{ "generated_at": "2026-06-12T13:59:11", "root": "A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel", "summary": { "file_count": 449, "total_size_bytes": 21147756182, "metric_glossary": { "Annual boardings": "Total passenger boardings recorded for a train line or station grouping across the relevant financial year.", "Passenger boardings": "Passenger-count records of people boarding trains. In this work this may differ from Myki station entries because it comes from passenger-count datasets.", "Passenger alightings": "Passenger-count records of people alighting from trains.", "Passenger departure load": "The recorded passenger load on board a train after it departed a station.", "Maximum departure load / peak train load": "The highest passenger departure load observed for a line, direction, peak period or corridor grouping. This is a crowding/pressure indicator, not an annual total.", "Activity intensity": "A station comparison metric used in this work, generally boardings per stop record. These values are not millions unless explicitly stated.", "Up direction": "Generally toward the city/CBD in Victorian rail directional conventions.", "Down direction": "Generally away from the city/CBD in Victorian rail directional conventions.", "GTFS supply": "Scheduled public transport supply derived from GTFS feeds, such as trips, stops, routes and service patterns.", "Station entries vs boardings gap": "A screening comparison between different measurement systems. It should not be treated as proof of fare evasion. Differences can reflect interchange, counting definitions, validation behaviour and methodology." }, "known_findings": [ "Pakenham ranked highest by annual boardings in the FY23-24 train passenger-count analysis: about 21.6M boardings.", "Belgrave had the strongest visible peak train-load figure in the pressure-map work: max load 2,380 in the PM peak down direction.", "Williamstown showed a very high PM peak up-direction load: max load 2,020.", "Craigieburn and Frankston each showed peak maximum loads around 1,960.", "Footscray was the highest inner-west activity-intensity station in the mapped comparison: 22.1 boardings per stop record.", "Sunshine, North Melbourne and Newport were also major inner-west nodes in the station activity-intensity comparison.", "Spotswood was much smaller by activity intensity but strategically positioned between Newport and Yarraville on the western corridor.", "Maximum departure load / peak train load should always be explained as a train load metric, 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Melbourne Via Traralgon & Sale\",\"204\",\"A57FB2\",\"FFFFFF\"", "\"aus:vic:vic-05-BGO:\",\"\",\"Bendigo\",\"Bendigo - Melbourne Via Sunbury\",\"204\",\"A57FB2\",\"FFFFFF\"", "\"aus:vic:vic-05-EC2:\",\"\",\"Coach\",\"Echuca/Moama - Melbourne Via Shepparton\",\"204\",\"A57FB2\",\"FFFFFF\"", "\"aus:vic:vic-05-ECH:\",\"\",\"Bendigo\",\"Echuca/Moama - Melbourne Via Bendigo or Heathcote\",\"204\",\"A57FB2\",\"FFFFFF\"", "\"aus:vic:vic-05-GEL:\",\"\",\"Geelong\",\"Geelong Via Geelong\",\"204\",\"A57FB2\",\"FFFFFF\"", "\"aus:vic:vic-05-GVL:\",\"\",\"Coach\",\"Apollo Bay - Geelong Via Torquay, Lorne\",\"204\",\"A57FB2\",\"FFFFFF\"", "\"aus:vic:vic-05-mtb:\",\"\",\"Coach\",\"Mount Beauty - Melbourne Via Bright\",\"204\",\"A57FB2\",\"FFFFFF\"", "\"aus:vic:vic-05-pay:\",\"\",\"Coach\",\"Paynesville - Melbourne Via Bairnsdale\",\"204\",\"A57FB2\",\"FFFFFF\"", "\"aus:vic:vic-05-SER:\",\"\",\"Seymour\",\"Seymour - Melbourne Via Broadmeadows\",\"204\",\"A57FB2\",\"FFFFFF\"", 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{ "": "1", "Business_Date": "2018-07-01", "Day_of_Week": "Sunday", "Day_Type": "Sunday", "Mode": "Metro", "Train_Number": "6009", "Line_Name": "Sunbury", "Group": "Northern", "Direction": "D", "Origin_Station": "Flinders Street", "Destination_Station": "Sunbury", "Station_Name": "Sunbury", "Station_Latitude": "-37.57909097", "Station_Longitude": "144.7273188", "Station_Chainage": "38279", "Stop_Sequence_Number": "15", "Arrival_Time_Scheduled": "08:27:00", "Departure_Time_Scheduled": "08:27:00", "Passenger_Boardings": "0", "Passenger_Alightings": "10" }, { "": "2", "Business_Date": "2018-07-01", "Day_of_Week": "Sunday", "Day_Type": "Sunday", "Mode": "Metro", "Train_Number": "6013", "Line_Name": "Sunbury", "Group": "Northern", "Direction": "D", "Origin_Station": "Flinders Street", "Destination_Station": "Sunbury", "Station_Name": "Sunbury", "Station_Latitude": "-37.57909097", "Station_Longitude": "144.7273188", "Station_Chainage": "38279", "Stop_Sequence_Number": "15", "Arrival_Time_Scheduled": "09:07:00", "Departure_Time_Scheduled": "09:07:00", "Passenger_Boardings": "0", "Passenger_Alightings": "20" }, { "": "3", "Business_Date": "2018-07-01", "Day_of_Week": "Sunday", "Day_Type": "Sunday", "Mode": "Metro", "Train_Number": "6017", "Line_Name": "Sunbury", "Group": "Northern", "Direction": "D", "Origin_Station": "Flinders Street", "Destination_Station": "Sunbury", "Station_Name": "Sunbury", "Station_Latitude": "-37.57909097", "Station_Longitude": "144.7273188", "Station_Chainage": "38279", "Stop_Sequence_Number": "15", "Arrival_Time_Scheduled": "09:47:00", "Departure_Time_Scheduled": "09:47:00", "Passenger_Boardings": "0", "Passenger_Alightings": "20" }, { "": "4", "Business_Date": "2018-07-01", "Day_of_Week": "Sunday", "Day_Type": "Sunday", "Mode": "Metro", "Train_Number": "6021", "Line_Name": "Sunbury", "Group": "Northern", "Direction": "D", "Origin_Station": "Flinders Street", "Destination_Station": "Sunbury", "Station_Name": "Sunbury", "Station_Latitude": "-37.57909097", "Station_Longitude": "144.7273188", "Station_Chainage": "38279", "Stop_Sequence_Number": "15", "Arrival_Time_Scheduled": "10:27:00", "Departure_Time_Scheduled": "10:27:00", "Passenger_Boardings": "0", "Passenger_Alightings": "30" }, { "": "5", "Business_Date": "2018-07-01", "Day_of_Week": "Sunday", "Day_Type": "Sunday", "Mode": "Metro", "Train_Number": "6025", "Line_Name": "Sunbury", "Group": "Northern", "Direction": "D", "Origin_Station": "Flinders Street", "Destination_Station": "Sunbury", "Station_Name": "Sunbury", "Station_Latitude": "-37.57909097", "Station_Longitude": "144.7273188", "Station_Chainage": "38279", "Stop_Sequence_Number": "15", "Arrival_Time_Scheduled": "11:07:00", "Departure_Time_Scheduled": "11:07:00", "Passenger_Boardings": "0", "Passenger_Alightings": "20" } ], "row_count_sampled": 5000, "row_count_exact": null, "numeric_summaries": { "": { "count_sampled": 5000, "min": 1.0, "max": 5000.0, "mean": 2500.5 }, "Train_Number": { "count_sampled": 5000, "min": 6001.0, "max": 7069.0, "mean": 6335.9964 }, "Station_Latitude": { "count_sampled": 5000, "min": -37.57909097, "max": -37.57909097, "mean": -37.5791 }, "Station_Longitude": { "count_sampled": 5000, "min": 144.7273188, "max": 144.7273188, "mean": 144.7273 }, "Station_Chainage": { "count_sampled": 5000, "min": 38279.0, "max": 38279.0, "mean": 38279.0 }, "Stop_Sequence_Number": { "count_sampled": 5000, "min": 8.0, "max": 17.0, "mean": 15.626 }, "Passenger_Boardings": { "count_sampled": 5000, "min": 0.0, "max": 0.0, "mean": 0.0 }, "Passenger_Alightings": { "count_sampled": 