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--- |
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license: cc-by-4.0 |
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task_categories: |
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- time-series-forecasting |
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- tabular-regression |
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tags: |
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- transportation |
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- trains |
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- germany |
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- deutsche-bahn |
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- delays |
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- timetables |
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size_categories: |
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- 100M<n<1B |
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pretty_name: Deutsche Bahn Data |
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--- |
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# Deutsche Bahn Train Data |
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This dataset contains public historical data from Deutsche Bahn, the largest German train company. It includes train schedules, delays, and cancellations from stations across Germany. |
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For more info visit the project page at GitHub: https://github.com/piebro/deutsche-bahn-data |
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## Dataset Structure |
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### Monthly Processed Data |
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The monthly processed data is located in `monthly_processed_data/` and contains files named `data-YYYY-MM.parquet`. |
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**Schema:** |
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| Column | Type | Description | |
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|--------|------|-------------| |
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| `station_name` | string | Name of the station | |
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| `xml_station_name` | string | Station name from the XML response | |
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| `eva` | string | EVA station number (unique identifier) | |
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| `train_name` | string | Name of the train (e.g., "ICE 123", "RE 5") | |
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| `final_destination_station` | string | Final destination of the train | |
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| `delay_in_min` | integer | Delay in minutes | |
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| `time` | timestamp | Actual arrival or departure time | |
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| `is_canceled` | boolean | Whether the train stop was canceled | |
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| `train_type` | string | Type of train (e.g., "ICE", "IC", "RE") | |
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| `train_line_ride_id` | string | Unique identifier for the train ride | |
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| `train_line_station_num` | integer | Station number in the train's route | |
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| `arrival_planned_time` | timestamp | Planned arrival time | |
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| `arrival_change_time` | timestamp | Actual/changed arrival time | |
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| `departure_planned_time` | timestamp | Planned departure time | |
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| `departure_change_time` | timestamp | Actual/changed departure time | |
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| `id` | string | Unique identifier for the train stop | |
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### Raw Data |
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The raw data is located in `raw_data/` and is partitioned by `year={year}/month={month}/day={day}/`. Each partition contains multiple parquet files with hourly data. |
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**Schema:** |
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| Column | Type | Description | |
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|--------|------|-------------| |
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| `timestamp` | timestamp | When the API request was made | |
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| `url` | string | The API endpoint URL that was queried | |
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| `api_name` | string | Name of the API (e.g., "timetables/v1/plan", "timetables/v1/fchg") | |
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| `query_params` | string | JSON string of query parameters used | |
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| `response_data` | string | Raw XML or JSON response from the API | |
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| `status_code` | string | HTTP status code of the response | |
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| `error` | string | Error message if the request failed | |
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| `duration_ms` | float | Request duration in milliseconds | |
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| `year` | integer | Year of the request (partition key) | |
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| `month` | integer | Month of the request (partition key) | |
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| `day` | integer | Day of the request (partition key) | |
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## License |
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The dataset is licensed under [Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/) by Deutsche Bahn. |
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## Acknowledgments |
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Data sourced from Deutsche Bahn's public APIs. Special thanks to Deutsche Bahn for providing open access to this data. |
