</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>MONTGOMERY - TERVUREN STATION</td>\n",
       "      <td>23280</td>\n",
       "      <td>16.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>07-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89</td>\n",
       "      <td>9556</td>\n",
       "      <td>TERVUREN STATION</td>\n",
       "      <td>9556</td>\n",
       "      <td>workdays</td>\n",
       "      <td>44</td>\n",
       "      <td>T</td>\n",
       "      <td>23298</td>\n",
       "      <td>06:28:18</td>\n",
       "      <td>76833</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.233333</td>\n",
       "      <td>8.654762</td>\n",
       "      <td>11.624663</td>\n",
       "      <td>2.969901</td>\n",
       "      <td>irregular</td>\n",
       "      <td>18</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3434406</th>\n",
       "      <td>113242700237156051</td>\n",
       "      <td>08:01:00</td>\n",
       "      <td>9979B</td>\n",
       "      <td>1</td>\n",
       "      <td>BARA</td>\n",
       "      <td>30</td>\n",
       "      <td>237156051</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>MOORTEBEEK - GLIBERT</td>\n",
       "      <td>28860</td>\n",
       "      <td>13.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-03</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>17-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>406.0</td>\n",
       "      <td>9979</td>\n",
       "      <td>1201</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1201</td>\n",
       "      <td>workdays</td>\n",
       "      <td>46</td>\n",
       "      <td>B</td>\n",
       "      <td>28778</td>\n",
       "      <td>07:59:38</td>\n",
       "      <td>91004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.383333</td>\n",
       "      <td>6.382353</td>\n",
       "      <td>7.235564</td>\n",
       "      <td>0.853211</td>\n",
       "      <td>regular</td>\n",
       "      <td>-82</td>\n",
       "      <td>adv</td>\n",
       "      <td>adv</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3434407</th>\n",
       "      <td>113242701237156051</td>\n",
       "      <td>08:13:00</td>\n",
       "      <td>9979B</td>\n",
       "      <td>1</td>\n",
       "      <td>BARA</td>\n",
       "      <td>30</td>\n",
       "      <td>237156051</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>MOORTEBEEK - GLIBERT</td>\n",
       "      <td>29580</td>\n",
       "      <td>12.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-03</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>17-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>126.0</td>\n",
       "      <td>9979</td>\n",
       "      <td>1201</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1201</td>\n",
       "      <td>workdays</td>\n",
       "      <td>46</td>\n",
       "      <td>B</td>\n",
       "      <td>29579</td>\n",
       "      <td>08:12:59</td>\n",
       "      <td>91014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.350000</td>\n",
       "      <td>6.382353</td>\n",
       "      <td>7.235564</td>\n",
       "      <td>0.853211</td>\n",
       "      <td>regular</td>\n",
       "      <td>-1</td>\n",
       "      <td>adv</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3434408</th>\n",
       "      <td>113242702237156051</td>\n",
       "      <td>08:26:00</td>\n",
       "      <td>9979B</td>\n",
       "      <td>1</td>\n",
       "      <td>BARA</td>\n",
       "      <td>30</td>\n",
       "      <td>237156051</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>MOORTEBEEK - GLIBERT</td>\n",
       "      <td>30360</td>\n",
       "      <td>13.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-03</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>17-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9979</td>\n",
       "      <td>1201</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1201</td>\n",
       "      <td>workdays</td>\n",
       "      <td>46</td>\n",
       "      <td>B</td>\n",
       "      <td>30885</td>\n",
       "      <td>08:34:45</td>\n",
       "      <td>91024</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.766667</td>\n",
       "      <td>6.382353</td>\n",
       "      <td>7.235564</td>\n",
       "      <td>0.853211</td>\n",
       "      <td>regular</td>\n",
       "      <td>525</td>\n",
       "      <td>lat</td>\n",
       "      <td>lat</td>\n",
       "      <td>lat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3434409</th>\n",
       "      <td>113242703237156051</td>\n",
       "      <td>08:38:00</td>\n",
       "      <td>9979B</td>\n",
       "      <td>1</td>\n",
       "      <td>BARA</td>\n",
       "      <td>30</td>\n",
       "      <td>237156051</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>MOORTEBEEK - GLIBERT</td>\n",
       "      <td>31080</td>\n",
       "      <td>12.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-03</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>17-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>562.0</td>\n",
       "      <td>9979</td>\n",
       "      <td>1201</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1201</td>\n",
       "      <td>workdays</td>\n",
       "      <td>46</td>\n",
       "      <td>B</td>\n",
       "      <td>31166</td>\n",
       "      <td>08:39:26</td>\n",
       "      <td>91034</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.683333</td>\n",
       "      <td>6.382353</td>\n",
       "      <td>7.235564</td>\n",
       "      <td>0.853211</td>\n",
       "      <td>regular</td>\n",
       "      <td>86</td>\n",
       "      <td>lat</td>\n",
       "      <td>lat</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3434410</th>\n",
       "      <td>113242704237156051</td>\n",
       "      <td>08:51:00</td>\n",
       "      <td>9979B</td>\n",
       "      <td>1</td>\n",
       "      <td>BARA</td>\n",
       "      <td>30</td>\n",
       "      <td>237156051</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>MOORTEBEEK - GLIBERT</td>\n",
       "      <td>31860</td>\n",
       "      <td>13.0</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-03</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>17-09-2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9979</td>\n",
       "      <td>1201</td>\n",
       "      <td>MOORTEBEEK</td>\n",
       "      <td>1201</td>\n",
       "      <td>workdays</td>\n",
       "      <td>46</td>\n",
       "      <td>B</td>\n",
       "      <td>31927</td>\n",
       "      <td>08:52:07</td>\n",
       "      <td>91044</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.683333</td>\n",
       "      <td>6.382353</td>\n",
       "      <td>7.235564</td>\n",
       "      <td>0.853211</td>\n",
       "      <td>regular</td>\n",
       "      <td>67</td>\n",
       "      <td>lat</td>\n",
       "      <td>lat</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3434411 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    trip_id theoretical_time stop_id  stop_sequence  \\\n",
       "0        112960457236299000         05:17:00    0089              1   \n",
       "1        112961236236299000         05:39:00    0089              1   \n",
       "2        112960463236299000         05:56:00    0089              1   \n",
       "3        112960468236299000         06:12:00    0089              1   \n",
       "4        112960472236299000         06:28:00    0089              1   \n",
       "...                     ...              ...     ...            ...   \n",
       "3434406  113242700237156051         08:01:00   9979B              1   \n",
       "3434407  113242701237156051         08:13:00   9979B              1   \n",
       "3434408  113242702237156051         08:26:00   9979B              1   \n",
       "3434409  113242703237156051         08:38:00   9979B              1   \n",
       "3434410  113242704237156051         08:51:00   9979B              1   \n",
       "\n",
       "          stop_name  route_id  service_id     trip_headsign  direction_id  \\\n",
       "0        MONTGOMERY        40   236299000  TERVUREN STATION             0   \n",
       "1        MONTGOMERY        40   236299000  TERVUREN STATION             0   \n",
       "2        MONTGOMERY        40   236299000  TERVUREN STATION             0   \n",
       "3        MONTGOMERY        40   236299000  TERVUREN STATION             0   \n",
       "4        MONTGOMERY        40   236299000  TERVUREN STATION             0   \n",
       "...             ...       ...         ...               ...           ...   \n",
       "3434406        BARA        30   237156051        MOORTEBEEK             1   \n",
       "3434407        BARA        30   237156051        MOORTEBEEK             1   \n",
       "3434408        BARA        30   237156051        MOORTEBEEK             1   \n",
       "3434409        BARA        30   237156051        MOORTEBEEK             1   \n",
       "3434410        BARA        30   237156051        MOORTEBEEK             1   \n",
       "\n",
       "        route_short_name                route_long_name  th_time_sec  \\\n",
       "0                     44  MONTGOMERY - TERVUREN STATION        19020   \n",
       "1                     44  MONTGOMERY - TERVUREN STATION        20340   \n",
       "2                     44  MONTGOMERY - TERVUREN STATION        21360   \n",
       "3                     44  MONTGOMERY - TERVUREN STATION        22320   \n",
       "4                     44  MONTGOMERY - TERVUREN STATION        23280   \n",
       "...                  ...                            ...          ...   \n",
       "3434406               46           MOORTEBEEK - GLIBERT        28860   \n",
       "3434407               46           MOORTEBEEK - GLIBERT        29580   \n",
       "3434408               46           MOORTEBEEK - GLIBERT        30360   \n",
       "3434409               46           MOORTEBEEK - GLIBERT        31080   \n",
       "3434410               46           MOORTEBEEK - GLIBERT        31860   \n",
       "\n",
       "         headway_th   clusters  cluster_agg_value  regularity start_date_ft  \\\n",
       "0               NaN  cluster_0               16.0           0    2021-09-01   \n",
       "1              22.0  cluster_0               16.0           0    2021-09-01   \n",
       "2              17.0  cluster_0               16.0           0    2021-09-01   \n",
       "3              16.0  cluster_0               16.0           0    2021-09-01   \n",
       "4              16.0  cluster_0               16.0           0    2021-09-01   \n",
       "...             ...        ...                ...         ...           ...   \n",
       "3434406        13.0  cluster_0               13.0           0    2021-09-03   \n",
       "3434407        12.0  cluster_0               13.0           0    2021-09-03   \n",
       "3434408        13.0  cluster_0               13.0           0    2021-09-03   \n",
       "3434409        12.0  cluster_0               13.0           0    2021-09-03   \n",
       "3434410        13.0  cluster_0               13.0           0    2021-09-03   \n",
       "\n",
       "        end_date_ft date_normalized  dist_m  distance_from_point  \\\n",
       "0        2021-09-17      07-09-2021     NaN                 60.0   \n",
       "1        2021-09-17      07-09-2021     NaN                  0.0   \n",
       "2        2021-09-17      07-09-2021     NaN                101.0   \n",
       "3        2021-09-17      07-09-2021     NaN                  0.0   \n",
       "4        2021-09-17      07-09-2021     NaN                  0.0   \n",
       "...             ...             ...     ...                  ...   \n",
       "3434406  2021-09-17      17-09-2021     NaN                406.0   \n",
       "3434407  2021-09-17      17-09-2021     NaN                126.0   \n",
       "3434408  2021-09-17      17-09-2021     NaN                  0.0   \n",
       "3434409  2021-09-17      17-09-2021     NaN                562.0   \n",
       "3434410  2021-09-17      17-09-2021     NaN                  0.0   \n",
       "\n",
       "        stop_id_cleaned stop_id__terminus stop_name__terminus  \\\n",
       "0                    89              9556    TERVUREN STATION   \n",
       "1                    89              9556    TERVUREN STATION   \n",
       "2                    89              9556    TERVUREN STATION   \n",
       "3                    89              9556    TERVUREN STATION   \n",
       "4                    89              9556    TERVUREN STATION   \n",
       "...                 ...               ...                 ...   \n",
       "3434406            9979              1201          MOORTEBEEK   \n",
       "3434407            9979              1201          MOORTEBEEK   \n",
       "3434408            9979              1201          MOORTEBEEK   \n",
       "3434409            9979              1201          MOORTEBEEK   \n",
       "3434410            9979              1201          MOORTEBEEK   \n",
       "\n",
       "        stop_id_cleaned__terminus date_label ligne_cleaned mode  \\\n",
       "0                            9556   workdays            44    T   \n",
       "1                            9556   workdays            44    T   \n",
       "2                            9556   workdays            44    T   \n",
       "3                            9556   workdays            44    T   \n",
       "4                            9556   workdays            44    T   \n",
       "...                           ...        ...           ...  ...   \n",
       "3434406                      1201   workdays            46    B   \n",
       "3434407                      1201   workdays            46    B   \n",
       "3434408                      1201   workdays            46    B   \n",
       "3434409                      1201   workdays            46    B   \n",
       "3434410                      1201   workdays            46    B   \n",
       "\n",
       "         real_time_sec adj_real_time  vehicule_id  approx_rec  headway_real  \\\n",
       "0                19020      05:17:00        76753         NaN           NaN   \n",
       "1                21136      05:52:16        79193         NaN     35.266667   \n",
       "2                21331      05:55:31        76783         NaN      3.250000   \n",
       "3                22324      06:12:04        76813         NaN     16.550000   \n",
       "4                23298      06:28:18        76833         NaN     16.233333   \n",
       "...                ...           ...          ...         ...           ...   \n",
       "3434406          28778      07:59:38        91004         NaN     13.383333   \n",
       "3434407          29579      08:12:59        91014         NaN     13.350000   \n",
       "3434408          30885      08:34:45        91024         NaN     21.766667   \n",
       "3434409          31166      08:39:26        91034         NaN      4.683333   \n",
       "3434410          31927      08:52:07        91044         NaN     12.683333   \n",
       "\n",
       "              SWT        AWT       EWT  EWT_label  delay delay_label_strict  \\\n",
       "0        8.654762  11.624663  2.969901  irregular      0                nan   \n",
       "1        8.654762  11.624663  2.969901  irregular    796                lat   \n",
       "2        8.654762  11.624663  2.969901  irregular    -29                adv   \n",
       "3        8.654762  11.624663  2.969901  irregular      4                nan   \n",
       "4        8.654762  11.624663  2.969901  irregular     18                nan   \n",
       "...           ...        ...       ...        ...    ...                ...   \n",
       "3434406  6.382353   7.235564  0.853211    regular    -82                adv   \n",
       "3434407  6.382353   7.235564  0.853211    regular     -1                adv   \n",
       "3434408  6.382353   7.235564  0.853211    regular    525                lat   \n",
       "3434409  6.382353   7.235564  0.853211    regular     86                lat   \n",
       "3434410  6.382353   7.235564  0.853211    regular     67                lat   \n",
       "\n",
       "        delay_label_60 delay_label_120  \n",
       "0                  nan             nan  \n",
       "1                  lat             lat  \n",
       "2                  nan             nan  \n",
       "3                  nan             nan  \n",
       "4                  nan             nan  \n",
       "...                ...             ...  \n",
       "3434406            adv             nan  \n",
       "3434407            nan             nan  \n",
       "3434408            lat             lat  \n",
       "3434409            lat             nan  \n",
       "3434410            lat             nan  \n",
       "\n",
       "[3434411 rows x 41 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res[\"delay\"] = res[\"real_time_sec\"] - res[\"th_time_sec\"]\n",
    "\n",
    "res[\"minutes_schedule\"] = res[\"theoretical_time\"].apply(lambda x : x.split(\":\")[1]).astype(\"int\")\n",
    "res[\"minutes_observations\"] = res[\"adj_real_time\"].apply(lambda x : x.split(\":\")[1]).astype(\"int\")\n",
    "res[\"hours_schedule\"] = res[\"theoretical_time\"].apply(lambda x : x.split(\":\")[0]).astype(\"int\")\n",
    "res[\"hours_observations\"] = res[\"adj_real_time\"].apply(lambda x : x.split(\":\")[0]).astype(\"int\")\n",
    "\n",
    "res[\"hours_observations\"]= np.where(\n",
    "    res[\"hours_observations\"].isin([0,1]), \n",
    "    res[\"hours_observations\"] + 24, \n",
    "    res[\"hours_observations\"]\n",
    "    \n",
    "    )\n",
    "\n",
    "res[\"delay_label_strict\"] = np.where(\n",
    "    (res[\"delay\"] < 0) & ((res[\"minutes_observations\"] < res[\"minutes_schedule\"]) | (res[\"hours_observations\"] < res[\"hours_schedule\"])),\n",
    "    \"adv\",\n",
    "    np.where(\n",
    "        (res[\"delay\"] > 0) & ((res[\"minutes_observations\"] > res[\"minutes_schedule\"]) | (res[\"hours_observations\"] > res[\"hours_schedule\"])),\n",
    "        \"lat\",\n",
    "        np.NaN\n",
    "    )\n",
    ")\n",
    "\n",
    "res[\"delay_label_60\"] = np.where(\n",
    "    (res[\"delay\"] < -60),\n",
    "    \"adv\",\n",
    "    np.where(\n",
    "        (res[\"delay\"] > 60),\n",
    "        \"lat\",\n",
    "        np.NaN\n",
    "    )\n",
    ")\n",
    "\n",
    "res[\"delay_label_120\"] = np.where(\n",
    "    (res[\"delay\"] < -120),\n",
    "    \"adv\",\n",
    "    np.where(\n",
    "        (res[\"delay\"] > 120),\n",
    "        \"lat\",\n",
    "        np.NaN\n",
    "    )\n",
    ")\n",
    "\n",
    "res = res.drop(columns=[\"minutes_schedule\", \"minutes_observations\", \"hours_schedule\", \"hours_observations\"])\n",
    "res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "res.to_pickle(\"data/computed/matches_clean_EWT_delay.pkl\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding utilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = pd.read_pickle(\"data/computed/matches_clean_EWT_delay.pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "res[\"hour\"] = res.theoretical_time.apply(\n",
    "    lambda x: int(x.split(\":\")[0])\n",
    ")\n",
    "res[\"day\"] = res.date_normalized.apply(\n",
    "    lambda x: int(x.split(\"-\")[0])\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "res.to_pickle(\"data/computed/matches_clean_EWT_delay.pkl\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Subsampling the data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = pd.read_pickle(\"data/computed/matches_EWT_delay.pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 3386/3386 [00:02<00:00, 1139.22it/s]\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trip_id</th>\n",
       "      <th>theoretical_time</th>\n",
       "      <th>stop_id</th>\n",
       "      <th>stop_sequence</th>\n",
       "      <th>stop_name</th>\n",
       "      <th>route_id</th>\n",
       "      <th>service_id</th>\n",
       "      <th>trip_headsign</th>\n",
       "      <th>direction_id</th>\n",
       "      <th>route_short_name</th>\n",
       "      <th>route_long_name</th>\n",
       "      <th>th_time_sec</th>\n",
       "      <th>headway_th</th>\n",
       "      <th>clusters</th>\n",
       "      <th>cluster_agg_value</th>\n",
       "      <th>regularity</th>\n",
       "      <th>start_date_ft</th>\n",
       "      <th>end_date_ft</th>\n",
       "      <th>date_normalized</th>\n",
       "      <th>dist_m</th>\n",
       "      <th>distance_from_point</th>\n",
       "      <th>stop_id_cleaned</th>\n",
       "      <th>stop_id__terminus</th>\n",
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       "      <th>stop_id_cleaned__terminus</th>\n",
       "      <th>date_label</th>\n",
       "      <th>ligne_cleaned</th>\n",
       "      <th>mode</th>\n",
       "      <th>real_time_sec</th>\n",
       "      <th>adj_real_time</th>\n",
       "      <th>vehicule_id</th>\n",
       "      <th>approx_rec</th>\n",
       "      <th>headway_real</th>\n",
       "      <th>SWT</th>\n",
       "      <th>AWT</th>\n",
       "      <th>EWT</th>\n",
       "      <th>delay</th>\n",
       "      <th>delay_label</th>\n",
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       "      <td>23:08:53</td>\n",
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       "      <td>236270000</td>\n",
       "      <td>ERASME</td>\n",
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       "      <td>1</td>\n",
       "      <td>ERASME - HERRMANN-DEBROUX</td>\n",
       "      <td>83333</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>cluster_4</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>06-09-2021</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>8011</td>\n",
       "      <td>8642</td>\n",
       "      <td>ERASME</td>\n",
       "      <td>8642</td>\n",
       "      <td>workdays</td>\n",
       "      <td>1</td>\n",
       "      <td>M</td>\n",
       "      <td>83586</td>\n",
       "      <td>23:13:06</td>\n",
       "      <td>110765</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.866667</td>\n",
       "      <td>5.066431</td>\n",
       "      <td>6.599104</td>\n",
       "      <td>1.532673</td>\n",
       "      <td>253</td>\n",
       "      <td>lat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3755159</th>\n",
       "      <td>112949813236270000</td>\n",
       "      <td>05:09:07</td>\n",
       "      <td>8011</td>\n",
       "      <td>11</td>\n",
       "      <td>DE BROUCKERE</td>\n",
       "      <td>1</td>\n",
       "      <td>236270000</td>\n",
       "      <td>GARE DE L'OUEST</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>ERASME - HERRMANN-DEBROUX</td>\n",
       "      <td>18547</td>\n",
       "      <td>NaN</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>4.75</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>07-09-2021</td>\n",
       "      <td>588.817544</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8011</td>\n",
       "      <td>8731</td>\n",
       "      <td>GARE DE L'OUEST</td>\n",
       "      <td>8731</td>\n",
       "      <td>workdays</td>\n",
       "      <td>1</td>\n",
       "      <td>M</td>\n",
       "      <td>18476</td>\n",
       "      <td>05:07:56</td>\n",
       "      <td>111546</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>2.796185</td>\n",
       "      <td>8.242382</td>\n",
       "      <td>5.446197</td>\n",
       "      <td>-71</td>\n",
       "      <td>adv</td>\n",
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       "    <tr>\n",
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       "      <td>GARE DE L'OUEST</td>\n",
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       "      <td>M</td>\n",
       "      <td>22304</td>\n",
       "      <td>06:11:44</td>\n",
       "      <td>113846</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.733333</td>\n",
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       "      <td>8.242382</td>\n",
       "      <td>5.446197</td>\n",
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       "      <td>lat</td>\n",
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       "      <td>1</td>\n",
       "      <td>ERASME - HERRMANN-DEBROUX</td>\n",
       "      <td>22345</td>\n",
       "      <td>5.266667</td>\n",
       "      <td>cluster_0</td>\n",
       "      <td>4.75</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>07-09-2021</td>\n",
       "      <td>588.817544</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8011</td>\n",
       "      <td>8731</td>\n",
       "      <td>GARE DE L'OUEST</td>\n",
       "      <td>8731</td>\n",
       "      <td>workdays</td>\n",
       "      <td>1</td>\n",
       "      <td>M</td>\n",
       "      <td>22260</td>\n",
       "      <td>06:11:00</td>\n",
       "      <td>113386</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.200000</td>\n",
       "      <td>2.796185</td>\n",
       "      <td>8.242382</td>\n",
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       "      <td>21386</td>\n",
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       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>08-09-2021</td>\n",
       "      <td>588.817544</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8011</td>\n",
       "      <td>8731</td>\n",
       "      <td>GARE DE L'OUEST</td>\n",
       "      <td>8731</td>\n",
       "      <td>workdays</td>\n",
       "      <td>1</td>\n",
       "      <td>M</td>\n",
       "      <td>21310</td>\n",
       "      <td>05:55:10</td>\n",
       "      <td>113907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.933333</td>\n",
       "      <td>2.531103</td>\n",
       "      <td>4.595001</td>\n",
       "      <td>2.063899</td>\n",
       "      <td>-76</td>\n",
       "      <td>adv</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3773839</th>\n",
       "      <td>112949518236269500</td>\n",
       "      <td>23:21:38</td>\n",
       "      <td>8031</td>\n",
       "      <td>14</td>\n",
       "      <td>PARC</td>\n",
       "      <td>2</td>\n",
       "      <td>236269500</td>\n",
       "      <td>ERASME</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>GARE DE L'OUEST - STOCKEL</td>\n",
       "      <td>84098</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>cluster_3</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-09-04</td>\n",
       "      <td>2021-09-18</td>\n",
       "      <td>18-09-2021</td>\n",
       "      <td>471.506564</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8031</td>\n",
       "      <td>8642</td>\n",
       "      <td>ERASME</td>\n",
       "      <td>8642</td>\n",
       "      <td>saturday</td>\n",
       "      <td>1</td>\n",
       "      <td>M</td>\n",
       "      <td>84327</td>\n",
       "      <td>23:25:27</td>\n",
       "      <td>497</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.166667</td>\n",
       "      <td>5.745127</td>\n",
       "      <td>5.820706</td>\n",
       "      <td>0.075579</td>\n",
       "      <td>229</td>\n",
       "      <td>lat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3773840</th>\n",
       "      <td>112947678236269500</td>\n",
       "      <td>23:31:38</td>\n",
       "      <td>8031</td>\n",
       "      <td>14</td>\n",
       "      <td>PARC</td>\n",
       "      <td>2</td>\n",
       "      <td>236269500</td>\n",
       "      <td>GARE DE L'OUEST</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>GARE DE L'OUEST - STOCKEL</td>\n",
       "      <td>84698</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>cluster_3</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-09-04</td>\n",
       "      <td>2021-09-18</td>\n",
       "      <td>18-09-2021</td>\n",
       "      <td>471.506564</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8031</td>\n",
       "      <td>8731</td>\n",
       "      <td>GARE DE L'OUEST</td>\n",
       "      <td>8731</td>\n",
       "      <td>saturday</td>\n",
       "      <td>1</td>\n",
       "      <td>M</td>\n",
       "      <td>84700</td>\n",
       "      <td>23:31:40</td>\n",
       "      <td>307</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.216667</td>\n",
       "      <td>5.745127</td>\n",
       "      <td>5.820706</td>\n",
       "      <td>0.075579</td>\n",
       "      <td>2</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3773841</th>\n",
       "      <td>112947668236269500</td>\n",
       "      <td>23:46:38</td>\n",
       "      <td>8031</td>\n",
       "      <td>14</td>\n",
       "      <td>PARC</td>\n",
       "      <td>2</td>\n",
       "      <td>236269500</td>\n",
       "      <td>GARE DE L'OUEST</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>GARE DE L'OUEST - STOCKEL</td>\n",
       "      <td>85598</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>cluster_3</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-09-04</td>\n",
       "      <td>2021-09-18</td>\n",
       "      <td>18-09-2021</td>\n",
       "      <td>471.506564</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8031</td>\n",
       "      <td>8731</td>\n",
       "      <td>GARE DE L'OUEST</td>\n",
       "      <td>8731</td>\n",
       "      <td>saturday</td>\n",
       "      <td>1</td>\n",
       "      <td>M</td>\n",
       "      <td>85726</td>\n",
       "      <td>23:48:46</td>\n",
       "      <td>287</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.100000</td>\n",
       "      <td>5.745127</td>\n",
       "      <td>5.820706</td>\n",
       "      <td>0.075579</td>\n",
       "      <td>128</td>\n",
       "      <td>lat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3773842</th>\n",
       "      <td>112947687236269500</td>\n",
       "      <td>24:06:38</td>\n",
       "      <td>8031</td>\n",
       "      <td>14</td>\n",
       "      <td>PARC</td>\n",
       "      <td>2</td>\n",
       "      <td>236269500</td>\n",
       "      <td>GARE DE L'OUEST</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>GARE DE L'OUEST - STOCKEL</td>\n",
       "      <td>86798</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>cluster_3</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-09-04</td>\n",
       "      <td>2021-09-18</td>\n",
       "      <td>18-09-2021</td>\n",
       "      <td>471.506564</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8031</td>\n",
       "      <td>8731</td>\n",
       "      <td>GARE DE L'OUEST</td>\n",
       "      <td>8731</td>\n",
       "      <td>sunday</td>\n",
       "      <td>1</td>\n",
       "      <td>M</td>\n",
       "      <td>86796</td>\n",
       "      <td>00:06:36</td>\n",
       "      <td>325</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.833333</td>\n",
       "      <td>5.745127</td>\n",
       "      <td>5.820706</td>\n",
       "      <td>0.075579</td>\n",
       "      <td>-2</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3773843</th>\n",
       "      <td>112947722236269500</td>\n",
       "      <td>24:26:38</td>\n",
       "      <td>8031</td>\n",
       "      <td>14</td>\n",
       "      <td>PARC</td>\n",
       "      <td>2</td>\n",
       "      <td>236269500</td>\n",
       "      <td>GARE DE L'OUEST</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>GARE DE L'OUEST - STOCKEL</td>\n",
       "      <td>87998</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>cluster_3</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-09-04</td>\n",
       "      <td>2021-09-18</td>\n",
       "      <td>18-09-2021</td>\n",
       "      <td>471.506564</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8031</td>\n",
       "      <td>8731</td>\n",
       "      <td>GARE DE L'OUEST</td>\n",
       "      <td>8731</td>\n",
       "      <td>sunday</td>\n",
       "      <td>1</td>\n",
       "      <td>M</td>\n",
       "      <td>88031</td>\n",
       "      <td>00:27:11</td>\n",
       "      <td>395</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.583333</td>\n",
       "      <td>5.745127</td>\n",
       "      <td>5.820706</td>\n",
       "      <td>0.075579</td>\n",
       "      <td>33</td>\n",
       "      <td>lat</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9300 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    trip_id theoretical_time stop_id  stop_sequence  \\\n",
       "3755153  112949632236270000         23:08:53    8011             14   \n",
       "3755159  112949813236270000         05:09:07    8011             11   \n",
       "3755163  112950843236270000         06:07:09    8011             11   \n",
       "3755164  112950421236270000         06:12:25    8011             11   \n",
       "3755336  112952547236270000         05:56:26    8011             11   \n",
       "...                     ...              ...     ...            ...   \n",
       "3773839  112949518236269500         23:21:38    8031             14   \n",
       "3773840  112947678236269500         23:31:38    8031             14   \n",
       "3773841  112947668236269500         23:46:38    8031             14   \n",
       "3773842  112947687236269500         24:06:38    8031             14   \n",
       "3773843  112947722236269500         24:26:38    8031             14   \n",
       "\n",
       "            stop_name  route_id  service_id    trip_headsign  direction_id  \\\n",
       "3755153  DE BROUCKERE         1   236270000           ERASME             1   \n",
       "3755159  DE BROUCKERE         1   236270000  GARE DE L'OUEST             1   \n",
       "3755163  DE BROUCKERE         1   236270000  GARE DE L'OUEST             1   \n",
       "3755164  DE BROUCKERE         1   236270000  GARE DE L'OUEST             1   \n",
       "3755336  DE BROUCKERE         1   236270000  GARE DE L'OUEST             1   \n",
       "...               ...       ...         ...              ...           ...   \n",
       "3773839          PARC         2   236269500           ERASME             1   \n",
       "3773840          PARC         2   236269500  GARE DE L'OUEST             1   \n",
       "3773841          PARC         2   236269500  GARE DE L'OUEST             1   \n",
       "3773842          PARC         2   236269500  GARE DE L'OUEST             1   \n",
       "3773843          PARC         2   236269500  GARE DE L'OUEST             1   \n",
       "\n",
       "        route_short_name            route_long_name  th_time_sec  headway_th  \\\n",
       "3755153                1  ERASME - HERRMANN-DEBROUX        83333   10.000000   \n",
       "3755159                1  ERASME - HERRMANN-DEBROUX        18547         NaN   \n",
       "3755163                1  ERASME - HERRMANN-DEBROUX        22029    2.483333   \n",
       "3755164                1  ERASME - HERRMANN-DEBROUX        22345    5.266667   \n",
       "3755336                1  ERASME - HERRMANN-DEBROUX        21386    3.183333   \n",
       "...                  ...                        ...          ...         ...   \n",
       "3773839                1  GARE DE L'OUEST - STOCKEL        84098   10.000000   \n",
       "3773840                1  GARE DE L'OUEST - STOCKEL        84698   10.000000   \n",
       "3773841                1  GARE DE L'OUEST - STOCKEL        85598   15.000000   \n",
       "3773842                1  GARE DE L'OUEST - STOCKEL        86798   20.000000   \n",
       "3773843                1  GARE DE L'OUEST - STOCKEL        87998   20.000000   \n",
       "\n",
       "          clusters  cluster_agg_value  regularity start_date_ft end_date_ft  \\\n",
       "3755153  cluster_4              10.00           1    2021-09-01  2021-09-17   \n",
       "3755159  cluster_0               4.75           1    2021-09-01  2021-09-17   \n",
       "3755163  cluster_0               4.75           1    2021-09-01  2021-09-17   \n",
       "3755164  cluster_0               4.75           1    2021-09-01  2021-09-17   \n",
       "3755336  cluster_0               4.75           1    2021-09-01  2021-09-17   \n",
       "...            ...                ...         ...           ...         ...   \n",
       "3773839  cluster_3              10.00           1    2021-09-04  2021-09-18   \n",
       "3773840  cluster_3              10.00           1    2021-09-04  2021-09-18   \n",
       "3773841  cluster_3              10.00           1    2021-09-04  2021-09-18   \n",
       "3773842  cluster_3              10.00           1    2021-09-04  2021-09-18   \n",
       "3773843  cluster_3              10.00           1    2021-09-04  2021-09-18   \n",
       "\n",
       "        date_normalized      dist_m  distance_from_point stop_id_cleaned  \\\n",
       "3755153      06-09-2021  588.817544                  0.0            8011   \n",
       "3755159      07-09-2021  588.817544                  0.0            8011   \n",
       "3755163      07-09-2021  588.817544                  0.0            8011   \n",
       "3755164      07-09-2021  588.817544                  0.0            8011   \n",
       "3755336      08-09-2021  588.817544                  0.0            8011   \n",