5000, "min": 0.0, "max": 260.0, "mean": 37.366 }, "Passenger_Arrival_Load": { "count_sampled": 5000, "min": 0.0, "max": 260.0, "mean": 37.366 }, "Passenger_Departure_Load": { "count_sampled": 5000, "min": 0.0, "max": 0.0, "mean": 0.0 } }, "notes": [ "Stopped numeric profiling after 5,000 rows because file is large." ] }, "data/raw/train_service_passenger_counts/train_service_passenger_counts_fy_2019_2020.csv": { "type": "csv/tsv", "delimiter": ",", "columns": [ "", "Business_Date", "Day_of_Week", "Day_Type", "Mode", "Train_Number", "Line_Name", "Group", "Direction", "Origin_Station", "Destination_Station", "Station_Name", "Station_Latitude", "Station_Longitude", "Station_Chainage", "Stop_Sequence_Number", "Arrival_Time_Scheduled", "Departure_Time_Scheduled", "Passenger_Boardings", "Passenger_Alightings", "Passenger_Arrival_Load", "Passenger_Departure_Load" ], "sample_rows": [ { "": "1", "Business_Date": "2019-07-01", "Day_of_Week": "Monday", "Day_Type": "School Holiday", "Mode": "Metro", "Train_Number": "6003", "Line_Name": "Sunbury", "Group": "Northern", "Direction": "D", "Origin_Station": "Flinders Street", "Destination_Station": "Sunbury", "Station_Name": "Sunbury", "Station_Latitude": "-37.57909097", "Station_Longitude": "144.7273188", "Station_Chainage": "38279", "Stop_Sequence_Number": "15", 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"Origin_Station": "Flinders Street", "Destination_Station": "Sunbury", "Station_Name": "Sunbury", "Station_Latitude": "-37.57909097", "Station_Longitude": "144.7273188", "Station_Chainage": "38279", "Stop_Sequence_Number": "15", "Arrival_Time_Scheduled": "07:24:00", "Departure_Time_Scheduled": "07:24:00", "Passenger_Boardings": "0", "Passenger_Alightings": "10" }, { "": "5", "Business_Date": "2020-07-06", "Day_of_Week": "Monday", "Day_Type": "School Holiday", "Mode": "Metro", "Train_Number": "6015", "Line_Name": "Sunbury", "Group": "Northern", "Direction": "D", "Origin_Station": "Flinders Street", "Destination_Station": "Sunbury", "Station_Name": "Sunbury", "Station_Latitude": "-37.57909097", "Station_Longitude": "144.7273188", "Station_Chainage": "38279", "Stop_Sequence_Number": "9", "Arrival_Time_Scheduled": "07:33:00", "Departure_Time_Scheduled": "07:33:00", "Passenger_Boardings": "0", "Passenger_Alightings": "0" } ], "row_count_sampled": 5000, "row_count_exact": null, "numeric_summaries": { "": { "count_sampled": 5000, "min": 1.0, "max": 5000.0, "mean": 2500.5 }, "Train_Number": { "count_sampled": 5000, "min": 6001.0, "max": 7669.0, "mean": 6343.5732 }, "Station_Latitude": { "count_sampled": 5000, "min": -37.57909097, "max": -37.57909097, "mean": -37.5791 }, "Station_Longitude": { "count_sampled": 5000, "min": 144.7273188, "max": 144.7273188, "mean": 144.7273 }, "Station_Chainage": { "count_sampled": 5000, "min": 38279.0, "max": 38279.0, "mean": 38279.0 }, "Stop_Sequence_Number": { "count_sampled": 5000, "min": 9.0, "max": 17.0, "mean": 15.5924 }, "Passenger_Boardings": { "count_sampled": 5000, "min": 0.0, "max": 0.0, "mean": 0.0 }, "Passenger_Alightings": { "count_sampled": 5000, "min": 0.0, "max": 50.0, "mean": 6.494 }, "Passenger_Arrival_Load": { "count_sampled": 5000, "min": 0.0, "max": 50.0, "mean": 6.494 }, "Passenger_Departure_Load": { "count_sampled": 5000, "min": 0.0, "max": 0.0, "mean": 0.0 } }, "notes": [ "Stopped numeric profiling after 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"data\\raw\\monthly_patronage_by_mode\\monthly-public-transport-patronage-by-mode.html (38.19 KB)", "data\\raw\\monthly_patronage_by_mode\\monthly_public_transport_patronage_by_mode2.csv (9.21 KB)", "[station_entries_metro]", "data\\raw\\station_entries_metro\\annual-metropolitan-train-station-patronage-station-entries.html (49.56 KB)", "data\\raw\\station_entries_metro\\annual_metropolitan_train_station_entries_fy_2018_2019.csv (21.89 KB)", "data\\raw\\station_entries_metro\\annual_metropolitan_train_station_entries_fy_2019_2020.csv (21.64 KB)", "data\\raw\\station_entries_metro\\annual_metropolitan_train_station_entries_fy_2020_2021.csv (20.96 KB)", "data\\raw\\station_entries_metro\\annual_metropolitan_train_station_entries_fy_2021_2022.csv (21.07 KB)", "data\\raw\\station_entries_metro\\annual_metropolitan_train_station_entries_fy_2022_2023.csv (21.54 KB)", "data\\raw\\station_entries_metro\\annual_metropolitan_train_station_entries_fy_2023_2024.csv (21.56 KB)", "data\\raw\\station_entries_metro\\annual_metropolitan_train_station_entries_fy_2024_2025.csv (21.60 KB)" ], "contains": [ "passenger", "patronage", "gtfs", "station" ] }, "metadata/first_statistical_reports_summary.json": { "type": "json", "top_level": "object", "keys": [ "generated_at", "database", "output_directory", "outputs", "latest_month", "latest_month_total_by_mode", "latest_station_top_20", "station_growth_top_20", "station_decline_top_20" ], "notes": [], "key_count": 9 }, "metadata/first_statistical_reports_summary.txt": { "type": "text", "line_count_sampled": 94, "first_lines": [ "Victorian Public Transport First Statistical Reports", "============================================================================", "Generated: 2026-06-12T08:35:08", "DuckDB: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\data\\duckdb\\vic_public_transport.duckdb", "Outputs: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\first_reports", "Created CSV reports", "----------------------------------------------------------------------------", "latest_month_by_mode: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\first_reports\\latest_month_by_mode.csv", "annual_patronage_by_mode: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\first_reports\\annual_patronage_by_mode.csv", "annual_patronage_totals: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\first_reports\\annual_patronage_totals.csv", "recovery_vs_2019: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\first_reports\\monthly_mode_recovery_vs_2019.csv", "latest_station_rankings: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\first_reports\\latest_station_rankings.csv", "station_growth_from_2018_2019: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\first_reports\\station_growth_from_2018_2019.csv", "station_growth_top_50: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\first_reports\\station_growth_top_50_from_2018_2019.csv", "station_decline_top_50: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\first_reports\\station_decline_top_50_from_2018_2019.csv", "inner_west_station_history: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\first_reports\\inner_west_station_history.csv", "inner_west_latest: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\first_reports\\inner_west_latest_station_ranking.csv", "daytype_mode_profile: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\first_reports\\monthly_average_daytype_mode_profile.csv", "latest_daytype_mode_profile: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\first_reports\\latest_month_daytype_mode_profile.csv", "weekday_weekend_summary: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\first_reports\\weekday_weekend_summary_by_mode.csv", "Latest monthly patronage by