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PellelNitram/european-bike-sharing-dataset

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Hugging Face2025-12-06 更新2025-12-20 收录
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https://hf-mirror.com/datasets/PellelNitram/european-bike-sharing-dataset
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--- license: cc-by-nc-4.0 dataset_info: - config_name: bike_types features: - name: id dtype: int64 - name: vehicle_image dtype: string - name: name dtype: string - name: description dtype: string - name: form_factor dtype: string - name: rider_capacity dtype: float64 - name: propulsion_type dtype: string - name: max_range dtype: float64 - name: battery_capacity dtype: float64 splits: - name: train num_bytes: 23822 num_examples: 121 download_size: 10755 dataset_size: 23822 - config_name: bikes features: - name: id dtype: int64 - name: bike_type_id dtype: int64 - name: computer_id dtype: int64 splits: - name: train num_bytes: 2122464 num_examples: 88436 download_size: 1066625 dataset_size: 2122464 - config_name: cities features: - name: id dtype: int64 - name: name dtype: string - name: lat dtype: float64 - name: lon dtype: float64 - name: timezone dtype: string - name: country dtype: string - name: return_to_official_only dtype: bool splits: - name: train num_bytes: 16449 num_examples: 267 download_size: 13308 dataset_size: 16449 - config_name: station_status features: - name: station_id dtype: int64 - name: time dtype: float64 - name: bikes dtype: int64 - name: booked_bikes dtype: int64 - name: bikes_available_to_rent dtype: int64 - name: free_racks dtype: int64 - name: free_special_racks dtype: int64 - name: maintenance dtype: bool splits: - name: train num_bytes: 2148458546 num_examples: 38279885 download_size: 186990511 dataset_size: 2148458546 - config_name: stations features: - name: id dtype: int64 - name: city_id dtype: int64 - name: name dtype: string - name: app_number dtype: int64 - name: terminal_type dtype: string - name: place_type dtype: int64 - name: bike_racks dtype: int64 - name: special_racks dtype: int64 - name: rack_locks dtype: float64 - name: lon dtype: float64 - name: lat dtype: float64 splits: - name: train num_bytes: 1447111 num_examples: 13192 download_size: 676844 dataset_size: 1447111 - config_name: trips features: - name: bike_id dtype: int64 - name: city_id dtype: int64 - name: time_start dtype: float64 - name: lon_start dtype: float64 - name: lat_start dtype: float64 - name: lon_end dtype: float64 - name: lat_end dtype: float64 - name: station_id_start dtype: float64 - name: station_id_end dtype: float64 - name: battery_start dtype: float64 - name: battery_end dtype: float64 - name: duration dtype: float64 - name: distance dtype: float64 splits: - name: train num_bytes: 2633908774 num_examples: 25210627 download_size: 580613233 dataset_size: 2633908774 configs: - config_name: bike_types data_files: - split: train path: bike_types/train-* - config_name: bikes data_files: - split: train path: bikes/train-* - config_name: cities data_files: - split: train path: cities/train-* - config_name: station_status data_files: - split: train path: station_status/train-* - config_name: stations data_files: - split: train path: stations/train-* - config_name: trips data_files: - split: train path: trips/train-* tags: - traffic - european - climate pretty_name: European Bike Sharing Dataset size_categories: - 10M<n<100M --- # European Bike-Sharing Dataset Large-scale (E-)bike-sharing data from European cities, including ~25 M trips, ~38 M station-status snapshots, ~13 k stations, 267 cities, bike types, and operational areas. Timestamps are UTC Unix seconds; coordinates are WGS-84. For the **full dataset description, schemas, and ETL code**, see [the original repository](https://github.com/TUMFTM/european-bike-sharing-dataset). Note that the `city_areas` dataset is not included here due to technical difficulties - please refer to the [the original repository](https://github.com/TUMFTM/european-bike-sharing-dataset) for that. **License:** CC BY-NC 4.0 **Citation:** Waldner, F.; Balke, G.; Rech, F.; Lellep, M. (2025). *Data-Driven Insights into (E-)Bike-Sharing: Mining a Large-Scale Dataset on Usage and Urban Characteristics – Descriptive Analysis and Performance Modeling.* *Transportation.* - [Link to peer-reviewed publication](https://link.springer.com/article/10.1007/s11116-025-10661-2). **Contact:** [Felix Waldner](mailto:f.waldner@tum.de), [Georg Balke](mailto:georg.balke@tum.de), Relix Rech, [Martin Lellep](https://lellep.xyz/?utm_campaign=hfEUbikeDataset)
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