       "...                 ...         ...                  ...             ...   \n",
       "3773839      18-09-2021  471.506564                  0.0            8031   \n",
       "3773840      18-09-2021  471.506564                  0.0            8031   \n",
       "3773841      18-09-2021  471.506564                  0.0            8031   \n",
       "3773842      18-09-2021  471.506564                  0.0            8031   \n",
       "3773843      18-09-2021  471.506564                  0.0            8031   \n",
       "\n",
       "        stop_id__terminus stop_name__terminus stop_id_cleaned__terminus  \\\n",
       "3755153              8642              ERASME                      8642   \n",
       "3755159              8731     GARE DE L'OUEST                      8731   \n",
       "3755163              8731     GARE DE L'OUEST                      8731   \n",
       "3755164              8731     GARE DE L'OUEST                      8731   \n",
       "3755336              8731     GARE DE L'OUEST                      8731   \n",
       "...                   ...                 ...                       ...   \n",
       "3773839              8642              ERASME                      8642   \n",
       "3773840              8731     GARE DE L'OUEST                      8731   \n",
       "3773841              8731     GARE DE L'OUEST                      8731   \n",
       "3773842              8731     GARE DE L'OUEST                      8731   \n",
       "3773843              8731     GARE DE L'OUEST                      8731   \n",
       "\n",
       "        date_label ligne_cleaned mode  real_time_sec adj_real_time  \\\n",
       "3755153   workdays             1    M          83586      23:13:06   \n",
       "3755159   workdays             1    M          18476      05:07:56   \n",
       "3755163   workdays             1    M          22304      06:11:44   \n",
       "3755164   workdays             1    M          22260      06:11:00   \n",
       "3755336   workdays             1    M          21310      05:55:10   \n",
       "...            ...           ...  ...            ...           ...   \n",
       "3773839   saturday             1    M          84327      23:25:27   \n",
       "3773840   saturday             1    M          84700      23:31:40   \n",
       "3773841   saturday             1    M          85726      23:48:46   \n",
       "3773842     sunday             1    M          86796      00:06:36   \n",
       "3773843     sunday             1    M          88031      00:27:11   \n",
       "\n",
       "         vehicule_id  approx_rec  headway_real       SWT       AWT       EWT  \\\n",
       "3755153       110765         NaN     10.866667  5.066431  6.599104  1.532673   \n",
       "3755159       111546         NaN           NaN  2.796185  8.242382  5.446197   \n",
       "3755163       113846         1.0      0.733333  2.796185  8.242382  5.446197   \n",
       "3755164       113386         NaN     17.200000  2.796185  8.242382  5.446197   \n",
       "3755336       113907         NaN     10.933333  2.531103  4.595001  2.063899   \n",
       "...              ...         ...           ...       ...       ...       ...   \n",
       "3773839          497         NaN     11.166667  5.745127  5.820706  0.075579   \n",
       "3773840          307         NaN      6.216667  5.745127  5.820706  0.075579   \n",
       "3773841          287         NaN     17.100000  5.745127  5.820706  0.075579   \n",
       "3773842          325         NaN     17.833333  5.745127  5.820706  0.075579   \n",
       "3773843          395         NaN     20.583333  5.745127  5.820706  0.075579   \n",
       "\n",
       "         delay delay_label  \n",
       "3755153    253         lat  \n",
       "3755159    -71         adv  \n",
       "3755163    275         lat  \n",
       "3755164    -85         adv  \n",
       "3755336    -76         adv  \n",
       "...        ...         ...  \n",
       "3773839    229         lat  \n",
       "3773840      2         nan  \n",
       "3773841    128         lat  \n",
       "3773842     -2         nan  \n",
       "3773843     33         lat  \n",
       "\n",
       "[9300 rows x 38 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res_g = res.groupby(by=[\"route_short_name\", \"stop_id\"])\n",
    "thresh = 4\n",
    "g = []\n",
    "i = 0\n",
    "for name, group in tqdm(res_g):\n",
    "    if i <= thresh:\n",
    "        g.append(group)\n",
    "    i += 1\n",
    "\n",
    "sample = pd.concat(g)\n",
    "\n",
    "sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_name = \"matches_EWT_delay_subsampled\"\n",
    "sample.to_pickle(\"data/computed/\" + sample_name + \".pkl\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Service matching"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "headways = pd.read_pickle(path_to_export_observed_headways)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>route_short_name</th>\n",
       "      <th>distance_from_point</th>\n",
       "      <th>stop_id</th>\n",
       "      <th>stop_id_terminus</th>\n",
       "      <th>time_seconds</th>\n",
       "      <th>headway_min</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>07-09-2021</td>\n",
       "      <td>12:14:33</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>1008</td>\n",
       "      <td>4111</td>\n",
       "      <td>44073</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>07-09-2021</td>\n",
       "      <td>12:15:06</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>1008</td>\n",
       "      <td>4111</td>\n",
       "      <td>44106</td>\n",
       "      <td>0.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>07-09-2021</td>\n",
       "      <td>12:15:37</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>1008</td>\n",
       "      <td>4111</td>\n",
       "      <td>44137</td>\n",
       "      <td>0.516667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>07-09-2021</td>\n",
       "      <td>12:16:09</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>1008</td>\n",
       "      <td>4111</td>\n",
       "      <td>44169</td>\n",
       "      <td>0.533333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>07-09-2021</td>\n",
       "      <td>12:16:41</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>1008</td>\n",
       "      <td>4111</td>\n",
       "      <td>44201</td>\n",
       "      <td>0.533333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6886233</th>\n",
       "      <td>20-09-2021</td>\n",
       "      <td>18:28:37</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>9996</td>\n",
       "      <td>9996</td>\n",
       "      <td>66517</td>\n",
       "      <td>1091.133333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6886234</th>\n",
       "      <td>20-09-2021</td>\n",
       "      <td>18:29:07</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>9996</td>\n",
       "      <td>9996</td>\n",
       "      <td>66547</td>\n",
       "      <td>0.500000</td>\n",
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       "    <tr>\n",
       "      <th>6886235</th>\n",
       "      <td>20-09-2021</td>\n",
       "      <td>18:29:37</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>9996</td>\n",
       "      <td>9996</td>\n",
       "      <td>66577</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6886236</th>\n",
       "      <td>20-09-2021</td>\n",
       "      <td>18:30:10</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>9996</td>\n",
       "      <td>9996</td>\n",
       "      <td>66610</td>\n",
       "      <td>0.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6886237</th>\n",
       "      <td>20-09-2021</td>\n",
       "      <td>18:30:41</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>9996</td>\n",
       "      <td>9996</td>\n",
       "      <td>66641</td>\n",
       "      <td>0.516667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6886238 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               date      time route_short_name  distance_from_point stop_id  \\\n",
       "0        07-09-2021  12:14:33               13                    0    1008   \n",
       "1        07-09-2021  12:15:06               13                    0    1008   \n",
       "2        07-09-2021  12:15:37               13                    0    1008   \n",
       "3        07-09-2021  12:16:09               13                    0    1008   \n",
       "4        07-09-2021  12:16:41               13                    0    1008   \n",
       "...             ...       ...              ...                  ...     ...   \n",
       "6886233  20-09-2021  18:28:37               61                    0    9996   \n",
       "6886234  20-09-2021  18:29:07               61                    0    9996   \n",
       "6886235  20-09-2021  18:29:37               61                    0    9996   \n",
       "6886236  20-09-2021  18:30:10               61                    0    9996   \n",
       "6886237  20-09-2021  18:30:41               61                    0    9996   \n",
       "\n",
       "        stop_id_terminus  time_seconds  headway_min  \n",
       "0                   4111         44073          NaN  \n",
       "1                   4111         44106     0.550000  \n",
       "2                   4111         44137     0.516667  \n",
       "3                   4111         44169     0.533333  \n",
       "4                   4111         44201     0.533333  \n",
       "...                  ...           ...          ...  \n",
       "6886233             9996         66517  1091.133333  \n",
       "6886234             9996         66547     0.500000  \n",
       "6886235             9996         66577     0.500000  \n",
       "6886236             9996         66610     0.550000  \n",
       "6886237             9996         66641     0.516667  \n",
       "\n",
       "[6886238 rows x 8 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "headways"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "headways_stop = headways.merge(\n",
    "    stops,\n",
    "    \"left\",\n",
    "    left_on = \"stop_id_terminus\",\n",
    "    right_on = \"stop_id\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>12:16:41</td>\n",
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       "      <td>20-09-2021</td>\n",
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       "      <td>GARE DU NORD - MONTGOMERY</td>\n",
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       "    <tr>\n",
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       "      <td>20-09-2021</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>GARE DU NORD - MONTGOMERY</td>\n",
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       "      <td>20-09-2021</td>\n",
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       "      <td>GARE DU NORD - MONTGOMERY</td>\n",
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       "      <td>3</td>\n",
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       "      <td>FFDC01</td>\n",
       "      <td>000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7394189</th>\n",
       "      <td>20-09-2021</td>\n",
       "      <td>18:30:41</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>GARE DU NORD - MONTGOMERY</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>FFDC01</td>\n",
       "      <td>000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7394190 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               date      time route_short_name  distance_from_point stop_id_x  \\\n",
       "0        07-09-2021  12:14:33               13                    0      1008   \n",
       "1        07-09-2021  12:15:06               13                    0      1008   \n",
       "2        07-09-2021  12:15:37               13                    0      1008   \n",
       "3        07-09-2021  12:16:09               13                    0      1008   \n",
       "4        07-09-2021  12:16:41               13                    0      1008   \n",
       "...             ...       ...              ...                  ...       ...   \n",
       "7394185  20-09-2021  18:28:37               61                    0      9996   \n",
       "7394186  20-09-2021  18:29:07               61                    0      9996   \n",
       "7394187  20-09-2021  18:29:37               61                    0      9996   \n",
       "7394188  20-09-2021  18:30:10               61                    0      9996   \n",
       "7394189  20-09-2021  18:30:41               61                    0      9996   \n",
       "\n",
       "        stop_id_terminus  time_seconds  headway_min stop_id_y  stop_code  \\\n",
       "0                   4111         44073          NaN      4111        NaN   \n",
       "1                   4111         44106     0.550000      4111        NaN   \n",
       "2                   4111         44137     0.516667      4111        NaN   \n",
       "3                   4111         44169     0.533333      4111        NaN   \n",
       "4                   4111         44201     0.533333      4111        NaN   \n",
       "...                  ...           ...          ...       ...        ...   \n",
       "7394185             9996         66517  1091.133333      9996        NaN   \n",
       "7394186             9996         66547     0.500000      9996        NaN   \n",
       "7394187             9996         66577     0.500000      9996        NaN   \n",
       "7394188             9996         66610     0.550000      9996        NaN   \n",
       "7394189             9996         66641     0.516667      9996        NaN   \n",
       "\n",
       "            stop_name  stop_desc   stop_lat  stop_lon  zone_id  stop_url  \\\n",
       "0        ETANGS NOIRS        NaN  50.857072  4.332195      NaN       NaN   \n",
       "1        ETANGS NOIRS        NaN  50.857072  4.332195      NaN       NaN   \n",
       "2        ETANGS NOIRS        NaN  50.857072  4.332195      NaN       NaN   \n",
       "3        ETANGS NOIRS        NaN  50.857072  4.332195      NaN       NaN   \n",
       "4        ETANGS NOIRS        NaN  50.857072  4.332195      NaN       NaN   \n",
       "...               ...        ...        ...       ...      ...       ...   \n",
       "7394185    MONTGOMERY        NaN  50.837483  4.406117      NaN       NaN   \n",
       "7394186    MONTGOMERY        NaN  50.837483  4.406117      NaN       NaN   \n",
       "7394187    MONTGOMERY        NaN  50.837483  4.406117      NaN       NaN   \n",
       "7394188    MONTGOMERY        NaN  50.837483  4.406117      NaN       NaN   \n",
       "7394189    MONTGOMERY        NaN  50.837483  4.406117      NaN       NaN   \n",
       "\n",
       "         location_type  parent_station  route_id            route_long_name  \\\n",
       "0                  0.0             NaN        20      ETANGS NOIRS - UZ-VUB   \n",
       "1                  0.0             NaN        20      ETANGS NOIRS - UZ-VUB   \n",
       "2                  0.0             NaN        20      ETANGS NOIRS - UZ-VUB   \n",
       "3                  0.0             NaN        20      ETANGS NOIRS - UZ-VUB   \n",
       "4                  0.0             NaN        20      ETANGS NOIRS - UZ-VUB   \n",
       "...                ...             ...       ...                        ...   \n",
       "7394185            0.0             NaN        59  GARE DU NORD - MONTGOMERY   \n",
       "7394186            0.0             NaN        59  GARE DU NORD - MONTGOMERY   \n",
       "7394187            0.0             NaN        59  GARE DU NORD - MONTGOMERY   \n",
       "7394188            0.0             NaN        59  GARE DU NORD - MONTGOMERY   \n",
       "7394189            0.0             NaN        59  GARE DU NORD - MONTGOMERY   \n",
       "\n",
       "         route_desc  route_type  route_url route_color route_text_color  \n",
       "0               NaN           3        NaN      91BEE7           000000  \n",
       "1               NaN           3        NaN      91BEE7           000000  \n",
       "2               NaN           3        NaN      91BEE7           000000  \n",
       "3               NaN           3        NaN      91BEE7           000000  \n",
       "4               NaN           3        NaN      91BEE7           000000  \n",
       "...             ...         ...        ...         ...              ...  \n",
       "7394185         NaN           3        NaN      FFDC01           000000  \n",
       "7394186         NaN           3        NaN      FFDC01           000000  \n",
       "7394187         NaN           3        NaN      FFDC01           000000  \n",
       "7394188         NaN           3        NaN      FFDC01           000000  \n",
       "7394189         NaN           3        NaN      FFDC01           000000  \n",
       "\n",
       "[7394190 rows x 25 columns]"
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     "execution_count": 42,
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   "cell_type": "code",
   "execution_count": 40,
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   "outputs": [
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       "      <td>E6B012</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>ED7807</td>\n",
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       "      <td>86</td>\n",
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       "      <td>GARE CENTRALE - WESTLAND SHOPPING</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A12944</td>\n",
       "      <td>000000</td>\n",
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       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>92</td>\n",
       "      <td>N16</td>\n",
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       "      <td>80C29C</td>\n",
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       "      <td>NaN</td>\n",
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       "    route_id route_short_name                    route_long_name  route_desc  \\\n",
       "0          2                1          GARE DE L'OUEST - STOCKEL         NaN   \n",
       "1          4                2                SIMONIS - ELISABETH         NaN   \n",
       "2          5                3              ESPLANADE - CHURCHILL         NaN   \n",
       "3         10                4          GARE DU NORD - STALLE (P)         NaN   \n",
       "4          1                5          ERASME - HERRMANN-DEBROUX         NaN   \n",
       "..       ...              ...                                ...         ...   \n",
       "93        84              N12           GARE CENTRALE - STALLE P         NaN   \n",
       "94        86              N13  GARE CENTRALE - WESTLAND SHOPPING         NaN   \n",
       "95        92              N16    GARE CENTRALE - BERCHEM STATION         NaN   \n",
       "96        87              N16    GARE CENTRALE - GARE DE BERCHEM         NaN   \n",
       "97        88              N18             GARE CENTRALE - HEYSEL         NaN   \n",
       "\n",
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       "3            0        NaN      F25482           000000  \n",
       "4            1        NaN      E6B012           FFFFFF  \n",
       "..         ...        ...         ...              ...  \n",
       "93           3        NaN      ED7807           000000  \n",
       "94           3        NaN      A12944           000000  \n",
       "95           3        NaN      80C29C           FFFFFF  \n",
       "96           3        NaN      74C095           000000  \n",
       "97           3        NaN      23A845           000000  \n",
       "\n",
       "[98 rows x 8 columns]"
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      "text/plain": [
       "         date      time route_short_name  distance_from_point stop_id_x  \\\n",
       "0  07-09-2021  12:14:33               13                    0      1008   \n",
       "1  07-09-2021  12:15:06               13                    0      1008   \n",
       "2  07-09-2021  12:15:37               13                    0      1008   \n",
       "3  07-09-2021  12:16:09               13                    0      1008   \n",
       "4  07-09-2021  12:16:41               13                    0      1008   \n",
       "5  07-09-2021  19:30:23               13                    0      1008   \n",
       "6  07-09-2021  19:30:55               13                    0      1008   \n",
       "\n",
       "  stop_id_terminus  time_seconds  headway_min stop_id_y  stop_code  \\\n",
       "0             4111         44073          NaN      4111        NaN   \n",
       "1             4111         44106     0.550000      4111        NaN   \n",
       "2             4111         44137     0.516667      4111        NaN   \n",
       "3             4111         44169     0.533333      4111        NaN   \n",
       "4             4111         44201     0.533333      4111        NaN   \n",
       "5             4111         70223   433.700000      4111        NaN   \n",
       "6             4111         70255     0.533333      4111        NaN   \n",
       "\n",
       "      stop_name  stop_desc   stop_lat  stop_lon  zone_id  stop_url  \\\n",
       "0  ETANGS NOIRS        NaN  50.857072  4.332195      NaN       NaN   \n",
       "1  ETANGS NOIRS        NaN  50.857072  4.332195      NaN       NaN   \n",
       "2  ETANGS NOIRS        NaN  50.857072  4.332195      NaN       NaN   \n",
       "3  ETANGS NOIRS        NaN  50.857072  4.332195      NaN       NaN   \n",
       "4  ETANGS NOIRS        NaN  50.857072  4.332195      NaN       NaN   \n",
       "5  ETANGS NOIRS        NaN  50.857072  4.332195      NaN       NaN   \n",
       "6  ETANGS NOIRS        NaN  50.857072  4.332195      NaN       NaN   \n",
       "\n",
       "   location_type  parent_station  \n",
       "0            0.0             NaN  \n",
       "1            0.0             NaN  \n",
       "2            0.0             NaN  \n",
       "3            0.0             NaN  \n",
       "4            0.0             NaN  \n",
       "5            0.0             NaN  \n",
       "6            0.0             NaN  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "headways_stop[\n",
    "    (headways_stop.date == \"07-09-2021\") &\n",
    "    (headways_stop.route_short_name == \"13\") &\n",
    "    (headways_stop.stop_id_x == \"1008\") &\n",
    "    (headways_stop.stop_id_terminus == \"4111\")\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>service_id</th>\n",
       "      <th>monday</th>\n",
       "      <th>tuesday</th>\n",
       "      <th>wednesday</th>\n",
       "      <th>thursday</th>\n",
       "      <th>friday</th>\n",
       "      <th>saturday</th>\n",
       "      <th>sunday</th>\n",
       "      <th>start_date</th>\n",
       "      <th>end_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>234578052</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20210823</td>\n",
       "      <td>20210831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>236986502</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20210828</td>\n",
       "      <td>20210828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>236988602</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20210829</td>\n",
       "      <td>20210829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>236270000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20210901</td>\n",
       "      <td>20210917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>236269500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20210904</td>\n",
       "      <td>20210918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>237102501</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20210911</td>\n",
       "      <td>20210911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>237472602</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20210912</td>\n",
       "      <td>20210912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>237451600</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20210905</td>\n",
       "      <td>20210905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>238036502</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20210918</td>\n",
       "      <td>20210918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>238255501</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20210919</td>\n",
       "      <td>20210919</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>437 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     service_id  monday  tuesday  wednesday  thursday  friday  saturday  \\\n",
       "0     234578052       1        1          1         1       1         0   \n",
       "1     236986502       0        0          0         0       0         1   \n",
       "2     236988602       0        0          0         0       0         0   \n",
       "3     236270000       1        1          1         1       1         0   \n",
       "4     236269500       0        0          0         0       0         1   \n",
       "..          ...     ...      ...        ...       ...     ...       ...   \n",
       "432   237102501       0        0          0         0       0         1   \n",
       "433   237472602       0        0          0         0       0         0   \n",
       "434   237451600       0        0          0         0       0         0   \n",
       "435   238036502       0        0          0         0       0         1   \n",
       "436   238255501       0        0          0         0       0         1   \n",
       "\n",
       "     sunday  start_date  end_date  \n",
       "0         0    20210823  20210831  \n",
       "1         0    20210828  20210828  \n",
       "2         1    20210829  20210829  \n",
       "3         0    20210901  20210917  \n",
       "4         0    20210904  20210918  \n",
       "..      ...         ...       ...  \n",
       "432       0    20210911  20210911  \n",
       "433       1    20210912  20210912  \n",
       "434       1    20210905  20210905  \n",
       "435       0    20210918  20210918  \n",
       "436       0    20210919  20210919  \n",
       "\n",
       "[437 rows x 10 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calendar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "headways_theoretical = pd.read_pickle(path_to_export_theoretical)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1038 entries, 108018 to 109055\n",
      "Data columns (total 31 columns):\n",
      " #   Column            Non-Null Count  Dtype  \n",
      "---  ------            --------------  -----  \n",
      " 0   trip_id           1038 non-null   int64  \n",
      " 1   arrival_time      1038 non-null   object \n",
      " 2   departure_time    1038 non-null   object \n",
      " 3   stop_id           1038 non-null   object \n",
      " 4   stop_sequence     1038 non-null   int64  \n",
      " 5   pickup_type       1038 non-null   int64  \n",
      " 6   drop_off_type     1038 non-null   int64  \n",
      " 7   stop_code         0 non-null      float64\n",
      " 8   stop_name         1038 non-null   object \n",
      " 9   stop_desc         0 non-null      float64\n",
      " 10  stop_lat          1038 non-null   float64\n",
      " 11  stop_lon          1038 non-null   float64\n",
      " 12  zone_id           0 non-null      float64\n",
      " 13  stop_url          0 non-null      float64\n",
      " 14  location_type     1038 non-null   int64  \n",
      " 15  parent_station    0 non-null      float64\n",
      " 16  route_id          1038 non-null   int64  \n",
      " 17  service_id        1038 non-null   int64  \n",
      " 18  trip_headsign     1038 non-null   object \n",
      " 19  direction_id      1038 non-null   int64  \n",
      " 20  block_id          1038 non-null   int64  \n",
      " 21  shape_id          1038 non-null   object \n",
      " 22  route_short_name  1038 non-null   object \n",
      " 23  route_long_name   1038 non-null   object \n",
      " 24  route_desc        0 non-null      float64\n",
      " 25  route_type        1038 non-null   int64  \n",
      " 26  route_url         0 non-null      float64\n",
      " 27  route_color       1038 non-null   object \n",
      " 28  route_text_color  1038 non-null   object \n",
      " 29  time_seconds      1038 non-null   int64  \n",
      " 30  headway_min       1023 non-null   float64\n",
      "dtypes: float64(10), int64(11), object(10)\n",
      "memory usage: 259.5+ KB\n"
     ]
    }
   ],
   "source": [
    "headways_theoretical[headways_theoretical.stop_id == \"1008\"].info(verbose = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "trips_date = trips.merge(\n",
    "    routes,\n",
    "    \"left\",\n",
    "    \"route_id\"\n",
    ").merge(\n",
    "    calendar,\n",
    "    \"left\",\n",
    "    \"service_id\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
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       "      <th>block_id</th>\n",
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       "      <th>route_long_name</th>\n",
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       "      <th>route_url</th>\n",
       "      <th>route_color</th>\n",
       "      <th>route_text_color</th>\n",
       "      <th>monday</th>\n",
       "      <th>tuesday</th>\n",
       "      <th>wednesday</th>\n",
       "      <th>thursday</th>\n",
       "      <th>friday</th>\n",
       "      <th>saturday</th>\n",
       "      <th>sunday</th>\n",
       "      <th>start_date</th>\n",
       "      <th>end_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>24</td>\n",
       "      <td>235954071</td>\n",
       "      <td>112387248235954071</td>\n",
       "      <td>SIMONIS</td>\n",
       "      <td>1</td>\n",
       "      <td>8902800</td>\n",
       "      <td>087b0196</td>\n",
       "      <td>87</td>\n",
       "      <td>SIMONIS - BEEKKANT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4C8B33</td>\n",
       "      <td>000000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20210823</td>\n",
       "      <td>20210831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>24</td>\n",
       "      <td>235954071</td>\n",
       "      <td>112387249235954071</td>\n",
       "      <td>SIMONIS</td>\n",
       "      <td>1</td>\n",
       "      <td>8902802</td>\n",
       "      <td>087b0196</td>\n",
       "      <td>87</td>\n",
       "      <td>SIMONIS - BEEKKANT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4C8B33</td>\n",
       "      <td>000000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20210823</td>\n",
       "      <td>20210831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>24</td>\n",
       "      <td>235954071</td>\n",
       "      <td>112387253235954071</td>\n",
       "      <td>SIMONIS</td>\n",
       "      <td>1</td>\n",
       "      <td>8902801</td>\n",
       "      <td>087b0196</td>\n",
       "      <td>87</td>\n",
       "      <td>SIMONIS - BEEKKANT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4C8B33</td>\n",
       "      <td>000000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20210823</td>\n",
       "      <td>20210831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24</td>\n",
       "      <td>235954071</td>\n",
       "      <td>112387254235954071</td>\n",
       "      <td>SIMONIS</td>\n",
       "      <td>1</td>\n",
       "      <td>8902800</td>\n",
       "      <td>087b0196</td>\n",
       "      <td>87</td>\n",
       "      <td>SIMONIS - BEEKKANT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4C8B33</td>\n",
       "      <td>000000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20210823</td>\n",
       "      <td>20210831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24</td>\n",
       "      <td>235954071</td>\n",
       "      <td>112387255235954071</td>\n",
       "      <td>SIMONIS</td>\n",
       "      <td>1</td>\n",
       "      <td>8902802</td>\n",
       "      <td>087b0196</td>\n",
       "      <td>87</td>\n",
       "      <td>SIMONIS - BEEKKANT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4C8B33</td>\n",
       "      <td>000000</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20210823</td>\n",
       "      <td>20210831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135244</th>\n",
       "      <td>8</td>\n",
       "      <td>236519600</td>\n",
       "      <td>113028497236519600</td>\n",
       "      <td>DIEWEG</td>\n",
       "      <td>0</td>\n",
       "      <td>8919035</td>\n",
       "      <td>097t0096</td>\n",
       "      <td>97</td>\n",
       "      <td>LOUISE - DIEWEG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A12944</td>\n",
       "      <td>000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20210912</td>\n",
       "      <td>20210912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135245</th>\n",
       "      <td>8</td>\n",
       "      <td>236519600</td>\n",
       "      <td>113028628236519600</td>\n",
       "      <td>DIEWEG</td>\n",
       "      <td>0</td>\n",
       "      <td>8919038</td>\n",
       "      <td>097t0096</td>\n",
       "      <td>97</td>\n",
       "      <td>LOUISE - DIEWEG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A12944</td>\n",
       "      <td>000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20210912</td>\n",
       "      <td>20210912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135246</th>\n",
       "      <td>8</td>\n",
       "      <td>236519600</td>\n",
       "      <td>113028637236519600</td>\n",
       "      <td>DIEWEG</td>\n",
       "      <td>0</td>\n",
       "      <td>8919037</td>\n",
       "      <td>097t0102</td>\n",
       "      <td>97</td>\n",
       "      <td>LOUISE - DIEWEG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A12944</td>\n",
       "      <td>000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20210912</td>\n",
       "      <td>20210912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135247</th>\n",
       "      <td>8</td>\n",
       "      <td>236519600</td>\n",
       "      <td>113028638236519600</td>\n",
       "      <td>DIEWEG</td>\n",
       "      <td>0</td>\n",
       "      <td>8919036</td>\n",
       "      <td>097t0102</td>\n",
       "      <td>97</td>\n",
       "      <td>LOUISE - DIEWEG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A12944</td>\n",
       "      <td>000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20210912</td>\n",
       "      <td>20210912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135248</th>\n",
       "      <td>8</td>\n",
       "      <td>236519600</td>\n",
       "      <td>113028649236519600</td>\n",
       "      <td>LOUISE</td>\n",
       "      <td>1</td>\n",
       "      <td>8919038</td>\n",
       "      <td>097t0371</td>\n",
       "      <td>97</td>\n",
       "      <td>LOUISE - DIEWEG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A12944</td>\n",
       "      <td>000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20210912</td>\n",
       "      <td>20210912</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>135249 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        route_id  service_id             trip_id trip_headsign  direction_id  \\\n",
       "0             24   235954071  112387248235954071       SIMONIS             1   \n",
       "1             24   235954071  112387249235954071       SIMONIS             1   \n",
       "2             24   235954071  112387253235954071       SIMONIS             1   \n",
       "3             24   235954071  112387254235954071       SIMONIS             1   \n",
       "4             24   235954071  112387255235954071       SIMONIS             1   \n",
       "...          ...         ...                 ...           ...           ...   \n",
       "135244         8   236519600  113028497236519600        DIEWEG             0   \n",
       "135245         8   236519600  113028628236519600        DIEWEG             0   \n",
       "135246         8   236519600  113028637236519600        DIEWEG             0   \n",
       "135247         8   236519600  113028638236519600        DIEWEG             0   \n",
       "135248         8   236519600  113028649236519600        LOUISE             1   \n",
       "\n",
       "        block_id  shape_id route_short_name     route_long_name  route_desc  \\\n",
       "0        8902800  087b0196               87  SIMONIS - BEEKKANT         NaN   \n",
       "1        8902802  087b0196               87  SIMONIS - BEEKKANT         NaN   \n",
       "2        8902801  087b0196               87  SIMONIS - BEEKKANT         NaN   \n",
       "3        8902800  087b0196               87  SIMONIS - BEEKKANT         NaN   \n",
       "4        8902802  087b0196               87  SIMONIS - BEEKKANT         NaN   \n",
       "...          ...       ...              ...                 ...         ...   \n",
       "135244   8919035  097t0096               97     LOUISE - DIEWEG         NaN   \n",
       "135245   8919038  097t0096               97     LOUISE - DIEWEG         NaN   \n",