mode", "----------------------------------------------------------------------------", "Latest month: 2026-01-01 00:00:00", "Metropolitan Train: 14,263,509", "Metropolitan Bus: 7,624,940" ], "contains": [ "patronage", "station", "sunbury", "footscray", "inner_west", "recovery", "report" ] }, "metadata/gtfs_ingest_summary.json": { "type": "json", "top_level": "object", "keys": [ "generated_at", "gtfs_zip", "extract_dir", "database", "parquet_dir", "extracted_feeds", "table_counts", "feed_summary", "route_type_summary", "top_30_routes_by_trip_count", "top_30_stops_by_departure_records" ], "notes": [], "key_count": 11 }, "metadata/gtfs_ingest_summary.txt": { "type": "text", "line_count_sampled": 115, "first_lines": [ "Victorian GTFS Ingestion Summary", "==============================================================================", "Generated: 2026-06-12T08:44:33", "GTFS ZIP: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\data\\raw\\gtfs\\gtfs.zip", "Extract dir: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\data\\raw\\gtfs\\extracted", "DuckDB: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\data\\duckdb\\vic_public_transport.duckdb", "Parquet: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\data\\parquet\\gtfs", "Extracted feeds", "------------------------------------------------------------------------------", "Feed 1: 11 txt files - agency.txt, calendar.txt, calendar_dates.txt, levels.txt, pathways.txt, routes.txt, shapes.txt, stop_times.txt, stops.txt, transfers.txt, trips.txt", "Feed 10: 11 txt files - agency.txt, calendar.txt, calendar_dates.txt, levels.txt, pathways.txt, routes.txt, shapes.txt, stop_times.txt, stops.txt, transfers.txt, trips.txt", "Feed 11: 11 txt files - agency.txt, calendar.txt, calendar_dates.txt, levels.txt, pathways.txt, routes.txt, shapes.txt, stop_times.txt, stops.txt, transfers.txt, trips.txt", "Feed 2: 11 txt files - agency.txt, calendar.txt, calendar_dates.txt, levels.txt, pathways.txt, routes.txt, shapes.txt, stop_times.txt, stops.txt, transfers.txt, trips.txt", "Feed 3: 11 txt files - agency.txt, calendar.txt, calendar_dates.txt, levels.txt, pathways.txt, routes.txt, shapes.txt, stop_times.txt, stops.txt, transfers.txt, trips.txt", "Feed 4: 11 txt files - agency.txt, calendar.txt, calendar_dates.txt, levels.txt, pathways.txt, routes.txt, shapes.txt, stop_times.txt, stops.txt, transfers.txt, trips.txt", "Feed 5: 11 txt files - agency.txt, calendar.txt, calendar_dates.txt, levels.txt, pathways.txt, routes.txt, shapes.txt, stop_times.txt, stops.txt, transfers.txt, trips.txt", "Feed 6: 11 txt files - agency.txt, calendar.txt, calendar_dates.txt, levels.txt, pathways.txt, routes.txt, shapes.txt, stop_times.txt, stops.txt, transfers.txt, trips.txt", "GTFS table counts", "------------------------------------------------------------------------------", "gtfs_agency: 8 rows, 8 columns", "gtfs_calendar: 8,378 rows, 12 columns", "gtfs_calendar_dates: 129,969 rows, 5 columns", "gtfs_routes: 1,073 rows, 9 columns", "gtfs_shapes: 8,677,565 rows, 7 columns", "gtfs_stops: 32,097 rows, 13 columns" ], "contains": [ "gtfs", "station", "werribee", "sunbury" ] }, "metadata/gtfs_service_supply_summary.json": { "type": "json", "top_level": "object", "keys": [ "generated_at", "database", "output_directory", "outputs", "feed_agency_summary", "route_type_supply_summary", "top_30_routes", "top_30_stops", "inner_west_top_30_stops" ], "notes": [], "key_count": 9 }, "metadata/gtfs_service_supply_summary.txt": { "type": "text", "line_count_sampled": 134, "first_lines": [ "Victorian GTFS Service Supply Summary", "==============================================================================", "Generated: 2026-06-12T08:46:22", "DuckDB: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\data\\duckdb\\vic_public_transport.duckdb", "Outputs: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\gtfs_service_supply", "Created CSV reports", "------------------------------------------------------------------------------", "feed_mode_map: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\gtfs_service_supply\\feed_mode_map.csv", "feed_agency_summary: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\gtfs_service_supply\\feed_agency_summary.csv", "route_service_supply: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\gtfs_service_supply\\route_service_supply.csv", "stop_service_supply: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\gtfs_service_supply\\stop_service_supply.csv", "train_stop_supply: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\gtfs_service_supply\\train_stop_service_supply.csv", "tram_stop_supply: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\gtfs_service_supply\\tram_stop_service_supply.csv", "bus_coach_stop_supply: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\gtfs_service_supply\\bus_coach_stop_service_supply.csv", "inner_west_stop_supply: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\gtfs_service_supply\\inner_west_stop_service_supply.csv", "inner_west_route_supply: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\gtfs_service_supply\\inner_west_route_service_supply.csv", "route_type_supply_summary: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\gtfs_service_supply\\route_type_supply_summary.csv", "Feed / agency summary", "------------------------------------------------------------------------------", "Feed 1 | regional_train_or_rail | Transport Victoria", "Feed 10 | special_or_other_small_feed | Transport Victoria", "Feed 11 | small_bus_feed | Transport Victoria", "Feed 2 | metropolitan_train | Transport Victoria", "Feed 3 | metropolitan_tram | Transport Victoria", "Feed 4 | bus_large_feed | Transport Victoria" ], "contains": [ "gtfs", "station", "supply", "werribee", "sunbury", "footscray", "inner_west", "report", "map" ] }, "metadata/ingest_small_csvs_summary.json": { "type": "json", "top_level": "object", "keys": [ "generated_at", "database", "tables", "monthly_patronage_range", "station_fin_years", "top_20_latest_station_entries" ], "notes": [], "key_count": 6 }, "metadata/ingest_small_csvs_summary.txt": { "type": "text", "line_count_sampled": 43, "first_lines": [ "Victorian Public Transport Small CSV Ingestion Summary", "========================================================================", "Generated: 2026-06-12T08:33:52", "DuckDB: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\data\\duckdb\\vic_public_transport.duckdb", "Tables", "------------------------------------------------------------------------", "monthly_patronage_by_mode_wide: 118 rows", "monthly_patronage_by_mode: 581 rows", "monthly_average_patronage_by_daytype: 4,372 rows", "station_entries_metro: 1,555 rows", "station_entries_regional: 646 rows", "station_entries_all: 2,201 rows", "Monthly patronage range", "------------------------------------------------------------------------", "Min month: 2018-01-01 00:00:00", "Max month: 2026-01-01 00:00:00", "Modes: 6", "Station financial years", "------------------------------------------------------------------------", "metro: FY18-19 to FY24-25, 7 years, 224 stops", "regional: FY18-19 to FY24-25, 7 years, 94 stops", "Top 20 latest-year station entries", "------------------------------------------------------------------------", "metro FY24-25 Flinders Street 19,633,300", "metro FY24-25 Southern Cross 14,696,050" ], "contains": [ "patronage", "station", "footscray" ] }, "metadata/quality_checks_after_first_reports.json": { "type": "json", "top_level": "object", "keys": [ "generated_at", "database", "output_directory", "outputs", "counts", "top_20_station_growth", "top_20_station_decline", "stations_without_fy18_19_baseline_top_20", "monthly_patronage_missing_values" ], "notes": [], "key_count": 9 }, "metadata/quality_checks_after_first_reports.txt": { "type": "text", "line_count_sampled": 86, "first_lines": [ "Victorian Public Transport Quality Checks After First Reports", "==============================================================================", "Generated: 2026-06-12T08:36:37", "DuckDB: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\data\\duckdb\\vic_public_transport.duckdb", "Outputs: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\quality_checks", "Counts", "------------------------------------------------------------------------------", "comparable_station_growth_rows: 310", "stations_without_fy18_19_baseline_rows: 6", "monthly_patronage_missing_value_rows: 22", "Top 20 station growth from FY18-19 to latest year", "------------------------------------------------------------------------------", "regional FY24-25 Tarneit 1,350,500 -> 1,717,700 change 367,200 (27.2%)", "regional FY24-25 Rockbank 41,450 -> 399,800 change 358,350 (864.5%)", "regional FY24-25 Wyndham Vale 786,100 -> 1,128,400 change 342,300 (43.5%)", "metro FY24-25 Craigieburn 1,236,250 -> 1,508,250 change 272,000 (22.0%)", "metro FY24-25 Merinda Park 306,950 -> 577,750 change 270,800 (88.2%)", "metro FY24-25 Cranbourne 817,750 -> 1,054,250 change 236,500 (28.9%)", "regional FY24-25 Southern Cross Railway Station (Melbourne City) 6,306,000 -> 6,506,100 change 200,100 (3.2%)", "regional FY24-25 Deer Park 453,950 -> 636,300 change 182,350 (40.2%)", "metro FY24-25 Berwick 864,800 -> 1,008,200 change 143,400 (16.6%)", "regional FY24-25 Donnybrook 58,750 -> 191,400 change 132,650 (225.8%)", "regional FY24-25 Geelong 844,050 -> 974,250 change 130,200 (15.4%)", "regional FY24-25 Caroline Springs 165,500 -> 290,700 change 125,200 (75.6%)", "metro FY24-25 Hughesdale 443,900 -> 555,350 change 111,450 (25.1%)" ], "contains": [ "patronage", "station", "footscray", "report" ] }, "metadata/raw_dataset_profile_summary.txt": { "type": "text", "line_count_sampled": 634, "first_lines": [ "Victorian Public Transport Raw Dataset Profiles", "========================================================================", "Generated: 2026-06-12T08:31:58", "Base dir: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel", "[gtfs]", "------------------------------------------------------------------------", "GTFSReleaseNotes.docx", "Path: data\\raw\\gtfs\\GTFSReleaseNotes.docx", "Size: 2.09 MB", "Type: docx", "Exists: True", "gtfs-schedule.html", "Path: data\\raw\\gtfs\\gtfs-schedule.html", "Size: 40.16 KB", "Type: html", "Exists: True", "gtfs.zip", "Path: data\\raw\\gtfs\\gtfs.zip", "Size: 207.36 MB", "Type: zip", "Exists: True", "ZIP members: 8", "- 10/google_transit.zip (1.13 MB)", "- 3/google_transit.zip (23.60 MB)", "- 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"data\\raw\\gtfs\\gtfs.zip", "row_count": "", "row_count_status": "", "sample_output_file": "", "sample_row_count": "", "size_bytes": "217430711", "size_human": "207.36 MB" }, { "column_count": "", "columns": "[]", "dataset_folder": "lines_and_stops", "delimiter": "", "encoding": "", "exists": "True", "extension": "html", "file_type_detail": "html", "filename": "public-transport-lines-and-stops.html", "first_bytes_preview": "", "modified_local": "2026-06-12T08:12:39", "notes": "[]", "profiled_at": "2026-06-12T08:31:58", "relative_path": "data\\raw\\lines_and_stops\\public-transport-lines-and-stops.html", "row_count": "", "row_count_status": "not_applicable", "sample_output_file": "", "sample_row_count": "", "size_bytes": "41806", "size_human": "40.83 KB" }, { "column_count": "", "columns": "[]", "dataset_folder": "lines_and_stops", "delimiter": "", "encoding": "", "exists": "True", "extension": "geojson", "file_type_detail": "geojson", "filename": "public_transport_lines.geojson", "first_bytes_preview": "{\r\n\t\"type\" : \"FeatureCollection\",\r\n\t\"name\" : \"public_transport_lines\",\r\n\t\"features\" : [\r\n\t\t{\r\n\t\t\t\"type\" : \"Feature\",\r\n\t\t\t\"geometry\" : {\r\n\t\t\t\t\"type\" : \"LineString\",\r\n\t\t\t\t\"coordinates\" : [\r\n\t\t\t\t\t[ 144.95213995, -37.81817124 ],\r\n\t\t\t\t\t[ 144.95206959, -37.81807837 ],\r\n\t\t\t\t\t[ 144.95196565, -37.81795472 ],\r\n\t\t\t\t\t[ 144.95181545, -37.81781594 ],\r\n\t\t\t\t\t[ 144.95169588, -37.81768662 ],\r\n\t\t\t\t\t[ 144.95152972, -37.81747961 ],\r\n\t\t\t\t\t[ 144.95126719, -37.81717153 ],\r\n\t\t\t\t\t[ 144.95088902, -37.81667471 ],\r\n\t\t\t\t\t[ 1", "modified_local": "2026-06-12T08:11:57", "notes": "[]", "profiled_at": "2026-06-12T08:31:58", "relative_path": "data\\raw\\lines_and_stops\\public_transport_lines.geojson", "row_count": "", "row_count_status": "not_counted_geojson", "sample_output_file": "", "sample_row_count": "", "size_bytes": "414755691", "size_human": "395.54 MB" } ], "row_count_sampled": 33, "row_count_exact": 33, "numeric_summaries": { "column_count": { "count_sampled": 22, "min": 6.0, "max": 22.0, "mean": 14.0 }, "row_count": { "count_sampled": 16, "min": 90.0, "max": 4372.0, "mean": 418.1875 }, "sample_row_count": { "count_sampled": 22, "min": 5.0, "max": 5.0, "mean": 5.0 }, "size_bytes": { "count_sampled": 33, "min": 5014.0, "max": 3061023294.0, "mean": 558294134.8182 } }, "notes": [] }, "metadata/raw_dataset_profiles.json": { "type": "json", "top_level": "array", "keys": [], "notes": [], "length": 33, "first_item_keys": [ "dataset_folder", "relative_path", "filename", "extension", "size_bytes", "size_human", "modified_local", "profiled_at", "exists", "file_type_detail", "encoding", "delimiter", "column_count", "columns", "sample_row_count", "sample_output_file", "row_count", "row_count_status", "notes" ] }, "metadata/recovery_and_shift_graphs_summary.json": { "type": "json", "top_level": "object", "keys": [ "generated_at", "database", "chart_directory", "html_index", "monthly_rows", "station_rows", "route_rows", "charts" ], "notes": [], "key_count": 8 }, "metadata/recovery_and_shift_graphs_summary.txt": { "type": "text", "line_count_sampled": 20, "first_lines": [ "Recovery and Demand Shift Graph Pack Summary", "============================================================================", "Generated: 2026-06-12T09:20:14", "DuckDB: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\data\\duckdb\\vic_public_transport.duckdb", "Charts: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\recovery_and_shift", "HTML: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\html\\recovery_and_shift_graphs_index.html", "Monthly rows: 581", "Station rows: 314", "Route rows: 1,040", "Charts", "----------------------------------------------------------------------------", "Monthly patronage recovery