       "135246   8919037  097t0102               97     LOUISE - DIEWEG         NaN   \n",
       "135247   8919036  097t0102               97     LOUISE - DIEWEG         NaN   \n",
       "135248   8919038  097t0371               97     LOUISE - DIEWEG         NaN   \n",
       "\n",
       "        route_type  route_url route_color route_text_color  monday  tuesday  \\\n",
       "0                3        NaN      4C8B33           000000       1        1   \n",
       "1                3        NaN      4C8B33           000000       1        1   \n",
       "2                3        NaN      4C8B33           000000       1        1   \n",
       "3                3        NaN      4C8B33           000000       1        1   \n",
       "4                3        NaN      4C8B33           000000       1        1   \n",
       "...            ...        ...         ...              ...     ...      ...   \n",
       "135244           0        NaN      A12944           000000       0        0   \n",
       "135245           0        NaN      A12944           000000       0        0   \n",
       "135246           0        NaN      A12944           000000       0        0   \n",
       "135247           0        NaN      A12944           000000       0        0   \n",
       "135248           0        NaN      A12944           000000       0        0   \n",
       "\n",
       "        wednesday  thursday  friday  saturday  sunday  start_date  end_date  \n",
       "0               1         1       1         0       0    20210823  20210831  \n",
       "1               1         1       1         0       0    20210823  20210831  \n",
       "2               1         1       1         0       0    20210823  20210831  \n",
       "3               1         1       1         0       0    20210823  20210831  \n",
       "4               1         1       1         0       0    20210823  20210831  \n",
       "...           ...       ...     ...       ...     ...         ...       ...  \n",
       "135244          0         0       0         0       1    20210912  20210912  \n",
       "135245          0         0       0         0       1    20210912  20210912  \n",
       "135246          0         0       0         0       1    20210912  20210912  \n",
       "135247          0         0       0         0       1    20210912  20210912  \n",
       "135248          0         0       0         0       1    20210912  20210912  \n",
       "\n",
       "[135249 rows x 23 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trips_date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "trips_date[\"start_date\"] = pd.to_datetime(trips_date.start_date, format='%Y%m%d')\n",
    "trips_date[\"end_date\"] = pd.to_datetime(trips_date.end_date, format='%Y%m%d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "headways_group = headways_stop.groupby(by=[\"date\", \"route_short_name\", \"stop_name\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('06-09-2021', '1', 'DELTA')\n",
      "('06-09-2021', '1', 'ERASME')\n",
      "('06-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('06-09-2021', '1', 'HERRMANN-DEBROUX')\n",
      "('06-09-2021', '1', 'MERODE')\n",
      "('06-09-2021', '1', 'STOCKEL')\n",
      "('06-09-2021', '12', 'MEISER')\n",
      "('06-09-2021', '12', 'TRONE')\n",
      "('06-09-2021', '13', 'ETANGS NOIRS')\n",
      "('06-09-2021', '13', 'RIETHUISEN')\n",
      "('06-09-2021', '13', 'UZ-VUB')\n",
      "('06-09-2021', '14', 'GARE DU NORD')\n",
      "('06-09-2021', '14', 'HEYSEL')\n",
      "('06-09-2021', '14', 'UZ BRUSSEL')\n",
      "('06-09-2021', '17', 'BEAULIEU')\n",
      "('06-09-2021', '17', 'HEILIGENBORRE')\n",
      "('06-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('06-09-2021', '19', 'HUNDERENVELD')\n",
      "('06-09-2021', '19', 'SCHWEITZER')\n",
      "('06-09-2021', '2', 'DELACROIX')\n",
      "('06-09-2021', '2', 'ELISABETH')\n",
      "('06-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('06-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('06-09-2021', '2', 'SIMONIS')\n",
      "('06-09-2021', '20', 'GARE DU NORD')\n",
      "('06-09-2021', '20', 'HUNDERENVELD')\n",
      "('06-09-2021', '20', 'OSSEGHEM')\n",
      "('06-09-2021', '21', 'BORDET STATION')\n",
      "('06-09-2021', '21', 'MAES')\n",
      "('06-09-2021', '21', 'PERMEKE')\n",
      "('06-09-2021', '21', 'TRONE')\n",
      "('06-09-2021', '25', 'BUYL')\n",
      "('06-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('06-09-2021', '27', 'GARE DU MIDI')\n",
      "('06-09-2021', '27', 'GEORGES HENRI')\n",
      "('06-09-2021', '27', 'MONTGOMERY')\n",
      "('06-09-2021', '27', 'PLEIADES')\n",
      "('06-09-2021', '28', 'BRABANCONNE')\n",
      "('06-09-2021', '28', 'KONKEL')\n",
      "('06-09-2021', '28', 'MEUDON')\n",
      "('06-09-2021', '28', 'MONTGOMERY')\n",
      "('06-09-2021', '29', 'DAILLY')\n",
      "('06-09-2021', '29', 'DE BROUCKERE')\n",
      "('06-09-2021', '29', 'HOF TEN BERG')\n",
      "('06-09-2021', '3', 'ESPLANADE')\n",
      "('06-09-2021', '3', 'THOMAS')\n",
      "('06-09-2021', '33', 'DANSAERT')\n",
      "('06-09-2021', '33', 'LOUISE')\n",
      "('06-09-2021', '34', 'ARSENAL')\n",
      "('06-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('06-09-2021', '34', 'LA CHASSE')\n",
      "('06-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('06-09-2021', '34', 'ROND-PT SOUVERAIN')\n",
      "('06-09-2021', '34', 'SAINTE-ANNE')\n",
      "('06-09-2021', '34', 'TRONE')\n",
      "('06-09-2021', '36', \"CHANT D'OISEAU\")\n",
      "('06-09-2021', '36', 'KONKEL')\n",
      "('06-09-2021', '36', 'LA CHASSE')\n",
      "('06-09-2021', '36', 'RUE AU BOIS')\n",
      "('06-09-2021', '37', 'ALBERT')\n",
      "('06-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('06-09-2021', '38', 'BASCULE')\n",
      "('06-09-2021', '38', 'BLYCKAERTS')\n",
      "('06-09-2021', '38', 'GARE CENTRALE')\n",
      "('06-09-2021', '38', 'HEROS')\n",
      "('06-09-2021', '39', 'MUSEE DU TRAM')\n",
      "('06-09-2021', '41', 'DEMEY')\n",
      "('06-09-2021', '41', 'HEROS')\n",
      "('06-09-2021', '41', 'TRANSVAAL')\n",
      "('06-09-2021', '41', 'WATERMAEL GARE')\n",
      "('06-09-2021', '42', 'MARCEL THIRY')\n",
      "('06-09-2021', '42', 'ROODEBEEK')\n",
      "('06-09-2021', '42', 'VIADUC E40')\n",
      "('06-09-2021', '43', 'BOURDON')\n",
      "('06-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('06-09-2021', '43', 'HEROS')\n",
      "('06-09-2021', '43', 'HOMBORCH')\n",
      "('06-09-2021', '44', 'TERVUREN STATION')\n",
      "('06-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('06-09-2021', '45', 'PERMEKE')\n",
      "('06-09-2021', '45', 'ROODEBEEK')\n",
      "('06-09-2021', '45', 'SAINT-VINCENT')\n",
      "('06-09-2021', '46', 'CLEMENCEAU')\n",
      "('06-09-2021', '46', 'GLIBERT')\n",
      "('06-09-2021', '46', 'MEIR')\n",
      "('06-09-2021', '46', 'MOORTEBEEK')\n",
      "('06-09-2021', '46', 'WTC')\n",
      "('06-09-2021', '47', 'HEEMBEEK')\n",
      "('06-09-2021', '48', 'ANNEESSENS')\n",
      "('06-09-2021', '48', 'AVENUE DU ROI')\n",
      "('06-09-2021', '48', 'DECROLY')\n",
      "('06-09-2021', '48', 'GRAND SABLON')\n",
      "('06-09-2021', '48', 'ROCHEFORT')\n",
      "('06-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('06-09-2021', '49', 'GARE DU MIDI')\n",
      "('06-09-2021', '49', 'MACHTENS')\n",
      "('06-09-2021', '49', 'PETERBOS')\n",
      "('06-09-2021', '49', 'SIMONIS')\n",
      "('06-09-2021', '49', 'VAN KALKEN')\n",
      "('06-09-2021', '5', 'DELTA')\n",
      "('06-09-2021', '5', 'ERASME')\n",
      "('06-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('06-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('06-09-2021', '5', 'STOCKEL')\n",
      "('06-09-2021', '50', 'GARE DU MIDI')\n",
      "('06-09-2021', '50', 'KERK RUISBROEK')\n",
      "('06-09-2021', '50', 'LOT STATION')\n",
      "('06-09-2021', '51', 'HEROS')\n",
      "('06-09-2021', '51', 'LEMONNIER')\n",
      "('06-09-2021', '51', 'STADE')\n",
      "('06-09-2021', '51', 'VAN HAELEN')\n",
      "('06-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('06-09-2021', '54', 'BERVOETS')\n",
      "('06-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('06-09-2021', '54', 'TRONE')\n",
      "('06-09-2021', '55', 'BORDET STATION')\n",
      "('06-09-2021', '55', 'DA VINCI')\n",
      "('06-09-2021', '55', 'PAIX')\n",
      "('06-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('06-09-2021', '56', 'BUDA')\n",
      "('06-09-2021', '57', 'GARE DU NORD')\n",
      "('06-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('06-09-2021', '58', 'VILVOORDE STATION')\n",
      "('06-09-2021', '58', 'YSER')\n",
      "('06-09-2021', '59', 'FLAGEY')\n",
      "('06-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('06-09-2021', '59', 'MAELBEEK')\n",
      "('06-09-2021', '59', 'VANDENHOVEN')\n",
      "('06-09-2021', '6', 'DELACROIX')\n",
      "('06-09-2021', '6', 'ELISABETH')\n",
      "('06-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('06-09-2021', '6', 'SIMONIS')\n",
      "('06-09-2021', '60', 'AMBIORIX')\n",
      "('06-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('06-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('06-09-2021', '61', 'GARE DU NORD')\n",
      "('06-09-2021', '61', 'MONTGOMERY')\n",
      "('06-09-2021', '62', 'DA VINCI')\n",
      "('06-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('06-09-2021', '63', 'GARE CENTRALE')\n",
      "('06-09-2021', '63', 'MEISER')\n",
      "('06-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('06-09-2021', '65', 'BORDET STATION')\n",
      "('06-09-2021', '65', 'CROSSING')\n",
      "('06-09-2021', '65', 'GARE CENTRALE')\n",
      "('06-09-2021', '65', 'MACHELEN')\n",
      "('06-09-2021', '66', 'CIM. DE BRUXELLES')\n",
      "('06-09-2021', '66', 'GARE CENTRALE')\n",
      "('06-09-2021', '66', 'PEAGE')\n",
      "('06-09-2021', '69', 'BORDET STATION')\n",
      "('06-09-2021', '69', 'JULES BORDET')\n",
      "('06-09-2021', '69', 'SCHAERBEEK GARE')\n",
      "('06-09-2021', '7', 'BUYL')\n",
      "('06-09-2021', '70', 'ALBERT')\n",
      "('06-09-2021', '70', 'BOURDON')\n",
      "('06-09-2021', '70', 'HOMBORCH')\n",
      "('06-09-2021', '71', 'DE BROUCKERE')\n",
      "('06-09-2021', '71', 'DELTA')\n",
      "('06-09-2021', '71', 'FERNAND COCQ')\n",
      "('06-09-2021', '71', 'TRONE')\n",
      "('06-09-2021', '72', 'ADEPS')\n",
      "('06-09-2021', '72', 'DELTA')\n",
      "('06-09-2021', '72', 'DEMEY')\n",
      "('06-09-2021', '72', 'ULB')\n",
      "('06-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('06-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('06-09-2021', '74', 'FOREST NATIONAL')\n",
      "('06-09-2021', '74', 'UCCLE-STALLE')\n",
      "('06-09-2021', '74', 'VAN KALKEN')\n",
      "('06-09-2021', '75', 'CERIA')\n",
      "('06-09-2021', '75', 'WESTLAND SHOPPING')\n",
      "('06-09-2021', '76', 'OPPEM')\n",
      "('06-09-2021', '77', 'HIPPODROME')\n",
      "('06-09-2021', '78', 'HERMES')\n",
      "('06-09-2021', '78', 'HUMANITE')\n",
      "('06-09-2021', '79', 'CARENE')\n",
      "('06-09-2021', '79', 'GULLEDELLE')\n",
      "('06-09-2021', '79', 'KRAAINEM')\n",
      "('06-09-2021', '8', 'BUYL')\n",
      "('06-09-2021', '8', 'HERRMANN-DEBROUX')\n",
      "('06-09-2021', '8', 'LOUISE')\n",
      "('06-09-2021', '80', 'BORDET STATION')\n",
      "('06-09-2021', '80', 'CARENE')\n",
      "('06-09-2021', '80', 'GEORGES HENRI')\n",
      "('06-09-2021', '80', 'HAREN')\n",
      "('06-09-2021', '80', 'JULES BORDET')\n",
      "('06-09-2021', '80', 'MONTGOMERY')\n",
      "('06-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('06-09-2021', '81', 'AVENUE DU ROI')\n",
      "('06-09-2021', '81', 'ICHEC')\n",
      "('06-09-2021', '81', 'LA CHASSE')\n",
      "('06-09-2021', '81', 'MEIR')\n",
      "('06-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('06-09-2021', '82', 'MERLO')\n",
      "('06-09-2021', '82', 'NEERSTALLE')\n",
      "('06-09-2021', '82', 'SAINT-DENIS')\n",
      "('06-09-2021', '82', 'SCHWEITZER')\n",
      "('06-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('06-09-2021', '83', 'SQ. DU CENTENAIRE')\n",
      "('06-09-2021', '83', 'VAL MARIA')\n",
      "('06-09-2021', '86', 'BOCKSTAEL')\n",
      "('06-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('06-09-2021', '86', 'MACHTENS')\n",
      "('06-09-2021', '86', 'QUATRE-VENTS')\n",
      "('06-09-2021', '87', 'BEEKKANT')\n",
      "('06-09-2021', '87', 'CONDOR')\n",
      "('06-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('06-09-2021', '87', 'SIMONIS')\n",
      "('06-09-2021', '88', 'BOCKSTAEL')\n",
      "('06-09-2021', '88', 'DE BROUCKERE')\n",
      "('06-09-2021', '88', 'UZ-VUB')\n",
      "('06-09-2021', '89', 'DELACROIX')\n",
      "('06-09-2021', '89', 'GARE CENTRALE')\n",
      "('06-09-2021', '89', 'JACQUES BREL')\n",
      "('06-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('06-09-2021', '92', 'LANCASTER')\n",
      "('06-09-2021', '92', 'LOUISE')\n",
      "('06-09-2021', '92', 'MA CAMPAGNE')\n",
      "('06-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('06-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('06-09-2021', '93', 'LOUISE')\n",
      "('06-09-2021', '93', 'STADE')\n",
      "('06-09-2021', '93', 'STEPHANIE')\n",
      "('06-09-2021', '95', 'BOURSE')\n",
      "('06-09-2021', '95', \"CIM. D'IXELLES\")\n",
      "('06-09-2021', '95', 'GRAND SABLON')\n",
      "('06-09-2021', '95', 'GRAND-PLACE')\n",
      "('06-09-2021', '95', 'KEYM')\n",
      "('06-09-2021', '95', 'TRONE')\n",
      "('06-09-2021', '95', 'WIENER')\n",
      "('06-09-2021', '97', 'LOUISE')\n",
      "('06-09-2021', '97', 'NEERSTALLE')\n",
      "('06-09-2021', '97', 'WIELS')\n",
      "('06-09-2021', '98', 'CERIA')\n",
      "('06-09-2021', '98', 'HEROS')\n",
      "('07-09-2021', '1', 'DELTA')\n",
      "('07-09-2021', '1', 'ERASME')\n",
      "('07-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('07-09-2021', '1', 'MERODE')\n",
      "('07-09-2021', '1', 'STOCKEL')\n",
      "('07-09-2021', '12', 'MEISER')\n",
      "('07-09-2021', '12', 'TRONE')\n",
      "('07-09-2021', '13', 'ETANGS NOIRS')\n",
      "('07-09-2021', '13', 'UZ-VUB')\n",
      "('07-09-2021', '14', 'BELGICA')\n",
      "('07-09-2021', '14', 'GARE DU NORD')\n",
      "('07-09-2021', '14', 'HEYSEL')\n",
      "('07-09-2021', '14', 'UZ BRUSSEL')\n",
      "('07-09-2021', '17', 'BEAULIEU')\n",
      "('07-09-2021', '17', 'HEILIGENBORRE')\n",
      "('07-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('07-09-2021', '19', 'HUNDERENVELD')\n",
      "('07-09-2021', '19', 'SCHWEITZER')\n",
      "('07-09-2021', '2', 'ELISABETH')\n",
      "('07-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('07-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('07-09-2021', '2', 'SIMONIS')\n",
      "('07-09-2021', '20', 'GARE DU NORD')\n",
      "('07-09-2021', '20', 'HUNDERENVELD')\n",
      "('07-09-2021', '20', 'OSSEGHEM')\n",
      "('07-09-2021', '21', 'BORDET STATION')\n",
      "('07-09-2021', '21', 'MAES')\n",
      "('07-09-2021', '21', 'TRONE')\n",
      "('07-09-2021', '25', 'BUYL')\n",
      "('07-09-2021', '25', 'PETILLON')\n",
      "('07-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('07-09-2021', '27', 'GARE DU MIDI')\n",
      "('07-09-2021', '27', 'GEORGES HENRI')\n",
      "('07-09-2021', '27', 'MONTGOMERY')\n",
      "('07-09-2021', '27', 'PLEIADES')\n",
      "('07-09-2021', '28', 'BRABANCONNE')\n",
      "('07-09-2021', '28', 'KONKEL')\n",
      "('07-09-2021', '28', 'MEUDON')\n",
      "('07-09-2021', '28', 'MONTGOMERY')\n",
      "('07-09-2021', '28', 'VOOT')\n",
      "('07-09-2021', '29', 'DAILLY')\n",
      "('07-09-2021', '29', 'DE BROUCKERE')\n",
      "('07-09-2021', '29', 'DIAMANT')\n",
      "('07-09-2021', '29', 'HOF TEN BERG')\n",
      "('07-09-2021', '3', 'ESPLANADE')\n",
      "('07-09-2021', '3', 'HEEMBEEK')\n",
      "('07-09-2021', '3', 'THOMAS')\n",
      "('07-09-2021', '33', 'DANSAERT')\n",
      "('07-09-2021', '33', 'LOUISE')\n",
      "('07-09-2021', '34', 'ARSENAL')\n",
      "('07-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('07-09-2021', '34', 'LA CHASSE')\n",
      "('07-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('07-09-2021', '34', 'ROND-PT SOUVERAIN')\n",
      "('07-09-2021', '34', 'SAINTE-ANNE')\n",
      "('07-09-2021', '34', 'TRONE')\n",
      "('07-09-2021', '36', 'KONKEL')\n",
      "('07-09-2021', '36', 'LA CHASSE')\n",
      "('07-09-2021', '36', 'RUE AU BOIS')\n",
      "('07-09-2021', '37', 'ALBERT')\n",
      "('07-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('07-09-2021', '38', 'BASCULE')\n",
      "('07-09-2021', '38', 'BLYCKAERTS')\n",
      "('07-09-2021', '38', 'GARE CENTRALE')\n",
      "('07-09-2021', '38', 'HEROS')\n",
      "('07-09-2021', '41', 'ARCHIDUCS')\n",
      "('07-09-2021', '41', 'DEMEY')\n",
      "('07-09-2021', '41', 'HEROS')\n",
      "('07-09-2021', '41', 'HERRMANN-DEBROUX')\n",
      "('07-09-2021', '41', 'TRANSVAAL')\n",
      "('07-09-2021', '41', 'WATERMAEL GARE')\n",
      "('07-09-2021', '42', 'MARCEL THIRY')\n",
      "('07-09-2021', '42', 'ROODEBEEK')\n",
      "('07-09-2021', '42', 'VIADUC E40')\n",
      "('07-09-2021', '43', 'BOURDON')\n",
      "('07-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('07-09-2021', '43', 'HEROS')\n",
      "('07-09-2021', '43', 'HOMBORCH')\n",
      "('07-09-2021', '44', 'TERVUREN STATION')\n",
      "('07-09-2021', '45', 'MARCEL THIRY')\n",
      "('07-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('07-09-2021', '45', 'PERMEKE')\n",
      "('07-09-2021', '45', 'ROODEBEEK')\n",
      "('07-09-2021', '45', 'SAINT-VINCENT')\n",
      "('07-09-2021', '46', 'ALBERT I')\n",
      "('07-09-2021', '46', 'CLEMENCEAU')\n",
      "('07-09-2021', '46', 'DE BROUCKERE')\n",
      "('07-09-2021', '46', 'GLIBERT')\n",
      "('07-09-2021', '46', 'MEIR')\n",
      "('07-09-2021', '46', 'MOORTEBEEK')\n",
      "('07-09-2021', '46', 'WTC')\n",
      "('07-09-2021', '47', 'HEEMBEEK')\n",
      "('07-09-2021', '48', 'ANNEESSENS')\n",
      "('07-09-2021', '48', 'AVENUE DU ROI')\n",
      "('07-09-2021', '48', 'DECROLY')\n",
      "('07-09-2021', '48', 'ROCHEFORT')\n",
      "('07-09-2021', '49', 'BASTOGNE')\n",
      "('07-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('07-09-2021', '49', 'GARE DU MIDI')\n",
      "('07-09-2021', '49', 'MACHTENS')\n",
      "('07-09-2021', '49', 'PETERBOS')\n",
      "('07-09-2021', '49', 'SIMONIS')\n",
      "('07-09-2021', '49', 'VAN KALKEN')\n",
      "('07-09-2021', '5', 'BIZET')\n",
      "('07-09-2021', '5', 'DELTA')\n",
      "('07-09-2021', '5', 'ERASME')\n",
      "('07-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('07-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('07-09-2021', '5', 'STOCKEL')\n",
      "('07-09-2021', '50', 'GARE DU MIDI')\n",
      "('07-09-2021', '50', 'KERK RUISBROEK')\n",
      "('07-09-2021', '50', 'LOT STATION')\n",
      "('07-09-2021', '51', 'BELGICA')\n",
      "('07-09-2021', '51', 'HEROS')\n",
      "('07-09-2021', '51', 'LEMONNIER')\n",
      "('07-09-2021', '51', 'STADE')\n",
      "('07-09-2021', '51', 'VAN HAELEN')\n",
      "('07-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('07-09-2021', '54', 'ALBERT')\n",
      "('07-09-2021', '54', 'BERVOETS')\n",
      "('07-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('07-09-2021', '54', 'TRONE')\n",
      "('07-09-2021', '55', 'BORDET STATION')\n",
      "('07-09-2021', '55', 'DA VINCI')\n",
      "('07-09-2021', '55', 'THOMAS')\n",
      "('07-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('07-09-2021', '56', 'AMBIORIX')\n",
      "('07-09-2021', '56', 'BUDA')\n",
      "('07-09-2021', '56', 'HEEMBEEK')\n",
      "('07-09-2021', '57', 'GARE DU NORD')\n",
      "('07-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('07-09-2021', '58', 'VILVOORDE STATION')\n",
      "('07-09-2021', '58', 'YSER')\n",
      "('07-09-2021', '59', 'FLAGEY')\n",
      "('07-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('07-09-2021', '6', 'DELACROIX')\n",
      "('07-09-2021', '6', 'ELISABETH')\n",
      "('07-09-2021', '6', \"GARE DE L'OUEST\")\n",
      "('07-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('07-09-2021', '6', 'SIMONIS')\n",
      "('07-09-2021', '60', 'AMBIORIX')\n",
      "('07-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('07-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('07-09-2021', '61', 'BOTANIQUE')\n",
      "('07-09-2021', '61', 'GARE DU NORD')\n",
      "('07-09-2021', '61', 'MONTGOMERY')\n",
      "('07-09-2021', '62', 'DA VINCI')\n",
      "('07-09-2021', '62', 'LEOPOLD III')\n",
      "('07-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('07-09-2021', '63', 'GARE CENTRALE')\n",
      "('07-09-2021', '63', 'MEISER')\n",
      "('07-09-2021', '63', 'PLASKY')\n",
      "('07-09-2021', '64', 'AMBIORIX')\n",
      "('07-09-2021', '64', 'MAELBEEK')\n",
      "('07-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('07-09-2021', '65', 'BORDET STATION')\n",
      "('07-09-2021', '65', 'BOTANIQUE')\n",
      "('07-09-2021', '65', 'GARE CENTRALE')\n",
      "('07-09-2021', '65', 'MACHELEN')\n",
      "('07-09-2021', '65', 'VANDENHOVEN')\n",
      "('07-09-2021', '66', 'GARE CENTRALE')\n",
      "('07-09-2021', '66', 'PADUWA')\n",
      "('07-09-2021', '66', 'PEAGE')\n",
      "('07-09-2021', '69', 'BORDET STATION')\n",
      "('07-09-2021', '69', 'JULES BORDET')\n",
      "('07-09-2021', '69', 'SCHAERBEEK GARE')\n",
      "('07-09-2021', '7', 'BUYL')\n",
      "('07-09-2021', '70', 'ALBERT')\n",
      "('07-09-2021', '70', 'BOURDON')\n",
      "('07-09-2021', '70', 'HOMBORCH')\n",
      "('07-09-2021', '71', 'DE BROUCKERE')\n",
      "('07-09-2021', '71', 'DELTA')\n",
      "('07-09-2021', '71', 'FLAGEY')\n",
      "('07-09-2021', '71', 'TRONE')\n",
      "('07-09-2021', '72', 'ADEPS')\n",
      "('07-09-2021', '72', 'DELTA')\n",
      "('07-09-2021', '72', 'DEMEY')\n",
      "('07-09-2021', '72', 'ULB')\n",
      "('07-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('07-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('07-09-2021', '74', 'FOREST NATIONAL')\n",
      "('07-09-2021', '74', 'UCCLE-STALLE')\n",
      "('07-09-2021', '74', 'VAN KALKEN')\n",
      "('07-09-2021', '75', 'CERIA')\n",
      "('07-09-2021', '75', 'WESTLAND SHOPPING')\n",
      "('07-09-2021', '76', 'OPPEM')\n",
      "('07-09-2021', '77', 'HIPPODROME')\n",
      "('07-09-2021', '78', 'HERMES')\n",
      "('07-09-2021', '78', 'HUMANITE')\n",
      "('07-09-2021', '79', 'CARENE')\n",
      "('07-09-2021', '79', 'GULLEDELLE')\n",
      "('07-09-2021', '79', 'KRAAINEM')\n",
      "('07-09-2021', '79', 'THIRY-WOLUWE')\n",
      "('07-09-2021', '8', 'BUYL')\n",
      "('07-09-2021', '8', 'HERRMANN-DEBROUX')\n",
      "('07-09-2021', '8', 'LOUISE')\n",
      "('07-09-2021', '80', 'BORDET STATION')\n",
      "('07-09-2021', '80', 'CARENE')\n",
      "('07-09-2021', '80', 'GEORGES HENRI')\n",
      "('07-09-2021', '80', 'HAREN')\n",
      "('07-09-2021', '80', 'MONTGOMERY')\n",
      "('07-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('07-09-2021', '81', 'AVENUE DU ROI')\n",
      "('07-09-2021', '81', 'FLAGEY')\n",
      "('07-09-2021', '81', 'ICHEC')\n",
      "('07-09-2021', '81', 'LA CHASSE')\n",
      "('07-09-2021', '81', 'MEIR')\n",
      "('07-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('07-09-2021', '82', 'MERLO')\n",
      "('07-09-2021', '82', 'NEERSTALLE')\n",
      "('07-09-2021', '82', 'SCHWEITZER')\n",
      "('07-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('07-09-2021', '83', 'SQ. DU CENTENAIRE')\n",
      "('07-09-2021', '83', 'VAL MARIA')\n",
      "('07-09-2021', '86', 'BOCKSTAEL')\n",
      "('07-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('07-09-2021', '86', 'MACHTENS')\n",
      "('07-09-2021', '86', 'QUATRE-VENTS')\n",
      "('07-09-2021', '87', 'BEEKKANT')\n",
      "('07-09-2021', '87', 'CONDOR')\n",
      "('07-09-2021', '87', 'ELBERS')\n",
      "('07-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('07-09-2021', '87', 'HUNDERENVELD')\n",
      "('07-09-2021', '87', 'NEREUS')\n",
      "('07-09-2021', '87', 'SIMONIS')\n",
      "('07-09-2021', '88', 'DE BROUCKERE')\n",
      "('07-09-2021', '88', 'UZ-VUB')\n",
      "('07-09-2021', '89', 'DELACROIX')\n",
      "('07-09-2021', '89', 'GARE CENTRALE')\n",
      "('07-09-2021', '89', 'JACQUES BREL')\n",
      "('07-09-2021', '89', 'PETERBOS')\n",
      "('07-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('07-09-2021', '92', 'DIEWEG')\n",
      "('07-09-2021', '92', 'LANCASTER')\n",
      "('07-09-2021', '92', 'LOUISE')\n",
      "('07-09-2021', '92', 'MA CAMPAGNE')\n",
      "('07-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('07-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('07-09-2021', '93', 'CIM. DE JETTE')\n",
      "('07-09-2021', '93', 'STADE')\n",
      "('07-09-2021', '95', 'BOURSE')\n",
      "('07-09-2021', '95', \"CIM. D'IXELLES\")\n",
      "('07-09-2021', '95', 'GRAND SABLON')\n",
      "('07-09-2021', '95', 'GRAND-PLACE')\n",
      "('07-09-2021', '95', 'LUXEMBOURG')\n",
      "('07-09-2021', '95', 'TRONE')\n",
      "('07-09-2021', '95', 'WIENER')\n",
      "('07-09-2021', '97', 'LOUISE')\n",
      "('07-09-2021', '97', 'NEERSTALLE')\n",
      "('07-09-2021', '97', 'WIELS')\n",
      "('07-09-2021', '98', 'CERIA')\n",
      "('07-09-2021', '98', 'HEROS')\n",
      "('08-09-2021', '1', 'DELTA')\n",
      "('08-09-2021', '1', 'ERASME')\n",
      "('08-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('08-09-2021', '1', 'HERRMANN-DEBROUX')\n",
      "('08-09-2021', '1', 'MERODE')\n",
      "('08-09-2021', '1', 'STOCKEL')\n",
      "('08-09-2021', '12', 'DA VINCI')\n",
      "('08-09-2021', '12', 'MEISER')\n",
      "('08-09-2021', '12', 'TRONE')\n",
      "('08-09-2021', '13', 'ETANGS NOIRS')\n",
      "('08-09-2021', '13', 'UZ-VUB')\n",
      "('08-09-2021', '14', 'GARE DU NORD')\n",
      "('08-09-2021', '14', 'HEYSEL')\n",
      "('08-09-2021', '14', 'UZ BRUSSEL')\n",
      "('08-09-2021', '17', 'BEAULIEU')\n",
      "('08-09-2021', '17', 'HEILIGENBORRE')\n",
      "('08-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('08-09-2021', '19', 'HUNDERENVELD')\n",
      "('08-09-2021', '19', 'SCHWEITZER')\n",
      "('08-09-2021', '2', 'ELISABETH')\n",
      "('08-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('08-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('08-09-2021', '2', 'SIMONIS')\n",
      "('08-09-2021', '20', 'GARE DU NORD')\n",
      "('08-09-2021', '20', 'HUNDERENVELD')\n",
      "('08-09-2021', '20', 'OSSEGHEM')\n",
      "('08-09-2021', '21', 'BORDET STATION')\n",
      "('08-09-2021', '21', 'MAES')\n",
      "('08-09-2021', '21', 'TRONE')\n",
      "('08-09-2021', '25', 'BUYL')\n",
      "('08-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('08-09-2021', '27', 'GARE DU MIDI')\n",
      "('08-09-2021', '27', 'GEORGES HENRI')\n",
      "('08-09-2021', '27', 'MONTGOMERY')\n",
      "('08-09-2021', '27', 'PLEIADES')\n",
      "('08-09-2021', '28', 'BRABANCONNE')\n",
      "('08-09-2021', '28', 'KONKEL')\n",
      "('08-09-2021', '28', 'MEUDON')\n",
      "('08-09-2021', '28', 'MONTGOMERY')\n",
      "('08-09-2021', '29', 'DAILLY')\n",
      "('08-09-2021', '29', 'DE BROUCKERE')\n",
      "('08-09-2021', '29', 'GARE CENTRALE')\n",
      "('08-09-2021', '29', 'HOF TEN BERG')\n",
      "('08-09-2021', '3', 'DE WAND')\n",
      "('08-09-2021', '3', 'ESPLANADE')\n",
      "('08-09-2021', '3', 'THOMAS')\n",
      "('08-09-2021', '33', 'DANSAERT')\n",
      "('08-09-2021', '33', 'LOUISE')\n",
      "('08-09-2021', '34', 'ARSENAL')\n",
      "('08-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('08-09-2021', '34', 'LA CHASSE')\n",
      "('08-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('08-09-2021', '34', 'ROND-PT SOUVERAIN')\n",
      "('08-09-2021', '34', 'SAINTE-ANNE')\n",
      "('08-09-2021', '34', 'TRONE')\n",
      "('08-09-2021', '36', 'KONKEL')\n",
      "('08-09-2021', '36', 'LA CHASSE')\n",
      "('08-09-2021', '36', 'RUE AU BOIS')\n",
      "('08-09-2021', '37', 'ALBERT')\n",
      "('08-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('08-09-2021', '38', 'BASCULE')\n",
      "('08-09-2021', '38', 'BLYCKAERTS')\n",
      "('08-09-2021', '38', 'GARE CENTRALE')\n",
      "('08-09-2021', '38', 'HEROS')\n",
      "('08-09-2021', '38', 'RENE GOBERT')\n",
      "('08-09-2021', '38', 'TRONE')\n",
      "('08-09-2021', '41', 'BOONDAEL GARE')\n",
      "('08-09-2021', '41', 'DEMEY')\n",
      "('08-09-2021', '41', 'HEROS')\n",
      "('08-09-2021', '41', 'HERRMANN-DEBROUX')\n",
      "('08-09-2021', '41', 'TRANSVAAL')\n",
      "('08-09-2021', '41', 'WATERMAEL GARE')\n",
      "('08-09-2021', '42', 'MARCEL THIRY')\n",
      "('08-09-2021', '42', 'ROODEBEEK')\n",
      "('08-09-2021', '42', 'VIADUC E40')\n",
      "('08-09-2021', '43', 'BOURDON')\n",
      "('08-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('08-09-2021', '43', 'HEROS')\n",
      "('08-09-2021', '43', 'HOMBORCH')\n",
      "('08-09-2021', '44', 'TERVUREN STATION')\n",
      "('08-09-2021', '45', 'MARCEL THIRY')\n",
      "('08-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('08-09-2021', '45', 'PERMEKE')\n",
      "('08-09-2021', '45', 'ROODEBEEK')\n",
      "('08-09-2021', '45', 'SAINT-VINCENT')\n",
      "('08-09-2021', '46', 'CLEMENCEAU')\n",
      "('08-09-2021', '46', 'DE BROUCKERE')\n",
      "('08-09-2021', '46', 'GLIBERT')\n",
      "('08-09-2021', '46', 'MEIR')\n",
      "('08-09-2021', '46', 'MOORTEBEEK')\n",
      "('08-09-2021', '46', 'WTC')\n",
      "('08-09-2021', '47', 'ANTOON VAN OSS')\n",
      "('08-09-2021', '47', 'HEEMBEEK')\n",
      "('08-09-2021', '48', 'ANNEESSENS')\n",
      "('08-09-2021', '48', 'AVENUE DU ROI')\n",
      "('08-09-2021', '48', 'DECROLY')\n",
      "('08-09-2021', '48', 'ROCHEFORT')\n",
      "('08-09-2021', '49', 'BASTOGNE')\n",
      "('08-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('08-09-2021', '49', 'GARE DU MIDI')\n",
      "('08-09-2021', '49', 'MACHTENS')\n",
      "('08-09-2021', '49', 'PETERBOS')\n",
      "('08-09-2021', '49', 'SIMONIS')\n",
      "('08-09-2021', '49', 'VAN KALKEN')\n",
      "('08-09-2021', '49', 'WIELS')\n",
      "('08-09-2021', '5', 'DELTA')\n",
      "('08-09-2021', '5', 'ERASME')\n",
      "('08-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('08-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('08-09-2021', '5', 'SCHUMAN')\n",
      "('08-09-2021', '5', 'STOCKEL')\n",
      "('08-09-2021', '50', 'GARE DU MIDI')\n",
      "('08-09-2021', '50', 'KERK RUISBROEK')\n",
      "('08-09-2021', '50', 'LOT STATION')\n",
      "('08-09-2021', '51', 'LEMONNIER')\n",
      "('08-09-2021', '51', 'STADE')\n",
      "('08-09-2021', '51', 'UCCLE CALEVOET')\n",
      "('08-09-2021', '51', 'VAN HAELEN')\n",
      "('08-09-2021', '53', 'VAL MARIA')\n",
      "('08-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('08-09-2021', '54', 'BERVOETS')\n",
      "('08-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('08-09-2021', '54', 'TRONE')\n",
      "('08-09-2021', '55', 'BORDET STATION')\n",
      "('08-09-2021', '55', 'DA VINCI')\n",
      "('08-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('08-09-2021', '56', 'BUDA')\n",
      "('08-09-2021', '56', 'HEEMBEEK')\n",
      "('08-09-2021', '57', 'GARE DU NORD')\n",
      "('08-09-2021', '58', 'AQUIRIS')\n",
      "('08-09-2021', '58', 'GARE DU NORD')\n",
      "('08-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('08-09-2021', '58', 'VERBOEKHOVEN')\n",
      "('08-09-2021', '58', 'VILVOORDE STATION')\n",
      "('08-09-2021', '58', 'YSER')\n",
      "('08-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('08-09-2021', '59', 'JOURDAN')\n",
      "('08-09-2021', '6', 'DELACROIX')\n",
      "('08-09-2021', '6', 'ELISABETH')\n",
      "('08-09-2021', '6', \"GARE DE L'OUEST\")\n",
      "('08-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('08-09-2021', '6', 'SIMONIS')\n",
      "('08-09-2021', '60', 'AMBIORIX')\n",
      "('08-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('08-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('08-09-2021', '61', 'BOTANIQUE')\n",
      "('08-09-2021', '61', 'BRABANCONNE')\n",
      "('08-09-2021', '61', 'GARE DU NORD')\n",
      "('08-09-2021', '61', 'MONTGOMERY')\n",
      "('08-09-2021', '62', 'DA VINCI')\n",
      "('08-09-2021', '63', 'AMBIORIX')\n",
      "('08-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('08-09-2021', '63', 'GARE CENTRALE')\n",
      "('08-09-2021', '63', 'MEISER')\n",
      "('08-09-2021', '64', 'NOTRE-DAME')\n",
      "('08-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('08-09-2021', '65', 'BORDET STATION')\n",
      "('08-09-2021', '65', 'GARE CENTRALE')\n",
      "('08-09-2021', '65', 'MACHELEN')\n",
      "('08-09-2021', '66', 'CIM. DE BRUXELLES')\n",
      "('08-09-2021', '66', 'DIABLOTINS')\n",
      "('08-09-2021', '66', 'GARE CENTRALE')\n",
      "('08-09-2021', '66', 'PEAGE')\n",
      "('08-09-2021', '66', 'ROSA PARKS')\n",
      "('08-09-2021', '66', 'SAINTE-MARIE')\n",
      "('08-09-2021', '69', 'BORDET STATION')\n",
      "('08-09-2021', '69', 'JULES BORDET')\n",
      "('08-09-2021', '69', 'SCHAERBEEK GARE')\n",
      "('08-09-2021', '7', 'BUYL')\n",
      "('08-09-2021', '70', 'ALBERT')\n",
      "('08-09-2021', '70', 'BOURDON')\n",
      "('08-09-2021', '70', 'HOMBORCH')\n",
      "('08-09-2021', '70', 'UCCLE CALEVOET')\n",
      "('08-09-2021', '71', 'DE BROUCKERE')\n",
      "('08-09-2021', '71', 'DELTA')\n",
      "('08-09-2021', '71', 'GARE CENTRALE')\n",
      "('08-09-2021', '72', 'ADEPS')\n",
      "('08-09-2021', '72', 'DELTA')\n",
      "('08-09-2021', '72', 'DEMEY')\n",
      "('08-09-2021', '72', 'ULB')\n",
      "('08-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('08-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('08-09-2021', '74', 'FOREST NATIONAL')\n",
      "('08-09-2021', '74', 'UCCLE-STALLE')\n",
      "('08-09-2021', '74', 'VAN KALKEN')\n",
      "('08-09-2021', '75', 'CERIA')\n",
      "('08-09-2021', '75', 'WESTLAND SHOPPING')\n",
      "('08-09-2021', '76', 'OPPEM')\n",
      "('08-09-2021', '77', 'HIPPODROME')\n",
      "('08-09-2021', '78', 'HERMES')\n",
      "('08-09-2021', '78', 'HUMANITE')\n",
      "('08-09-2021', '79', 'CARENE')\n",
      "('08-09-2021', '79', 'GULLEDELLE')\n",
      "('08-09-2021', '79', 'KRAAINEM')\n",
      "('08-09-2021', '8', 'BOONDAEL GARE')\n",
      "('08-09-2021', '8', 'BUYL')\n",
      "('08-09-2021', '8', 'HERRMANN-DEBROUX')\n",
      "('08-09-2021', '8', 'LOUISE')\n",
      "('08-09-2021', '8', 'WIENER')\n",
      "('08-09-2021', '80', 'BORDET STATION')\n",
      "('08-09-2021', '80', 'CARENE')\n",
      "('08-09-2021', '80', 'GEORGES HENRI')\n",
      "('08-09-2021', '80', 'HAREN')\n",
      "('08-09-2021', '80', 'MONTGOMERY')\n",
      "('08-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('08-09-2021', '81', 'AVENUE DU ROI')\n",
      "('08-09-2021', '81', 'FLAGEY')\n",
      "('08-09-2021', '81', 'ICHEC')\n",
      "('08-09-2021', '81', 'MEIR')\n",
      "('08-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('08-09-2021', '82', 'MERLO')\n",
      "('08-09-2021', '82', 'NEERSTALLE')\n",
      "('08-09-2021', '82', 'QUATRE-VENTS')\n",
      "('08-09-2021', '82', 'SCHWEITZER')\n",
      "('08-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('08-09-2021', '83', 'SQ. DU CENTENAIRE')\n",
      "('08-09-2021', '83', 'VAL MARIA')\n",
      "('08-09-2021', '86', 'BOCKSTAEL')\n",
      "('08-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('08-09-2021', '86', 'MACHTENS')\n",
      "('08-09-2021', '86', 'QUATRE-VENTS')\n",
      "('08-09-2021', '87', 'BEEKKANT')\n",
      "('08-09-2021', '87', 'CONDOR')\n",
      "('08-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('08-09-2021', '87', 'HUNDERENVELD')\n",
      "('08-09-2021', '87', 'NEREUS')\n",
      "('08-09-2021', '87', 'SIMONIS')\n",
      "('08-09-2021', '88', 'DE BROUCKERE')\n",
      "('08-09-2021', '88', 'UZ-VUB')\n",
      "('08-09-2021', '89', 'DELACROIX')\n",
      "('08-09-2021', '89', 'GARE CENTRALE')\n",
      "('08-09-2021', '89', 'JACQUES BREL')\n",
      "('08-09-2021', '89', 'PETERBOS')\n",
      "('08-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('08-09-2021', '92', 'LOUISE')\n",
      "('08-09-2021', '92', 'MA CAMPAGNE')\n",
      "('08-09-2021', '92', 'POELAERT')\n",
      "('08-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('08-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('08-09-2021', '93', 'JULES DE TROOZ')\n",
      "('08-09-2021', '93', 'LOUISE')\n",
      "('08-09-2021', '93', 'STADE')\n",
      "('08-09-2021', '95', 'BOURSE')\n",
      "('08-09-2021', '95', \"CIM. D'IXELLES\")\n",
      "('08-09-2021', '95', 'GRAND SABLON')\n",
      "('08-09-2021', '95', 'GRAND-PLACE')\n",
      "('08-09-2021', '95', 'LES 3 TILLEULS')\n",
      "('08-09-2021', '95', 'TRONE')\n",
      "('08-09-2021', '95', 'WIENER')\n",
      "('08-09-2021', '97', 'LOUISE')\n",
      "('08-09-2021', '97', 'NEERSTALLE')\n",