index by mode: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\recovery_and_shift\\01_monthly_recovery_index_by_mode.png", "Annual mode recovery heatmap: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\recovery_and_shift\\02_annual_mode_recovery_heatmap.png", "CBD station patronage decline: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\recovery_and_shift\\03_cbd_station_patronage_decline.png", "Top station patronage growth winners: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\recovery_and_shift\\04_top_station_growth_winners.png", "Station size versus recovery quadrant: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\recovery_and_shift\\05_station_size_vs_recovery_quadrant.png", "Supply-demand pressure quadrant: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\recovery_and_shift\\06_supply_demand_pressure_quadrant.png", "Inner-west strategic station comparison: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\recovery_and_shift\\07_inner_west_strategic_scatter.png", "Station patronage concentration: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\recovery_and_shift\\08_station_patronage_concentration.png", "GTFS route supply concentration: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\recovery_and_shift\\09_gtfs_route_supply_concentration.png" ], "contains": [ "patronage", "gtfs", "station", "supply", "pressure", "inner_west", "recovery", "map" ] }, "metadata/station_pressure_graphs_summary.json": { "type": "json", "top_level": "object", "keys": [ "generated_at", "database", "chart_directory", "html_index", "counts", "charts" ], "notes": [], "key_count": 6 }, "metadata/station_pressure_graphs_summary.txt": { "type": "text", "line_count_sampled": 25, "first_lines": [ "Station Pressure Graph Pack Summary", "============================================================================", "Generated: 2026-06-12T08:58:26", "DuckDB: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\data\\duckdb\\vic_public_transport.duckdb", "Charts: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\station_pressure", "HTML: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\html\\station_pressure_graphs_index.html", "Counts", "----------------------------------------------------------------------------", "station_entry_rows: 316", "matched_to_gtfs_supply: 315", "unmatched_to_gtfs_supply: 1", "special_event_station_rows: 2", "Charts", "----------------------------------------------------------------------------", "GTFS match quality: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\station_pressure\\01_gtfs_match_quality.png", "Latest complete month by mode: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\station_pressure\\02_latest_complete_month_patronage_by_mode.png", "Inner-west entries per supply record: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\station_pressure\\03_inner_west_entries_per_supply_record.png", "Inner-west patronage change: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\station_pressure\\04_inner_west_patronage_change.png", "Top high pressure stations: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\station_pressure\\05_top_high_pressure_stations.png", "Top low entries per supply record: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\station_pressure\\06_top_low_pressure_stations.png", "Top station growth: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\station_pressure\\07_top_station_growth.png", "Top station decline: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\station_pressure\\08_top_station_decline.png", "Top route service supply: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\station_pressure\\09_top_routes_by_scheduled_trips.png", "Route type supply summary: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\station_pressure\\10_route_type_scheduled_trip_summary.png", "Patronage versus supply scatter: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\station_pressure\\11_patronage_pressure_vs_supply_scatter.png" ], "contains": [ "patronage", "gtfs", "station", "supply", "pressure", "inner_west" ] }, "metadata/station_pressure_html_report_summary.json": { "type": "json", "top_level": "object", "keys": [ "generated_at", "database", "html_path", "counts", "top_high_pressure", "top_low_pressure", "inner_west", "unmatched" ], "notes": [], "key_count": 8 }, "metadata/station_pressure_html_report_summary.txt": { "type": "text", "line_count_sampled": 38, "first_lines": [ "Station Pressure HTML Report Summary", "========================================================================", "Generated: 2026-06-12T08:51:08", "DuckDB: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\data\\duckdb\\vic_public_transport.duckdb", "HTML: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\html\\station_pressure_intelligence_report.html", "Counts", "------------------------------------------------------------------------", "station_entry_rows: 316", "matched_to_gtfs_supply: 315", "unmatched_to_gtfs_supply: 1", "special_event_station_rows: 2", "Top high-pressure stations", "------------------------------------------------------------------------", "metro Melbourne Central: 11,876,900 entries, 7,592 supply records, 1,564.40 entries/record", "metro Boronia: 462,850 entries, 439 supply records, 1,054.33 entries/record", "regional Tarneit: 1,717,700 entries, 1,870 supply records, 918.56 entries/record", "metro Flinders Street: 19,633,300 entries, 22,816 supply records, 860.51 entries/record", "metro Southern Cross: 14,696,050 entries, 17,196 supply records, 854.62 entries/record", "metro Box Hill: 2,648,350 entries, 3,118 supply records, 849.37 entries/record", "metro Parliament: 6,344,650 entries, 7,592 supply records, 835.70 entries/record", "regional Shepparton: 116,000 entries, 150 supply records, 773.33 entries/record", "metro Williams Landing: 1,389,550 entries, 1,914 supply records, 725.99 entries/record", "regional Albury: 84,300 entries, 119 supply records, 708.40 entries/record", "Top low-pressure stations", "------------------------------------------------------------------------" ], "contains": [ "gtfs", "station", "supply", "pressure", "footscray", "report" ] }, "metadata/station_supply_pressure_refined_summary.json": { "type": "json", "top_level": "object", "keys": [ "generated_at", "database", "output_directory", "outputs", "counts", "top_30_normal_high_entries_per_departure", "top_30_normal_low_entries_per_departure", "inner_west_refined", "unmatched_after_refinement", "candidate_matches_for_unmatched" ], "notes": [], "key_count": 10 }, "metadata/station_supply_pressure_refined_summary.txt": { "type": "text", "line_count_sampled": 99, "first_lines": [ "Refined Victorian Station Patronage / Service Supply Pressure Summary", "========================================================================================", "Generated: 2026-06-12T08:49:42", "DuckDB: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\data\\duckdb\\vic_public_transport.duckdb", "Outputs: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\station_supply_pressure_refined", "Counts", "----------------------------------------------------------------------------------------", "station_entry_rows: 