      "('08-09-2021', '97', 'WIELS')\n",
      "('08-09-2021', '98', 'CERIA')\n",
      "('08-09-2021', '98', 'HEROS')\n",
      "('09-09-2021', '1', 'DELTA')\n",
      "('09-09-2021', '1', 'ERASME')\n",
      "('09-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('09-09-2021', '1', 'HERRMANN-DEBROUX')\n",
      "('09-09-2021', '1', 'MERODE')\n",
      "('09-09-2021', '1', 'SCHUMAN')\n",
      "('09-09-2021', '1', 'STOCKEL')\n",
      "('09-09-2021', '12', 'MEISER')\n",
      "('09-09-2021', '12', 'TRONE')\n",
      "('09-09-2021', '13', 'ETANGS NOIRS')\n",
      "('09-09-2021', '13', 'UZ-VUB')\n",
      "('09-09-2021', '14', 'GARE DU NORD')\n",
      "('09-09-2021', '14', 'HEYSEL')\n",
      "('09-09-2021', '14', 'UZ BRUSSEL')\n",
      "('09-09-2021', '17', 'BEAULIEU')\n",
      "('09-09-2021', '17', 'HEILIGENBORRE')\n",
      "('09-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('09-09-2021', '19', 'HUNDERENVELD')\n",
      "('09-09-2021', '19', 'SCHWEITZER')\n",
      "('09-09-2021', '2', 'ELISABETH')\n",
      "('09-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('09-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('09-09-2021', '2', 'SIMONIS')\n",
      "('09-09-2021', '20', 'ETANGS NOIRS')\n",
      "('09-09-2021', '20', 'GARE DU NORD')\n",
      "('09-09-2021', '20', 'HUNDERENVELD')\n",
      "('09-09-2021', '20', 'OSSEGHEM')\n",
      "('09-09-2021', '21', 'BORDET STATION')\n",
      "('09-09-2021', '21', 'DIAMANT')\n",
      "('09-09-2021', '21', 'MAES')\n",
      "('09-09-2021', '21', 'TRONE')\n",
      "('09-09-2021', '25', 'BUYL')\n",
      "('09-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('09-09-2021', '25', 'THOMAS')\n",
      "('09-09-2021', '27', 'GARE DU MIDI')\n",
      "('09-09-2021', '27', 'GEORGES HENRI')\n",
      "('09-09-2021', '27', 'MONTGOMERY')\n",
      "('09-09-2021', '27', 'PLEIADES')\n",
      "('09-09-2021', '28', 'BRABANCONNE')\n",
      "('09-09-2021', '28', 'KONKEL')\n",
      "('09-09-2021', '28', 'MEUDON')\n",
      "('09-09-2021', '28', 'MONTGOMERY')\n",
      "('09-09-2021', '29', 'DAILLY')\n",
      "('09-09-2021', '29', 'DE BROUCKERE')\n",
      "('09-09-2021', '29', 'HOF TEN BERG')\n",
      "('09-09-2021', '3', 'ESPLANADE')\n",
      "('09-09-2021', '3', 'THOMAS')\n",
      "('09-09-2021', '33', 'DANSAERT')\n",
      "('09-09-2021', '33', 'LOUISE')\n",
      "('09-09-2021', '34', 'ARSENAL')\n",
      "('09-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('09-09-2021', '34', 'LA CHASSE')\n",
      "('09-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('09-09-2021', '34', 'ROND-PT SOUVERAIN')\n",
      "('09-09-2021', '34', 'SAINTE-ANNE')\n",
      "('09-09-2021', '34', 'TRONE')\n",
      "('09-09-2021', '36', 'KONKEL')\n",
      "('09-09-2021', '36', 'LA CHASSE')\n",
      "('09-09-2021', '36', 'RUE AU BOIS')\n",
      "('09-09-2021', '37', 'ALBERT')\n",
      "('09-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('09-09-2021', '38', 'BASCULE')\n",
      "('09-09-2021', '38', 'BLYCKAERTS')\n",
      "('09-09-2021', '38', 'GARE CENTRALE')\n",
      "('09-09-2021', '38', 'HEROS')\n",
      "('09-09-2021', '38', 'LONGCHAMP')\n",
      "('09-09-2021', '39', 'LOUIS MARCELIS')\n",
      "('09-09-2021', '41', 'DEMEY')\n",
      "('09-09-2021', '41', 'HEROS')\n",
      "('09-09-2021', '41', 'HERRMANN-DEBROUX')\n",
      "('09-09-2021', '41', 'TRANSVAAL')\n",
      "('09-09-2021', '41', 'WATERMAEL GARE')\n",
      "('09-09-2021', '42', 'MARCEL THIRY')\n",
      "('09-09-2021', '42', 'ROODEBEEK')\n",
      "('09-09-2021', '42', 'VIADUC E40')\n",
      "('09-09-2021', '43', 'BOURDON')\n",
      "('09-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('09-09-2021', '43', 'HEROS')\n",
      "('09-09-2021', '43', 'HOMBORCH')\n",
      "('09-09-2021', '44', 'TERVUREN STATION')\n",
      "('09-09-2021', '45', 'MARCEL THIRY')\n",
      "('09-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('09-09-2021', '45', 'PERMEKE')\n",
      "('09-09-2021', '45', 'ROODEBEEK')\n",
      "('09-09-2021', '45', 'SAINT-VINCENT')\n",
      "('09-09-2021', '46', 'ALBERT I')\n",
      "('09-09-2021', '46', 'CLEMENCEAU')\n",
      "('09-09-2021', '46', 'DE BROUCKERE')\n",
      "('09-09-2021', '46', 'GLIBERT')\n",
      "('09-09-2021', '46', 'MEIR')\n",
      "('09-09-2021', '46', 'MOORTEBEEK')\n",
      "('09-09-2021', '46', 'WTC')\n",
      "('09-09-2021', '46', 'YSER')\n",
      "('09-09-2021', '47', 'HEEMBEEK')\n",
      "('09-09-2021', '48', 'ANNEESSENS')\n",
      "('09-09-2021', '48', 'AVENUE DU ROI')\n",
      "('09-09-2021', '48', 'DECROLY')\n",
      "('09-09-2021', '48', 'GARE DU MIDI')\n",
      "('09-09-2021', '48', 'GRAND SABLON')\n",
      "('09-09-2021', '48', 'PORTE DE HAL')\n",
      "('09-09-2021', '48', 'ROCHEFORT')\n",
      "('09-09-2021', '49', 'BASTOGNE')\n",
      "('09-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('09-09-2021', '49', 'GARE DU MIDI')\n",
      "('09-09-2021', '49', 'MACHTENS')\n",
      "('09-09-2021', '49', 'PETERBOS')\n",
      "('09-09-2021', '49', 'SIMONIS')\n",
      "('09-09-2021', '49', 'VAN KALKEN')\n",
      "('09-09-2021', '49', 'WIELS')\n",
      "('09-09-2021', '5', 'DELTA')\n",
      "('09-09-2021', '5', 'ERASME')\n",
      "('09-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('09-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('09-09-2021', '5', 'STOCKEL')\n",
      "('09-09-2021', '50', 'GARE DU MIDI')\n",
      "('09-09-2021', '50', 'KERK RUISBROEK')\n",
      "('09-09-2021', '50', 'LOT STATION')\n",
      "('09-09-2021', '50', 'WIELS')\n",
      "('09-09-2021', '51', 'BELGICA')\n",
      "('09-09-2021', '51', 'LEMONNIER')\n",
      "('09-09-2021', '51', 'STADE')\n",
      "('09-09-2021', '51', 'VAN HAELEN')\n",
      "('09-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('09-09-2021', '54', 'BERVOETS')\n",
      "('09-09-2021', '54', 'FERNAND COCQ')\n",
      "('09-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('09-09-2021', '54', 'MA CAMPAGNE')\n",
      "('09-09-2021', '54', 'TRONE')\n",
      "('09-09-2021', '55', 'BORDET STATION')\n",
      "('09-09-2021', '55', 'DA VINCI')\n",
      "('09-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('09-09-2021', '56', 'BUDA')\n",
      "('09-09-2021', '56', 'HEEMBEEK')\n",
      "('09-09-2021', '57', 'GARE DU NORD')\n",
      "('09-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('09-09-2021', '58', 'VERBOEKHOVEN')\n",
      "('09-09-2021', '58', 'VILVOORDE STATION')\n",
      "('09-09-2021', '58', 'YSER')\n",
      "('09-09-2021', '59', 'FLAGEY')\n",
      "('09-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('09-09-2021', '59', 'VERBOEKHOVEN')\n",
      "('09-09-2021', '6', 'ELISABETH')\n",
      "('09-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('09-09-2021', '6', 'SIMONIS')\n",
      "('09-09-2021', '60', 'AMBIORIX')\n",
      "('09-09-2021', '60', 'FLAGEY')\n",
      "('09-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('09-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('09-09-2021', '60', 'VLEURGAT')\n",
      "('09-09-2021', '61', 'BRABANCONNE')\n",
      "('09-09-2021', '61', 'GARE DU NORD')\n",
      "('09-09-2021', '61', 'MONTGOMERY')\n",
      "('09-09-2021', '62', 'DA VINCI')\n",
      "('09-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('09-09-2021', '63', 'GARE CENTRALE')\n",
      "('09-09-2021', '63', 'MEISER')\n",
      "('09-09-2021', '63', 'PLASKY')\n",
      "('09-09-2021', '64', 'AMBIORIX')\n",
      "('09-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('09-09-2021', '65', 'BORDET STATION')\n",
      "('09-09-2021', '65', 'GARE CENTRALE')\n",
      "('09-09-2021', '65', 'MACHELEN')\n",
      "('09-09-2021', '66', 'CIM. DE BRUXELLES')\n",
      "('09-09-2021', '66', 'GARE CENTRALE')\n",
      "('09-09-2021', '66', 'PEAGE')\n",
      "('09-09-2021', '69', 'BORDET STATION')\n",
      "('09-09-2021', '69', 'JULES BORDET')\n",
      "('09-09-2021', '69', 'SCHAERBEEK GARE')\n",
      "('09-09-2021', '7', 'BUYL')\n",
      "('09-09-2021', '7', 'HEEMBEEK')\n",
      "('09-09-2021', '70', 'ALBERT')\n",
      "('09-09-2021', '70', 'BOURDON')\n",
      "('09-09-2021', '70', 'HOMBORCH')\n",
      "('09-09-2021', '71', 'DE BROUCKERE')\n",
      "('09-09-2021', '71', 'DELTA')\n",
      "('09-09-2021', '71', 'TRONE')\n",
      "('09-09-2021', '72', 'ADEPS')\n",
      "('09-09-2021', '72', 'DELTA')\n",
      "('09-09-2021', '72', 'DEMEY')\n",
      "('09-09-2021', '72', 'ULB')\n",
      "('09-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('09-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('09-09-2021', '74', 'FOREST NATIONAL')\n",
      "('09-09-2021', '74', 'UCCLE-STALLE')\n",
      "('09-09-2021', '74', 'VAN KALKEN')\n",
      "('09-09-2021', '75', 'CERIA')\n",
      "('09-09-2021', '75', 'WESTLAND SHOPPING')\n",
      "('09-09-2021', '76', 'OPPEM')\n",
      "('09-09-2021', '77', 'HIPPODROME')\n",
      "('09-09-2021', '78', 'HERMES')\n",
      "('09-09-2021', '78', 'HUMANITE')\n",
      "('09-09-2021', '79', 'CARENE')\n",
      "('09-09-2021', '79', 'GULLEDELLE')\n",
      "('09-09-2021', '79', 'KRAAINEM')\n",
      "('09-09-2021', '8', 'BUYL')\n",
      "('09-09-2021', '8', 'HERRMANN-DEBROUX')\n",
      "('09-09-2021', '8', 'LOUISE')\n",
      "('09-09-2021', '80', 'BORDET STATION')\n",
      "('09-09-2021', '80', 'CARENE')\n",
      "('09-09-2021', '80', 'GEORGES HENRI')\n",
      "('09-09-2021', '80', 'HAREN')\n",
      "('09-09-2021', '80', 'LUXEMBOURG')\n",
      "('09-09-2021', '80', 'MONTGOMERY')\n",
      "('09-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('09-09-2021', '81', 'ALBERT I')\n",
      "('09-09-2021', '81', 'AVENUE DU ROI')\n",
      "('09-09-2021', '81', 'FLAGEY')\n",
      "('09-09-2021', '81', 'ICHEC')\n",
      "('09-09-2021', '81', 'LA CHASSE')\n",
      "('09-09-2021', '81', 'MEIR')\n",
      "('09-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('09-09-2021', '82', 'MERLO')\n",
      "('09-09-2021', '82', 'NEERSTALLE')\n",
      "('09-09-2021', '82', 'SCHWEITZER')\n",
      "('09-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('09-09-2021', '83', 'PAGODES')\n",
      "('09-09-2021', '83', 'SQ. DU CENTENAIRE')\n",
      "('09-09-2021', '83', 'VAL MARIA')\n",
      "('09-09-2021', '86', 'BOCKSTAEL')\n",
      "('09-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('09-09-2021', '86', 'MACHTENS')\n",
      "('09-09-2021', '86', 'QUATRE-VENTS')\n",
      "('09-09-2021', '87', 'BEEKKANT')\n",
      "('09-09-2021', '87', 'CONDOR')\n",
      "('09-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('09-09-2021', '87', 'HUNDERENVELD')\n",
      "('09-09-2021', '87', 'SIMONIS')\n",
      "('09-09-2021', '88', 'BOCKSTAEL')\n",
      "('09-09-2021', '88', 'DE BROUCKERE')\n",
      "('09-09-2021', '88', 'UZ-VUB')\n",
      "('09-09-2021', '89', 'DELACROIX')\n",
      "('09-09-2021', '89', 'GARE CENTRALE')\n",
      "('09-09-2021', '89', 'JACQUES BREL')\n",
      "('09-09-2021', '89', 'PETERBOS')\n",
      "('09-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('09-09-2021', '92', 'JANSON')\n",
      "('09-09-2021', '92', 'LOUISE')\n",
      "('09-09-2021', '92', 'MA CAMPAGNE')\n",
      "('09-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('09-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('09-09-2021', '93', 'CIM. DE JETTE')\n",
      "('09-09-2021', '93', 'JULES DE TROOZ')\n",
      "('09-09-2021', '93', 'LOUISE')\n",
      "('09-09-2021', '93', 'STADE')\n",
      "('09-09-2021', '93', 'STEPHANIE')\n",
      "('09-09-2021', '95', 'BOURSE')\n",
      "('09-09-2021', '95', \"CIM. D'IXELLES\")\n",
      "('09-09-2021', '95', 'GRAND SABLON')\n",
      "('09-09-2021', '95', 'GRAND-PLACE')\n",
      "('09-09-2021', '95', 'LES 3 TILLEULS')\n",
      "('09-09-2021', '95', 'TRONE')\n",
      "('09-09-2021', '95', 'WIENER')\n",
      "('09-09-2021', '97', 'BARRIERE')\n",
      "('09-09-2021', '97', 'LOUISE')\n",
      "('09-09-2021', '97', 'NEERSTALLE')\n",
      "('09-09-2021', '97', 'WIELS')\n",
      "('09-09-2021', '98', 'CERIA')\n",
      "('09-09-2021', '98', 'HEROS')\n",
      "('10-09-2021', '1', 'DELTA')\n",
      "('10-09-2021', '1', 'ERASME')\n",
      "('10-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('10-09-2021', '1', 'HERRMANN-DEBROUX')\n",
      "('10-09-2021', '1', 'MERODE')\n",
      "('10-09-2021', '1', 'STOCKEL')\n",
      "('10-09-2021', '12', 'MEISER')\n",
      "('10-09-2021', '12', 'TRONE')\n",
      "('10-09-2021', '13', 'ETANGS NOIRS')\n",
      "('10-09-2021', '13', 'SIMONIS')\n",
      "('10-09-2021', '13', 'SQ. DU CENTENAIRE')\n",
      "('10-09-2021', '13', 'UZ-VUB')\n",
      "('10-09-2021', '14', 'GARE DU NORD')\n",
      "('10-09-2021', '14', 'HEYSEL')\n",
      "('10-09-2021', '14', 'UZ BRUSSEL')\n",
      "('10-09-2021', '17', 'BEAULIEU')\n",
      "('10-09-2021', '17', 'HEILIGENBORRE')\n",
      "('10-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('10-09-2021', '19', 'HUNDERENVELD')\n",
      "('10-09-2021', '19', 'SCHWEITZER')\n",
      "('10-09-2021', '2', 'ELISABETH')\n",
      "('10-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('10-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('10-09-2021', '2', 'SIMONIS')\n",
      "('10-09-2021', '20', 'GARE DU NORD')\n",
      "('10-09-2021', '20', 'HUNDERENVELD')\n",
      "('10-09-2021', '20', 'OSSEGHEM')\n",
      "('10-09-2021', '21', 'BORDET STATION')\n",
      "('10-09-2021', '21', 'MAES')\n",
      "('10-09-2021', '21', 'TRONE')\n",
      "('10-09-2021', '25', 'BUYL')\n",
      "('10-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('10-09-2021', '27', 'GARE DU MIDI')\n",
      "('10-09-2021', '27', 'GEORGES HENRI')\n",
      "('10-09-2021', '27', 'MEUDON')\n",
      "('10-09-2021', '27', 'MONTGOMERY')\n",
      "('10-09-2021', '27', 'PLEIADES')\n",
      "('10-09-2021', '28', 'BRABANCONNE')\n",
      "('10-09-2021', '28', 'KONKEL')\n",
      "('10-09-2021', '28', 'MEUDON')\n",
      "('10-09-2021', '28', 'MONTGOMERY')\n",
      "('10-09-2021', '28', 'TOMBERG')\n",
      "('10-09-2021', '29', 'DAILLY')\n",
      "('10-09-2021', '29', 'DE BROUCKERE')\n",
      "('10-09-2021', '29', 'GARE CENTRALE')\n",
      "('10-09-2021', '29', 'HOF TEN BERG')\n",
      "('10-09-2021', '29', 'MADOU')\n",
      "('10-09-2021', '29', 'MARCEL THIRY')\n",
      "('10-09-2021', '3', 'ESPLANADE')\n",
      "('10-09-2021', '3', 'HEEMBEEK')\n",
      "('10-09-2021', '3', 'THOMAS')\n",
      "('10-09-2021', '33', 'DANSAERT')\n",
      "('10-09-2021', '33', 'LOUISE')\n",
      "('10-09-2021', '34', 'ARSENAL')\n",
      "('10-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('10-09-2021', '34', 'LA CHASSE')\n",
      "('10-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('10-09-2021', '34', 'ROND-PT SOUVERAIN')\n",
      "('10-09-2021', '34', 'SAINTE-ANNE')\n",
      "('10-09-2021', '34', 'TRONE')\n",
      "('10-09-2021', '36', 'KONKEL')\n",
      "('10-09-2021', '36', 'LA CHASSE')\n",
      "('10-09-2021', '36', 'RUE AU BOIS')\n",
      "('10-09-2021', '37', 'ALBERT')\n",
      "('10-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('10-09-2021', '38', 'BASCULE')\n",
      "('10-09-2021', '38', 'BLYCKAERTS')\n",
      "('10-09-2021', '38', 'GARE CENTRALE')\n",
      "('10-09-2021', '38', 'HEROS')\n",
      "('10-09-2021', '4', 'HEROS')\n",
      "('10-09-2021', '41', 'ARCHIDUCS')\n",
      "('10-09-2021', '41', 'DEMEY')\n",
      "('10-09-2021', '41', 'HEROS')\n",
      "('10-09-2021', '41', 'HERRMANN-DEBROUX')\n",
      "('10-09-2021', '41', 'TRANSVAAL')\n",
      "('10-09-2021', '41', 'WATERMAEL GARE')\n",
      "('10-09-2021', '42', 'MARCEL THIRY')\n",
      "('10-09-2021', '42', 'ROODEBEEK')\n",
      "('10-09-2021', '42', 'VIADUC E40')\n",
      "('10-09-2021', '43', 'BOURDON')\n",
      "('10-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('10-09-2021', '43', 'HEROS')\n",
      "('10-09-2021', '43', 'HOMBORCH')\n",
      "('10-09-2021', '44', 'TERVUREN STATION')\n",
      "('10-09-2021', '45', 'MARCEL THIRY')\n",
      "('10-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('10-09-2021', '45', 'PERMEKE')\n",
      "('10-09-2021', '45', 'ROODEBEEK')\n",
      "('10-09-2021', '45', 'SAINT-VINCENT')\n",
      "('10-09-2021', '46', 'CLEMENCEAU')\n",
      "('10-09-2021', '46', 'GLIBERT')\n",
      "('10-09-2021', '46', 'MEIR')\n",
      "('10-09-2021', '46', 'MOORTEBEEK')\n",
      "('10-09-2021', '46', \"PTE D'ANDERLECHT\")\n",
      "('10-09-2021', '46', 'WTC')\n",
      "('10-09-2021', '46', 'YSER')\n",
      "('10-09-2021', '47', 'ANTOON VAN OSS')\n",
      "('10-09-2021', '47', 'HEEMBEEK')\n",
      "('10-09-2021', '48', 'ALBERT')\n",
      "('10-09-2021', '48', 'ANNEESSENS')\n",
      "('10-09-2021', '48', 'AVENUE DU ROI')\n",
      "('10-09-2021', '48', 'DECROLY')\n",
      "('10-09-2021', '48', 'GRAND SABLON')\n",
      "('10-09-2021', '48', 'PORTE DE HAL')\n",
      "('10-09-2021', '48', 'ROCHEFORT')\n",
      "('10-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('10-09-2021', '49', 'GARE DU MIDI')\n",
      "('10-09-2021', '49', 'MACHTENS')\n",
      "('10-09-2021', '49', 'PETERBOS')\n",
      "('10-09-2021', '49', 'SIMONIS')\n",
      "('10-09-2021', '49', 'VAN KALKEN')\n",
      "('10-09-2021', '49', 'WIELS')\n",
      "('10-09-2021', '5', 'BIZET')\n",
      "('10-09-2021', '5', 'DELTA')\n",
      "('10-09-2021', '5', 'ERASME')\n",
      "('10-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('10-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('10-09-2021', '5', 'STOCKEL')\n",
      "('10-09-2021', '50', 'GARE DU MIDI')\n",
      "('10-09-2021', '50', 'KERK RUISBROEK')\n",
      "('10-09-2021', '50', 'LOT STATION')\n",
      "('10-09-2021', '51', 'BELGICA')\n",
      "('10-09-2021', '51', 'LEMONNIER')\n",
      "('10-09-2021', '51', 'STADE')\n",
      "('10-09-2021', '51', 'VAN HAELEN')\n",
      "('10-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('10-09-2021', '54', 'BERVOETS')\n",
      "('10-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('10-09-2021', '54', 'FOREST NATIONAL')\n",
      "('10-09-2021', '54', 'TRONE')\n",
      "('10-09-2021', '55', 'BORDET STATION')\n",
      "('10-09-2021', '55', 'DA VINCI')\n",
      "('10-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('10-09-2021', '56', 'BUDA')\n",
      "('10-09-2021', '56', 'HEEMBEEK')\n",
      "('10-09-2021', '57', 'GARE DU NORD')\n",
      "('10-09-2021', '58', 'GARE DU NORD')\n",
      "('10-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('10-09-2021', '58', 'VILVOORDE STATION')\n",
      "('10-09-2021', '58', 'YSER')\n",
      "('10-09-2021', '59', 'FLAGEY')\n",
      "('10-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('10-09-2021', '59', 'JOURDAN')\n",
      "('10-09-2021', '59', 'MAELBEEK')\n",
      "('10-09-2021', '59', 'SCHAERBEEK GARE')\n",
      "('10-09-2021', '6', 'ELISABETH')\n",
      "('10-09-2021', '6', \"GARE DE L'OUEST\")\n",
      "('10-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('10-09-2021', '6', 'SIMONIS')\n",
      "('10-09-2021', '60', 'AMBIORIX')\n",
      "('10-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('10-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('10-09-2021', '61', 'BOTANIQUE')\n",
      "('10-09-2021', '61', 'GARE DU NORD')\n",
      "('10-09-2021', '61', 'JAMBLINNE DE MEUX')\n",
      "('10-09-2021', '61', 'MERODE')\n",
      "('10-09-2021', '61', 'MONTGOMERY')\n",
      "('10-09-2021', '62', 'DA VINCI')\n",
      "('10-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('10-09-2021', '63', 'GARE CENTRALE')\n",
      "('10-09-2021', '63', 'MADOU')\n",
      "('10-09-2021', '63', 'MEISER')\n",
      "('10-09-2021', '63', 'ROSA PARKS')\n",
      "('10-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('10-09-2021', '65', 'BORDET STATION')\n",
      "('10-09-2021', '65', 'GARE CENTRALE')\n",
      "('10-09-2021', '65', 'MACHELEN')\n",
      "('10-09-2021', '66', 'DUNANT')\n",
      "('10-09-2021', '66', 'GARE CENTRALE')\n",
      "('10-09-2021', '66', 'PEAGE')\n",
      "('10-09-2021', '66', 'SAINTE-MARIE')\n",
      "('10-09-2021', '69', 'BORDET STATION')\n",
      "('10-09-2021', '69', 'JULES BORDET')\n",
      "('10-09-2021', '69', 'SCHAERBEEK GARE')\n",
      "('10-09-2021', '7', 'BUYL')\n",
      "('10-09-2021', '7', 'PETILLON')\n",
      "('10-09-2021', '70', 'ALBERT')\n",
      "('10-09-2021', '70', 'BOURDON')\n",
      "('10-09-2021', '70', 'HEROS')\n",
      "('10-09-2021', '70', 'HOMBORCH')\n",
      "('10-09-2021', '71', 'DE BROUCKERE')\n",
      "('10-09-2021', '71', 'DELTA')\n",
      "('10-09-2021', '71', 'GARE CENTRALE')\n",
      "('10-09-2021', '71', 'TRONE')\n",
      "('10-09-2021', '72', 'ADEPS')\n",
      "('10-09-2021', '72', 'DELTA')\n",
      "('10-09-2021', '72', 'DEMEY')\n",
      "('10-09-2021', '72', 'ULB')\n",
      "('10-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('10-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('10-09-2021', '74', 'FOREST NATIONAL')\n",
      "('10-09-2021', '74', 'UCCLE-STALLE')\n",
      "('10-09-2021', '74', 'VAN KALKEN')\n",
      "('10-09-2021', '75', 'CERIA')\n",
      "('10-09-2021', '75', 'WESTLAND SHOPPING')\n",
      "('10-09-2021', '76', 'OPPEM')\n",
      "('10-09-2021', '77', 'HIPPODROME')\n",
      "('10-09-2021', '78', 'DIGUE DU CANAL')\n",
      "('10-09-2021', '78', 'HERMES')\n",
      "('10-09-2021', '78', 'HUMANITE')\n",
      "('10-09-2021', '79', 'CARENE')\n",
      "('10-09-2021', '79', 'GULLEDELLE')\n",
      "('10-09-2021', '79', 'KRAAINEM')\n",
      "('10-09-2021', '8', 'BUYL')\n",
      "('10-09-2021', '8', 'HERRMANN-DEBROUX')\n",
      "('10-09-2021', '8', 'LOUISE')\n",
      "('10-09-2021', '80', 'BORDET STATION')\n",
      "('10-09-2021', '80', 'CARENE')\n",
      "('10-09-2021', '80', 'CORTENBACH')\n",
      "('10-09-2021', '80', 'GEORGES HENRI')\n",
      "('10-09-2021', '80', 'HAREN')\n",
      "('10-09-2021', '80', 'MONTGOMERY')\n",
      "('10-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('10-09-2021', '81', 'ALBERT I')\n",
      "('10-09-2021', '81', 'AVENUE DU ROI')\n",
      "('10-09-2021', '81', 'FLAGEY')\n",
      "('10-09-2021', '81', 'ICHEC')\n",
      "('10-09-2021', '81', 'LA CHASSE')\n",
      "('10-09-2021', '81', 'MEIR')\n",
      "('10-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('10-09-2021', '82', 'LEMONNIER')\n",
      "('10-09-2021', '82', 'MERLO')\n",
      "('10-09-2021', '82', 'NEERSTALLE')\n",
      "('10-09-2021', '82', 'SCHWEITZER')\n",
      "('10-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('10-09-2021', '83', 'SQ. DU CENTENAIRE')\n",
      "('10-09-2021', '83', 'VAL MARIA')\n",
      "('10-09-2021', '86', 'BOCKSTAEL')\n",
      "('10-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('10-09-2021', '86', 'MACHTENS')\n",
      "('10-09-2021', '86', 'QUATRE-VENTS')\n",
      "('10-09-2021', '87', 'BEEKKANT')\n",
      "('10-09-2021', '87', 'CONDOR')\n",
      "('10-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('10-09-2021', '87', 'HUNDERENVELD')\n",
      "('10-09-2021', '87', 'SIMONIS')\n",
      "('10-09-2021', '88', 'DE BROUCKERE')\n",
      "('10-09-2021', '88', 'UZ-VUB')\n",
      "('10-09-2021', '89', 'DELACROIX')\n",
      "('10-09-2021', '89', 'GARE CENTRALE')\n",
      "('10-09-2021', '89', 'JACQUES BREL')\n",
      "('10-09-2021', '89', 'PETERBOS')\n",
      "('10-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('10-09-2021', '92', 'LANCASTER')\n",
      "('10-09-2021', '92', 'LOUISE')\n",
      "('10-09-2021', '92', 'MA CAMPAGNE')\n",
      "('10-09-2021', '92', 'POELAERT')\n",
      "('10-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('10-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('10-09-2021', '93', 'LOUISE')\n",
      "('10-09-2021', '93', 'STADE')\n",
      "('10-09-2021', '95', 'BOURSE')\n",
      "('10-09-2021', '95', \"CIM. D'IXELLES\")\n",
      "('10-09-2021', '95', 'GRAND SABLON')\n",
      "('10-09-2021', '95', 'GRAND-PLACE')\n",
      "('10-09-2021', '95', 'LES 3 TILLEULS')\n",
      "('10-09-2021', '95', 'TRONE')\n",
      "('10-09-2021', '95', 'WIENER')\n",
      "('10-09-2021', '97', 'BARRIERE')\n",
      "('10-09-2021', '97', 'LOUISE')\n",
      "('10-09-2021', '97', 'NEERSTALLE')\n",
      "('10-09-2021', '97', 'SAINT-DENIS')\n",
      "('10-09-2021', '97', 'WIELS')\n",
      "('10-09-2021', '98', 'CERIA')\n",
      "('10-09-2021', '98', 'HEROS')\n",
      "('11-09-2021', '1', 'DELTA')\n",
      "('11-09-2021', '1', 'ERASME')\n",
      "('11-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('11-09-2021', '1', 'HERRMANN-DEBROUX')\n",
      "('11-09-2021', '1', 'MERODE')\n",
      "('11-09-2021', '1', 'STOCKEL')\n",
      "('11-09-2021', '12', 'TRONE')\n",
      "('11-09-2021', '13', 'ETANGS NOIRS')\n",
      "('11-09-2021', '13', 'UZ-VUB')\n",
      "('11-09-2021', '14', 'GARE DU NORD')\n",
      "('11-09-2021', '14', 'HEYSEL')\n",
      "('11-09-2021', '14', 'UZ BRUSSEL')\n",
      "('11-09-2021', '17', 'BEAULIEU')\n",
      "('11-09-2021', '17', 'HEILIGENBORRE')\n",
      "('11-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('11-09-2021', '19', 'HUNDERENVELD')\n",
      "('11-09-2021', '19', 'SCHWEITZER')\n",
      "('11-09-2021', '2', 'ELISABETH')\n",
      "('11-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('11-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('11-09-2021', '2', 'SIMONIS')\n",
      "('11-09-2021', '20', 'ETANGS NOIRS')\n",
      "('11-09-2021', '20', 'GARE DU NORD')\n",
      "('11-09-2021', '20', 'HUNDERENVELD')\n",
      "('11-09-2021', '20', 'OSSEGHEM')\n",
      "('11-09-2021', '21', 'BORDET STATION')\n",
      "('11-09-2021', '21', 'MAES')\n",
      "('11-09-2021', '21', 'TRONE')\n",
      "('11-09-2021', '25', 'BUYL')\n",
      "('11-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('11-09-2021', '27', 'GARE DU MIDI')\n",
      "('11-09-2021', '27', 'MEUDON')\n",
      "('11-09-2021', '27', 'MONTGOMERY')\n",
      "('11-09-2021', '27', 'PLEIADES')\n",
      "('11-09-2021', '28', 'BRABANCONNE')\n",
      "('11-09-2021', '28', 'GEORGES HENRI')\n",
      "('11-09-2021', '28', 'KONKEL')\n",
      "('11-09-2021', '28', 'MONTGOMERY')\n",
      "('11-09-2021', '29', 'DAILLY')\n",
      "('11-09-2021', '29', 'DE BROUCKERE')\n",
      "('11-09-2021', '29', 'GARE CENTRALE')\n",
      "('11-09-2021', '29', 'HOF TEN BERG')\n",
      "('11-09-2021', '29', 'ROODEBEEK')\n",
      "('11-09-2021', '3', 'ESPLANADE')\n",
      "('11-09-2021', '3', 'THOMAS')\n",
      "('11-09-2021', '33', 'DANSAERT')\n",
      "('11-09-2021', '33', 'LOUISE')\n",
      "('11-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('11-09-2021', '34', 'LA CHASSE')\n",
      "('11-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('11-09-2021', '34', 'SAINTE-ANNE')\n",
      "('11-09-2021', '34', 'TRONE')\n",
      "('11-09-2021', '36', 'KONKEL')\n",
      "('11-09-2021', '36', 'LA CHASSE')\n",
      "('11-09-2021', '36', 'RUE AU BOIS')\n",
      "('11-09-2021', '37', 'ALBERT')\n",
      "('11-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('11-09-2021', '38', 'BASCULE')\n",
      "('11-09-2021', '38', 'GARE CENTRALE')\n",
      "('11-09-2021', '38', 'HEROS')\n",
      "('11-09-2021', '41', 'DEMEY')\n",
      "('11-09-2021', '41', 'HEROS')\n",
      "('11-09-2021', '41', 'TRANSVAAL')\n",
      "('11-09-2021', '41', 'WATERMAEL GARE')\n",
      "('11-09-2021', '42', 'MARCEL THIRY')\n",
      "('11-09-2021', '42', 'ROODEBEEK')\n",
      "('11-09-2021', '42', 'VIADUC E40')\n",
      "('11-09-2021', '43', 'BOURDON')\n",
      "('11-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('11-09-2021', '43', 'HEROS')\n",
      "('11-09-2021', '43', 'HOMBORCH')\n",
      "('11-09-2021', '44', 'TERVUREN STATION')\n",
      "('11-09-2021', '45', 'MARCEL THIRY')\n",
      "('11-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('11-09-2021', '45', 'ROODEBEEK')\n",
      "('11-09-2021', '45', 'SAINT-VINCENT')\n",
      "('11-09-2021', '46', 'DE BROUCKERE')\n",
      "('11-09-2021', '46', 'GLIBERT')\n",
      "('11-09-2021', '46', 'MEIR')\n",
      "('11-09-2021', '46', 'MOORTEBEEK')\n",
      "('11-09-2021', '47', 'HEEMBEEK')\n",
      "('11-09-2021', '48', 'ANNEESSENS')\n",
      "('11-09-2021', '48', 'AVENUE DU ROI')\n",
      "('11-09-2021', '48', 'DECROLY')\n",
      "('11-09-2021', '48', 'ROCHEFORT')\n",
      "('11-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('11-09-2021', '49', 'GARE DU MIDI')\n",
      "('11-09-2021', '49', 'PETERBOS')\n",
      "('11-09-2021', '49', 'SIMONIS')\n",
      "('11-09-2021', '49', 'VAN KALKEN')\n",
      "('11-09-2021', '5', 'DELTA')\n",
      "('11-09-2021', '5', 'ERASME')\n",
      "('11-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('11-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('11-09-2021', '5', 'STOCKEL')\n",
      "('11-09-2021', '50', 'GARE DU MIDI')\n",
      "('11-09-2021', '50', 'KERK RUISBROEK')\n",
      "('11-09-2021', '50', 'LOT STATION')\n",
      "('11-09-2021', '51', 'CIM. DE JETTE')\n",
      "('11-09-2021', '51', 'LEMONNIER')\n",
      "('11-09-2021', '51', 'STADE')\n",
      "('11-09-2021', '51', 'VAN HAELEN')\n",
      "('11-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('11-09-2021', '54', 'BERVOETS')\n",
      "('11-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('11-09-2021', '54', 'TRONE')\n",
      "('11-09-2021', '55', 'BORDET STATION')\n",
      "('11-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('11-09-2021', '56', 'BUDA')\n",
      "('11-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('11-09-2021', '58', 'VILVOORDE STATION')\n",
      "('11-09-2021', '58', 'YSER')\n",
      "('11-09-2021', '59', 'CHAUMONTEL')\n",
      "('11-09-2021', '59', 'FLAGEY')\n",
      "('11-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('11-09-2021', '6', 'DELACROIX')\n",
      "('11-09-2021', '6', 'ELISABETH')\n",
      "('11-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('11-09-2021', '6', 'SIMONIS')\n",
      "('11-09-2021', '60', 'AMBIORIX')\n",
      "('11-09-2021', '60', 'ETANGS')\n",
      "('11-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('11-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('11-09-2021', '61', 'BRABANCONNE')\n",
      "('11-09-2021', '61', 'GARE DU NORD')\n",
      "('11-09-2021', '61', 'MERODE')\n",
      "('11-09-2021', '61', 'MONTGOMERY')\n",
      "('11-09-2021', '62', 'DA VINCI')\n",
      "('11-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('11-09-2021', '63', 'GARE CENTRALE')\n",
      "('11-09-2021', '63', 'MADOU')\n",
      "('11-09-2021', '63', 'MEISER')\n",
      "('11-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('11-09-2021', '65', 'BORDET STATION')\n",
      "('11-09-2021', '65', 'GARE CENTRALE')\n",
      "('11-09-2021', '65', 'MACHELEN')\n",
      "('11-09-2021', '66', 'GARE CENTRALE')\n",
      "('11-09-2021', '66', 'PEAGE')\n",
      "('11-09-2021', '7', 'BUYL')\n",
      "('11-09-2021', '70', 'ALBERT')\n",
      "('11-09-2021', '70', 'HEROS')\n",
      "('11-09-2021', '71', 'DE BROUCKERE')\n",
      "('11-09-2021', '71', 'DELTA')\n",
      "('11-09-2021', '72', 'ADEPS')\n",
      "('11-09-2021', '72', 'DEMEY')\n",
      "('11-09-2021', '72', 'ULB')\n",
      "('11-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('11-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('11-09-2021', '74', 'FOREST NATIONAL')\n",
      "('11-09-2021', '74', 'UCCLE-STALLE')\n",
      "('11-09-2021', '74', 'VAN KALKEN')\n",
      "('11-09-2021', '75', 'CERIA')\n",
      "('11-09-2021', '75', 'WESTLAND SHOPPING')\n",
      "('11-09-2021', '76', 'OPPEM')\n",
      "('11-09-2021', '78', 'HERMES')\n",
      "('11-09-2021', '78', 'HUMANITE')\n",
      "('11-09-2021', '79', 'CARENE')\n",
      "('11-09-2021', '79', 'GULLEDELLE')\n",
      "('11-09-2021', '79', 'KRAAINEM')\n",
      "('11-09-2021', '8', 'BUYL')\n",
      "('11-09-2021', '8', 'LOUISE')\n",
      "('11-09-2021', '80', 'BORDET STATION')\n",
      "('11-09-2021', '80', 'CARENE')\n",
      "('11-09-2021', '80', 'GEORGES HENRI')\n",
      "('11-09-2021', '80', 'HAREN')\n",
      "('11-09-2021', '80', 'JULES BORDET')\n",
      "('11-09-2021', '80', 'MONTGOMERY')\n",
      "('11-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('11-09-2021', '81', 'FLAGEY')\n",
      "('11-09-2021', '81', 'MEIR')\n",
      "('11-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('11-09-2021', '82', 'MERLO')\n",
      "('11-09-2021', '82', 'NEERSTALLE')\n",
      "('11-09-2021', '82', 'QUATRE-VENTS')\n",
      "('11-09-2021', '82', 'SAINT-DENIS')\n",
      "('11-09-2021', '82', 'SCHWEITZER')\n",
      "('11-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('11-09-2021', '83', 'SQ. DU CENTENAIRE')\n",
      "('11-09-2021', '83', 'VAL MARIA')\n",
      "('11-09-2021', '86', 'BOCKSTAEL')\n",
      "('11-09-2021', '86', 'BOURSE')\n",
      "('11-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('11-09-2021', '86', 'MACHTENS')\n",
      "('11-09-2021', '86', 'QUATRE-VENTS')\n",
      "('11-09-2021', '87', 'BEEKKANT')\n",
      "('11-09-2021', '87', 'CONDOR')\n",
      "('11-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('11-09-2021', '87', 'HUNDERENVELD')\n",
      "('11-09-2021', '87', 'SIMONIS')\n",
      "('11-09-2021', '88', 'DE BROUCKERE')\n",
      "('11-09-2021', '88', 'UZ-VUB')\n",
      "('11-09-2021', '89', 'DELACROIX')\n",
      "('11-09-2021', '89', 'GARE CENTRALE')\n",
      "('11-09-2021', '89', 'JACQUES BREL')\n",
      "('11-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('11-09-2021', '92', 'LOUISE')\n",
      "('11-09-2021', '92', 'MA CAMPAGNE')\n",
      "('11-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('11-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('11-09-2021', '93', 'STADE')\n",
      "('11-09-2021', '95', 'BOURSE')\n",
      "('11-09-2021', '95', 'GRAND SABLON')\n",
      "('11-09-2021', '95', 'GRAND-PLACE')\n",
      "('11-09-2021', '95', 'LES 3 TILLEULS')\n",
      "('11-09-2021', '95', 'TRONE')\n",
      "('11-09-2021', '95', 'WIENER')\n",
      "('11-09-2021', '97', 'LOUISE')\n",
      "('11-09-2021', '97', 'WIELS')\n",
      "('11-09-2021', '98', 'CERIA')\n",
      "('11-09-2021', '98', 'HEROS')\n",
      "('12-09-2021', '1', 'DELTA')\n",
      "('12-09-2021', '1', 'ERASME')\n",
      "('12-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('12-09-2021', '1', 'HERRMANN-DEBROUX')\n",
      "('12-09-2021', '1', 'MERODE')\n",
      "('12-09-2021', '1', 'STOCKEL')\n",
      "('12-09-2021', '12', 'MAELBEEK')\n",
      "('12-09-2021', '12', 'MEISER')\n",
      "('12-09-2021', '12', 'TRONE')\n",
      "('12-09-2021', '13', 'ETANGS NOIRS')\n",
      "('12-09-2021', '13', 'UZ-VUB')\n",
      "('12-09-2021', '14', 'GARE DU NORD')\n",
      "('12-09-2021', '14', 'HEYSEL')\n",
      "('12-09-2021', '14', 'UZ BRUSSEL')\n",
      "('12-09-2021', '17', 'BEAULIEU')\n",
      "('12-09-2021', '17', 'HEILIGENBORRE')\n",
      "('12-09-2021', '17', 'LES 3 TILLEULS')\n",
      "('12-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('12-09-2021', '19', 'HUNDERENVELD')\n",
      "('12-09-2021', '19', 'SCHWEITZER')\n",
      "('12-09-2021', '2', 'ELISABETH')\n",
      "('12-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('12-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('12-09-2021', '2', 'SIMONIS')\n",
      "('12-09-2021', '20', 'ETANGS NOIRS')\n",
      "('12-09-2021', '20', 'GARE DU NORD')\n",
      "('12-09-2021', '20', 'HUNDERENVELD')\n",
      "('12-09-2021', '20', 'OSSEGHEM')\n",
      "('12-09-2021', '20', 'SCHWEITZER')\n",
      "('12-09-2021', '21', 'BORDET STATION')\n",
      "('12-09-2021', '21', 'DIAMANT')\n",
      "('12-09-2021', '21', 'MAELBEEK')\n",
      "('12-09-2021', '21', 'MAES')\n",
      "('12-09-2021', '25', 'BUYL')\n",
      "('12-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('12-09-2021', '27', 'GARE DU MIDI')\n",
      "('12-09-2021', '27', 'MONTGOMERY')\n",
      "('12-09-2021', '27', 'PLEIADES')\n",
      "('12-09-2021', '27', 'TOMBERG')\n",
      "('12-09-2021', '28', 'BRABANCONNE')\n",
      "('12-09-2021', '28', 'KONKEL')\n",
      "('12-09-2021', '28', 'MONTGOMERY')\n",
      "('12-09-2021', '29', 'DAILLY')\n",
      "('12-09-2021', '29', 'DE BROUCKERE')\n",
      "('12-09-2021', '29', 'DIAMANT')\n",
      "('12-09-2021', '29', 'GARE CENTRALE')\n",
      "('12-09-2021', '29', 'HOF TEN BERG')\n",
      "('12-09-2021', '29', 'ROODEBEEK')\n",
      "('12-09-2021', '3', 'ESPLANADE')\n",
      "('12-09-2021', '3', 'THOMAS')\n",
      "('12-09-2021', '33', 'DANSAERT')\n",
      "('12-09-2021', '33', 'LOUISE')\n",
      "('12-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('12-09-2021', '34', 'ETANGS')\n",
      "('12-09-2021', '34', 'HERRMANN-DEBROUX')\n",
      "('12-09-2021', '34', 'LA CHASSE')\n",
      "('12-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('12-09-2021', '34', 'SAINTE-ANNE')\n",
      "('12-09-2021', '36', \"CHANT D'OISEAU\")\n",
      "('12-09-2021', '36', 'KONKEL')\n",
      "('12-09-2021', '36', 'LA CHASSE')\n",
      "('12-09-2021', '36', 'MUSEE DU TRAM')\n",
      "('12-09-2021', '36', 'NERVIENS')\n",
      "('12-09-2021', '36', 'RUE AU BOIS')\n",
      "('12-09-2021', '36', 'THIEFFRY')\n",
      "('12-09-2021', '37', 'ALBERT')\n",
      "('12-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('12-09-2021', '38', 'BASCULE')\n",
      "('12-09-2021', '38', 'GARE CENTRALE')\n",
      "('12-09-2021', '38', 'HEROS')\n",
      "('12-09-2021', '38', 'PORTE DE NAMUR')\n",
      "('12-09-2021', '41', 'BOONDAEL GARE')\n",
      "('12-09-2021', '41', 'DEMEY')\n",
      "('12-09-2021', '41', 'HEROS')\n",
      "('12-09-2021', '41', 'HERRMANN-DEBROUX')\n",
      "('12-09-2021', '41', 'MONTANA')\n",
      "('12-09-2021', '41', 'TRANSVAAL')\n",
      "('12-09-2021', '41', 'ULB')\n",
      "('12-09-2021', '41', 'WATERMAEL GARE')\n",
      "('12-09-2021', '42', 'MARCEL THIRY')\n",
      "('12-09-2021', '42', 'ROODEBEEK')\n",
      "('12-09-2021', '42', 'VIADUC E40')\n",
      "('12-09-2021', '43', 'BOURDON')\n",
      "('12-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('12-09-2021', '43', 'HEROS')\n",
      "('12-09-2021', '43', 'HOMBORCH')\n",
      "('12-09-2021', '44', 'TERVUREN STATION')\n",
      "('12-09-2021', '45', 'MARCEL THIRY')\n",
      "('12-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('12-09-2021', '45', 'ROODEBEEK')\n",
      "('12-09-2021', '45', 'SAINT-VINCENT')\n",
      "('12-09-2021', '46', 'DE BROUCKERE')\n",
      "('12-09-2021', '46', 'GLIBERT')\n",
      "('12-09-2021', '46', 'MEIR')\n",
      "('12-09-2021', '46', 'MOORTEBEEK')\n",
      "('12-09-2021', '46', 'WTC')\n",
      "('12-09-2021', '47', 'HEEMBEEK')\n",
      "('12-09-2021', '48', 'ANNEESSENS')\n",
      "('12-09-2021', '48', 'AVENUE DU ROI')\n",
      "('12-09-2021', '48', 'DECROLY')\n",
      "('12-09-2021', '48', 'ROCHEFORT')\n",
      "('12-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('12-09-2021', '49', 'GARE DU MIDI')\n",
      "('12-09-2021', '49', 'MACHTENS')\n",
      "('12-09-2021', '49', 'PETERBOS')\n",
      "('12-09-2021', '49', 'SIMONIS')\n",
      "('12-09-2021', '49', 'VAN KALKEN')\n",
      "('12-09-2021', '5', 'DELTA')\n",
      "('12-09-2021', '5', 'ERASME')\n",
      "('12-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('12-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('12-09-2021', '5', 'MERODE')\n",
      "('12-09-2021', '5', 'STOCKEL')\n",
      "('12-09-2021', '50', 'GARE DU MIDI')\n",
      "('12-09-2021', '50', 'KERK RUISBROEK')\n",
      "('12-09-2021', '50', 'LOT STATION')\n",
      "('12-09-2021', '51', 'LEMONNIER')\n",
      "('12-09-2021', '51', 'STADE')\n",
      "('12-09-2021', '51', 'VAN HAELEN')\n",
      "('12-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('12-09-2021', '54', 'ALBERT')\n",
      "('12-09-2021', '54', 'BERVOETS')\n",
      "('12-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('12-09-2021', '54', 'LUXEMBOURG')\n",
      "('12-09-2021', '54', 'TRONE')\n",
      "('12-09-2021', '55', 'BORDET STATION')\n",
      "('12-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('12-09-2021', '56', 'BUDA')\n",
      "('12-09-2021', '56', 'MAELBEEK')\n",
      "('12-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('12-09-2021', '58', 'VILVOORDE STATION')\n",
      "('12-09-2021', '58', 'YSER')\n",
      "('12-09-2021', '59', 'ETANGS')\n",
      "('12-09-2021', '59', 'FLAGEY')\n",
      "('12-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('12-09-2021', '59', 'MAELBEEK')\n",
      "('12-09-2021', '6', 'BOCKSTAEL')\n",
      "('12-09-2021', '6', 'ELISABETH')\n",
      "('12-09-2021', '6', \"GARE DE L'OUEST\")\n",
      "('12-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('12-09-2021', '6', 'SIMONIS')\n",
      "('12-09-2021', '60', 'AMBIORIX')\n",
      "('12-09-2021', '60', 'ETANGS')\n",
      "('12-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('12-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('12-09-2021', '61', 'BRABANCONNE')\n",
      "('12-09-2021', '61', 'GARE DU NORD')\n",
      "('12-09-2021', '61', 'MAELBEEK')\n",
      "('12-09-2021', '61', 'MONTGOMERY')\n",
      "('12-09-2021', '62', 'DA VINCI')\n",
      "('12-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('12-09-2021', '63', 'GARE CENTRALE')\n",
      "('12-09-2021', '63', 'MEISER')\n",
      "('12-09-2021', '64', 'MAELBEEK')\n",
      "('12-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('12-09-2021', '65', 'BORDET STATION')\n",
      "('12-09-2021', '65', 'GARE CENTRALE')\n",
      "('12-09-2021', '65', 'MACHELEN')\n",
      "('12-09-2021', '66', 'CIM. DE BRUXELLES')\n",
      "('12-09-2021', '66', 'GARE CENTRALE')\n",
      "('12-09-2021', '66', 'LOUIS BERTRAND')\n",
      "('12-09-2021', '66', 'PEAGE')\n",
      "('12-09-2021', '7', 'BUYL')\n",
      "('12-09-2021', '71', 'DE BROUCKERE')\n",
      "('12-09-2021', '71', 'DELTA')\n",
      "('12-09-2021', '71', 'GARE CENTRALE')\n",
      "('12-09-2021', '71', 'PORTE DE NAMUR')\n",
      "('12-09-2021', '72', 'ADEPS')\n",
      "('12-09-2021', '72', 'ULB')\n",
      "('12-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('12-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('12-09-2021', '74', 'FOREST NATIONAL')\n",
      "('12-09-2021', '74', 'UCCLE-STALLE')\n",
      "('12-09-2021', '74', 'VAN KALKEN')\n",
      "('12-09-2021', '75', 'CERIA')\n",
      "('12-09-2021', '78', 'HERMES')\n",
      "('12-09-2021', '78', 'HUMANITE')\n",
      "('12-09-2021', '79', 'CARENE')\n",
      "('12-09-2021', '79', 'GULLEDELLE')\n",
      "('12-09-2021', '79', 'KRAAINEM')\n",
      "('12-09-2021', '79', 'MAELBEEK')\n",
      "('12-09-2021', '8', 'BUYL')\n",
      "('12-09-2021', '8', 'HERRMANN-DEBROUX')\n",
      "('12-09-2021', '8', 'LOUISE')\n",
      "('12-09-2021', '8', 'MUSEE DU TRAM')\n",
      "('12-09-2021', '80', 'BORDET STATION')\n",
      "('12-09-2021', '80', 'CARENE')\n",
      "('12-09-2021', '80', 'HAREN')\n",
      "('12-09-2021', '80', 'MONTGOMERY')\n",
      "('12-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('12-09-2021', '80', 'TOMBERG')\n",
      "('12-09-2021', '81', 'ALBERT I')\n",
      "('12-09-2021', '81', 'FLAGEY')\n",
      "('12-09-2021', '81', 'MEIR')\n",
      "('12-09-2021', '81', 'MERODE')\n",
      "('12-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('12-09-2021', '82', 'LEMONNIER')\n",
      "('12-09-2021', '82', 'MERLO')\n",
      "('12-09-2021', '82', 'NEERSTALLE')\n",
      "('12-09-2021', '82', 'SCHWEITZER')\n",
      "('12-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('12-09-2021', '83', 'VAL MARIA')\n",
      "('12-09-2021', '86', 'BOCKSTAEL')\n",
      "('12-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('12-09-2021', '86', 'MACHTENS')\n",
      "('12-09-2021', '86', 'QUATRE-VENTS')\n",
      "('12-09-2021', '86', 'TOUR ET TAXIS')\n",
      "('12-09-2021', '87', 'BEEKKANT')\n",
      "('12-09-2021', '87', 'CONDOR')\n",
      "('12-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('12-09-2021', '87', 'HUNDERENVELD')\n",
      "('12-09-2021', '87', 'SIMONIS')\n",
      "('12-09-2021', '88', 'DE BROUCKERE')\n",
      "('12-09-2021', '88', 'UZ-VUB')\n",
      "('12-09-2021', '89', 'DELACROIX')\n",
      "('12-09-2021', '89', 'GARE CENTRALE')\n",
      "('12-09-2021', '89', 'JACQUES BREL')\n",
      "('12-09-2021', '89', 'PETERBOS')\n",
      "('12-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('12-09-2021', '92', 'MA CAMPAGNE')\n",
      "('12-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('12-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('12-09-2021', '93', 'LOUISE')\n",
      "('12-09-2021', '93', 'STADE')\n",
      "('12-09-2021', '95', 'BOURSE')\n",
      "('12-09-2021', '95', \"CIM. D'IXELLES\")\n",
      "('12-09-2021', '95', 'GRAND SABLON')\n",
      "('12-09-2021', '95', 'GRAND-PLACE')\n",
      "('12-09-2021', '95', 'LES 3 TILLEULS')\n",
      "('12-09-2021', '95', 'LUXEMBOURG')\n",
      "('12-09-2021', '95', 'PORTE DE NAMUR')\n",
      "('12-09-2021', '95', 'TRONE')\n",
      "('12-09-2021', '95', 'WIENER')\n",
      "('12-09-2021', '97', 'BARRIERE')\n",
      "('12-09-2021', '97', 'LOUISE')\n",
      "('13-09-2021', '1', 'DELTA')\n",
      "('13-09-2021', '1', 'ERASME')\n",
      "('13-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('13-09-2021', '1', 'MERODE')\n",
      "('13-09-2021', '1', 'STOCKEL')\n",
      "('13-09-2021', '12', 'MEISER')\n",
      "('13-09-2021', '12', 'TRONE')\n",
      "('13-09-2021', '13', 'ETANGS NOIRS')\n",
      "('13-09-2021', '13', 'UZ-VUB')\n",
      "('13-09-2021', '14', 'GARE DU NORD')\n",
      "('13-09-2021', '14', 'HEYSEL')\n",
      "('13-09-2021', '14', 'UZ BRUSSEL')\n",
      "('13-09-2021', '17', 'BEAULIEU')\n",
      "('13-09-2021', '17', 'HEILIGENBORRE')\n",
      "('13-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('13-09-2021', '19', 'HUNDERENVELD')\n",
      "('13-09-2021', '19', 'SCHWEITZER')\n",
      "('13-09-2021', '2', 'DELACROIX')\n",
      "('13-09-2021', '2', 'ELISABETH')\n",
      "('13-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('13-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('13-09-2021', '2', 'SIMONIS')\n",
      "('13-09-2021', '20', 'GARE DU NORD')\n",
      "('13-09-2021', '20', 'HUNDERENVELD')\n",
      "('13-09-2021', '20', 'OSSEGHEM')\n",
      "('13-09-2021', '21', 'BORDET STATION')\n",
      "('13-09-2021', '21', 'MAES')\n",
      "('13-09-2021', '21', 'TRONE')\n",
      "('13-09-2021', '25', 'BUYL')\n",
      "('13-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('13-09-2021', '27', 'GARE DU MIDI')\n",
      "('13-09-2021', '27', 'GEORGES HENRI')\n",
      "('13-09-2021', '27', 'MONTGOMERY')\n",
      "('13-09-2021', '27', 'PLEIADES')\n",
      "('13-09-2021', '28', 'BRABANCONNE')\n",
      "('13-09-2021', '28', 'KONKEL')\n",
      "('13-09-2021', '28', 'MEUDON')\n",
      "('13-09-2021', '28', 'MONTGOMERY')\n",
      "('13-09-2021', '29', 'DAILLY')\n",
      "('13-09-2021', '29', 'DE BROUCKERE')\n",
      "('13-09-2021', '29', 'GARE CENTRALE')\n",
      "('13-09-2021', '29', 'HOF TEN BERG')\n",
      "('13-09-2021', '29', 'ROODEBEEK')\n",
      "('13-09-2021', '3', 'ESPLANADE')\n",
      "('13-09-2021', '3', 'HEEMBEEK')\n",
      "('13-09-2021', '3', 'THOMAS')\n",
      "('13-09-2021', '33', 'DANSAERT')\n",
      "('13-09-2021', '33', 'LOUISE')\n",
      "('13-09-2021', '34', 'ARSENAL')\n",
      "('13-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('13-09-2021', '34', 'LA CHASSE')\n",
      "('13-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('13-09-2021', '34', 'ROND-PT SOUVERAIN')\n",
      "('13-09-2021', '34', 'SAINTE-ANNE')\n",
      "('13-09-2021', '34', 'TRONE')\n",
      "('13-09-2021', '36', 'KONKEL')\n",
      "('13-09-2021', '36', 'LA CHASSE')\n",
      "('13-09-2021', '36', 'RUE AU BOIS')\n",
      "('13-09-2021', '37', 'ALBERT')\n",
      "('13-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('13-09-2021', '37', 'PLACE SAINT-JOB')\n",
      "('13-09-2021', '38', 'BASCULE')\n",
      "('13-09-2021', '38', 'BLYCKAERTS')\n",
      "('13-09-2021', '38', 'GARE CENTRALE')\n",
      "('13-09-2021', '38', 'HEROS')\n",
      "('13-09-2021', '39', 'MADOUX')\n",
      "('13-09-2021', '39', 'MUSEE DU TRAM')\n",
      "('13-09-2021', '4', 'HEROS')\n",
      "('13-09-2021', '41', 'DEMEY')\n",
      "('13-09-2021', '41', 'HEROS')\n",
      "('13-09-2021', '41', 'HERRMANN-DEBROUX')\n",
      "('13-09-2021', '41', 'TRANSVAAL')\n",
      "('13-09-2021', '41', 'WATERMAEL GARE')\n",
      "('13-09-2021', '42', 'MARCEL THIRY')\n",
      "('13-09-2021', '42', 'ROODEBEEK')\n",
      "('13-09-2021', '42', 'VIADUC E40')\n",
      "('13-09-2021', '43', 'BOURDON')\n",
      "('13-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('13-09-2021', '43', 'HEROS')\n",
      "('13-09-2021', '43', 'HOMBORCH')\n",
      "('13-09-2021', '44', 'QUATRE BRAS')\n",
      "('13-09-2021', '44', 'TERVUREN STATION')\n",
      "('13-09-2021', '45', 'MARCEL THIRY')\n",
      "('13-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('13-09-2021', '45', 'PERMEKE')\n",
      "('13-09-2021', '45', 'ROODEBEEK')\n",
      "('13-09-2021', '45', 'SAINT-VINCENT')\n",
      "('13-09-2021', '46', 'CLEMENCEAU')\n",
      "('13-09-2021', '46', 'GLIBERT')\n",
      "('13-09-2021', '46', 'MEIR')\n",
      "('13-09-2021', '46', 'MOORTEBEEK')\n",
      "('13-09-2021', '46', 'WTC')\n",
      "('13-09-2021', '46', 'YSER')\n",
      "('13-09-2021', '47', 'HEEMBEEK')\n",
      "('13-09-2021', '48', 'ANNEESSENS')\n",
      "('13-09-2021', '48', 'AVENUE DU ROI')\n",
      "('13-09-2021', '48', 'DECROLY')\n",
      "('13-09-2021', '48', 'ROCHEFORT')\n",
      "('13-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('13-09-2021', '49', 'GARE DU MIDI')\n",
      "('13-09-2021', '49', 'MACHTENS')\n",
      "('13-09-2021', '49', 'PETERBOS')\n",
      "('13-09-2021', '49', 'SIMONIS')\n",
      "('13-09-2021', '49', 'VAN KALKEN')\n",
      "('13-09-2021', '5', 'BIZET')\n",
      "('13-09-2021', '5', 'DELTA')\n",
      "('13-09-2021', '5', 'ERASME')\n",
      "('13-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('13-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('13-09-2021', '5', 'STOCKEL')\n",
      "('13-09-2021', '50', 'GARE DU MIDI')\n",
      "('13-09-2021', '50', 'KERK RUISBROEK')\n",
      "('13-09-2021', '50', 'LOT STATION')\n",
      "('13-09-2021', '51', 'BELGICA')\n",
      "('13-09-2021', '51', 'HEROS')\n",
      "('13-09-2021', '51', 'LEMONNIER')\n",
      "('13-09-2021', '51', 'STADE')\n",
      "('13-09-2021', '51', 'VAN HAELEN')\n",
      "('13-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('13-09-2021', '54', 'BERVOETS')\n",
      "('13-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('13-09-2021', '54', 'TRONE')\n",
      "('13-09-2021', '55', 'BORDET STATION')\n",
      "('13-09-2021', '55', 'DA VINCI')\n",
      "('13-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('13-09-2021', '56', 'BUDA')\n",
      "('13-09-2021', '56', 'HEEMBEEK')\n",
      "('13-09-2021', '57', 'GARE DU NORD')\n",
      "('13-09-2021', '57', 'VAN PRAET')\n",
      "('13-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('13-09-2021', '58', 'VILVOORDE STATION')\n",
      "('13-09-2021', '58', 'YSER')\n",
      "('13-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('13-09-2021', '59', 'MAELBEEK')\n",
      "('13-09-2021', '59', 'VERBOEKHOVEN')\n",
      "('13-09-2021', '6', 'DELACROIX')\n",
      "('13-09-2021', '6', 'ELISABETH')\n",
      "('13-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('13-09-2021', '6', 'SIMONIS')\n",
      "('13-09-2021', '60', 'AMBIORIX')\n",
      "('13-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('13-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('13-09-2021', '61', 'BRABANCONNE')\n",
      "('13-09-2021', '61', 'GARE DU NORD')\n",
      "('13-09-2021', '61', 'MERODE')\n",
      "('13-09-2021', '61', 'MONTGOMERY')\n",
      "('13-09-2021', '62', 'DA VINCI')\n",
      "('13-09-2021', '62', 'LEOPOLD III')\n",
      "('13-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('13-09-2021', '63', 'GARE CENTRALE')\n",
      "('13-09-2021', '63', 'MADOU')\n",
      "('13-09-2021', '63', 'MEISER')\n",
      "('13-09-2021', '64', 'AMBIORIX')\n",
      "('13-09-2021', '64', 'CHAZAL')\n",
      "('13-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('13-09-2021', '64', 'SAINT-VINCENT')\n",
      "('13-09-2021', '65', 'BORDET STATION')\n",
      "('13-09-2021', '65', 'GARE CENTRALE')\n",
      "('13-09-2021', '65', 'MACHELEN')\n",
      "('13-09-2021', '66', 'GARE CENTRALE')\n",
      "('13-09-2021', '66', 'PEAGE')\n",
      "('13-09-2021', '66', 'ROSA PARKS')\n",
      "('13-09-2021', '66', 'SAINTE-MARIE')\n",
      "('13-09-2021', '69', 'BORDET STATION')\n",
      "('13-09-2021', '69', 'JULES BORDET')\n",
      "('13-09-2021', '69', 'SCHAERBEEK GARE')\n",
      "('13-09-2021', '7', 'BUYL')\n",
      "('13-09-2021', '7', 'HEEMBEEK')\n",
      "('13-09-2021', '7', 'LONGCHAMP')\n",
      "('13-09-2021', '70', 'ALBERT')\n",
      "('13-09-2021', '70', 'BOURDON')\n",
      "('13-09-2021', '70', 'HEROS')\n",
      "('13-09-2021', '70', 'HOMBORCH')\n",
      "('13-09-2021', '71', 'DE BROUCKERE')\n",
      "('13-09-2021', '71', 'DELTA')\n",
      "('13-09-2021', '71', 'GARE CENTRALE')\n",
      "('13-09-2021', '71', 'TRONE')\n",
      "('13-09-2021', '72', 'ADEPS')\n",
      "('13-09-2021', '72', 'DELTA')\n",
      "('13-09-2021', '72', 'DEMEY')\n",
      "('13-09-2021', '72', 'ULB')\n",
      "('13-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('13-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('13-09-2021', '74', 'FOREST NATIONAL')\n",
      "('13-09-2021', '74', 'UCCLE-STALLE')\n",
      "('13-09-2021', '74', 'VAN KALKEN')\n",
      "('13-09-2021', '74', 'VEEWEYDE')\n",
      "('13-09-2021', '75', 'CERIA')\n",
      "('13-09-2021', '75', 'WESTLAND SHOPPING')\n",
      "('13-09-2021', '76', 'OPPEM')\n",
      "('13-09-2021', '77', 'HIPPODROME')\n",
      "('13-09-2021', '78', 'DIGUE DU CANAL')\n",
      "('13-09-2021', '78', 'HERMES')\n",
      "('13-09-2021', '78', 'HUMANITE')\n",
      "('13-09-2021', '79', 'CARENE')\n",
      "('13-09-2021', '79', 'DIAMANT')\n",
      "('13-09-2021', '79', 'GULLEDELLE')\n",
      "('13-09-2021', '79', 'KRAAINEM')\n",
      "('13-09-2021', '79', 'THIRY-WOLUWE')\n",
      "('13-09-2021', '8', 'BUYL')\n",
      "('13-09-2021', '8', 'HERRMANN-DEBROUX')\n",
      "('13-09-2021', '8', 'LOUISE')\n",
      "('13-09-2021', '80', 'BORDET STATION')\n",
      "('13-09-2021', '80', 'CARENE')\n",
      "('13-09-2021', '80', 'GEORGES HENRI')\n",
      "('13-09-2021', '80', 'HAREN')\n",
      "('13-09-2021', '80', 'MONTGOMERY')\n",
      "('13-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('13-09-2021', '81', 'ALBERT I')\n",
      "('13-09-2021', '81', 'AVENUE DU ROI')\n",
      "('13-09-2021', '81', 'FLAGEY')\n",
      "('13-09-2021', '81', 'ICHEC')\n",
      "('13-09-2021', '81', 'LA CHASSE')\n",
      "('13-09-2021', '81', 'MEIR')\n",
      "('13-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('13-09-2021', '82', 'MERLO')\n",
      "('13-09-2021', '82', 'NEERSTALLE')\n",
      "('13-09-2021', '82', 'SAINT-DENIS')\n",
      "('13-09-2021', '82', 'SCHWEITZER')\n",
      "('13-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('13-09-2021', '83', 'HOPITAL BRUGMANN')\n",
      "('13-09-2021', '83', 'PAGODES')\n",
      "('13-09-2021', '83', 'SQ. DU CENTENAIRE')\n",
      "('13-09-2021', '83', 'VAL MARIA')\n",
      "('13-09-2021', '86', 'BOCKSTAEL')\n",
      "('13-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('13-09-2021', '86', 'MACHTENS')\n",
      "('13-09-2021', '86', 'QUATRE-VENTS')\n",
      "('13-09-2021', '87', 'BEEKKANT')\n",
      "('13-09-2021', '87', 'CONDOR')\n",
      "('13-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('13-09-2021', '87', 'HUNDERENVELD')\n",
      "('13-09-2021', '87', 'SIMONIS')\n",
      "('13-09-2021', '88', 'DE BROUCKERE')\n",
      "('13-09-2021', '88', 'GARE DE JETTE')\n",
      "('13-09-2021', '88', 'UZ-VUB')\n",
      "('13-09-2021', '89', 'DELACROIX')\n",
      "('13-09-2021', '89', 'GARE CENTRALE')\n",
      "('13-09-2021', '89', 'JACQUES BREL')\n",
      "('13-09-2021', '89', 'PETERBOS')\n",
      "('13-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('13-09-2021', '92', 'LOUISE')\n",
      "('13-09-2021', '92', 'MA CAMPAGNE')\n",
      "('13-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('13-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('13-09-2021', '93', 'GUILL. DE GREEF')\n",
      "('13-09-2021', '93', 'LOUISE')\n",
      "('13-09-2021', '93', 'STADE')\n",
      "('13-09-2021', '95', 'BOURSE')\n",
      "('13-09-2021', '95', \"CIM. D'IXELLES\")\n",
      "('13-09-2021', '95', 'GRAND SABLON')\n",
      "('13-09-2021', '95', 'GRAND-PLACE')\n",
      "('13-09-2021', '95', 'LES 3 TILLEULS')\n",
      "('13-09-2021', '95', 'TRONE')\n",
      "('13-09-2021', '95', 'WIENER')\n",
      "('13-09-2021', '97', 'LOUISE')\n",
      "('13-09-2021', '97', 'NEERSTALLE')\n",
      "('13-09-2021', '97', 'WIELS')\n",
      "('13-09-2021', '98', 'CERIA')\n",
      "('13-09-2021', '98', 'HEROS')\n",
      "('14-09-2021', '1', 'DELTA')\n",
      "('14-09-2021', '1', 'ERASME')\n",
      "('14-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('14-09-2021', '1', 'HERRMANN-DEBROUX')\n",
      "('14-09-2021', '1', 'MERODE')\n",
      "('14-09-2021', '1', 'STOCKEL')\n",
      "('14-09-2021', '12', 'MEISER')\n",
      "('14-09-2021', '12', 'TRONE')\n",
      "('14-09-2021', '13', 'ETANGS NOIRS')\n",
      "('14-09-2021', '13', 'UZ-VUB')\n",
      "('14-09-2021', '14', 'GARE DU NORD')\n",
      "('14-09-2021', '14', 'HEYSEL')\n",
      "('14-09-2021', '14', 'UZ BRUSSEL')\n",
      "('14-09-2021', '17', 'BEAULIEU')\n",
      "('14-09-2021', '17', 'HEILIGENBORRE')\n",
      "('14-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('14-09-2021', '19', 'HUNDERENVELD')\n",
      "('14-09-2021', '19', 'SCHWEITZER')\n",
      "('14-09-2021', '2', 'DELACROIX')\n",
      "('14-09-2021', '2', 'ELISABETH')\n",
      "('14-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('14-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('14-09-2021', '2', 'SIMONIS')\n",
      "('14-09-2021', '20', 'GARE DU NORD')\n",
      "('14-09-2021', '20', 'HUNDERENVELD')\n",
      "('14-09-2021', '20', 'OSSEGHEM')\n",
      "('14-09-2021', '21', 'BORDET STATION')\n",
      "('14-09-2021', '21', 'MAES')\n",
      "('14-09-2021', '21', 'TRONE')\n",
      "('14-09-2021', '25', 'BUYL')\n",
      "('14-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('14-09-2021', '27', 'ANDROMEDE')\n",
      "('14-09-2021', '27', 'GARE DU MIDI')\n",
      "('14-09-2021', '27', 'GEORGES HENRI')\n",
      "('14-09-2021', '27', 'MONTGOMERY')\n",
      "('14-09-2021', '27', 'PLEIADES')\n",
      "('14-09-2021', '28', 'BRABANCONNE')\n",
      "('14-09-2021', '28', 'DIAMANT')\n",
      "('14-09-2021', '28', 'GEORGES HENRI')\n",
      "('14-09-2021', '28', 'KONKEL')\n",
      "('14-09-2021', '28', 'MEUDON')\n",
      "('14-09-2021', '28', 'MONTGOMERY')\n",
      "('14-09-2021', '29', 'DAILLY')\n",
      "('14-09-2021', '29', 'DE BROUCKERE')\n",
      "('14-09-2021', '29', 'HOF TEN BERG')\n",
      "('14-09-2021', '3', 'ESPLANADE')\n",
      "('14-09-2021', '3', 'THOMAS')\n",
      "('14-09-2021', '33', 'DANSAERT')\n",
      "('14-09-2021', '33', 'LOUISE')\n",
      "('14-09-2021', '34', 'ARSENAL')\n",
      "('14-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('14-09-2021', '34', 'LA CHASSE')\n",
      "('14-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('14-09-2021', '34', 'ROND-PT SOUVERAIN')\n",
      "('14-09-2021', '34', 'SAINTE-ANNE')\n",
      "('14-09-2021', '34', 'TRONE')\n",
      "('14-09-2021', '36', 'KONKEL')\n",
      "('14-09-2021', '36', 'LA CHASSE')\n",
      "('14-09-2021', '36', 'RUE AU BOIS')\n",
      "('14-09-2021', '37', 'ALBERT')\n",
      "('14-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('14-09-2021', '38', 'BASCULE')\n",
      "('14-09-2021', '38', 'BLYCKAERTS')\n",
      "('14-09-2021', '38', 'GARE CENTRALE')\n",
      "('14-09-2021', '38', 'HEROS')\n",
      "('14-09-2021', '41', 'BOONDAEL GARE')\n",
      "('14-09-2021', '41', 'DEMEY')\n",
      "('14-09-2021', '41', 'HEROS')\n",
      "('14-09-2021', '41', 'HERRMANN-DEBROUX')\n",
      "('14-09-2021', '41', 'HOUZEAU')\n",
      "('14-09-2021', '41', 'TRANSVAAL')\n",
      "('14-09-2021', '41', 'WATERMAEL GARE')\n",
      "('14-09-2021', '42', 'MARCEL THIRY')\n",
      "('14-09-2021', '42', 'ROODEBEEK')\n",
      "('14-09-2021', '42', 'VIADUC E40')\n",
      "('14-09-2021', '43', 'BOURDON')\n",
      "('14-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('14-09-2021', '43', 'HEROS')\n",
      "('14-09-2021', '43', 'HOMBORCH')\n",
      "('14-09-2021', '43', 'UCCLE CALEVOET')\n",
      "('14-09-2021', '44', 'TERVUREN STATION')\n",
      "('14-09-2021', '45', 'MARCEL THIRY')\n",
      "('14-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('14-09-2021', '45', 'PERMEKE')\n",
      "('14-09-2021', '45', 'ROODEBEEK')\n",
      "('14-09-2021', '45', 'SAINT-VINCENT')\n",
      "('14-09-2021', '46', 'ALBERT I')\n",
      "('14-09-2021', '46', 'ARISTIDE BRIAND')\n",
      "('14-09-2021', '46', 'DE BROUCKERE')\n",
      "('14-09-2021', '46', 'GLIBERT')\n",
      "('14-09-2021', '46', 'MEIR')\n",
      "('14-09-2021', '46', 'MOORTEBEEK')\n",
      "('14-09-2021', '46', \"PTE D'ANDERLECHT\")\n",
      "('14-09-2021', '46', 'WTC')\n",
      "('14-09-2021', '46', 'YSER')\n",
      "('14-09-2021', '47', 'HEEMBEEK')\n",
      "('14-09-2021', '48', 'ANNEESSENS')\n",
      "('14-09-2021', '48', 'AVENUE DU ROI')\n",
      "('14-09-2021', '48', 'DECROLY')\n",
      "('14-09-2021', '48', 'GARE DU MIDI')\n",
      "('14-09-2021', '48', 'PORTE DE HAL')\n",
      "('14-09-2021', '48', 'ROCHEFORT')\n",
      "('14-09-2021', '49', 'BASTOGNE')\n",
      "('14-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('14-09-2021', '49', 'GARE DU MIDI')\n",
      "('14-09-2021', '49', 'MACHTENS')\n",
      "('14-09-2021', '49', 'PETERBOS')\n",
      "('14-09-2021', '49', 'SIMONIS')\n",
      "('14-09-2021', '49', 'VAN KALKEN')\n",
      "('14-09-2021', '49', 'WIELS')\n",
      "('14-09-2021', '5', 'DELTA')\n",
      "('14-09-2021', '5', 'ERASME')\n",
      "('14-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('14-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('14-09-2021', '5', 'STOCKEL')\n",
      "('14-09-2021', '50', 'BERVOETS')\n",
      "('14-09-2021', '50', 'GARE DU MIDI')\n",
      "('14-09-2021', '50', 'KERK RUISBROEK')\n",
      "('14-09-2021', '50', 'LOT STATION')\n",
      "('14-09-2021', '50', 'WIELS')\n",
      "('14-09-2021', '51', 'BELGICA')\n",
      "('14-09-2021', '51', 'CIM. DE JETTE')\n",
      "('14-09-2021', '51', 'LEMONNIER')\n",
      "('14-09-2021', '51', 'STADE')\n",
      "('14-09-2021', '51', 'VAN HAELEN')\n",
      "('14-09-2021', '53', 'PETERBOS')\n",
      "('14-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('14-09-2021', '54', 'BERVOETS')\n",
      "('14-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('14-09-2021', '54', 'TRONE')\n",
      "('14-09-2021', '55', 'BORDET STATION')\n",
      "('14-09-2021', '55', 'DA VINCI')\n",
      "('14-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('14-09-2021', '56', 'BUDA')\n",
      "('14-09-2021', '56', 'HEEMBEEK')\n",
      "('14-09-2021', '57', 'GARE DU NORD')\n",
      "('14-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('14-09-2021', '58', 'VILVOORDE STATION')\n",
      "('14-09-2021', '58', 'YSER')\n",
      "('14-09-2021', '59', 'FLAGEY')\n",
      "('14-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('14-09-2021', '59', 'SCHAERBEEK GARE')\n",
      "('14-09-2021', '6', 'DELACROIX')\n",
      "('14-09-2021', '6', 'ELISABETH')\n",
      "('14-09-2021', '6', \"GARE DE L'OUEST\")\n",
      "('14-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('14-09-2021', '6', 'SIMONIS')\n",
      "('14-09-2021', '60', 'AMBIORIX')\n",
      "('14-09-2021', '60', 'ETANGS')\n",
      "('14-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('14-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('14-09-2021', '61', 'BOTANIQUE')\n",
      "('14-09-2021', '61', 'BRABANCONNE')\n",
      "('14-09-2021', '61', 'GARE DU NORD')\n",
      "('14-09-2021', '61', 'JAMBLINNE DE MEUX')\n",
      "('14-09-2021', '61', 'MERODE')\n",
      "('14-09-2021', '61', 'MONTGOMERY')\n",
      "('14-09-2021', '62', 'DA VINCI')\n",
      "('14-09-2021', '63', 'AMBIORIX')\n",
      "('14-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('14-09-2021', '63', 'GARE CENTRALE')\n",
      "('14-09-2021', '63', 'MADOU')\n",
      "('14-09-2021', '63', 'MEISER')\n",
      "('14-09-2021', '64', 'CHAZAL')\n",
      "('14-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('14-09-2021', '65', 'BORDET STATION')\n",
      "('14-09-2021', '65', 'GARE CENTRALE')\n",
      "('14-09-2021', '65', 'MACHELEN')\n",
      "('14-09-2021', '66', 'GARE CENTRALE')\n",
      "('14-09-2021', '66', 'LOUIS BERTRAND')\n",
      "('14-09-2021', '66', 'PEAGE')\n",
      "('14-09-2021', '69', 'BORDET STATION')\n",
      "('14-09-2021', '69', 'JULES BORDET')\n",
      "('14-09-2021', '69', 'SCHAERBEEK GARE')\n",
      "('14-09-2021', '7', 'BUYL')\n",
      "('14-09-2021', '70', 'ALBERT')\n",
      "('14-09-2021', '70', 'BOURDON')\n",
      "('14-09-2021', '70', 'HOMBORCH')\n",
      "('14-09-2021', '71', 'DE BROUCKERE')\n",
      "('14-09-2021', '71', 'DELTA')\n",
      "('14-09-2021', '71', 'GARE CENTRALE')\n",
      "('14-09-2021', '71', 'TRONE')\n",
      "('14-09-2021', '72', 'ADEPS')\n",
      "('14-09-2021', '72', 'DELTA')\n",
      "('14-09-2021', '72', 'DEMEY')\n",
      "('14-09-2021', '72', 'ULB')\n",
      "('14-09-2021', '74', 'BERVOETS')\n",
      "('14-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('14-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('14-09-2021', '74', 'FOREST NATIONAL')\n",
      "('14-09-2021', '74', 'UCCLE-STALLE')\n",
      "('14-09-2021', '74', 'VAN KALKEN')\n",
      "('14-09-2021', '74', 'VEEWEYDE')\n",
      "('14-09-2021', '75', 'CERIA')\n",
      "('14-09-2021', '75', 'HOPITAL BRACOPS')\n",
      "('14-09-2021', '75', 'WESTLAND SHOPPING')\n",
      "('14-09-2021', '76', 'OPPEM')\n",
      "('14-09-2021', '77', 'HIPPODROME')\n",
      "('14-09-2021', '78', 'DIGUE DU CANAL')\n",
      "('14-09-2021', '78', 'GARE DU MIDI')\n",
      "('14-09-2021', '78', 'HERMES')\n",
      "('14-09-2021', '78', 'HUMANITE')\n",
      "('14-09-2021', '79', 'CARENE')\n",
      "('14-09-2021', '79', 'GULLEDELLE')\n",
      "('14-09-2021', '79', 'KRAAINEM')\n",
      "('14-09-2021', '8', 'BOONDAEL GARE')\n",
      "('14-09-2021', '8', 'BUYL')\n",
      "('14-09-2021', '8', 'HERRMANN-DEBROUX')\n",
      "('14-09-2021', '8', 'LOUISE')\n",
      "('14-09-2021', '80', 'BORDET STATION')\n",
      "('14-09-2021', '80', 'CARENE')\n",
      "('14-09-2021', '80', 'CORTENBACH')\n",
      "('14-09-2021', '80', 'GEORGES HENRI')\n",
      "('14-09-2021', '80', 'HAREN')\n",
      "('14-09-2021', '80', 'MONTGOMERY')\n",
      "('14-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('14-09-2021', '81', 'ALBERT I')\n",
      "('14-09-2021', '81', 'AVENUE DU ROI')\n",
      "('14-09-2021', '81', 'FLAGEY')\n",
      "('14-09-2021', '81', 'ICHEC')\n",
      "('14-09-2021', '81', 'LA CHASSE')\n",
      "('14-09-2021', '81', 'MEIR')\n",
      "('14-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('14-09-2021', '82', 'MERLO')\n",
      "('14-09-2021', '82', 'NEERSTALLE')\n",
      "('14-09-2021', '82', 'QUATRE-VENTS')\n",
      "('14-09-2021', '82', 'SCHWEITZER')\n",
      "('14-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('14-09-2021', '83', 'SQ. DU CENTENAIRE')\n",
      "('14-09-2021', '83', 'VAL MARIA')\n",
      "('14-09-2021', '86', 'BOCKSTAEL')\n",
      "('14-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('14-09-2021', '86', 'MACHTENS')\n",
      "('14-09-2021', '86', 'QUATRE-VENTS')\n",
      "('14-09-2021', '87', 'BEEKKANT')\n",
      "('14-09-2021', '87', 'CONDOR')\n",
      "('14-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('14-09-2021', '87', 'HUNDERENVELD')\n",
      "('14-09-2021', '87', 'NEREUS')\n",
      "('14-09-2021', '87', 'SIMONIS')\n",
      "('14-09-2021', '88', 'DE BROUCKERE')\n",
      "('14-09-2021', '88', 'GARE DU NORD')\n",
      "('14-09-2021', '88', 'UZ-VUB')\n",
      "('14-09-2021', '89', 'DE BROUCKERE')\n",
      "('14-09-2021', '89', 'DELACROIX')\n",
      "('14-09-2021', '89', 'GARE CENTRALE')\n",
      "('14-09-2021', '89', 'JACQUES BREL')\n",
      "('14-09-2021', '89', 'PETERBOS')\n",
      "('14-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('14-09-2021', '92', 'LOUISE')\n",
      "('14-09-2021', '92', 'MA CAMPAGNE')\n",
      "('14-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('14-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('14-09-2021', '93', 'CIM. DE JETTE')\n",
      "('14-09-2021', '93', 'JULES DE TROOZ')\n",
      "('14-09-2021', '93', 'STADE')\n",
      "('14-09-2021', '95', 'BOURSE')\n",
      "('14-09-2021', '95', \"CIM. D'IXELLES\")\n",
      "('14-09-2021', '95', 'GRAND SABLON')\n",
      "('14-09-2021', '95', 'GRAND-PLACE')\n",
      "('14-09-2021', '95', 'TRONE')\n",
      "('14-09-2021', '95', 'WIENER')\n",
      "('14-09-2021', '97', 'BARRIERE')\n",
      "('14-09-2021', '97', 'LOUISE')\n",
      "('14-09-2021', '97', 'NEERSTALLE')\n",
      "('14-09-2021', '97', 'WIELS')\n",
      "('14-09-2021', '98', 'CERIA')\n",
      "('14-09-2021', '98', 'HEROS')\n",
      "('15-09-2021', '1', 'DELTA')\n",
      "('15-09-2021', '1', 'ERASME')\n",
      "('15-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('15-09-2021', '1', 'HERRMANN-DEBROUX')\n",
      "('15-09-2021', '1', 'MERODE')\n",
      "('15-09-2021', '1', 'STOCKEL')\n",
      "('15-09-2021', '12', 'DA VINCI')\n",
      "('15-09-2021', '12', 'MEISER')\n",
      "('15-09-2021', '12', 'TRONE')\n",
      "('15-09-2021', '13', 'ETANGS NOIRS')\n",
      "('15-09-2021', '13', 'UZ-VUB')\n",
      "('15-09-2021', '14', 'GARE DU NORD')\n",
      "('15-09-2021', '14', 'HEYSEL')\n",
      "('15-09-2021', '14', 'UZ BRUSSEL')\n",
      "('15-09-2021', '17', 'BEAULIEU')\n",
      "('15-09-2021', '17', 'HEILIGENBORRE')\n",
      "('15-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('15-09-2021', '19', 'HUNDERENVELD')\n",
      "('15-09-2021', '19', 'SCHWEITZER')\n",
      "('15-09-2021', '2', 'DELACROIX')\n",
      "('15-09-2021', '2', 'ELISABETH')\n",
      "('15-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('15-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('15-09-2021', '2', 'SIMONIS')\n",
      "('15-09-2021', '20', 'GARE DU NORD')\n",
      "('15-09-2021', '20', 'HUNDERENVELD')\n",
      "('15-09-2021', '20', 'OSSEGHEM')\n",
      "('15-09-2021', '21', 'BORDET STATION')\n",
      "('15-09-2021', '21', 'MAES')\n",
      "('15-09-2021', '21', 'TRONE')\n",
      "('15-09-2021', '25', 'BUYL')\n",
      "('15-09-2021', '25', 'PETILLON')\n",
      "('15-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('15-09-2021', '27', 'GARE DU MIDI')\n",
      "('15-09-2021', '27', 'GEORGES HENRI')\n",
      "('15-09-2021', '27', 'MONTGOMERY')\n",
      "('15-09-2021', '27', 'PLEIADES')\n",
      "('15-09-2021', '28', 'BRABANCONNE')\n",
      "('15-09-2021', '28', 'KONKEL')\n",
      "('15-09-2021', '28', 'MEUDON')\n",
      "('15-09-2021', '28', 'MONTGOMERY')\n",
      "('15-09-2021', '29', 'DAILLY')\n",
      "('15-09-2021', '29', 'DE BROUCKERE')\n",
      "('15-09-2021', '29', 'GARE CENTRALE')\n",
      "('15-09-2021', '29', 'HOF TEN BERG')\n",
      "('15-09-2021', '29', 'MADOU')\n",
      "('15-09-2021', '29', 'ROODEBEEK')\n",
      "('15-09-2021', '3', 'ESPLANADE')\n",
      "('15-09-2021', '3', 'THOMAS')\n",
      "('15-09-2021', '33', 'BOURSE')\n",
      "('15-09-2021', '33', 'DANSAERT')\n",
      "('15-09-2021', '33', 'LOUISE')\n",
      "('15-09-2021', '34', 'ARSENAL')\n",
      "('15-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('15-09-2021', '34', 'LA CHASSE')\n",
      "('15-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('15-09-2021', '34', 'ROND-PT SOUVERAIN')\n",
      "('15-09-2021', '34', 'SAINTE-ANNE')\n",
      "('15-09-2021', '34', 'TRONE')\n",
      "('15-09-2021', '36', 'KONKEL')\n",
      "('15-09-2021', '36', 'LA CHASSE')\n",
      "('15-09-2021', '36', 'RUE AU BOIS')\n",
      "('15-09-2021', '37', 'ALBERT')\n",
      "('15-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('15-09-2021', '38', 'BASCULE')\n",
      "('15-09-2021', '38', 'BLYCKAERTS')\n",
      "('15-09-2021', '38', 'GARE CENTRALE')\n",
      "('15-09-2021', '38', 'HEROS')\n",
      "('15-09-2021', '39', 'MUSEE DU TRAM')\n",
      "('15-09-2021', '41', 'DEMEY')\n",
      "('15-09-2021', '41', 'HEROS')\n",
      "('15-09-2021', '41', 'HERRMANN-DEBROUX')\n",
      "('15-09-2021', '41', 'TRANSVAAL')\n",
      "('15-09-2021', '41', 'WATERMAEL GARE')\n",
      "('15-09-2021', '42', 'MARCEL THIRY')\n",
      "('15-09-2021', '42', 'ROODEBEEK')\n",
      "('15-09-2021', '42', 'VIADUC E40')\n",
      "('15-09-2021', '43', 'BOURDON')\n",
      "('15-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('15-09-2021', '43', 'HEROS')\n",
      "('15-09-2021', '43', 'HOMBORCH')\n",
      "('15-09-2021', '44', 'TERVUREN STATION')\n",
      "('15-09-2021', '45', 'MARCEL THIRY')\n",
      "('15-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('15-09-2021', '45', 'PERMEKE')\n",
      "('15-09-2021', '45', 'ROODEBEEK')\n",
      "('15-09-2021', '45', 'SAINT-VINCENT')\n",
      "('15-09-2021', '46', 'ARISTIDE BRIAND')\n",
      "('15-09-2021', '46', 'GLIBERT')\n",
      "('15-09-2021', '46', 'MEIR')\n",
      "('15-09-2021', '46', 'MOORTEBEEK')\n",
      "('15-09-2021', '46', 'WTC')\n",
      "('15-09-2021', '47', 'HEEMBEEK')\n",
      "('15-09-2021', '48', 'ANNEESSENS')\n",
      "('15-09-2021', '48', 'AVENUE DU ROI')\n",
      "('15-09-2021', '48', 'DECROLY')\n",
      "('15-09-2021', '48', 'ROCHEFORT')\n",
      "('15-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('15-09-2021', '49', 'GARE DU MIDI')\n",
      "('15-09-2021', '49', 'MACHTENS')\n",
      "('15-09-2021', '49', 'PETERBOS')\n",
      "('15-09-2021', '49', 'SIMONIS')\n",
      "('15-09-2021', '49', 'VAN KALKEN')\n",
      "('15-09-2021', '5', 'DELTA')\n",
      "('15-09-2021', '5', 'ERASME')\n",