316", "matched_to_gtfs_supply: 315", "unmatched_to_gtfs_supply: 1", "special_event_station_rows: 2", "Top 30 normal high entries per scheduled departure record", "----------------------------------------------------------------------------------------", "metro Melbourne Central: entries=11,876,900, supply_records=7,592, entries_per_record=1,564.40, change=-3,373,800 (-22.1%)", "metro Boronia: entries=462,850, supply_records=439, entries_per_record=1,054.33, change=-214,650 (-31.7%)", "regional Tarneit: entries=1,717,700, supply_records=1,870, entries_per_record=918.56, change=367,200 (27.2%)", "metro Flinders Street: entries=19,633,300, supply_records=22,816, entries_per_record=860.51, change=-8,687,350 (-30.7%)", "metro Southern Cross: entries=14,696,050, supply_records=17,196, entries_per_record=854.62, change=-4,855,400 (-24.8%)", "metro Box Hill: entries=2,648,350, supply_records=3,118, entries_per_record=849.37, change=-1,037,150 (-28.1%)", "metro Parliament: entries=6,344,650, supply_records=7,592, entries_per_record=835.70, change=-3,779,550 (-37.3%)", "regional Shepparton: entries=116,000, supply_records=150, entries_per_record=773.33, change=46,850 (67.8%)", "metro Williams Landing: entries=1,389,550, supply_records=1,914, entries_per_record=725.99, change=-367,100 (-20.9%)", "regional Albury: entries=84,300, supply_records=119, entries_per_record=708.40, change=45,050 (114.8%)", "regional Benalla: entries=28,900, supply_records=41, entries_per_record=704.88, change=2,200 (8.2%)", "metro Craigieburn: entries=1,508,250, supply_records=2,247, entries_per_record=671.23, change=272,000 (22.0%)" ], "contains": [ "patronage", "gtfs", "station", "supply", "pressure", "werribee", "footscray" ] }, "metadata/station_supply_pressure_summary.json": { "type": "json", "top_level": "object", "keys": [ "generated_at", "database", "output_directory", "outputs", "counts", "top_30_high_entries_per_departure", "top_30_low_entries_per_departure", "inner_west_station_pressure", "unmatched_top_30" ], "notes": [], "key_count": 9 }, "metadata/station_supply_pressure_summary.txt": { "type": "text", "line_count_sampled": 98, "first_lines": [ "Victorian Station Patronage / Service Supply Pressure Summary", "==================================================================================", "Generated: 2026-06-12T08:48:00", "DuckDB: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\data\\duckdb\\vic_public_transport.duckdb", "Outputs: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\station_supply_pressure", "Counts", "----------------------------------------------------------------------------------", "station_entry_rows: 316", "matched_to_gtfs_supply: 312", "unmatched_to_gtfs_supply: 4", "Top 30 high entries per scheduled departure record", "----------------------------------------------------------------------------------", "metro Flemington Racecourse: entries=145,550, supply_records=25, entries_per_record=5,822.00, change=-66,800 (-31.5%)", "metro Melbourne Central: entries=11,876,900, supply_records=7,592, entries_per_record=1,564.40, change=-3,373,800 (-22.1%)", "metro Boronia: entries=462,850, supply_records=439, entries_per_record=1,054.33, change=-214,650 (-31.7%)", "regional Tarneit: entries=1,717,700, supply_records=1,870, entries_per_record=918.56, change=367,200 (27.2%)", "metro Flinders Street: entries=19,633,300, supply_records=22,816, entries_per_record=860.51, change=-8,687,350 (-30.7%)", "metro Southern Cross: entries=14,696,050, supply_records=17,196, entries_per_record=854.62, change=-4,855,400 (-24.8%)", "metro Box Hill: entries=2,648,350, supply_records=3,118, entries_per_record=849.37, change=-1,037,150 (-28.1%)", "metro Parliament: entries=6,344,650, supply_records=7,592, entries_per_record=835.70, change=-3,779,550 (-37.3%)", "regional Shepparton: entries=116,000, supply_records=150, entries_per_record=773.33, change=46,850 (67.8%)", "metro Williams Landing: entries=1,389,550, supply_records=1,914, entries_per_record=725.99, change=-367,100 (-20.9%)", "regional Albury: entries=84,300, supply_records=119, entries_per_record=708.40, change=45,050 (114.8%)", "regional Benalla: entries=28,900, supply_records=41, entries_per_record=704.88, change=2,200 (8.2%)", "metro Craigieburn: entries=1,508,250, supply_records=2,247, entries_per_record=671.23, change=272,000 (22.0%)" ], "contains": [ "patronage", "gtfs", "station", "supply", "pressure", "werribee", "footscray" ] }, "metadata/train_passenger_counts_validation_summary.json": { "type": "json", "top_level": "object", "keys": [ "generated_at", "database", "output_dir", "total_rows", "fin_years", "top_2023_24_lines_by_boardings", "top_2023_24_stations_by_boardings", "outputs" ], "notes": [], "key_count": 8 }, "metadata/train_passenger_counts_validation_summary.txt": { "type": "text", "line_count_sampled": 55, "first_lines": [ "Train Passenger Counts Validation Summary", "==========================================================================================", "Generated: 2026-06-12T10:38:15", "DuckDB: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\data\\duckdb\\vic_public_transport.duckdb", "Output dir: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\train_passenger_counts", "Total rows: 90,412,406", "Financial years", "------------------------------------------------------------------------------------------", "FY18-19: 14,863,748 rows | 2018-07-01 00:00:00 to 2019-06-30 00:00:00", "FY19-20: 14,850,530 rows | 2019-07-01 00:00:00 to 2020-06-30 00:00:00", "FY20-21: 14,949,367 rows | 2020-07-01 00:00:00 to 2021-06-30 00:00:00", "FY21-22: 15,040,976 rows | 2021-07-01 00:00:00 to 2022-06-30 00:00:00", "FY22-23: 15,094,917 rows | 2022-07-01 00:00:00 to 2023-06-30 00:00:00", "FY23-24: 15,612,868 rows | 2023-07-01 00:00:00 to 2024-06-30 00:00:00", "Top FY23-24 lines by boardings", "------------------------------------------------------------------------------------------", "Pakenham: boardings=21,574,580.00, max_departure_load=1,780.00", "Lilydale: boardings=18,646,280.00, max_departure_load=1,770.00", "Craigieburn: boardings=17,367,490.00, max_departure_load=1,960.00", "Frankston: boardings=16,792,150.00, max_departure_load=1,960.00", "Werribee: boardings=16,490,190.00, max_departure_load=1,670.00", "Mernda: boardings=16,208,430.00, max_departure_load=1,590.00", "Sunbury: boardings=16,204,730.00, max_departure_load=1,640.00", "Cranbourne: boardings=15,776,600.00, max_departure_load=1,840.00", "Hurstbridge: boardings=13,045,550.00, max_departure_load=1,450.00" ], "contains": [ "passenger", "station", "boardings", "alightings", "load", "werribee", "sunbury", "footscray", "inner_west" ] }, "metadata/train_passenger_load_graphs_summary.json": { "type": "json", "top_level": "object", "keys": [ "generated_at", "csv_dir", "chart_dir", "html", "chart_count", "charts" ], "notes": [], "key_count": 6 }, "metadata/train_passenger_load_graphs_summary.txt": { "type": "text", "line_count_sampled": 20, "first_lines": [ "Train Passenger Load Graph Pack Summary", "======================================================================================", "Generated: 