      "('15-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('15-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('15-09-2021', '5', 'SCHUMAN')\n",
      "('15-09-2021', '5', 'STOCKEL')\n",
      "('15-09-2021', '50', 'GARE DU MIDI')\n",
      "('15-09-2021', '50', 'KERK RUISBROEK')\n",
      "('15-09-2021', '50', 'LOT STATION')\n",
      "('15-09-2021', '51', 'BELGICA')\n",
      "('15-09-2021', '51', 'HEROS')\n",
      "('15-09-2021', '51', 'LEMONNIER')\n",
      "('15-09-2021', '51', 'STADE')\n",
      "('15-09-2021', '51', 'VAN HAELEN')\n",
      "('15-09-2021', '53', 'BASTOGNE')\n",
      "('15-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('15-09-2021', '54', 'BERVOETS')\n",
      "('15-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('15-09-2021', '54', 'TRONE')\n",
      "('15-09-2021', '55', 'BORDET STATION')\n",
      "('15-09-2021', '55', 'DA VINCI')\n",
      "('15-09-2021', '55', 'PAIX')\n",
      "('15-09-2021', '55', 'THOMAS')\n",
      "('15-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('15-09-2021', '56', 'BUDA')\n",
      "('15-09-2021', '56', 'HEEMBEEK')\n",
      "('15-09-2021', '57', 'ENTREPOT')\n",
      "('15-09-2021', '57', 'GARE DU NORD')\n",
      "('15-09-2021', '58', 'GARE DU NORD')\n",
      "('15-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('15-09-2021', '58', 'VERBOEKHOVEN')\n",
      "('15-09-2021', '58', 'VILVOORDE STATION')\n",
      "('15-09-2021', '58', 'YSER')\n",
      "('15-09-2021', '59', 'FLAGEY')\n",
      "('15-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('15-09-2021', '59', 'JOURDAN')\n",
      "('15-09-2021', '59', 'MAELBEEK')\n",
      "('15-09-2021', '6', 'ELISABETH')\n",
      "('15-09-2021', '6', \"GARE DE L'OUEST\")\n",
      "('15-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('15-09-2021', '6', 'SIMONIS')\n",
      "('15-09-2021', '60', 'AMBIORIX')\n",
      "('15-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('15-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('15-09-2021', '61', 'BOTANIQUE')\n",
      "('15-09-2021', '61', 'GARE DU NORD')\n",
      "('15-09-2021', '61', 'MERODE')\n",
      "('15-09-2021', '61', 'MONTGOMERY')\n",
      "('15-09-2021', '62', 'DA VINCI')\n",
      "('15-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('15-09-2021', '63', 'GARE CENTRALE')\n",
      "('15-09-2021', '63', 'MEISER')\n",
      "('15-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('15-09-2021', '65', 'BORDET STATION')\n",
      "('15-09-2021', '65', 'CORTENBACH')\n",
      "('15-09-2021', '65', 'GARE CENTRALE')\n",
      "('15-09-2021', '65', 'MACHELEN')\n",
      "('15-09-2021', '66', 'GARE CENTRALE')\n",
      "('15-09-2021', '66', 'PEAGE')\n",
      "('15-09-2021', '69', 'BORDET STATION')\n",
      "('15-09-2021', '69', 'JULES BORDET')\n",
      "('15-09-2021', '69', 'SCHAERBEEK GARE')\n",
      "('15-09-2021', '7', 'BUYL')\n",
      "('15-09-2021', '7', 'LONGCHAMP')\n",
      "('15-09-2021', '70', 'ALBERT')\n",
      "('15-09-2021', '70', 'BOURDON')\n",
      "('15-09-2021', '70', 'HOMBORCH')\n",
      "('15-09-2021', '71', 'DE BROUCKERE')\n",
      "('15-09-2021', '71', 'DELTA')\n",
      "('15-09-2021', '71', 'FLAGEY')\n",
      "('15-09-2021', '71', 'GARE CENTRALE')\n",
      "('15-09-2021', '72', 'ADEPS')\n",
      "('15-09-2021', '72', 'DELTA')\n",
      "('15-09-2021', '72', 'DEMEY')\n",
      "('15-09-2021', '72', 'ULB')\n",
      "('15-09-2021', '74', 'BERVOETS')\n",
      "('15-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('15-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('15-09-2021', '74', 'FOREST NATIONAL')\n",
      "('15-09-2021', '74', 'UCCLE-STALLE')\n",
      "('15-09-2021', '74', 'VAN KALKEN')\n",
      "('15-09-2021', '75', 'BON AIR')\n",
      "('15-09-2021', '75', 'CERIA')\n",
      "('15-09-2021', '75', 'WESTLAND SHOPPING')\n",
      "('15-09-2021', '76', 'OPPEM')\n",
      "('15-09-2021', '77', 'HIPPODROME')\n",
      "('15-09-2021', '78', 'HERMES')\n",
      "('15-09-2021', '78', 'HUMANITE')\n",
      "('15-09-2021', '79', 'CARENE')\n",
      "('15-09-2021', '79', 'GULLEDELLE')\n",
      "('15-09-2021', '79', 'KRAAINEM')\n",
      "('15-09-2021', '8', 'BUYL')\n",
      "('15-09-2021', '8', 'HERRMANN-DEBROUX')\n",
      "('15-09-2021', '8', 'LOUISE')\n",
      "('15-09-2021', '8', 'STEPHANIE')\n",
      "('15-09-2021', '80', 'BORDET STATION')\n",
      "('15-09-2021', '80', 'CARENE')\n",
      "('15-09-2021', '80', 'GEORGES HENRI')\n",
      "('15-09-2021', '80', 'HAREN')\n",
      "('15-09-2021', '80', 'MONTGOMERY')\n",
      "('15-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('15-09-2021', '81', 'ALBERT I')\n",
      "('15-09-2021', '81', 'AVENUE DU ROI')\n",
      "('15-09-2021', '81', 'FLAGEY')\n",
      "('15-09-2021', '81', 'ICHEC')\n",
      "('15-09-2021', '81', 'LA CHASSE')\n",
      "('15-09-2021', '81', 'MEIR')\n",
      "('15-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('15-09-2021', '82', 'MERLO')\n",
      "('15-09-2021', '82', 'NEERSTALLE')\n",
      "('15-09-2021', '82', 'SCHWEITZER')\n",
      "('15-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('15-09-2021', '83', 'SQ. DU CENTENAIRE')\n",
      "('15-09-2021', '83', 'VAL MARIA')\n",
      "('15-09-2021', '86', 'BOCKSTAEL')\n",
      "('15-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('15-09-2021', '86', 'MACHTENS')\n",
      "('15-09-2021', '86', 'QUATRE-VENTS')\n",
      "('15-09-2021', '86', 'TOUR ET TAXIS')\n",
      "('15-09-2021', '87', 'BEEKKANT')\n",
      "('15-09-2021', '87', 'CONDOR')\n",
      "('15-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('15-09-2021', '87', 'HUNDERENVELD')\n",
      "('15-09-2021', '87', 'SIMONIS')\n",
      "('15-09-2021', '88', 'BOCKSTAEL')\n",
      "('15-09-2021', '88', 'DE BROUCKERE')\n",
      "('15-09-2021', '88', 'UZ-VUB')\n",
      "('15-09-2021', '89', 'DELACROIX')\n",
      "('15-09-2021', '89', 'GARE CENTRALE')\n",
      "('15-09-2021', '89', 'JACQUES BREL')\n",
      "('15-09-2021', '89', 'PETERBOS')\n",
      "('15-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('15-09-2021', '92', 'LANCASTER')\n",
      "('15-09-2021', '92', 'LOUISE')\n",
      "('15-09-2021', '92', 'MA CAMPAGNE')\n",
      "('15-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('15-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('15-09-2021', '93', 'CIM. DE JETTE')\n",
      "('15-09-2021', '93', 'JULES DE TROOZ')\n",
      "('15-09-2021', '93', 'LOUISE')\n",
      "('15-09-2021', '93', 'STADE')\n",
      "('15-09-2021', '93', 'STEPHANIE')\n",
      "('15-09-2021', '95', 'BOURSE')\n",
      "('15-09-2021', '95', \"CIM. D'IXELLES\")\n",
      "('15-09-2021', '95', 'GRAND SABLON')\n",
      "('15-09-2021', '95', 'GRAND-PLACE')\n",
      "('15-09-2021', '95', 'LES 3 TILLEULS')\n",
      "('15-09-2021', '95', 'LUXEMBOURG')\n",
      "('15-09-2021', '95', 'TRONE')\n",
      "('15-09-2021', '95', 'WIENER')\n",
      "('15-09-2021', '97', 'LOUISE')\n",
      "('15-09-2021', '97', 'NEERSTALLE')\n",
      "('15-09-2021', '97', 'SAINT-DENIS')\n",
      "('15-09-2021', '97', 'WIELS')\n",
      "('15-09-2021', '98', 'CERIA')\n",
      "('15-09-2021', '98', 'HEROS')\n",
      "('16-09-2021', '1', 'DELTA')\n",
      "('16-09-2021', '1', 'ERASME')\n",
      "('16-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('16-09-2021', '1', 'HERRMANN-DEBROUX')\n",
      "('16-09-2021', '1', 'MERODE')\n",
      "('16-09-2021', '1', 'STOCKEL')\n",
      "('16-09-2021', '12', 'MEISER')\n",
      "('16-09-2021', '12', 'TRONE')\n",
      "('16-09-2021', '13', 'ETANGS NOIRS')\n",
      "('16-09-2021', '13', 'UZ-VUB')\n",
      "('16-09-2021', '14', 'GARE DU NORD')\n",
      "('16-09-2021', '14', 'HEYSEL')\n",
      "('16-09-2021', '14', 'UZ BRUSSEL')\n",
      "('16-09-2021', '17', 'BEAULIEU')\n",
      "('16-09-2021', '17', 'HEILIGENBORRE')\n",
      "('16-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('16-09-2021', '19', 'HUNDERENVELD')\n",
      "('16-09-2021', '19', 'SCHWEITZER')\n",
      "('16-09-2021', '2', 'DELACROIX')\n",
      "('16-09-2021', '2', 'ELISABETH')\n",
      "('16-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('16-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('16-09-2021', '2', 'SIMONIS')\n",
      "('16-09-2021', '20', 'GARE DU NORD')\n",
      "('16-09-2021', '20', 'HUNDERENVELD')\n",
      "('16-09-2021', '20', 'OSSEGHEM')\n",
      "('16-09-2021', '21', 'BORDET STATION')\n",
      "('16-09-2021', '21', 'MAES')\n",
      "('16-09-2021', '21', 'TRONE')\n",
      "('16-09-2021', '25', 'BUYL')\n",
      "('16-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('16-09-2021', '25', 'THOMAS')\n",
      "('16-09-2021', '27', 'GARE DU MIDI')\n",
      "('16-09-2021', '27', 'GEORGES HENRI')\n",
      "('16-09-2021', '27', 'MONTGOMERY')\n",
      "('16-09-2021', '27', 'PLEIADES')\n",
      "('16-09-2021', '28', 'BRABANCONNE')\n",
      "('16-09-2021', '28', 'KONKEL')\n",
      "('16-09-2021', '28', 'MEUDON')\n",
      "('16-09-2021', '28', 'MONTGOMERY')\n",
      "('16-09-2021', '29', 'DAILLY')\n",
      "('16-09-2021', '29', 'DE BROUCKERE')\n",
      "('16-09-2021', '29', 'GARE CENTRALE')\n",
      "('16-09-2021', '29', 'HOF TEN BERG')\n",
      "('16-09-2021', '29', 'MARCEL THIRY')\n",
      "('16-09-2021', '3', 'ESPLANADE')\n",
      "('16-09-2021', '3', 'THOMAS')\n",
      "('16-09-2021', '33', 'DANSAERT')\n",
      "('16-09-2021', '33', 'LOUISE')\n",
      "('16-09-2021', '34', 'ARSENAL')\n",
      "('16-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('16-09-2021', '34', 'LA CHASSE')\n",
      "('16-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('16-09-2021', '34', 'ROND-PT SOUVERAIN')\n",
      "('16-09-2021', '34', 'SAINTE-ANNE')\n",
      "('16-09-2021', '34', 'TRONE')\n",
      "('16-09-2021', '36', 'KONKEL')\n",
      "('16-09-2021', '36', 'LA CHASSE')\n",
      "('16-09-2021', '36', 'RUE AU BOIS')\n",
      "('16-09-2021', '37', 'ALBERT')\n",
      "('16-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('16-09-2021', '38', 'BASCULE')\n",
      "('16-09-2021', '38', 'BLYCKAERTS')\n",
      "('16-09-2021', '38', 'GARE CENTRALE')\n",
      "('16-09-2021', '38', 'HEROS')\n",
      "('16-09-2021', '39', 'MUSEE DU TRAM')\n",
      "('16-09-2021', '41', 'DEMEY')\n",
      "('16-09-2021', '41', 'HEROS')\n",
      "('16-09-2021', '41', 'HERRMANN-DEBROUX')\n",
      "('16-09-2021', '41', 'TRANSVAAL')\n",
      "('16-09-2021', '41', 'WATERMAEL GARE')\n",
      "('16-09-2021', '42', 'MARCEL THIRY')\n",
      "('16-09-2021', '42', 'ROODEBEEK')\n",
      "('16-09-2021', '42', 'VIADUC E40')\n",
      "('16-09-2021', '43', 'BOURDON')\n",
      "('16-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('16-09-2021', '43', 'HEROS')\n",
      "('16-09-2021', '43', 'HOMBORCH')\n",
      "('16-09-2021', '44', 'TERVUREN STATION')\n",
      "('16-09-2021', '45', 'MARCEL THIRY')\n",
      "('16-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('16-09-2021', '45', 'PERMEKE')\n",
      "('16-09-2021', '45', 'ROODEBEEK')\n",
      "('16-09-2021', '45', 'SAINT-VINCENT')\n",
      "('16-09-2021', '46', 'ALBERT I')\n",
      "('16-09-2021', '46', 'CLEMENCEAU')\n",
      "('16-09-2021', '46', 'DE BROUCKERE')\n",
      "('16-09-2021', '46', 'GLIBERT')\n",
      "('16-09-2021', '46', 'MEIR')\n",
      "('16-09-2021', '46', 'MOORTEBEEK')\n",
      "('16-09-2021', '46', 'WTC')\n",
      "('16-09-2021', '47', 'HEEMBEEK')\n",
      "('16-09-2021', '48', 'ALBERT')\n",
      "('16-09-2021', '48', 'ANNEESSENS')\n",
      "('16-09-2021', '48', 'AVENUE DU ROI')\n",
      "('16-09-2021', '48', 'DECROLY')\n",
      "('16-09-2021', '48', 'ROCHEFORT')\n",
      "('16-09-2021', '49', 'BASTOGNE')\n",
      "('16-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('16-09-2021', '49', 'GARE DU MIDI')\n",
      "('16-09-2021', '49', 'MACHTENS')\n",
      "('16-09-2021', '49', 'PETERBOS')\n",
      "('16-09-2021', '49', 'SIMONIS')\n",
      "('16-09-2021', '49', 'VAN KALKEN')\n",
      "('16-09-2021', '49', 'WIELS')\n",
      "('16-09-2021', '5', 'DELTA')\n",
      "('16-09-2021', '5', 'ERASME')\n",
      "('16-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('16-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('16-09-2021', '5', 'STOCKEL')\n",
      "('16-09-2021', '50', 'GARE DU MIDI')\n",
      "('16-09-2021', '50', 'KERK RUISBROEK')\n",
      "('16-09-2021', '50', 'LOT STATION')\n",
      "('16-09-2021', '51', 'GUILL. DE GREEF')\n",
      "('16-09-2021', '51', 'LEMONNIER')\n",
      "('16-09-2021', '51', 'STADE')\n",
      "('16-09-2021', '51', 'VAN HAELEN')\n",
      "('16-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('16-09-2021', '54', 'BERVOETS')\n",
      "('16-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('16-09-2021', '54', 'TRONE')\n",
      "('16-09-2021', '55', 'BORDET STATION')\n",
      "('16-09-2021', '55', 'DA VINCI')\n",
      "('16-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('16-09-2021', '56', 'BUDA')\n",
      "('16-09-2021', '57', 'GARE DU NORD')\n",
      "('16-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('16-09-2021', '58', 'VILVOORDE STATION')\n",
      "('16-09-2021', '58', 'YSER')\n",
      "('16-09-2021', '59', 'FLAGEY')\n",
      "('16-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('16-09-2021', '59', 'JOURDAN')\n",
      "('16-09-2021', '6', 'DELACROIX')\n",
      "('16-09-2021', '6', 'ELISABETH')\n",
      "('16-09-2021', '6', \"GARE DE L'OUEST\")\n",
      "('16-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('16-09-2021', '6', 'SIMONIS')\n",
      "('16-09-2021', '60', 'AMBIORIX')\n",
      "('16-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('16-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('16-09-2021', '61', 'GARE DU NORD')\n",
      "('16-09-2021', '61', 'MONTGOMERY')\n",
      "('16-09-2021', '62', 'DA VINCI')\n",
      "('16-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('16-09-2021', '63', 'GARE CENTRALE')\n",
      "('16-09-2021', '63', 'MEISER')\n",
      "('16-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('16-09-2021', '65', 'BORDET STATION')\n",
      "('16-09-2021', '65', 'GARE CENTRALE')\n",
      "('16-09-2021', '65', 'MACHELEN')\n",
      "('16-09-2021', '66', 'GARE CENTRALE')\n",
      "('16-09-2021', '66', 'PEAGE')\n",
      "('16-09-2021', '66', 'SAINTE-MARIE')\n",
      "('16-09-2021', '69', 'BORDET STATION')\n",
      "('16-09-2021', '69', 'JULES BORDET')\n",
      "('16-09-2021', '69', 'SCHAERBEEK GARE')\n",
      "('16-09-2021', '7', 'BUYL')\n",
      "('16-09-2021', '7', 'DE WAND')\n",
      "('16-09-2021', '70', 'ALBERT')\n",
      "('16-09-2021', '70', 'BOURDON')\n",
      "('16-09-2021', '70', 'HOMBORCH')\n",
      "('16-09-2021', '71', 'DE BROUCKERE')\n",
      "('16-09-2021', '71', 'DELTA')\n",
      "('16-09-2021', '72', 'ADEPS')\n",
      "('16-09-2021', '72', 'DEMEY')\n",
      "('16-09-2021', '72', 'ULB')\n",
      "('16-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('16-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('16-09-2021', '74', 'FOREST NATIONAL')\n",
      "('16-09-2021', '74', 'UCCLE-STALLE')\n",
      "('16-09-2021', '74', 'VAN KALKEN')\n",
      "('16-09-2021', '75', 'CERIA')\n",
      "('16-09-2021', '75', 'WESTLAND SHOPPING')\n",
      "('16-09-2021', '76', 'OPPEM')\n",
      "('16-09-2021', '77', 'HIPPODROME')\n",
      "('16-09-2021', '78', 'HERMES')\n",
      "('16-09-2021', '78', 'HUMANITE')\n",
      "('16-09-2021', '79', 'CARENE')\n",
      "('16-09-2021', '79', 'GULLEDELLE')\n",
      "('16-09-2021', '79', 'KRAAINEM')\n",
      "('16-09-2021', '8', 'BUYL')\n",
      "('16-09-2021', '8', 'HERRMANN-DEBROUX')\n",
      "('16-09-2021', '8', 'LOUISE')\n",
      "('16-09-2021', '80', 'BORDET STATION')\n",
      "('16-09-2021', '80', 'CARENE')\n",
      "('16-09-2021', '80', 'CORTENBACH')\n",
      "('16-09-2021', '80', 'GEORGES HENRI')\n",
      "('16-09-2021', '80', 'HAREN')\n",
      "('16-09-2021', '80', 'LUXEMBOURG')\n",
      "('16-09-2021', '80', 'MONTGOMERY')\n",
      "('16-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('16-09-2021', '81', 'ALBERT I')\n",
      "('16-09-2021', '81', 'AVENUE DU ROI')\n",
      "('16-09-2021', '81', 'FLAGEY')\n",
      "('16-09-2021', '81', 'ICHEC')\n",
      "('16-09-2021', '81', 'LA CHASSE')\n",
      "('16-09-2021', '81', 'MEIR')\n",
      "('16-09-2021', '82', 'AVENUE DU ROI')\n",
      "('16-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('16-09-2021', '82', 'LEMONNIER')\n",
      "('16-09-2021', '82', 'MERLO')\n",
      "('16-09-2021', '82', 'NEERSTALLE')\n",
      "('16-09-2021', '82', 'SCHWEITZER')\n",
      "('16-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('16-09-2021', '83', 'SQ. DU CENTENAIRE')\n",
      "('16-09-2021', '83', 'VAL MARIA')\n",
      "('16-09-2021', '86', 'BOCKSTAEL')\n",
      "('16-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('16-09-2021', '86', 'MACHTENS')\n",
      "('16-09-2021', '86', 'QUATRE-VENTS')\n",
      "('16-09-2021', '87', 'BEEKKANT')\n",
      "('16-09-2021', '87', 'CONDOR')\n",
      "('16-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('16-09-2021', '87', 'HUNDERENVELD')\n",
      "('16-09-2021', '87', 'SIMONIS')\n",
      "('16-09-2021', '88', 'DE BROUCKERE')\n",
      "('16-09-2021', '88', 'UZ-VUB')\n",
      "('16-09-2021', '89', 'DELACROIX')\n",
      "('16-09-2021', '89', 'GARE CENTRALE')\n",
      "('16-09-2021', '89', 'JACQUES BREL')\n",
      "('16-09-2021', '89', 'PETERBOS')\n",
      "('16-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('16-09-2021', '92', 'LOUISE')\n",
      "('16-09-2021', '92', 'MA CAMPAGNE')\n",
      "('16-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('16-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('16-09-2021', '93', 'LOUISE')\n",
      "('16-09-2021', '93', 'POELAERT')\n",
      "('16-09-2021', '93', 'STADE')\n",
      "('16-09-2021', '93', 'STEPHANIE')\n",
      "('16-09-2021', '95', 'BOURSE')\n",
      "('16-09-2021', '95', \"CIM. D'IXELLES\")\n",
      "('16-09-2021', '95', 'ETTERBEEK GARE')\n",
      "('16-09-2021', '95', 'GRAND SABLON')\n",
      "('16-09-2021', '95', 'GRAND-PLACE')\n",
      "('16-09-2021', '95', 'LES 3 TILLEULS')\n",
      "('16-09-2021', '95', 'TRONE')\n",
      "('16-09-2021', '95', 'WIENER')\n",
      "('16-09-2021', '97', 'LOUISE')\n",
      "('16-09-2021', '97', 'NEERSTALLE')\n",
      "('16-09-2021', '97', 'SAINT-DENIS')\n",
      "('16-09-2021', '97', 'WIELS')\n",
      "('16-09-2021', '98', 'CERIA')\n",
      "('16-09-2021', '98', 'HEROS')\n",
      "('17-09-2021', '1', 'DELTA')\n",
      "('17-09-2021', '1', 'ERASME')\n",
      "('17-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('17-09-2021', '1', 'MERODE')\n",
      "('17-09-2021', '1', 'STOCKEL')\n",
      "('17-09-2021', '12', 'MEISER')\n",
      "('17-09-2021', '12', 'TRONE')\n",
      "('17-09-2021', '13', 'ETANGS NOIRS')\n",
      "('17-09-2021', '13', 'UZ-VUB')\n",
      "('17-09-2021', '14', 'GARE DU NORD')\n",
      "('17-09-2021', '14', 'HEYSEL')\n",
      "('17-09-2021', '14', 'TOUR ET TAXIS')\n",
      "('17-09-2021', '14', 'UZ BRUSSEL')\n",
      "('17-09-2021', '17', 'BEAULIEU')\n",
      "('17-09-2021', '17', 'HEILIGENBORRE')\n",
      "('17-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('17-09-2021', '19', 'HUNDERENVELD')\n",
      "('17-09-2021', '19', 'SCHWEITZER')\n",
      "('17-09-2021', '2', 'DELACROIX')\n",
      "('17-09-2021', '2', 'ELISABETH')\n",
      "('17-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('17-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('17-09-2021', '2', 'SIMONIS')\n",
      "('17-09-2021', '20', 'GARE DU NORD')\n",
      "('17-09-2021', '20', 'HUNDERENVELD')\n",
      "('17-09-2021', '20', 'OSSEGHEM')\n",
      "('17-09-2021', '21', 'BORDET STATION')\n",
      "('17-09-2021', '21', 'MAES')\n",
      "('17-09-2021', '21', 'TRONE')\n",
      "('17-09-2021', '25', 'BUYL')\n",
      "('17-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('17-09-2021', '27', 'GARE DU MIDI')\n",
      "('17-09-2021', '27', 'GEORGES HENRI')\n",
      "('17-09-2021', '27', 'MERODE')\n",
      "('17-09-2021', '27', 'MONTGOMERY')\n",
      "('17-09-2021', '27', 'PLEIADES')\n",
      "('17-09-2021', '28', 'BRABANCONNE')\n",
      "('17-09-2021', '28', 'KONKEL')\n",
      "('17-09-2021', '28', 'MEUDON')\n",
      "('17-09-2021', '28', 'MONTGOMERY')\n",
      "('17-09-2021', '29', 'DAILLY')\n",
      "('17-09-2021', '29', 'DE BROUCKERE')\n",
      "('17-09-2021', '29', 'HOF TEN BERG')\n",
      "('17-09-2021', '29', 'ROODEBEEK')\n",
      "('17-09-2021', '3', 'ESPLANADE')\n",
      "('17-09-2021', '3', 'THOMAS')\n",
      "('17-09-2021', '33', 'DANSAERT')\n",
      "('17-09-2021', '33', 'LOUISE')\n",
      "('17-09-2021', '34', 'ARSENAL')\n",
      "('17-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('17-09-2021', '34', 'LA CHASSE')\n",
      "('17-09-2021', '34', 'LUXEMBOURG')\n",
      "('17-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('17-09-2021', '34', 'ROND-PT SOUVERAIN')\n",
      "('17-09-2021', '34', 'SAINTE-ANNE')\n",
      "('17-09-2021', '34', 'TRONE')\n",
      "('17-09-2021', '36', 'KONKEL')\n",
      "('17-09-2021', '36', 'LA CHASSE')\n",
      "('17-09-2021', '36', 'RUE AU BOIS')\n",
      "('17-09-2021', '37', 'ALBERT')\n",
      "('17-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('17-09-2021', '38', 'BASCULE')\n",
      "('17-09-2021', '38', 'BLYCKAERTS')\n",
      "('17-09-2021', '38', 'GARE CENTRALE')\n",
      "('17-09-2021', '38', 'HEROS')\n",
      "('17-09-2021', '38', 'TRONE')\n",
      "('17-09-2021', '41', 'DEMEY')\n",
      "('17-09-2021', '41', 'HEROS')\n",
      "('17-09-2021', '41', 'HERRMANN-DEBROUX')\n",
      "('17-09-2021', '41', 'TRANSVAAL')\n",
      "('17-09-2021', '41', 'WATERMAEL GARE')\n",
      "('17-09-2021', '42', 'MARCEL THIRY')\n",
      "('17-09-2021', '42', 'ROODEBEEK')\n",
      "('17-09-2021', '42', 'VIADUC E40')\n",
      "('17-09-2021', '43', 'BOURDON')\n",
      "('17-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('17-09-2021', '43', 'HEROS')\n",
      "('17-09-2021', '43', 'HOMBORCH')\n",
      "('17-09-2021', '43', \"PRINCE D'ORANGE\")\n",
      "('17-09-2021', '44', 'TERVUREN STATION')\n",
      "('17-09-2021', '45', 'MARCEL THIRY')\n",
      "('17-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('17-09-2021', '45', 'PADUWA')\n",
      "('17-09-2021', '45', 'PERMEKE')\n",
      "('17-09-2021', '45', 'ROODEBEEK')\n",
      "('17-09-2021', '45', 'SAINT-VINCENT')\n",
      "('17-09-2021', '46', 'DE BROUCKERE')\n",
      "('17-09-2021', '46', 'GLIBERT')\n",
      "('17-09-2021', '46', 'MEIR')\n",
      "('17-09-2021', '46', 'MOORTEBEEK')\n",
      "('17-09-2021', '46', 'WTC')\n",
      "('17-09-2021', '47', 'HEEMBEEK')\n",
      "('17-09-2021', '48', 'ANNEESSENS')\n",
      "('17-09-2021', '48', 'AVENUE DU ROI')\n",
      "('17-09-2021', '48', 'DECROLY')\n",
      "('17-09-2021', '48', 'GARE DU MIDI')\n",
      "('17-09-2021', '48', 'PORTE DE HAL')\n",
      "('17-09-2021', '48', 'ROCHEFORT')\n",
      "('17-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('17-09-2021', '49', 'GARE DU MIDI')\n",
      "('17-09-2021', '49', 'MACHTENS')\n",
      "('17-09-2021', '49', 'PETERBOS')\n",
      "('17-09-2021', '49', 'SIMONIS')\n",
      "('17-09-2021', '49', 'VAN KALKEN')\n",
      "('17-09-2021', '5', 'BIZET')\n",
      "('17-09-2021', '5', 'DELTA')\n",
      "('17-09-2021', '5', 'ERASME')\n",
      "('17-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('17-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('17-09-2021', '5', 'STOCKEL')\n",
      "('17-09-2021', '50', 'BERVOETS')\n",
      "('17-09-2021', '50', 'GARE DU MIDI')\n",
      "('17-09-2021', '50', 'KERK RUISBROEK')\n",
      "('17-09-2021', '50', 'LOT STATION')\n",
      "('17-09-2021', '51', 'BELGICA')\n",
      "('17-09-2021', '51', 'LEMONNIER')\n",
      "('17-09-2021', '51', 'STADE')\n",
      "('17-09-2021', '51', 'UCCLE CALEVOET')\n",
      "('17-09-2021', '51', 'VAN HAELEN')\n",
      "('17-09-2021', '53', 'PETERBOS')\n",
      "('17-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('17-09-2021', '54', 'BERVOETS')\n",
      "('17-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('17-09-2021', '54', 'TRONE')\n",
      "('17-09-2021', '55', 'BORDET STATION')\n",
      "('17-09-2021', '55', 'DA VINCI')\n",
      "('17-09-2021', '55', 'THOMAS')\n",
      "('17-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('17-09-2021', '56', 'BUDA')\n",
      "('17-09-2021', '57', 'GARE DU NORD')\n",
      "('17-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('17-09-2021', '58', 'VILVOORDE STATION')\n",
      "('17-09-2021', '58', 'YSER')\n",
      "('17-09-2021', '59', 'FLAGEY')\n",
      "('17-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('17-09-2021', '59', 'MAELBEEK')\n",
      "('17-09-2021', '6', 'DELACROIX')\n",
      "('17-09-2021', '6', 'ELISABETH')\n",
      "('17-09-2021', '6', \"GARE DE L'OUEST\")\n",
      "('17-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('17-09-2021', '6', 'SIMONIS')\n",
      "('17-09-2021', '60', 'AMBIORIX')\n",
      "('17-09-2021', '60', 'FLAGEY')\n",
      "('17-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('17-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('17-09-2021', '61', 'GARE DU NORD')\n",
      "('17-09-2021', '61', 'JAMBLINNE DE MEUX')\n",
      "('17-09-2021', '61', 'MERODE')\n",
      "('17-09-2021', '61', 'MONTGOMERY')\n",
      "('17-09-2021', '62', 'DA VINCI')\n",
      "('17-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('17-09-2021', '63', 'GARE CENTRALE')\n",
      "('17-09-2021', '63', 'MADOU')\n",
      "('17-09-2021', '63', 'MEISER')\n",
      "('17-09-2021', '64', 'MAELBEEK')\n",
      "('17-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('17-09-2021', '65', 'BORDET STATION')\n",
      "('17-09-2021', '65', 'GARE CENTRALE')\n",
      "('17-09-2021', '65', 'MACHELEN')\n",
      "('17-09-2021', '66', 'CIM. DE BRUXELLES')\n",
      "('17-09-2021', '66', 'CROSSING')\n",
      "('17-09-2021', '66', 'GARE CENTRALE')\n",
      "('17-09-2021', '66', 'PEAGE')\n",
      "('17-09-2021', '66', 'ROSA PARKS')\n",
      "('17-09-2021', '69', 'BORDET STATION')\n",
      "('17-09-2021', '69', 'JULES BORDET')\n",
      "('17-09-2021', '69', 'SCHAERBEEK GARE')\n",
      "('17-09-2021', '7', 'BUYL')\n",
      "('17-09-2021', '7', 'LONGCHAMP')\n",
      "('17-09-2021', '70', 'ALBERT')\n",
      "('17-09-2021', '70', 'ALTITUDE 100')\n",
      "('17-09-2021', '70', 'BOURDON')\n",
      "('17-09-2021', '70', 'HOMBORCH')\n",
      "('17-09-2021', '71', 'DE BROUCKERE')\n",
      "('17-09-2021', '71', 'DELTA')\n",
      "('17-09-2021', '71', 'GARE CENTRALE')\n",
      "('17-09-2021', '72', 'ADEPS')\n",
      "('17-09-2021', '72', 'DELTA')\n",
      "('17-09-2021', '72', 'ULB')\n",
      "('17-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('17-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('17-09-2021', '74', 'FOREST NATIONAL')\n",
      "('17-09-2021', '74', 'UCCLE-STALLE')\n",
      "('17-09-2021', '74', 'VAN KALKEN')\n",
      "('17-09-2021', '75', 'CERIA')\n",
      "('17-09-2021', '75', 'WESTLAND SHOPPING')\n",
      "('17-09-2021', '76', 'OPPEM')\n",
      "('17-09-2021', '77', 'HIPPODROME')\n",
      "('17-09-2021', '78', 'HERMES')\n",
      "('17-09-2021', '78', 'HUMANITE')\n",
      "('17-09-2021', '79', 'CARENE')\n",
      "('17-09-2021', '79', 'GULLEDELLE')\n",
      "('17-09-2021', '79', 'KRAAINEM')\n",
      "('17-09-2021', '8', 'BUYL')\n",
      "('17-09-2021', '8', 'HERRMANN-DEBROUX')\n",
      "('17-09-2021', '8', 'LOUISE')\n",
      "('17-09-2021', '80', 'BORDET STATION')\n",
      "('17-09-2021', '80', 'CARENE')\n",
      "('17-09-2021', '80', 'GEORGES HENRI')\n",
      "('17-09-2021', '80', 'HAREN')\n",
      "('17-09-2021', '80', 'MERODE')\n",
      "('17-09-2021', '80', 'MONTGOMERY')\n",
      "('17-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('17-09-2021', '81', 'ALBERT I')\n",
      "('17-09-2021', '81', 'AVENUE DU ROI')\n",
      "('17-09-2021', '81', 'FLAGEY')\n",
      "('17-09-2021', '81', 'ICHEC')\n",
      "('17-09-2021', '81', 'MEIR')\n",
      "('17-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('17-09-2021', '82', 'MERLO')\n",
      "('17-09-2021', '82', 'NEERSTALLE')\n",
      "('17-09-2021', '82', 'SCHWEITZER')\n",
      "('17-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('17-09-2021', '83', 'SQ. DU CENTENAIRE')\n",
      "('17-09-2021', '83', 'VAL MARIA')\n",
      "('17-09-2021', '86', 'BOCKSTAEL')\n",
      "('17-09-2021', '86', 'DUCHESSE BRABANT')\n",
      "('17-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('17-09-2021', '86', 'MACHTENS')\n",
      "('17-09-2021', '86', 'QUATRE-VENTS')\n",
      "('17-09-2021', '87', 'BEEKKANT')\n",
      "('17-09-2021', '87', 'CONDOR')\n",
      "('17-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('17-09-2021', '87', 'HUNDERENVELD')\n",
      "('17-09-2021', '87', 'SIMONIS')\n",
      "('17-09-2021', '88', 'BOCKSTAEL')\n",
      "('17-09-2021', '88', 'DE BROUCKERE')\n",
      "('17-09-2021', '88', 'UZ-VUB')\n",
      "('17-09-2021', '89', 'DELACROIX')\n",
      "('17-09-2021', '89', 'GARE CENTRALE')\n",
      "('17-09-2021', '89', 'JACQUES BREL')\n",
      "('17-09-2021', '89', 'PETERBOS')\n",
      "('17-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('17-09-2021', '92', 'HEROS')\n",
      "('17-09-2021', '92', 'LANCASTER')\n",
      "('17-09-2021', '92', 'LOUISE')\n",
      "('17-09-2021', '92', 'MA CAMPAGNE')\n",
      "('17-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('17-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('17-09-2021', '93', 'CIM. DE JETTE')\n",
      "('17-09-2021', '93', 'LOUISE')\n",
      "('17-09-2021', '93', 'STADE')\n",
      "('17-09-2021', '93', 'STEPHANIE')\n",
      "('17-09-2021', '95', 'BOURSE')\n",
      "('17-09-2021', '95', \"CIM. D'IXELLES\")\n",
      "('17-09-2021', '95', 'GRAND SABLON')\n",
      "('17-09-2021', '95', 'GRAND-PLACE')\n",
      "('17-09-2021', '95', 'TRONE')\n",
      "('17-09-2021', '95', 'WIENER')\n",
      "('17-09-2021', '97', 'LOUISE')\n",
      "('17-09-2021', '97', 'NEERSTALLE')\n",
      "('17-09-2021', '97', 'WIELS')\n",
      "('17-09-2021', '98', 'CERIA')\n",
      "('17-09-2021', '98', 'HEROS')\n",
      "('18-09-2021', '1', 'DELTA')\n",
      "('18-09-2021', '1', 'ERASME')\n",
      "('18-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('18-09-2021', '1', 'MERODE')\n",
      "('18-09-2021', '1', 'STOCKEL')\n",
      "('18-09-2021', '12', 'MEISER')\n",
      "('18-09-2021', '12', 'TRONE')\n",
      "('18-09-2021', '13', 'ETANGS NOIRS')\n",
      "('18-09-2021', '13', 'UZ-VUB')\n",
      "('18-09-2021', '14', 'GARE DU NORD')\n",
      "('18-09-2021', '14', 'HEYSEL')\n",
      "('18-09-2021', '14', 'UZ BRUSSEL')\n",
      "('18-09-2021', '17', 'BEAULIEU')\n",
      "('18-09-2021', '17', 'HEILIGENBORRE')\n",
      "('18-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('18-09-2021', '19', 'HUNDERENVELD')\n",
      "('18-09-2021', '19', 'SCHWEITZER')\n",
      "('18-09-2021', '2', 'DELACROIX')\n",
      "('18-09-2021', '2', 'ELISABETH')\n",
      "('18-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('18-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('18-09-2021', '2', 'SIMONIS')\n",
      "('18-09-2021', '20', 'GARE DU NORD')\n",
      "('18-09-2021', '20', 'HUNDERENVELD')\n",
      "('18-09-2021', '20', 'OSSEGHEM')\n",
      "('18-09-2021', '21', 'BORDET STATION')\n",
      "('18-09-2021', '21', 'MAES')\n",
      "('18-09-2021', '21', 'TRONE')\n",
      "('18-09-2021', '25', 'BUYL')\n",
      "('18-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('18-09-2021', '27', 'GARE DU MIDI')\n",
      "('18-09-2021', '27', 'MONTGOMERY')\n",
      "('18-09-2021', '27', 'PLEIADES')\n",
      "('18-09-2021', '28', 'BRABANCONNE')\n",
      "('18-09-2021', '28', 'KONKEL')\n",
      "('18-09-2021', '28', 'MONTGOMERY')\n",
      "('18-09-2021', '29', 'DAILLY')\n",
      "('18-09-2021', '29', 'DE BROUCKERE')\n",
      "('18-09-2021', '29', 'HOF TEN BERG')\n",
      "('18-09-2021', '29', 'MARCEL THIRY')\n",
      "('18-09-2021', '3', 'ESPLANADE')\n",
      "('18-09-2021', '3', 'THOMAS')\n",
      "('18-09-2021', '33', 'DANSAERT')\n",
      "('18-09-2021', '33', 'LOUISE')\n",
      "('18-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('18-09-2021', '34', 'LA CHASSE')\n",
      "('18-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('18-09-2021', '34', 'SAINTE-ANNE')\n",
      "('18-09-2021', '34', 'TRONE')\n",
      "('18-09-2021', '36', 'KONKEL')\n",
      "('18-09-2021', '36', 'LA CHASSE')\n",
      "('18-09-2021', '36', 'MUSEE DU TRAM')\n",
      "('18-09-2021', '36', 'RUE AU BOIS')\n",
      "('18-09-2021', '37', 'ALBERT')\n",
      "('18-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('18-09-2021', '38', 'BASCULE')\n",
      "('18-09-2021', '38', 'GARE CENTRALE')\n",
      "('18-09-2021', '38', 'HEROS')\n",
      "('18-09-2021', '4', 'HEROS')\n",
      "('18-09-2021', '41', 'DEMEY')\n",
      "('18-09-2021', '41', 'HEROS')\n",
      "('18-09-2021', '41', 'TRANSVAAL')\n",
      "('18-09-2021', '41', 'WATERMAEL GARE')\n",
      "('18-09-2021', '42', 'MARCEL THIRY')\n",
      "('18-09-2021', '42', 'ROODEBEEK')\n",
      "('18-09-2021', '42', 'VIADUC E40')\n",
      "('18-09-2021', '43', 'BOURDON')\n",
      "('18-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('18-09-2021', '43', 'HEROS')\n",
      "('18-09-2021', '43', 'HOMBORCH')\n",
      "('18-09-2021', '44', 'TERVUREN STATION')\n",
      "('18-09-2021', '45', 'MARCEL THIRY')\n",
      "('18-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('18-09-2021', '45', 'ROODEBEEK')\n",
      "('18-09-2021', '45', 'SAINT-VINCENT')\n",
      "('18-09-2021', '46', 'DE BROUCKERE')\n",
      "('18-09-2021', '46', 'GLIBERT')\n",
      "('18-09-2021', '46', 'MEIR')\n",
      "('18-09-2021', '46', 'MOORTEBEEK')\n",
      "('18-09-2021', '46', 'WTC')\n",
      "('18-09-2021', '47', 'HEEMBEEK')\n",
      "('18-09-2021', '48', 'ALBERT')\n",
      "('18-09-2021', '48', 'ANNEESSENS')\n",
      "('18-09-2021', '48', 'AVENUE DU ROI')\n",
      "('18-09-2021', '48', 'DECROLY')\n",
      "('18-09-2021', '48', 'GARE DU MIDI')\n",
      "('18-09-2021', '48', 'ROCHEFORT')\n",
      "('18-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('18-09-2021', '49', 'GARE DU MIDI')\n",
      "('18-09-2021', '49', 'PETERBOS')\n",
      "('18-09-2021', '49', 'SIMONIS')\n",
      "('18-09-2021', '49', 'VAN KALKEN')\n",
      "('18-09-2021', '5', 'DELTA')\n",
      "('18-09-2021', '5', 'ERASME')\n",
      "('18-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('18-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('18-09-2021', '5', 'STOCKEL')\n",
      "('18-09-2021', '50', 'GARE DU MIDI')\n",
      "('18-09-2021', '50', 'KERK RUISBROEK')\n",
      "('18-09-2021', '50', 'LOT STATION')\n",
      "('18-09-2021', '51', 'BELGICA')\n",
      "('18-09-2021', '51', 'LEMONNIER')\n",
      "('18-09-2021', '51', 'STADE')\n",
      "('18-09-2021', '51', 'VAN HAELEN')\n",
      "('18-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('18-09-2021', '54', 'BERVOETS')\n",
      "('18-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('18-09-2021', '54', 'TRONE')\n",
      "('18-09-2021', '55', 'BORDET STATION')\n",
      "('18-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('18-09-2021', '56', 'BUDA')\n",
      "('18-09-2021', '58', 'GARE DU NORD')\n",
      "('18-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('18-09-2021', '58', 'VILVOORDE STATION')\n",
      "('18-09-2021', '58', 'YSER')\n",
      "('18-09-2021', '59', 'FLAGEY')\n",
      "('18-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('18-09-2021', '6', 'DELACROIX')\n",
      "('18-09-2021', '6', 'ELISABETH')\n",
      "('18-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('18-09-2021', '6', 'SIMONIS')\n",
      "('18-09-2021', '60', 'AMBIORIX')\n",
      "('18-09-2021', '60', 'DROSSART')\n",
      "('18-09-2021', '60', 'ETANGS')\n",
      "('18-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('18-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('18-09-2021', '61', 'GARE DU NORD')\n",
      "('18-09-2021', '61', 'MONTGOMERY')\n",
      "('18-09-2021', '62', 'DA VINCI')\n",
      "('18-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('18-09-2021', '63', 'GARE CENTRALE')\n",
      "('18-09-2021', '63', 'MADOU')\n",
      "('18-09-2021', '63', 'MEISER')\n",
      "('18-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('18-09-2021', '65', 'BORDET STATION')\n",
      "('18-09-2021', '65', 'GARE CENTRALE')\n",
      "('18-09-2021', '65', 'MACHELEN')\n",
      "('18-09-2021', '66', 'GARE CENTRALE')\n",
      "('18-09-2021', '66', 'PEAGE')\n",
      "('18-09-2021', '7', 'BUYL')\n",
      "('18-09-2021', '70', 'ALBERT')\n",
      "('18-09-2021', '70', 'HEROS')\n",
      "('18-09-2021', '71', 'DE BROUCKERE')\n",
      "('18-09-2021', '71', 'DELTA')\n",
      "('18-09-2021', '72', 'ADEPS')\n",
      "('18-09-2021', '72', 'DEMEY')\n",
      "('18-09-2021', '72', 'ULB')\n",
      "('18-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('18-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('18-09-2021', '74', 'FOREST NATIONAL')\n",
      "('18-09-2021', '74', 'UCCLE-STALLE')\n",
      "('18-09-2021', '74', 'VAN KALKEN')\n",
      "('18-09-2021', '75', 'CERIA')\n",
      "('18-09-2021', '75', 'WESTLAND SHOPPING')\n",
      "('18-09-2021', '76', 'OPPEM')\n",
      "('18-09-2021', '78', 'HERMES')\n",
      "('18-09-2021', '78', 'HUMANITE')\n",
      "('18-09-2021', '79', 'CARENE')\n",
      "('18-09-2021', '79', 'GULLEDELLE')\n",
      "('18-09-2021', '79', 'KRAAINEM')\n",
      "('18-09-2021', '8', 'BUYL')\n",
      "('18-09-2021', '8', 'LOUISE')\n",
      "('18-09-2021', '80', 'BORDET STATION')\n",
      "('18-09-2021', '80', 'CARENE')\n",
      "('18-09-2021', '80', 'GEORGES HENRI')\n",
      "('18-09-2021', '80', 'HAREN')\n",
      "('18-09-2021', '80', 'MONTGOMERY')\n",
      "('18-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('18-09-2021', '81', 'AVENUE DU ROI')\n",
      "('18-09-2021', '81', 'FLAGEY')\n",
      "('18-09-2021', '81', 'MEIR')\n",
      "('18-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('18-09-2021', '82', 'MERLO')\n",
      "('18-09-2021', '82', 'NEERSTALLE')\n",
      "('18-09-2021', '82', 'QUATRE-VENTS')\n",
      "('18-09-2021', '82', 'SCHWEITZER')\n",
      "('18-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('18-09-2021', '83', 'SQ. DU CENTENAIRE')\n",
      "('18-09-2021', '83', 'VAL MARIA')\n",
      "('18-09-2021', '86', 'BOCKSTAEL')\n",
      "('18-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('18-09-2021', '86', 'MACHTENS')\n",
      "('18-09-2021', '86', 'QUATRE-VENTS')\n",
      "('18-09-2021', '87', 'BEEKKANT')\n",
      "('18-09-2021', '87', 'CONDOR')\n",
      "('18-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('18-09-2021', '87', 'HUNDERENVELD')\n",
      "('18-09-2021', '87', 'SIMONIS')\n",
      "('18-09-2021', '88', 'DE BROUCKERE')\n",
      "('18-09-2021', '88', 'UZ-VUB')\n",
      "('18-09-2021', '89', 'BOURSE')\n",
      "('18-09-2021', '89', 'DELACROIX')\n",
      "('18-09-2021', '89', 'GARE CENTRALE')\n",
      "('18-09-2021', '89', 'JACQUES BREL')\n",
      "('18-09-2021', '89', 'PETERBOS')\n",
      "('18-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('18-09-2021', '92', 'LANCASTER')\n",
      "('18-09-2021', '92', 'LOUISE')\n",
      "('18-09-2021', '92', 'MA CAMPAGNE')\n",
      "('18-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('18-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('18-09-2021', '93', 'STADE')\n",
      "('18-09-2021', '95', 'BOURSE')\n",
      "('18-09-2021', '95', 'ETTERBEEK GARE')\n",
      "('18-09-2021', '95', 'GRAND SABLON')\n",
      "('18-09-2021', '95', 'GRAND-PLACE')\n",
      "('18-09-2021', '95', 'LES 3 TILLEULS')\n",
      "('18-09-2021', '95', 'TRONE')\n",
      "('18-09-2021', '95', 'WIENER')\n",
      "('18-09-2021', '97', 'BARRIERE')\n",
      "('18-09-2021', '97', 'LOUISE')\n",
      "('18-09-2021', '97', 'NEERSTALLE')\n",
      "('18-09-2021', '97', 'WIELS')\n",
      "('18-09-2021', '98', 'CERIA')\n",
      "('18-09-2021', '98', 'HEROS')\n",
      "('19-09-2021', '1', 'DELTA')\n",
      "('19-09-2021', '1', 'ERASME')\n",
      "('19-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('19-09-2021', '1', 'HERRMANN-DEBROUX')\n",
      "('19-09-2021', '1', 'MERODE')\n",
      "('19-09-2021', '1', 'STOCKEL')\n",
      "('19-09-2021', '12', 'MEISER')\n",
      "('19-09-2021', '12', 'TRONE')\n",
      "('19-09-2021', '13', 'ETANGS NOIRS')\n",
      "('19-09-2021', '13', 'UZ-VUB')\n",
      "('19-09-2021', '14', 'GARE DU NORD')\n",
      "('19-09-2021', '14', 'HEYSEL')\n",
      "('19-09-2021', '14', 'TOUR ET TAXIS')\n",
      "('19-09-2021', '14', 'UZ BRUSSEL')\n",
      "('19-09-2021', '17', 'BEAULIEU')\n",
      "('19-09-2021', '17', 'HEILIGENBORRE')\n",
      "('19-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('19-09-2021', '19', 'HUNDERENVELD')\n",
      "('19-09-2021', '19', 'SCHWEITZER')\n",
      "('19-09-2021', '2', 'DELACROIX')\n",
      "('19-09-2021', '2', 'ELISABETH')\n",
      "('19-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('19-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('19-09-2021', '2', 'SIMONIS')\n",
      "('19-09-2021', '20', 'GARE DU NORD')\n",
      "('19-09-2021', '20', 'HUNDERENVELD')\n",
      "('19-09-2021', '20', 'OSSEGHEM')\n",
      "('19-09-2021', '21', 'BORDET STATION')\n",
      "('19-09-2021', '21', 'MAES')\n",
      "('19-09-2021', '21', 'TRONE')\n",
      "('19-09-2021', '25', 'BUYL')\n",
      "('19-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('19-09-2021', '27', 'GARE DU MIDI')\n",
      "('19-09-2021', '27', 'GEORGES HENRI')\n",
      "('19-09-2021', '27', 'MONTGOMERY')\n",
      "('19-09-2021', '27', 'PLEIADES')\n",
      "('19-09-2021', '28', 'BRABANCONNE')\n",
      "('19-09-2021', '28', 'KONKEL')\n",
      "('19-09-2021', '28', 'MONTGOMERY')\n",
      "('19-09-2021', '29', 'DAILLY')\n",
      "('19-09-2021', '29', 'DE BROUCKERE')\n",
      "('19-09-2021', '29', 'HOF TEN BERG')\n",
      "('19-09-2021', '29', 'MADOU')\n",
      "('19-09-2021', '29', 'MARCEL THIRY')\n",
      "('19-09-2021', '29', 'ROODEBEEK')\n",
      "('19-09-2021', '3', 'ESPLANADE')\n",
      "('19-09-2021', '3', 'THOMAS')\n",
      "('19-09-2021', '33', 'DANSAERT')\n",
      "('19-09-2021', '33', 'LOUISE')\n",
      "('19-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('19-09-2021', '34', 'LA CHASSE')\n",
      "('19-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('19-09-2021', '34', 'SAINTE-ANNE')\n",
      "('19-09-2021', '34', 'TRONE')\n",
      "('19-09-2021', '36', 'KONKEL')\n",
      "('19-09-2021', '36', 'LA CHASSE')\n",
      "('19-09-2021', '36', 'RUE AU BOIS')\n",
      "('19-09-2021', '37', 'ALBERT')\n",
      "('19-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('19-09-2021', '38', 'BASCULE')\n",
      "('19-09-2021', '38', 'GARE CENTRALE')\n",
      "('19-09-2021', '38', 'HEROS')\n",
      "('19-09-2021', '4', 'HEROS')\n",
      "('19-09-2021', '41', 'DEMEY')\n",
      "('19-09-2021', '41', 'HEROS')\n",
      "('19-09-2021', '41', 'TRANSVAAL')\n",
      "('19-09-2021', '41', 'WATERMAEL GARE')\n",
      "('19-09-2021', '42', 'MARCEL THIRY')\n",
      "('19-09-2021', '42', 'ROODEBEEK')\n",
      "('19-09-2021', '42', 'VIADUC E40')\n",
      "('19-09-2021', '43', 'BOURDON')\n",
      "('19-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('19-09-2021', '43', 'HEROS')\n",
      "('19-09-2021', '43', 'HOMBORCH')\n",
      "('19-09-2021', '44', 'TERVUREN STATION')\n",
      "('19-09-2021', '45', 'MARCEL THIRY')\n",
      "('19-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('19-09-2021', '45', 'ROODEBEEK')\n",
      "('19-09-2021', '45', 'SAINT-VINCENT')\n",
      "('19-09-2021', '46', 'GLIBERT')\n",
      "('19-09-2021', '46', 'MEIR')\n",
      "('19-09-2021', '46', 'MOORTEBEEK')\n",
      "('19-09-2021', '46', 'WTC')\n",
      "('19-09-2021', '47', 'HEEMBEEK')\n",
      "('19-09-2021', '48', 'ANNEESSENS')\n",
      "('19-09-2021', '48', 'AVENUE DU ROI')\n",
      "('19-09-2021', '48', 'DECROLY')\n",
      "('19-09-2021', '48', 'ROCHEFORT')\n",
      "('19-09-2021', '49', 'BASTOGNE')\n",
      "('19-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('19-09-2021', '49', 'GARE DU MIDI')\n",
      "('19-09-2021', '49', 'MACHTENS')\n",
      "('19-09-2021', '49', 'PETERBOS')\n",
      "('19-09-2021', '49', 'SIMONIS')\n",
      "('19-09-2021', '49', 'VAN KALKEN')\n",
      "('19-09-2021', '49', 'WIELS')\n",
      "('19-09-2021', '5', 'BIZET')\n",
      "('19-09-2021', '5', 'DELTA')\n",
      "('19-09-2021', '5', 'ERASME')\n",
      "('19-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('19-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('19-09-2021', '5', 'STOCKEL')\n",
      "('19-09-2021', '50', 'GARE DU MIDI')\n",
      "('19-09-2021', '50', 'KERK RUISBROEK')\n",
      "('19-09-2021', '50', 'LOT STATION')\n",
      "('19-09-2021', '51', 'HEROS')\n",
      "('19-09-2021', '51', 'LEMONNIER')\n",
      "('19-09-2021', '51', 'STADE')\n",
      "('19-09-2021', '51', 'VAN HAELEN')\n",
      "('19-09-2021', '53', 'PETERBOS')\n",
      "('19-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('19-09-2021', '53', 'ZAVELPUT')\n",
      "('19-09-2021', '54', 'ALBERT')\n",
      "('19-09-2021', '54', 'BERVOETS')\n",
      "('19-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('19-09-2021', '54', 'FOREST NATIONAL')\n",
      "('19-09-2021', '54', 'TRONE')\n",
      "('19-09-2021', '55', 'BORDET STATION')\n",
      "('19-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('19-09-2021', '56', 'BUDA')\n",
      "('19-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('19-09-2021', '58', 'VILVOORDE STATION')\n",
      "('19-09-2021', '58', 'YSER')\n",
      "('19-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('19-09-2021', '6', 'ELISABETH')\n",
      "('19-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('19-09-2021', '6', 'SIMONIS')\n",
      "('19-09-2021', '60', 'AMBIORIX')\n",
      "('19-09-2021', '60', 'DROSSART')\n",
      "('19-09-2021', '60', 'FLAGEY')\n",
      "('19-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('19-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('19-09-2021', '61', 'GARE DU NORD')\n",
      "('19-09-2021', '61', 'MONTGOMERY')\n",
      "('19-09-2021', '62', 'DA VINCI')\n",
      "('19-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('19-09-2021', '63', 'GARE CENTRALE')\n",
      "('19-09-2021', '63', 'MEISER')\n",
      "('19-09-2021', '64', 'AMBIORIX')\n",
      "('19-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('19-09-2021', '65', 'BORDET STATION')\n",
      "('19-09-2021', '65', 'GARE CENTRALE')\n",
      "('19-09-2021', '65', 'MACHELEN')\n",
      "('19-09-2021', '66', 'GARE CENTRALE')\n",
      "('19-09-2021', '66', 'PEAGE')\n",
      "('19-09-2021', '7', 'BUYL')\n",
      "('19-09-2021', '70', 'ALBERT')\n",
      "('19-09-2021', '70', 'HEROS')\n",
      "('19-09-2021', '71', 'DE BROUCKERE')\n",
      "('19-09-2021', '71', 'DELTA')\n",
      "('19-09-2021', '71', 'FLAGEY')\n",
      "('19-09-2021', '72', 'ADEPS')\n",
      "('19-09-2021', '72', 'DEMEY')\n",
      "('19-09-2021', '72', 'ULB')\n",
      "('19-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('19-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('19-09-2021', '74', 'FOREST NATIONAL')\n",
      "('19-09-2021', '74', 'UCCLE-STALLE')\n",
      "('19-09-2021', '74', 'VAN KALKEN')\n",
      "('19-09-2021', '74', 'VEEWEYDE')\n",
      "('19-09-2021', '75', 'CERIA')\n",
      "('19-09-2021', '75', 'WESTLAND SHOPPING')\n",
      "('19-09-2021', '76', 'OPPEM')\n",
      "('19-09-2021', '78', 'HERMES')\n",
      "('19-09-2021', '78', 'HUMANITE')\n",
      "('19-09-2021', '79', 'CARENE')\n",
      "('19-09-2021', '79', 'GULLEDELLE')\n",
      "('19-09-2021', '79', 'KRAAINEM')\n",
      "('19-09-2021', '8', 'BUYL')\n",
      "('19-09-2021', '8', 'LOUISE')\n",
      "('19-09-2021', '80', 'BORDET STATION')\n",
      "('19-09-2021', '80', 'CARENE')\n",
      "('19-09-2021', '80', 'GEORGES HENRI')\n",
      "('19-09-2021', '80', 'HAREN')\n",
      "('19-09-2021', '80', 'MONTGOMERY')\n",
      "('19-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('19-09-2021', '81', 'FLAGEY')\n",
      "('19-09-2021', '81', 'MEIR')\n",
      "('19-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('19-09-2021', '82', 'MERLO')\n",
      "('19-09-2021', '82', 'NEERSTALLE')\n",
      "('19-09-2021', '82', 'QUATRE-VENTS')\n",
      "('19-09-2021', '82', 'SCHWEITZER')\n",
      "('19-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('19-09-2021', '83', 'SQ. DU CENTENAIRE')\n",
      "('19-09-2021', '83', 'VAL MARIA')\n",
      "('19-09-2021', '86', 'BOCKSTAEL')\n",
      "('19-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('19-09-2021', '86', 'MACHTENS')\n",
      "('19-09-2021', '86', 'QUATRE-VENTS')\n",
      "('19-09-2021', '87', 'BEEKKANT')\n",
      "('19-09-2021', '87', 'CONDOR')\n",
      "('19-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('19-09-2021', '87', 'HUNDERENVELD')\n",
      "('19-09-2021', '87', 'SIMONIS')\n",
      "('19-09-2021', '88', 'DE BROUCKERE')\n",
      "('19-09-2021', '88', 'UZ-VUB')\n",
      "('19-09-2021', '89', 'DELACROIX')\n",
      "('19-09-2021', '89', 'GARE CENTRALE')\n",
      "('19-09-2021', '89', 'JACQUES BREL')\n",
      "('19-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('19-09-2021', '92', 'DIEWEG')\n",
      "('19-09-2021', '92', 'LANCASTER')\n",
      "('19-09-2021', '92', 'LOUISE')\n",
      "('19-09-2021', '92', 'MA CAMPAGNE')\n",
      "('19-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('19-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('19-09-2021', '93', 'STADE')\n",
      "('19-09-2021', '95', 'BOURSE')\n",
      "('19-09-2021', '95', 'GRAND SABLON')\n",
      "('19-09-2021', '95', 'GRAND-PLACE')\n",
      "('19-09-2021', '95', 'TRONE')\n",
      "('19-09-2021', '95', 'WIENER')\n",
      "('19-09-2021', '97', 'JANSON')\n",
      "('19-09-2021', '97', 'LOUISE')\n",
      "('19-09-2021', '98', 'CERIA')\n",
      "('19-09-2021', '98', 'HEROS')\n",
      "('20-09-2021', '1', 'DELTA')\n",
      "('20-09-2021', '1', 'ERASME')\n",
      "('20-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('20-09-2021', '1', 'HERRMANN-DEBROUX')\n",
      "('20-09-2021', '1', 'MERODE')\n",
      "('20-09-2021', '1', 'STOCKEL')\n",
      "('20-09-2021', '12', 'MEISER')\n",
      "('20-09-2021', '12', 'TRONE')\n",
      "('20-09-2021', '13', 'ETANGS NOIRS')\n",
      "('20-09-2021', '13', 'UZ-VUB')\n",
      "('20-09-2021', '14', 'GARE DU NORD')\n",
      "('20-09-2021', '14', 'HEYSEL')\n",
      "('20-09-2021', '14', 'UZ BRUSSEL')\n",
      "('20-09-2021', '17', 'BEAULIEU')\n",
      "('20-09-2021', '17', 'HEILIGENBORRE')\n",
      "('20-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('20-09-2021', '19', 'HUNDERENVELD')\n",
      "('20-09-2021', '19', 'SCHWEITZER')\n",
      "('20-09-2021', '2', 'DELACROIX')\n",
      "('20-09-2021', '2', 'ELISABETH')\n",
      "('20-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('20-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('20-09-2021', '2', 'SIMONIS')\n",
      "('20-09-2021', '20', 'GARE DU NORD')\n",
      "('20-09-2021', '20', 'HUNDERENVELD')\n",
      "('20-09-2021', '20', 'OSSEGHEM')\n",
      "('20-09-2021', '20', 'SCHWEITZER')\n",
      "('20-09-2021', '21', 'BORDET STATION')\n",
      "('20-09-2021', '21', 'MAES')\n",
      "('20-09-2021', '21', 'TRONE')\n",
      "('20-09-2021', '25', 'BUYL')\n",
      "('20-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('20-09-2021', '27', 'GARE DU MIDI')\n",
      "('20-09-2021', '27', 'GEORGES HENRI')\n",
      "('20-09-2021', '27', 'MONTGOMERY')\n",
      "('20-09-2021', '27', 'PLEIADES')\n",
      "('20-09-2021', '28', 'BRABANCONNE')\n",
      "('20-09-2021', '28', 'KONKEL')\n",
      "('20-09-2021', '28', 'MEUDON')\n",
      "('20-09-2021', '28', 'MONTGOMERY')\n",
      "('20-09-2021', '29', 'DAILLY')\n",
      "('20-09-2021', '29', 'DE BROUCKERE')\n",
      "('20-09-2021', '29', 'DIAMANT')\n",
      "('20-09-2021', '29', 'HOF TEN BERG')\n",
      "('20-09-2021', '29', 'MARCEL THIRY')\n",
      "('20-09-2021', '3', 'ESPLANADE')\n",
      "('20-09-2021', '3', 'THOMAS')\n",
      "('20-09-2021', '33', 'DANSAERT')\n",
      "('20-09-2021', '33', 'LOUISE')\n",
      "('20-09-2021', '34', 'ARSENAL')\n",
      "('20-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('20-09-2021', '34', 'LA CHASSE')\n",
      "('20-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('20-09-2021', '34', 'ROND-PT SOUVERAIN')\n",
      "('20-09-2021', '34', 'SAINTE-ANNE')\n",
      "('20-09-2021', '34', 'TRONE')\n",
      "('20-09-2021', '36', 'KONKEL')\n",
      "('20-09-2021', '36', 'LA CHASSE')\n",
      "('20-09-2021', '36', 'RUE AU BOIS')\n",
      "('20-09-2021', '37', 'ALBERT')\n",
      "('20-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('20-09-2021', '38', 'BASCULE')\n",
      "('20-09-2021', '38', 'BLYCKAERTS')\n",
      "('20-09-2021', '38', 'GARE CENTRALE')\n",
      "('20-09-2021', '38', 'HEROS')\n",
      "('20-09-2021', '38', 'RENE GOBERT')\n",
      "('20-09-2021', '38', 'TRONE')\n",
      "('20-09-2021', '39', 'MUSEE DU TRAM')\n",
      "('20-09-2021', '4', 'HEROS')\n",
      "('20-09-2021', '41', 'DEMEY')\n",
      "('20-09-2021', '41', 'HEROS')\n",
      "('20-09-2021', '41', 'HERRMANN-DEBROUX')\n",
      "('20-09-2021', '41', 'TRANSVAAL')\n",
      "('20-09-2021', '41', 'WATERMAEL GARE')\n",
      "('20-09-2021', '42', 'MARCEL THIRY')\n",
      "('20-09-2021', '42', 'ROODEBEEK')\n",
      "('20-09-2021', '42', 'VIADUC E40')\n",
      "('20-09-2021', '43', 'BOURDON')\n",
      "('20-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('20-09-2021', '43', 'HEROS')\n",
      "('20-09-2021', '43', 'HOMBORCH')\n",
      "('20-09-2021', '44', 'TERVUREN STATION')\n",
      "('20-09-2021', '45', 'MARCEL THIRY')\n",
      "('20-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('20-09-2021', '45', 'PERMEKE')\n",
      "('20-09-2021', '45', 'ROODEBEEK')\n",
      "('20-09-2021', '45', 'SAINT-VINCENT')\n",
      "('20-09-2021', '46', 'GLIBERT')\n",
      "('20-09-2021', '46', 'MEIR')\n",
      "('20-09-2021', '46', 'MOORTEBEEK')\n",
      "('20-09-2021', '46', 'WTC')\n",
      "('20-09-2021', '47', 'HEEMBEEK')\n",
      "('20-09-2021', '48', 'ANNEESSENS')\n",
      "('20-09-2021', '48', 'AVENUE DU ROI')\n",
      "('20-09-2021', '48', 'DECROLY')\n",
      "('20-09-2021', '48', 'PORTE DE HAL')\n",
      "('20-09-2021', '48', 'ROCHEFORT')\n",
      "('20-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('20-09-2021', '49', 'GARE DU MIDI')\n",
      "('20-09-2021', '49', 'MACHTENS')\n",
      "('20-09-2021', '49', 'PETERBOS')\n",
      "('20-09-2021', '49', 'SIMONIS')\n",
      "('20-09-2021', '49', 'VAN KALKEN')\n",
      "('20-09-2021', '5', 'DELTA')\n",
      "('20-09-2021', '5', 'ERASME')\n",
      "('20-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('20-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('20-09-2021', '5', 'STOCKEL')\n",
      "('20-09-2021', '50', 'GARE DU MIDI')\n",
      "('20-09-2021', '50', 'KERK RUISBROEK')\n",
      "('20-09-2021', '50', 'LOT STATION')\n",
      "('20-09-2021', '51', 'HEROS')\n",
      "('20-09-2021', '51', 'LEMONNIER')\n",
      "('20-09-2021', '51', 'STADE')\n",
      "('20-09-2021', '51', 'VAN HAELEN')\n",
      "('20-09-2021', '53', 'BOCKSTAEL')\n",
      "('20-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('20-09-2021', '54', 'BERVOETS')\n",
      "('20-09-2021', '54', 'FERNAND COCQ')\n",
      "('20-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('20-09-2021', '54', 'TRONE')\n",
      "('20-09-2021', '55', 'BORDET STATION')\n",
      "('20-09-2021', '55', 'DA VINCI')\n",
      "('20-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('20-09-2021', '56', 'AMBIORIX')\n",
      "('20-09-2021', '56', 'BUDA')\n",
      "('20-09-2021', '56', 'HEEMBEEK')\n",
      "('20-09-2021', '57', 'GARE DU NORD')\n",
      "('20-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('20-09-2021', '58', 'VILVOORDE STATION')\n",
      "('20-09-2021', '58', 'YSER')\n",
      "('20-09-2021', '59', 'FLAGEY')\n",
      "('20-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('20-09-2021', '59', 'JOURDAN')\n",
      "('20-09-2021', '59', 'SCHAERBEEK GARE')\n",
      "('20-09-2021', '6', 'DELACROIX')\n",
      "('20-09-2021', '6', 'ELISABETH')\n",
      "('20-09-2021', '6', \"GARE DE L'OUEST\")\n",
      "('20-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('20-09-2021', '6', 'SIMONIS')\n",
      "('20-09-2021', '60', 'AMBIORIX')\n",
      "('20-09-2021', '60', 'FLAGEY')\n",
      "('20-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('20-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('20-09-2021', '61', 'BOTANIQUE')\n",
      "('20-09-2021', '61', 'BRABANCONNE')\n",
      "('20-09-2021', '61', 'GARE DU NORD')\n",
      "('20-09-2021', '61', 'MONTGOMERY')\n",
      "('20-09-2021', '62', 'DA VINCI')\n",
      "('20-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('20-09-2021', '63', 'GARE CENTRALE')\n",
      "('20-09-2021', '63', 'MADOU')\n",
      "('20-09-2021', '63', 'MEISER')\n",
      "('20-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('20-09-2021', '65', 'BORDET STATION')\n",
      "('20-09-2021', '65', 'GARE CENTRALE')\n",
      "('20-09-2021', '65', 'MACHELEN')\n",
      "('20-09-2021', '65', 'ROSA PARKS')\n",
      "('20-09-2021', '66', 'GARE CENTRALE')\n",
      "('20-09-2021', '66', 'LOUIS BERTRAND')\n",
      "('20-09-2021', '66', 'PEAGE')\n",
      "('20-09-2021', '66', 'SAINTE-MARIE')\n",
      "('20-09-2021', '69', 'BORDET STATION')\n",
      "('20-09-2021', '69', 'JULES BORDET')\n",
      "('20-09-2021', '69', 'SCHAERBEEK GARE')\n",
      "('20-09-2021', '7', 'BUYL')\n",
      "('20-09-2021', '7', 'HEEMBEEK')\n",
      "('20-09-2021', '70', 'ALBERT')\n",
      "('20-09-2021', '70', 'BOURDON')\n",
      "('20-09-2021', '70', 'HEROS')\n",
      "('20-09-2021', '70', 'HOMBORCH')\n",
      "('20-09-2021', '71', \"CIM. D'IXELLES\")\n",
      "('20-09-2021', '71', 'DE BROUCKERE')\n",
      "('20-09-2021', '71', 'DELTA')\n",
      "('20-09-2021', '71', 'FLAGEY')\n",
      "('20-09-2021', '71', 'GARE CENTRALE')\n",
      "('20-09-2021', '71', 'TRONE')\n",
      "('20-09-2021', '72', 'ADEPS')\n",
      "('20-09-2021', '72', 'DELTA')\n",
      "('20-09-2021', '72', 'DEMEY')\n",
      "('20-09-2021', '72', 'ULB')\n",
      "('20-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('20-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('20-09-2021', '74', 'FOREST NATIONAL')\n",
      "('20-09-2021', '74', 'UCCLE-STALLE')\n",
      "('20-09-2021', '74', 'VAN KALKEN')\n",
      "('20-09-2021', '75', 'CERIA')\n",
      "('20-09-2021', '75', 'WESTLAND SHOPPING')\n",
      "('20-09-2021', '76', 'OPPEM')\n",
      "('20-09-2021', '77', 'HIPPODROME')\n",
      "('20-09-2021', '78', 'HERMES')\n",
      "('20-09-2021', '78', 'HUMANITE')\n",
      "('20-09-2021', '79', 'CARENE')\n",
      "('20-09-2021', '79', 'GULLEDELLE')\n",
      "('20-09-2021', '79', 'KRAAINEM')\n",
      "('20-09-2021', '8', 'BUYL')\n",
      "('20-09-2021', '8', 'HERRMANN-DEBROUX')\n",
      "('20-09-2021', '8', 'LOUISE')\n",
      "('20-09-2021', '80', 'BORDET STATION')\n",
      "('20-09-2021', '80', 'CARENE')\n",
      "('20-09-2021', '80', 'GEORGES HENRI')\n",
      "('20-09-2021', '80', 'HAREN')\n",
      "('20-09-2021', '80', 'LUXEMBOURG')\n",
      "('20-09-2021', '80', 'MONTGOMERY')\n",
      "('20-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('20-09-2021', '81', 'ALBERT I')\n",
      "('20-09-2021', '81', 'AVENUE DU ROI')\n",
      "('20-09-2021', '81', 'FLAGEY')\n",
      "('20-09-2021', '81', 'ICHEC')\n",
      "('20-09-2021', '81', 'LA CHASSE')\n",
      "('20-09-2021', '81', 'MEIR')\n",
      "('20-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('20-09-2021', '82', 'MERLO')\n",
      "('20-09-2021', '82', 'NEERSTALLE')\n",
      "('20-09-2021', '82', 'QUATRE-VENTS')\n",
      "('20-09-2021', '82', 'SCHWEITZER')\n",
      "('20-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('20-09-2021', '83', 'SQ. DU CENTENAIRE')\n",
      "('20-09-2021', '83', 'VAL MARIA')\n",
      "('20-09-2021', '86', 'BOCKSTAEL')\n",
      "('20-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('20-09-2021', '86', 'MACHTENS')\n",
      "('20-09-2021', '86', 'QUATRE-VENTS')\n",
      "('20-09-2021', '87', 'BEEKKANT')\n",
      "('20-09-2021', '87', 'CANDRIES')\n",
      "('20-09-2021', '87', 'CONDOR')\n",
      "('20-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('20-09-2021', '87', 'HUNDERENVELD')\n",
      "('20-09-2021', '87', 'SIMONIS')\n",
      "('20-09-2021', '88', 'DE BROUCKERE')\n",
      "('20-09-2021', '88', 'UZ-VUB')\n",
      "('20-09-2021', '89', 'DELACROIX')\n",
      "('20-09-2021', '89', 'GARE CENTRALE')\n",
      "('20-09-2021', '89', 'JACQUES BREL')\n",
      "('20-09-2021', '89', 'PETERBOS')\n",
      "('20-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('20-09-2021', '92', 'LANCASTER')\n",
      "('20-09-2021', '92', 'LOUISE')\n",
      "('20-09-2021', '92', 'MA CAMPAGNE')\n",
      "('20-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('20-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('20-09-2021', '93', 'LOUISE')\n",
      "('20-09-2021', '93', 'STADE')\n",
      "('20-09-2021', '95', 'BOURSE')\n",
      "('20-09-2021', '95', \"CIM. D'IXELLES\")\n",
      "('20-09-2021', '95', 'GRAND SABLON')\n",
      "('20-09-2021', '95', 'LES 3 TILLEULS')\n",
      "('20-09-2021', '95', 'TRONE')\n",
      "('20-09-2021', '95', 'WIENER')\n",
      "('20-09-2021', '97', 'BARRIERE')\n",
      "('20-09-2021', '97', 'LOUISE')\n",
      "('20-09-2021', '97', 'NEERSTALLE')\n",
      "('20-09-2021', '97', 'WIELS')\n",
      "('20-09-2021', '98', 'CERIA')\n",
      "('20-09-2021', '98', 'HEROS')\n",
      "('21-09-2021', '1', 'DELTA')\n",
      "('21-09-2021', '1', \"GARE DE L'OUEST\")\n",
      "('21-09-2021', '1', 'MERODE')\n",
      "('21-09-2021', '1', 'STOCKEL')\n",
      "('21-09-2021', '12', 'MEISER')\n",
      "('21-09-2021', '12', 'TRONE')\n",
      "('21-09-2021', '13', 'ETANGS NOIRS')\n",
      "('21-09-2021', '13', 'UZ-VUB')\n",
      "('21-09-2021', '14', 'GARE DU NORD')\n",
      "('21-09-2021', '14', 'HEYSEL')\n",
      "('21-09-2021', '14', 'UZ BRUSSEL')\n",
      "('21-09-2021', '17', 'BEAULIEU')\n",
      "('21-09-2021', '17', 'HEILIGENBORRE')\n",
      "('21-09-2021', '19', 'GUILL. DE GREEF')\n",
      "('21-09-2021', '19', 'HUNDERENVELD')\n",
      "('21-09-2021', '19', 'SCHWEITZER')\n",
      "('21-09-2021', '2', 'ELISABETH')\n",
      "('21-09-2021', '2', \"GARE DE L'OUEST\")\n",
      "('21-09-2021', '2', 'ROI BAUDOUIN')\n",
      "('21-09-2021', '2', 'SIMONIS')\n",
      "('21-09-2021', '20', 'GARE DU NORD')\n",
      "('21-09-2021', '20', 'HUNDERENVELD')\n",
      "('21-09-2021', '20', 'OSSEGHEM')\n",
      "('21-09-2021', '21', 'BORDET STATION')\n",
      "('21-09-2021', '21', 'MAES')\n",
      "('21-09-2021', '21', 'TRONE')\n",
      "('21-09-2021', '25', 'BUYL')\n",
      "('21-09-2021', '25', 'SCHAERBEEK GARE')\n",
      "('21-09-2021', '27', 'GARE DU MIDI')\n",
      "('21-09-2021', '27', 'GEORGES HENRI')\n",
      "('21-09-2021', '27', 'MEUDON')\n",
      "('21-09-2021', '27', 'MONTGOMERY')\n",
      "('21-09-2021', '27', 'PLEIADES')\n",
      "('21-09-2021', '28', 'BRABANCONNE')\n",
      "('21-09-2021', '28', 'KONKEL')\n",
      "('21-09-2021', '28', 'MEUDON')\n",
      "('21-09-2021', '28', 'MONTGOMERY')\n",
      "('21-09-2021', '28', 'TOMBERG')\n",
      "('21-09-2021', '29', 'DAILLY')\n",
      "('21-09-2021', '29', 'DE BROUCKERE')\n",
      "('21-09-2021', '29', 'HOF TEN BERG')\n",
      "('21-09-2021', '3', 'ESPLANADE')\n",
      "('21-09-2021', '3', 'JULES DE TROOZ')\n",
      "('21-09-2021', '3', 'THOMAS')\n",
      "('21-09-2021', '33', 'DANSAERT')\n",
      "('21-09-2021', '33', 'LOUISE')\n",
      "('21-09-2021', '34', 'ARSENAL')\n",
      "('21-09-2021', '34', 'AUDERGHEM-SHOP.')\n",
      "('21-09-2021', '34', 'LA CHASSE')\n",
      "('21-09-2021', '34', 'LUXEMBOURG')\n",
      "('21-09-2021', '34', 'PORTE DE NAMUR')\n",
      "('21-09-2021', '34', 'SAINTE-ANNE')\n",
      "('21-09-2021', '36', 'KONKEL')\n",
      "('21-09-2021', '36', 'LA CHASSE')\n",
      "('21-09-2021', '36', 'RUE AU BOIS')\n",
      "('21-09-2021', '37', 'ALBERT')\n",
      "('21-09-2021', '37', 'GARE DE LINKEBEEK')\n",
      "('21-09-2021', '38', 'BASCULE')\n",
      "('21-09-2021', '38', 'BLYCKAERTS')\n",
      "('21-09-2021', '38', 'GARE CENTRALE')\n",
      "('21-09-2021', '38', 'HEROS')\n",
      "('21-09-2021', '38', 'LUXEMBOURG')\n",
      "('21-09-2021', '39', 'MUSEE DU TRAM')\n",
      "('21-09-2021', '4', 'HEROS')\n",
      "('21-09-2021', '41', 'DEMEY')\n",
      "('21-09-2021', '41', 'HEROS')\n",
      "('21-09-2021', '41', 'HERRMANN-DEBROUX')\n",
      "('21-09-2021', '41', 'HOUZEAU')\n",
      "('21-09-2021', '41', 'TRANSVAAL')\n",
      "('21-09-2021', '41', 'WATERMAEL GARE')\n",
      "('21-09-2021', '42', 'MARCEL THIRY')\n",
      "('21-09-2021', '42', 'ROODEBEEK')\n",
      "('21-09-2021', '42', 'VIADUC E40')\n",
      "('21-09-2021', '43', 'BOURDON')\n",
      "('21-09-2021', '43', 'GARE DE LINKEBEEK')\n",
      "('21-09-2021', '43', 'HEROS')\n",
      "('21-09-2021', '43', 'HOMBORCH')\n",
      "('21-09-2021', '44', 'TERVUREN STATION')\n",
      "('21-09-2021', '45', 'MARCEL THIRY')\n",
      "('21-09-2021', '45', 'OUD KAPELLEKE')\n",
      "('21-09-2021', '45', 'PERMEKE')\n",
      "('21-09-2021', '45', 'ROODEBEEK')\n",
      "('21-09-2021', '45', 'SAINT-VINCENT')\n",
      "('21-09-2021', '46', 'DE BROUCKERE')\n",
      "('21-09-2021', '46', 'GLIBERT')\n",
      "('21-09-2021', '46', 'MEIR')\n",
      "('21-09-2021', '46', 'MOORTEBEEK')\n",
      "('21-09-2021', '46', 'WTC')\n",
      "('21-09-2021', '47', 'HEEMBEEK')\n",
      "('21-09-2021', '48', 'ANNEESSENS')\n",
      "('21-09-2021', '48', 'AVENUE DU ROI')\n",
      "('21-09-2021', '48', 'DECROLY')\n",
      "('21-09-2021', '48', 'ROCHEFORT')\n",
      "('21-09-2021', '49', 'DIGUE DU CANAL')\n",
      "('21-09-2021', '49', 'GARE DU MIDI')\n",
      "('21-09-2021', '49', 'MACHTENS')\n",
      "('21-09-2021', '49', 'PETERBOS')\n",
      "('21-09-2021', '49', 'SIMONIS')\n",
      "('21-09-2021', '49', 'VAN KALKEN')\n",
      "('21-09-2021', '5', 'DELTA')\n",
      "('21-09-2021', '5', 'ERASME')\n",
      "('21-09-2021', '5', \"GARE DE L'OUEST\")\n",
      "('21-09-2021', '5', 'HERRMANN-DEBROUX')\n",
      "('21-09-2021', '5', 'SCHUMAN')\n",
      "('21-09-2021', '5', 'STOCKEL')\n",
      "('21-09-2021', '50', 'BERVOETS')\n",
      "('21-09-2021', '50', 'GARE DU MIDI')\n",
      "('21-09-2021', '50', 'KERK RUISBROEK')\n",
      "('21-09-2021', '50', 'LOT STATION')\n",
      "('21-09-2021', '50', 'WIELS')\n",
      "('21-09-2021', '51', 'BELGICA')\n",
      "('21-09-2021', '51', 'LEMONNIER')\n",
      "('21-09-2021', '51', 'STADE')\n",
      "('21-09-2021', '51', 'UCCLE CALEVOET')\n",
      "('21-09-2021', '51', 'VAN HAELEN')\n",
      "('21-09-2021', '53', 'VAL MARIA')\n",
      "('21-09-2021', '53', 'WESTLAND SHOPPING')\n",
      "('21-09-2021', '54', 'BERVOETS')\n",
      "('21-09-2021', '54', 'FOREST (BERVOETS)')\n",
      "('21-09-2021', '54', 'TRONE')\n",
      "('21-09-2021', '55', 'BORDET STATION')\n",
      "('21-09-2021', '55', 'DA VINCI')\n",
      "('21-09-2021', '55', 'VERBOEKHOVEN')\n",
      "('21-09-2021', '56', 'AMBIORIX')\n",
      "('21-09-2021', '56', 'BUDA')\n",
      "('21-09-2021', '56', 'DAILLY')\n",
      "('21-09-2021', '56', 'HEEMBEEK')\n",
      "('21-09-2021', '56', 'HOP. MILITAIRE')\n",
      "('21-09-2021', '56', 'PRINC. ELISABETH')\n",
      "('21-09-2021', '57', 'GARE DU NORD')\n",
      "('21-09-2021', '58', 'PRINC. ELISABETH')\n",
      "('21-09-2021', '58', 'VILVOORDE STATION')\n",
      "('21-09-2021', '58', 'YSER')\n",
      "('21-09-2021', '59', 'FLAGEY')\n",
      "('21-09-2021', '59', 'HOP. ETT.-IXELLES')\n",
      "('21-09-2021', '59', 'JOURDAN')\n",
      "('21-09-2021', '59', 'MAELBEEK')\n",
      "('21-09-2021', '59', 'SCHAERBEEK GARE')\n",
      "('21-09-2021', '6', 'ELISABETH')\n",
      "('21-09-2021', '6', 'ROI BAUDOUIN')\n",
      "('21-09-2021', '6', 'SIMONIS')\n",
      "('21-09-2021', '60', 'AMBIORIX')\n",
      "('21-09-2021', '60', 'PLACE SAINT-JOB')\n",
      "('21-09-2021', '60', 'UCCLE CALEVOET')\n",
      "('21-09-2021', '61', 'BOTANIQUE')\n",
      "('21-09-2021', '61', 'GARE DU NORD')\n",
      "('21-09-2021', '61', 'JAMBLINNE DE MEUX')\n",
      "('21-09-2021', '61', 'MERODE')\n",
      "('21-09-2021', '61', 'MONTGOMERY')\n",
      "('21-09-2021', '62', 'DA VINCI')\n",
      "('21-09-2021', '63', 'CIM. DE BRUXELLES')\n",
      "('21-09-2021', '63', 'GARE CENTRALE')\n",
      "('21-09-2021', '63', 'MEISER')\n",
      "('21-09-2021', '64', 'PORTE DE NAMUR')\n",
      "('21-09-2021', '65', 'BORDET STATION')\n",
      "('21-09-2021', '65', 'GARE CENTRALE')\n",
      "('21-09-2021', '65', 'MACHELEN')\n",
      "('21-09-2021', '66', 'CROSSING')\n",
      "('21-09-2021', '66', 'GARE CENTRALE')\n",
      "('21-09-2021', '66', 'LOUIS BERTRAND')\n",
      "('21-09-2021', '66', 'PEAGE')\n",
      "('21-09-2021', '69', 'BORDET STATION')\n",
      "('21-09-2021', '69', 'JULES BORDET')\n",
      "('21-09-2021', '69', 'SCHAERBEEK GARE')\n",
      "('21-09-2021', '7', 'BUYL')\n",
      "('21-09-2021', '70', 'ALBERT')\n",
      "('21-09-2021', '70', 'BOURDON')\n",
      "('21-09-2021', '70', 'HOMBORCH')\n",
      "('21-09-2021', '71', 'BUYL')\n",
      "('21-09-2021', '71', 'DE BROUCKERE')\n",
      "('21-09-2021', '71', 'DELTA')\n",
      "('21-09-2021', '71', 'GARE CENTRALE')\n",
      "('21-09-2021', '72', 'ADEPS')\n",
      "('21-09-2021', '72', 'DELTA')\n",
      "('21-09-2021', '72', 'ULB')\n",
      "('21-09-2021', '74', 'CLEMENCE EVERARD')\n",
      "('21-09-2021', '74', 'DIGUE DU CANAL')\n",
      "('21-09-2021', '74', 'FOREST NATIONAL')\n",
      "('21-09-2021', '74', 'UCCLE-STALLE')\n",
      "('21-09-2021', '74', 'VAN KALKEN')\n",
      "('21-09-2021', '75', 'CERIA')\n",
      "('21-09-2021', '76', 'OPPEM')\n",
      "('21-09-2021', '77', 'HIPPODROME')\n",
      "('21-09-2021', '78', 'HERMES')\n",
      "('21-09-2021', '78', 'HUMANITE')\n",
      "('21-09-2021', '79', 'CARENE')\n",
      "('21-09-2021', '79', 'GULLEDELLE')\n",
      "('21-09-2021', '79', 'KRAAINEM')\n",
      "('21-09-2021', '8', 'BUYL')\n",
      "('21-09-2021', '8', 'HERRMANN-DEBROUX')\n",
      "('21-09-2021', '8', 'LOUISE')\n",
      "('21-09-2021', '8', 'STEPHANIE')\n",
      "('21-09-2021', '80', 'BORDET STATION')\n",
      "('21-09-2021', '80', 'CARENE')\n",
      "('21-09-2021', '80', 'CIM. DE BRUXELLES')\n",
      "('21-09-2021', '80', 'GEORGES HENRI')\n",
      "('21-09-2021', '80', 'HAREN')\n",
      "('21-09-2021', '80', 'LUXEMBOURG')\n",
      "('21-09-2021', '80', 'PORTE DE NAMUR')\n",
      "('21-09-2021', '81', 'AVENUE DU ROI')\n",
      "('21-09-2021', '81', 'FLAGEY')\n",
      "('21-09-2021', '81', 'ICHEC')\n",
      "('21-09-2021', '81', 'MEIR')\n",
      "('21-09-2021', '82', \"GARE DE L'OUEST\")\n",
      "('21-09-2021', '82', 'MERLO')\n",
      "('21-09-2021', '82', 'NEERSTALLE')\n",
      "('21-09-2021', '82', 'SCHWEITZER')\n",
      "('21-09-2021', '83', 'GARE DE BERCHEM')\n",
      "('21-09-2021', '83', 'SQ. DU CENTENAIRE')\n",
      "('21-09-2021', '83', 'VAL MARIA')\n",
      "('21-09-2021', '86', 'BOCKSTAEL')\n",
      "('21-09-2021', '86', \"GARE DE L'OUEST\")\n",
      "('21-09-2021', '86', 'MACHTENS')\n",
      "('21-09-2021', '86', 'QUATRE-VENTS')\n",
      "('21-09-2021', '86', 'RIBAUCOURT')\n",
      "('21-09-2021', '86', 'TOUR ET TAXIS')\n",
      "('21-09-2021', '87', 'BEEKKANT')\n",
      "('21-09-2021', '87', 'CONDOR')\n",
      "('21-09-2021', '87', 'GARE DE BERCHEM')\n",
      "('21-09-2021', '87', 'HUNDERENVELD')\n",
      "('21-09-2021', '87', 'SIMONIS')\n",
      "('21-09-2021', '88', 'DE BROUCKERE')\n",
      "('21-09-2021', '88', 'UZ-VUB')\n",
      "('21-09-2021', '89', 'DELACROIX')\n",
      "('21-09-2021', '89', 'GARE CENTRALE')\n",
      "('21-09-2021', '89', 'JACQUES BREL')\n",
      "('21-09-2021', '89', 'PETERBOS')\n",
      "('21-09-2021', '89', 'WESTLAND SHOPPING')\n",
      "('21-09-2021', '92', 'DIEWEG')\n",
      "('21-09-2021', '92', 'LOUISE')\n",
      "('21-09-2021', '92', 'MA CAMPAGNE')\n",
      "('21-09-2021', '92', 'SCHAERBEEK GARE')\n",
      "('21-09-2021', '92', 'VERBOEKHOVEN')\n",
      "('21-09-2021', '93', 'JULES DE TROOZ')\n",
      "('21-09-2021', '93', 'STADE')\n",
      "('21-09-2021', '93', 'STEPHANIE')\n",
      "('21-09-2021', '95', 'BOURSE')\n",
      "('21-09-2021', '95', 'GRAND SABLON')\n",
      "('21-09-2021', '95', 'GRAND-PLACE')\n",
      "('21-09-2021', '95', 'TRONE')\n",
      "('21-09-2021', '95', 'WIENER')\n",
      "('21-09-2021', '97', 'LOUISE')\n",
      "('21-09-2021', '97', 'SAINT-DENIS')\n",
      "('21-09-2021', '97', 'WIELS')\n",
      "('21-09-2021', '98', 'CERIA')\n",
      "('21-09-2021', '98', 'HEROS')\n"
     ]
    }
   ],
   "source": [
    "for names, group in headways_group:\n",
    "    print(names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Duplicates issue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(92,)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "routes.route_short_name.unique().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(98,)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "routes.route_id.unique().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(92,)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "routes.route_short_name.unique().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>route_id</th>\n",
       "      <th>route_short_name</th>\n",
       "      <th>route_long_name</th>\n",
       "      <th>route_desc</th>\n",
       "      <th>route_type</th>\n",
       "      <th>route_url</th>\n",
       "      <th>route_color</th>\n",
       "      <th>route_text_color</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>LUXEMBOURG - PLEIADES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91BEE7</td>\n",
       "      <td>000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>16</td>\n",
       "      <td>82</td>\n",