2026-06-12T10:43:01", "CSV dir: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\train_passenger_counts", "Charts: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\train_passenger_loads", "HTML: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\html\\train_passenger_load_graphs_index.html", "Charts", "--------------------------------------------------------------------------------------", "Train passenger-count rows by financial year: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\train_passenger_loads\\01_train_passenger_count_rows_by_fin_year.png", "Top train lines by passenger boardings: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\train_passenger_loads\\02_top_lines_by_boardings_latest_year.png", "Top stations by passenger boardings: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\train_passenger_loads\\03_top_stations_by_boardings_latest_year.png", "Top line-direction maximum departure loads: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\train_passenger_loads\\04_top_line_direction_max_departure_load_latest_year.png", "AM peak maximum loads by line and direction: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\train_passenger_loads\\05_am_peak_max_load_by_line_direction.png", "PM peak maximum loads by line and direction: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\train_passenger_loads\\06_pm_peak_max_load_by_line_direction.png", "Inner-west station boardings and alightings: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\train_passenger_loads\\07_inner_west_boardings_and_alightings.png", "Inner-west boardings per stop record: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\train_passenger_loads\\08_inner_west_boardings_per_stop_record.png", "Station entries versus passenger-count boardings: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\train_passenger_loads\\09_candidate_station_entry_vs_boarding_gap.png", "Werribee line station-sequence load profile: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\train_passenger_loads\\10_werribee_line_station_sequence_load_profile.png", "Sunbury line station-sequence load profile: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\train_passenger_loads\\11_sunbury_line_station_sequence_load_profile.png", "Passenger boardings by day type for top lines: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\train_passenger_loads\\12_daytype_boardings_for_top_lines.png" ], "contains": [ "passenger", "station", "boardings", "alightings", "load", "werribee", "sunbury", "inner_west" ] }, "metadata/train_passenger_loads_colour_coded_summary.json": { "type": "json", "top_level": "object", "keys": [ "generated_at", "csv_dir", "chart_dir", "html", "chart_count", "palette", "line_colours", "day_type_colours", "charts" ], "notes": [], "key_count": 9 }, "metadata/train_passenger_loads_colour_coded_summary.txt": { "type": "text", "line_count_sampled": 21, "first_lines": [ "Colour-coded Train Passenger Load Graph Pack Summary", "==========================================================================================", "Generated: 2026-06-12T10:51:52", "CSV dir: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\csv\\train_passenger_counts", "Charts: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\charts\\train_passenger_loads_colour_coded", "HTML: A:\\TrafficAnalytics\\PROJECTS\\public_transport_intel\\output\\html\\train_passenger_loads_colour_coded_index.html", "Charts", 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GTFS supply and station-pressure layer" }, { "level": 3, "text": "GTFS station match quality" }, { "level": 3, "text": "Inner-west entries per supply record" }, { "level": 3, "text": "Inner-west patronage change" }, { "level": 3, "text": "Supply-demand pressure quadrant" }, { "level": 3, "text": "Patronage pressure versus supply scatter" }, { "level": 3, "text": "GTFS route supply concentration" }, { "level": 3, "text": "Top routes by scheduled trips" }, { "level": 3, "text": "Route type scheduled trip summary" }, { "level": 2, "text": "4. Train passenger-count loads and peak pressure" }, { "level": 3, "text": "Top stations by passenger-count boardings and alightings" }, { "level": 3, "text": "Top train lines by boardings with maximum load" }, { "level": 3, "text": "AM peak maximum loads" }, { "level": 3, "text": "PM peak maximum loads" }, { "level": 3, "text": "Passenger boardings by day type" }, { "level": 2, "text": "5. Footscray and inner-west focus" }, { "level": 3, "text": "Footscray boardings and alightings by line and direction" }, { "level": 3, "text": "Inner-west passenger-count activity intensity" }, { "level": 3, "text": "Inner-west strategic scatter" }, { "level": 3, "text": "Inner-west entries per supply record" }, { "level": 2, "text": "6. Station-entry versus passenger-count validation-gap screening" }, { "level": 3, "text": "Indexed validation-gap scatter — mid-network" }, { "level": 3, "text": "Largest station-entry versus boarding gaps" }, { "level": 3, "text": "Mid-tier station-entry versus boarding gaps" }, { "level": 2, "text": "7. Technical appendix: corridor load-shape profiles" }, { "level": 3, "text": "Werribee Down-direction load profile" }, { "level": 3, "text": "Werribee Up-direction load profile" }, { "level": 3, "text": "Sunbury Down-direction load profile" }, { "level": 3, "text": "Sunbury Up-direction load profile" }, { "level": 2, "text": "Methodology and cautions" }, { "level": 3, "text": "Important interpretation cautions" }, { "level": 3, "text": "Broken-reference check" } ], "image_count": 32, "images": [ { "src": "charts/recovery_and_shift/02_annual_mode_recovery_heatmap.png", "alt": "Annual mode recovery heatmap" }, { "src": "charts/recovery_and_shift/01_monthly_recovery_index_by_mode.png", "alt": "Monthly recovery index by mode" }, { "src": "charts/station_pressure/02_latest_complete_month_patronage_by_mode.png", "alt": "Latest complete month patronage by mode" }, { "src": "charts/recovery_and_shift/08_station_patronage_concentration.png", "alt": "Station patronage concentration" }, { "src": "charts/recovery_and_shift/03_cbd_station_patronage_decline.png", "alt": "CBD station patronage decline" }, { "src": "charts/recovery_and_shift/04_top_station_growth_winners.png", "alt": "Top station growth winners" }, { "src": "charts/station_pressure/08_top_station_decline.png", "alt": "Top station decline" }, { "src": "charts/station_pressure/07_top_station_growth.png", "alt": "Top station growth" }, { "src": "charts/station_pressure/01_gtfs_match_quality.png", "alt": "GTFS station match quality" }, { "src": "charts/station_pressure/03_inner_west_entries_per_supply_record.png", "alt": "Inner-west entries per supply record" }, { "src": "charts/station_pressure/04_inner_west_patronage_change.png", "alt": "Inner-west patronage change" }, { "src": "charts/recovery_and_shift/06_supply_demand_pressure_quadrant.png", "alt": "Supply-demand pressure quadrant" }, { "src": "charts/station_pressure/11_patronage_pressure_vs_supply_scatter.png", "alt": "Patronage pressure versus supply scatter" }, { "src": "charts/recovery_and_shift/09_gtfs_route_supply_concentration.png", "alt": "GTFS route supply