       "      <td>GARE DE BERCHEM - DROGENBOS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91BEE7</td>\n",
       "      <td>000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>73</td>\n",
       "      <td>83</td>\n",
       "      <td>GARE DE BERCHEM - VAL MARIA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B4BD10</td>\n",
       "      <td>000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>89</td>\n",
       "      <td>86</td>\n",
       "      <td>MACHTENS - GARE CENTRALE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>338C26</td>\n",
       "      <td>FFFFFF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>33</td>\n",
       "      <td>89</td>\n",
       "      <td>WESTLAND SHOPPING - GARE CENTRALE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B4BD10</td>\n",
       "      <td>000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>87</td>\n",
       "      <td>N16</td>\n",
       "      <td>GARE CENTRALE - GARE DE BERCHEM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74C095</td>\n",
       "      <td>000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    route_id route_short_name                    route_long_name  route_desc  \\\n",
       "18        27               27              LUXEMBOURG - PLEIADES         NaN   \n",
       "68        16               82        GARE DE BERCHEM - DROGENBOS         NaN   \n",
       "70        73               83        GARE DE BERCHEM - VAL MARIA         NaN   \n",
       "72        89               86           MACHTENS - GARE CENTRALE         NaN   \n",
       "76        33               89  WESTLAND SHOPPING - GARE CENTRALE         NaN   \n",
       "96        87              N16    GARE CENTRALE - GARE DE BERCHEM         NaN   \n",
       "\n",
       "    route_type  route_url route_color route_text_color  \n",
       "18           3        NaN      91BEE7           000000  \n",
       "68           0        NaN      91BEE7           000000  \n",
       "70           3        NaN      B4BD10           000000  \n",
       "72           3        NaN      338C26           FFFFFF  \n",
       "76           3        NaN      B4BD10           000000  \n",
       "96           3        NaN      74C095           000000  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "routes[routes.duplicated(subset=['route_short_name'])]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Next of code"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is a problem in the service IDs allocation with 17.5% (38% without the headsign matching) of cases. A direct match with the date, weekday, route and headsign cannot be done in all cases. A solution could be to randomly allocate the service_ids. Anyway they are applied on the same periods, for the same trips. It would affect the result  slightly. Another solution can simply be to put NaN and don't use them as such first."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "17.44\n"
     ]
    }
   ],
   "source": [
    "issues = 0\n",
    "cases = 0\n",
    "for names, group in headways_group:\n",
    "    date = pd.to_datetime(names[0], format=\"%d-%m-%Y\")\n",
    "    date_weekday = date.strftime(\"%A\").lower()\n",
    "    route_short_name_used = names[1]\n",
    "    headsign = names[2]\n",
    "\n",
    "    filter = trips_date[\n",
    "        (trips_date.route_short_name == route_short_name_used) &\n",
    "        (trips_date.start_date <= date) &\n",
    "        (date <= trips_date.end_date) &\n",
    "        (trips_date[date_weekday] == 1) &\n",
    "        (trips_date.trip_headsign  == headsign)]\n",
    "    \"\"\"\n",
    "    calendar_to_check = calendar_dates[calendar_dates.date.isin([date])]\n",
    "    if len(filter.service_id.unique()) >= 2:\n",
    "        for service in filter.service_id.unique():\n",
    "            if service in calendar_to_check[\"service_id\"].values:\n",
    "                filter.service_id = service\n",
    "            else:\n",
    "                pass\n",
    "    \"\"\"\n",
    "    if len(filter.service_id.unique()) != 1:\n",
    "        #print(names, filter.service_id.unique())\n",
    "        #print(filter)\n",
    "        issues += 1\n",
    "    cases += 1\n",
    "\n",
    "print(round((issues/cases)*100, 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NaN solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "58.93\n"
     ]
    }
   ],
   "source": [
    "hg = []\n",
    "issues = 0\n",
    "cases = 0\n",
    "for names, group in headways_group:\n",
    "    date = pd.to_datetime(names[0], format=\"%d-%m-%Y\")\n",
    "    date_weekday = date.strftime(\"%A\").lower()\n",
    "    route_short_name_used = names[1]\n",
    "    headsign = names[2]\n",
    "\n",
    "    filter = trips_date[\n",
    "        (trips_date.route_short_name == route_short_name_used) &\n",
    "        (trips_date.start_date <= date) &\n",
    "        (date <= trips_date.end_date) &\n",
    "        (trips_date[date_weekday] == 1) &\n",
    "        (trips_date.trip_headsign  == headsign)]\n",
    "\n",
    "    \"\"\" What for ?\n",
    "    calendar_to_check = calendar_dates[calendar_dates.date.isin([date])]\n",
    "    if len(filter.service_id.unique()) >= 2:\n",
    "        for service in filter.service_id.unique():\n",
    "            if service in calendar_to_check[\"service_id\"].values:\n",
    "                filter.service_id = service\n",
    "            else:\n",
    "                pass\n",
    "    \"\"\"\n",
    "\n",
    "    if len(filter.service_id.unique()) != 1:\n",
    "        #service_id_matched = np.NaN\n",
    "        issues += 1\n",
    "    else: \n",
    "        #service_id_matched = filter.service_id.unique()[0]\n",
    "        pass\n",
    "\n",
    "    #group[\"service_id_matched\"] = service_id_matched\n",
    "    #hg.append(group.to_dict('records'))\n",
    "    cases += 1\n",
    "\n",
    "#headways_service_ids = pd.DataFrame(hg)\n",
    "print(round((issues/cases)*100, 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check what's happening with the service_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>service_id</th>\n",
       "      <th>monday</th>\n",
       "      <th>tuesday</th>\n",
       "      <th>wednesday</th>\n",
       "      <th>thursday</th>\n",
       "      <th>friday</th>\n",
       "      <th>saturday</th>\n",
       "      <th>sunday</th>\n",
       "      <th>start_date</th>\n",
       "      <th>end_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>236963001</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20210901</td>\n",
       "      <td>20210917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>237231071</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20210901</td>\n",
       "      <td>20210915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>236965001</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20210902</td>\n",
       "      <td>20210917</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    service_id  monday  tuesday  wednesday  thursday  friday  saturday  \\\n",
       "52   236963001       1        1          1         1       1         0   \n",
       "78   237231071       1        1          1         1       1         0   \n",
       "79   236965001       1        1          1         1       1         0   \n",
       "\n",
       "    sunday  start_date  end_date  \n",
       "52       0    20210901  20210917  \n",
       "78       0    20210901  20210915  \n",
       "79       0    20210902  20210917  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calendar[calendar.service_id.isin([236963001, 236965001, 237231071])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>service_id</th>\n",
       "      <th>date</th>\n",
       "      <th>exception_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>237231071</td>\n",
       "      <td>20210902</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>237231071</td>\n",
       "      <td>20210903</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>237231071</td>\n",
       "      <td>20210906</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>237231071</td>\n",
       "      <td>20210907</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>237231071</td>\n",
       "      <td>20210909</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>237231071</td>\n",
       "      <td>20210910</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>237231071</td>\n",
       "      <td>20210913</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>237231071</td>\n",
       "      <td>20210914</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>236965001</td>\n",
       "      <td>20210908</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>236965001</td>\n",
       "      <td>20210915</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    service_id      date  exception_type\n",
       "13   237231071  20210902               2\n",
       "14   237231071  20210903               2\n",
       "15   237231071  20210906               2\n",
       "16   237231071  20210907               2\n",
       "17   237231071  20210909               2\n",
       "18   237231071  20210910               2\n",
       "19   237231071  20210913               2\n",
       "20   237231071  20210914               2\n",
       "21   236965001  20210908               2\n",
       "22   236965001  20210915               2"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calendar_dates[calendar_dates.service_id.isin([236963001, 236965001, 237231071])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>route_id</th>\n",
       "      <th>service_id</th>\n",
       "      <th>trip_id</th>\n",
       "      <th>trip_headsign</th>\n",
       "      <th>direction_id</th>\n",
       "      <th>block_id</th>\n",
       "      <th>shape_id</th>\n",
       "      <th>route_short_name</th>\n",
       "      <th>route_long_name</th>\n",
       "      <th>route_desc</th>\n",
       "      <th>route_type</th>\n",
       "      <th>route_url</th>\n",
       "      <th>route_color</th>\n",
       "      <th>route_text_color</th>\n",
       "      <th>monday</th>\n",
       "      <th>tuesday</th>\n",
       "      <th>wednesday</th>\n",
       "      <th>thursday</th>\n",
       "      <th>friday</th>\n",
       "      <th>saturday</th>\n",
       "      <th>sunday</th>\n",
       "      <th>start_date</th>\n",
       "      <th>end_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>116938</th>\n",
       "      <td>13</td>\n",
       "      <td>236963001</td>\n",
       "      <td>113191670236963001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>0</td>\n",
       "      <td>8927354</td>\n",
       "      <td>019t0104</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116939</th>\n",
       "      <td>13</td>\n",
       "      <td>236963001</td>\n",
       "      <td>113191671236963001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>0</td>\n",
       "      <td>8927357</td>\n",
       "      <td>019t0104</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116942</th>\n",
       "      <td>13</td>\n",
       "      <td>236963001</td>\n",
       "      <td>113191773236963001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>0</td>\n",
       "      <td>8927356</td>\n",
       "      <td>019t0104</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116943</th>\n",
       "      <td>13</td>\n",
       "      <td>236963001</td>\n",
       "      <td>113191774236963001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>0</td>\n",
       "      <td>8927359</td>\n",
       "      <td>019t0104</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116946</th>\n",
       "      <td>13</td>\n",
       "      <td>236963001</td>\n",
       "      <td>113203343236963001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>0</td>\n",
       "      <td>8927353</td>\n",
       "      <td>019t0104</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117507</th>\n",
       "      <td>13</td>\n",
       "      <td>236965001</td>\n",
       "      <td>113179758236965001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8927477</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117804</th>\n",
       "      <td>13</td>\n",
       "      <td>236965001</td>\n",
       "      <td>113180080236965001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8927498</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117805</th>\n",
       "      <td>13</td>\n",
       "      <td>236965001</td>\n",
       "      <td>113180081236965001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8927471</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117806</th>\n",
       "      <td>13</td>\n",
       "      <td>236965001</td>\n",
       "      <td>113180082236965001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8927482</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117807</th>\n",
       "      <td>13</td>\n",
       "      <td>236965001</td>\n",
       "      <td>113180083236965001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8927473</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117808</th>\n",
       "      <td>13</td>\n",
       "      <td>236965001</td>\n",
       "      <td>113180084236965001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8927481</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117809</th>\n",
       "      <td>13</td>\n",
       "      <td>236965001</td>\n",
       "      <td>113180085236965001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8927492</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117905</th>\n",
       "      <td>13</td>\n",
       "      <td>236965001</td>\n",
       "      <td>113180548236965001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8927495</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117908</th>\n",
       "      <td>13</td>\n",
       "      <td>236965001</td>\n",
       "      <td>113180552236965001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8927474</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117909</th>\n",
       "      <td>13</td>\n",
       "      <td>236965001</td>\n",
       "      <td>113180554236965001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8927487</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117911</th>\n",
       "      <td>13</td>\n",
       "      <td>236965001</td>\n",
       "      <td>113180557236965001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8927484</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117913</th>\n",
       "      <td>13</td>\n",
       "      <td>236965001</td>\n",
       "      <td>113180560236965001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8927662</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117916</th>\n",
       "      <td>13</td>\n",
       "      <td>236965001</td>\n",
       "      <td>113180565236965001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8927472</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117931</th>\n",
       "      <td>13</td>\n",
       "      <td>236965001</td>\n",
       "      <td>113180614236965001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8927469</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117945</th>\n",
       "      <td>13</td>\n",
       "      <td>236965001</td>\n",
       "      <td>113191474236965001</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8927500</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-02</td>\n",
       "      <td>2021-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117966</th>\n",
       "      <td>13</td>\n",
       "      <td>237231071</td>\n",
       "      <td>113267592237231071</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8933914</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118263</th>\n",
       "      <td>13</td>\n",
       "      <td>237231071</td>\n",
       "      <td>113267906237231071</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8933919</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118264</th>\n",
       "      <td>13</td>\n",
       "      <td>237231071</td>\n",
       "      <td>113267907237231071</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8933909</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118265</th>\n",
       "      <td>13</td>\n",
       "      <td>237231071</td>\n",
       "      <td>113267908237231071</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8933906</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118266</th>\n",
       "      <td>13</td>\n",
       "      <td>237231071</td>\n",
       "      <td>113267909237231071</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8933922</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118267</th>\n",
       "      <td>13</td>\n",
       "      <td>237231071</td>\n",
       "      <td>113267910237231071</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8933905</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118268</th>\n",
       "      <td>13</td>\n",
       "      <td>237231071</td>\n",
       "      <td>113267911237231071</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8933913</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118364</th>\n",
       "      <td>13</td>\n",
       "      <td>237231071</td>\n",
       "      <td>113268031237231071</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8933916</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118367</th>\n",
       "      <td>13</td>\n",
       "      <td>237231071</td>\n",
       "      <td>113268034237231071</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8933898</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118368</th>\n",
       "      <td>13</td>\n",
       "      <td>237231071</td>\n",
       "      <td>113268037237231071</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8933908</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118370</th>\n",
       "      <td>13</td>\n",
       "      <td>237231071</td>\n",
       "      <td>113268039237231071</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8933923</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118373</th>\n",
       "      <td>13</td>\n",
       "      <td>237231071</td>\n",
       "      <td>113268042237231071</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8933896</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118386</th>\n",
       "      <td>13</td>\n",
       "      <td>237231071</td>\n",
       "      <td>113268073237231071</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8933893</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118400</th>\n",
       "      <td>13</td>\n",
       "      <td>237231071</td>\n",
       "      <td>113268451237231071</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8933921</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118416</th>\n",
       "      <td>13</td>\n",
       "      <td>237231071</td>\n",
       "      <td>113269636237231071</td>\n",
       "      <td>GUILL. DE GREEF</td>\n",
       "      <td>1</td>\n",
       "      <td>8933894</td>\n",
       "      <td>019t0359</td>\n",
       "      <td>19</td>\n",
       "      <td>GROOT-BIJGAARDEN - DE WAND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE3B21</td>\n",
       "      <td>FFFFFF</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2021-09-15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        route_id  service_id             trip_id    trip_headsign  \\\n",
       "116938        13   236963001  113191670236963001  GUILL. DE GREEF   \n",
       "116939        13   236963001  113191671236963001  GUILL. DE GREEF   \n",
       "116942        13   236963001  113191773236963001  GUILL. DE GREEF   \n",
       "116943        13   236963001  113191774236963001  GUILL. DE GREEF   \n",
       "116946        13   236963001  113203343236963001  GUILL. DE GREEF   \n",
       "117507        13   236965001  113179758236965001  GUILL. DE GREEF   \n",
       "117804        13   236965001  113180080236965001  GUILL. DE GREEF   \n",
       "117805        13   236965001  113180081236965001  GUILL. DE GREEF   \n",
       "117806        13   236965001  113180082236965001  GUILL. DE GREEF   \n",
       "117807        13   236965001  113180083236965001  GUILL. DE GREEF   \n",
       "117808        13   236965001  113180084236965001  GUILL. DE GREEF   \n",
       "117809        13   236965001  113180085236965001  GUILL. DE GREEF   \n",
       "117905        13   236965001  113180548236965001  GUILL. DE GREEF   \n",
       "117908        13   236965001  113180552236965001  GUILL. DE GREEF   \n",
       "117909        13   236965001  113180554236965001  GUILL. DE GREEF   \n",
       "117911        13   236965001  113180557236965001  GUILL. DE GREEF   \n",
       "117913        13   236965001  113180560236965001  GUILL. DE GREEF   \n",
       "117916        13   236965001  113180565236965001  GUILL. DE GREEF   \n",
       "117931        13   236965001  113180614236965001  GUILL. DE GREEF   \n",
       "117945        13   236965001  113191474236965001  GUILL. DE GREEF   \n",
       "117966        13   237231071  113267592237231071  GUILL. DE GREEF   \n",
       "118263        13   237231071  113267906237231071  GUILL. DE GREEF   \n",
       "118264        13   237231071  113267907237231071  GUILL. DE GREEF   \n",
       "118265        13   237231071  113267908237231071  GUILL. DE GREEF   \n",
       "118266        13   237231071  113267909237231071  GUILL. DE GREEF   \n",
       "118267        13   237231071  113267910237231071  GUILL. DE GREEF   \n",
       "118268        13   237231071  113267911237231071  GUILL. DE GREEF   \n",
       "118364        13   237231071  113268031237231071  GUILL. DE GREEF   \n",
       "118367        13   237231071  113268034237231071  GUILL. DE GREEF   \n",
       "118368        13   237231071  113268037237231071  GUILL. DE GREEF   \n",
       "118370        13   237231071  113268039237231071  GUILL. DE GREEF   \n",
       "118373        13   237231071  113268042237231071  GUILL. DE GREEF   \n",
       "118386        13   237231071  113268073237231071  GUILL. DE GREEF   \n",
       "118400        13   237231071  113268451237231071  GUILL. DE GREEF   \n",
       "118416        13   237231071  113269636237231071  GUILL. DE GREEF   \n",
       "\n",
       "        direction_id  block_id  shape_id route_short_name  \\\n",
       "116938             0   8927354  019t0104               19   \n",
       "116939             0   8927357  019t0104               19   \n",
       "116942             0   8927356  019t0104               19   \n",
       "116943             0   8927359  019t0104               19   \n",
       "116946             0   8927353  019t0104               19   \n",
       "117507             1   8927477  019t0359               19   \n",
       "117804             1   8927498  019t0359               19   \n",
       "117805             1   8927471  019t0359               19   \n",
       "117806             1   8927482  019t0359               19   \n",
       "117807             1   8927473  019t0359               19   \n",
       "117808             1   8927481  019t0359               19   \n",
       "117809             1   8927492  019t0359               19   \n",
       "117905             1   8927495  019t0359               19   \n",
       "117908             1   8927474  019t0359               19   \n",
       "117909             1   8927487  019t0359               19   \n",
       "117911             1   8927484  019t0359               19   \n",
       "117913             1   8927662  019t0359               19   \n",
       "117916             1   8927472  019t0359               19   \n",
       "117931             1   8927469  019t0359               19   \n",
       "117945             1   8927500  019t0359               19   \n",
       "117966             1   8933914  019t0359               19   \n",
       "118263             1   8933919  019t0359               19   \n",
       "118264             1   8933909  019t0359               19   \n",
       "118265             1   8933906  019t0359               19   \n",
       "118266             1   8933922  019t0359               19   \n",
       "118267             1   8933905  019t0359               19   \n",
       "118268             1   8933913  019t0359               19   \n",
       "118364             1   8933916  019t0359               19   \n",
       "118367             1   8933898  019t0359               19   \n",
       "118368             1   8933908  019t0359               19   \n",
       "118370             1   8933923  019t0359               19   \n",
       "118373             1   8933896  019t0359               19   \n",
       "118386             1   8933893  019t0359               19   \n",
       "118400             1   8933921  019t0359               19   \n",
       "118416             1   8933894  019t0359               19   \n",
       "\n",
       "                   route_long_name  route_desc  route_type  route_url  \\\n",
       "116938  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "116939  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "116942  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "116943  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "116946  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117507  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117804  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117805  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117806  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117807  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117808  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117809  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117905  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117908  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117909  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117911  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117913  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117916  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117931  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117945  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "117966  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "118263  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "118264  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "118265  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "118266  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "118267  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "118268  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "118364  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "118367  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "118368  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "118370  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "118373  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "118386  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "118400  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "118416  GROOT-BIJGAARDEN - DE WAND         NaN           0        NaN   \n",
       "\n",
       "       route_color route_text_color  monday  tuesday  wednesday  thursday  \\\n",
       "116938      DE3B21           FFFFFF       1        1          1         1   \n",
       "116939      DE3B21           FFFFFF       1        1          1         1   \n",
       "116942      DE3B21           FFFFFF       1        1          1         1   \n",
       "116943      DE3B21           FFFFFF       1        1          1         1   \n",
       "116946      DE3B21           FFFFFF       1        1          1         1   \n",
       "117507      DE3B21           FFFFFF       1        1          1         1   \n",
       "117804      DE3B21           FFFFFF       1        1          1         1   \n",
       "117805      DE3B21           FFFFFF       1        1          1         1   \n",
       "117806      DE3B21           FFFFFF       1        1          1         1   \n",
       "117807      DE3B21           FFFFFF       1        1          1         1   \n",
       "117808      DE3B21           FFFFFF       1        1          1         1   \n",
       "117809      DE3B21           FFFFFF       1        1          1         1   \n",
       "117905      DE3B21           FFFFFF       1        1          1         1   \n",
       "117908      DE3B21           FFFFFF       1        1          1         1   \n",
       "117909      DE3B21           FFFFFF       1        1          1         1   \n",
       "117911      DE3B21           FFFFFF       1        1          1         1   \n",
       "117913      DE3B21           FFFFFF       1        1          1         1   \n",
       "117916      DE3B21           FFFFFF       1        1          1         1   \n",
       "117931      DE3B21           FFFFFF       1        1          1         1   \n",
       "117945      DE3B21           FFFFFF       1        1          1         1   \n",
       "117966      DE3B21           FFFFFF       1        1          1         1   \n",
       "118263      DE3B21           FFFFFF       1        1          1         1   \n",
       "118264      DE3B21           FFFFFF       1        1          1         1   \n",
       "118265      DE3B21           FFFFFF       1        1          1         1   \n",
       "118266      DE3B21           FFFFFF       1        1          1         1   \n",
       "118267      DE3B21           FFFFFF       1        1          1         1   \n",
       "118268      DE3B21           FFFFFF       1        1          1         1   \n",
       "118364      DE3B21           FFFFFF       1        1          1         1   \n",
       "118367      DE3B21           FFFFFF       1        1          1         1   \n",
       "118368      DE3B21           FFFFFF       1        1          1         1   \n",
       "118370      DE3B21           FFFFFF       1        1          1         1   \n",
       "118373      DE3B21           FFFFFF       1        1          1         1   \n",
       "118386      DE3B21           FFFFFF       1        1          1         1   \n",
       "118400      DE3B21           FFFFFF       1        1          1         1   \n",
       "118416      DE3B21           FFFFFF       1        1          1         1   \n",
       "\n",
       "        friday  saturday  sunday start_date   end_date  \n",
       "116938       1         0       0 2021-09-01 2021-09-17  \n",
       "116939       1         0       0 2021-09-01 2021-09-17  \n",
       "116942       1         0       0 2021-09-01 2021-09-17  \n",
       "116943       1         0       0 2021-09-01 2021-09-17  \n",
       "116946       1         0       0 2021-09-01 2021-09-17  \n",
       "117507       1         0       0 2021-09-02 2021-09-17  \n",
       "117804       1         0       0 2021-09-02 2021-09-17  \n",
       "117805       1         0       0 2021-09-02 2021-09-17  \n",
       "117806       1         0       0 2021-09-02 2021-09-17  \n",
       "117807       1         0       0 2021-09-02 2021-09-17  \n",
       "117808       1         0       0 2021-09-02 2021-09-17  \n",
       "117809       1         0       0 2021-09-02 2021-09-17  \n",
       "117905       1         0       0 2021-09-02 2021-09-17  \n",
       "117908       1         0       0 2021-09-02 2021-09-17  \n",
       "117909       1         0       0 2021-09-02 2021-09-17  \n",
       "117911       1         0       0 2021-09-02 2021-09-17  \n",
       "117913       1         0       0 2021-09-02 2021-09-17  \n",
       "117916       1         0       0 2021-09-02 2021-09-17  \n",
       "117931       1         0       0 2021-09-02 2021-09-17  \n",
       "117945       1         0       0 2021-09-02 2021-09-17  \n",
       "117966       1         0       0 2021-09-01 2021-09-15  \n",
       "118263       1         0       0 2021-09-01 2021-09-15  \n",
       "118264       1         0       0 2021-09-01 2021-09-15  \n",
       "118265       1         0       0 2021-09-01 2021-09-15  \n",
       "118266       1         0       0 2021-09-01 2021-09-15  \n",
       "118267       1         0       0 2021-09-01 2021-09-15  \n",
       "118268       1         0       0 2021-09-01 2021-09-15  \n",
       "118364       1         0       0 2021-09-01 2021-09-15  \n",
       "118367       1         0       0 2021-09-01 2021-09-15  \n",
       "118368       1         0       0 2021-09-01 2021-09-15  \n",
       "118370       1         0       0 2021-09-01 2021-09-15  \n",
       "118373       1         0       0 2021-09-01 2021-09-15  \n",
       "118386       1         0       0 2021-09-01 2021-09-15  \n",
       "118400       1         0       0 2021-09-01 2021-09-15  \n",
       "118416       1         0       0 2021-09-01 2021-09-15  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trips_date[trips_date.service_id.isin([236963001, 236965001, 237231071]) & trips_date.route_short_name.isin([\"19\"]) & trips_date.trip_headsign.isin([\"GUILL. DE GREEF\"])]"
   ]
  },
  {
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   "execution_count": 44,
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   "outputs": [
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       "<p>134 rows × 18 columns</p>\n",
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      ],
      "text/plain": [
       "               date      time route_short_name  distance_from_point stop_id_x  \\\n",
       "2177633  06-09-2021  09:59:31               19                    0      2637   \n",
       "2177634  06-09-2021  18:33:53               19                    0      2637   \n",
       "2177635  06-09-2021  19:08:56               19                    0      2637   \n",
       "4110811  06-09-2021  10:00:34               19                    0      4955   \n",
       "4110812  06-09-2021  10:01:08               19                    0      4955   \n",
       "...             ...       ...              ...                  ...       ...   \n",
       "4113920  06-09-2021  21:59:50               19                    0      5001   \n",
       "4113921  06-09-2021  22:00:20               19                    0      5001   \n",
       "4113922  06-09-2021  22:00:51               19                    0      5001   \n",
       "4161174  06-09-2021  18:36:30               19                    0      5003   \n",
       "4161175  06-09-2021  19:01:29               19                    0      5003   \n",
       "\n",
       "        stop_id_terminus  time_seconds  headway_min stop_id_y  stop_code  \\\n",
       "2177633             5010         35971          NaN      5010        NaN   \n",
       "2177634             5010         66833   514.366667      5010        NaN   \n",
       "2177635             5010         68936    35.050000      5010        NaN   \n",
       "4110811             5010         36034          NaN      5010        NaN   \n",
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       "...                  ...           ...          ...       ...        ...   \n",
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       "4113921             5010         79220     0.500000      5010        NaN   \n",
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       "4161174             5010         66990          NaN      5010        NaN   \n",
       "4161175             5010         68489    24.983333      5010        NaN   \n",
       "\n",
       "               stop_name  stop_desc   stop_lat  stop_lon  zone_id  stop_url  \\\n",
       "2177633  GUILL. DE GREEF        NaN  50.882189  4.335515      NaN       NaN   \n",
       "2177634  GUILL. DE GREEF        NaN  50.882189  4.335515      NaN       NaN   \n",
       "2177635  GUILL. DE GREEF        NaN  50.882189  4.335515      NaN       NaN   \n",
       "4110811  GUILL. DE GREEF        NaN  50.882189  4.335515      NaN       NaN   \n",
       "4110812  GUILL. DE GREEF        NaN  50.882189  4.335515      NaN       NaN   \n",
       "...                  ...        ...        ...       ...      ...       ...   \n",
       "4113920  GUILL. DE GREEF        NaN  50.882189  4.335515      NaN       NaN   \n",
       "4113921  GUILL. DE GREEF        NaN  50.882189  4.335515      NaN       NaN   \n",
       "4113922  GUILL. DE GREEF        NaN  50.882189  4.335515      NaN       NaN   \n",
       "4161174  GUILL. DE GREEF        NaN  50.882189  4.335515      NaN       NaN   \n",
       "4161175  GUILL. DE GREEF        NaN  50.882189  4.335515      NaN       NaN   \n",
       "\n",
       "         location_type  parent_station  \n",
       "2177633            0.0             NaN  \n",
       "2177634            0.0             NaN  \n",
       "2177635            0.0             NaN  \n",
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       "\n",
       "[134 rows x 18 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
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    "headways_stop[(headways_stop.route_short_name == \"19\") & (headways_stop.date == \"06-09-2021\") & (headways_stop.stop_name == \"GUILL. DE GREEF\")]"
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