concentration" }, { "src": "charts/station_pressure/09_top_routes_by_scheduled_trips.png", "alt": "Top routes by scheduled trips" }, { "src": "charts/station_pressure/10_route_type_scheduled_trip_summary.png", "alt": "Route type scheduled trip summary" }, { "src": "charts/train_passenger_loads_final_public/01_top_stations_boardings_alightings_final.png", "alt": "Top stations by passenger-count boardings and alightings" }, { "src": "charts/train_passenger_loads_final_public/02_top_train_lines_boardings_with_max_load_final.png", "alt": "Top train lines by boardings with maximum load" }, { "src": "charts/train_passenger_loads_final_public/03_am_peak_max_loads_final.png", "alt": "AM peak maximum loads" }, { "src": "charts/train_passenger_loads_final_public/04_pm_peak_max_loads_final.png", "alt": "PM peak maximum loads" }, { "src": "charts/train_passenger_loads_final_public/13_day_type_boardings_final.png", "alt": "Passenger boardings by day type" }, { "src": "charts/train_passenger_loads_final_public/05_footscray_line_direction_boardings_alightings_final.png", "alt": "Footscray boardings and alightings by line and direction" }, { "src": "charts/train_passenger_loads_final_public/06_inner_west_activity_intensity_final.png", "alt": "Inner-west passenger-count activity intensity" }, { "src": "charts/recovery_and_shift/07_inner_west_strategic_scatter.png", "alt": "Inner-west strategic scatter" }, { "src": "charts/station_pressure/03_inner_west_entries_per_supply_record.png", "alt": "Inner-west entries per supply record" }, { "src": "charts/train_passenger_loads_final_public/10_station_entries_vs_boardings_indexed_scatter_mid_network_final.png", "alt": "Indexed validation-gap scatter — mid-network" }, { "src": "charts/train_passenger_loads_final_public/07_largest_station_entry_vs_boarding_gaps_final.png", "alt": "Largest station-entry versus boarding gaps" }, { "src": "charts/train_passenger_loads_final_public/08_mid_tier_station_entry_vs_boarding_gaps_final.png", "alt": "Mid-tier station-entry versus boarding gaps" }, { "src": "charts/train_passenger_loads_final_public/11_werribee_down_profile_cleaner_final.png", "alt": "Werribee Down-direction load profile" }, { "src": "charts/train_passenger_loads_final_public/12_werribee_up_profile_cleaner_final.png", "alt": "Werribee Up-direction load profile" }, { "src": "charts/train_passenger_loads_final_public/14_sunbury_down_profile_cleaner_final.png", "alt": "Sunbury Down-direction load profile" }, { "src": "charts/train_passenger_loads_final_public/15_sunbury_up_profile_cleaner_final.png", "alt": "Sunbury Up-direction load profile" } ], "link_count": 8, "links": [ "#executive-recovery", "#cbd-growth", "#gtfs-pressure", "#passenger-loads", "#inner-west", "#validation-gap", "#technical-profiles", "#methodology" ] }, "output/html/victorian_train_passenger_load_report.html": { "type": "html", "title": "Victorian Train Passenger Load Intelligence", "headings": [ { "level": 1, "text": "Victorian Train Passenger Load Intelligence" }, { "level": 2, "text": "What this report adds" }, { "level": 2, "text": "01. Top stations by boardings and alightings" }, { "level": 2, "text": "02. Top train lines by boardings, with maximum observed load" }, { "level": 2, "text": "03. AM peak maximum loads by line and direction" }, { "level": 2, "text": "04. PM peak maximum loads by line and direction" }, { "level": 2, "text": "05. Footscray boardings and alightings by line and direction" }, { "level": 2, "text": "06. Inner-west passenger-count activity intensity" }, { "level": 2, "text": "07. Largest station-entry versus passenger-count boarding gaps" }, { "level": 2, "text": "08. Station entries versus passenger-count boardings" }, { "level": 2, "text": "09. Werribee line Down-direction load profile" }, { "level": 2, "text": "10. Werribee line Up-direction load profile" }, { "level": 2, "text": "11. Sunbury line Down-direction load profile" }, { "level": 2, "text": "12. Sunbury line Up-direction load profile" }, { "level": 2, "text": "Methodology and cautions" } ], "image_count": 12, "images": [ { "src": "../charts/train_passenger_loads_publishable/01_top_stations_boardings_and_alightings.png", "alt": "Top stations by boardings and alightings" }, { "src": "../charts/train_passenger_loads_publishable/02_top_train_lines_boardings_with_max_load.png", "alt": "Top train lines by boardings, with maximum observed load" }, { "src": "../charts/train_passenger_loads_publishable/03_am_peak_max_loads_exact.png", "alt": "AM peak maximum loads by line and direction" }, { "src": "../charts/train_passenger_loads_publishable/04_pm_peak_max_loads_exact.png", "alt": "PM peak maximum loads by line and direction" }, { "src": "../charts/train_passenger_loads_publishable/05_footscray_line_direction_boardings_alightings.png", "alt": "Footscray boardings and alightings by line and direction" }, { "src": "../charts/train_passenger_loads_publishable/06_inner_west_passenger_count_activity_intensity.png", "alt": "Inner-west passenger-count activity intensity" }, { "src": "../charts/train_passenger_loads_publishable/07_largest_station_entry_vs_boarding_gaps.png", "alt": "Largest station-entry versus passenger-count boarding gaps" }, { "src": "../charts/train_passenger_loads_publishable/08_station_entries_vs_passenger_count_boardings_scatter.png", "alt": "Station entries versus passenger-count boardings" }, { "src": "../charts/train_passenger_loads_publishable/09_werribee_down_load_profile.png", "alt": "Werribee line Down-direction load profile" }, { "src": "../charts/train_passenger_loads_publishable/10_werribee_up_load_profile.png", "alt": "Werribee line Up-direction load profile" }, { "src": "../charts/train_passenger_loads_publishable/11_sunbury_down_load_profile.png", "alt": "Sunbury line Down-direction load profile" }, { "src": "../charts/train_passenger_loads_publishable/12_sunbury_up_load_profile.png", "alt": "Sunbury line Up-direction load profile" } ], "link_count": 13, "links": [ "#chart-01", "#chart-02", "#chart-03", "#chart-04", "#chart-05", "#chart-06", "#chart-07", "#chart-08", "#chart-09", "#chart-10", "#chart-11", "#chart-12", "#methodology" ] }, "README.md": { "type": "text", "line_count_sampled": 17, "first_lines": [ "# Victorian Public Transport Intelligence System", "This project analyses Victorian public transport open data, including:", "- GTFS schedule data", "- Monthly public transport patronage by mode", "- Monthly average patronage by day type and mode", "- Public transport lines and stops", "- Annual metropolitan train station patronage", "- Annual regional train station patronage", "- Train service passenger counts", "## Folder structure", "- `data/raw/` stores downloaded source files.", "- `data/parquet/` stores cleaned and converted Parquet datasets.", "- `data/duckdb/` stores the DuckDB analytical database.", "- `scripts/` stores ingestion, transformation and report-generation scripts.", "- `output/` stores generated HTML, CSV, chart and map outputs.", "- `logs/` stores processing logs.", "- `metadata/` stores manifests, dataset notes and source documentation." ], "contains": [ "passenger", "patronage", "gtfs", "station", "load", "report", "map" ] } } }