Upload automatum_data_full_highway_drone_dataset — Sample_Data, docs, examples, archive
9d62b12 verified | # Example Scripts — Automatum Data Full Highway Dataset | |
| These scripts demonstrate how to work with the Automatum drone traffic data using the `openautomatumdronedata` Python library. | |
| ## Prerequisites | |
| ```bash | |
| pip install openautomatumdronedata numpy matplotlib | |
| ``` | |
| ## Scripts | |
| | Script | Description | | |
| |--------|-------------| | |
| | `01_lane_changes.py` | Analyzes lane change frequency per vehicle and shows the top 10 | | |
| | `02_heatmap_density.py` | Creates a traffic density heatmap from all position data | | |
| | `03_high_acceleration.py` | Detects vehicles exceeding an acceleration threshold | | |
| ## Usage | |
| All scripts take the path to a recording folder as their first argument: | |
| ```bash | |
| python 01_lane_changes.py ../hw-a9-denkendorf-001-uuid | |
| python 02_heatmap_density.py ../hw-a9-appershofen-001-uuid | |
| python 03_high_acceleration.py ../hw-a9-brunn-001-uuid 3.0 | |
| ``` | |
| ## Processing All Recordings | |
| To batch-process all 114 recordings: | |
| ```python | |
| import os | |
| from openautomatumdronedata.dataset import droneDataset | |
| base = "path/to/automatum_data_full_highway_drone_dataset" | |
| for folder in sorted(os.listdir(base)): | |
| if folder.startswith("hw-"): | |
| dataset = droneDataset(os.path.join(base, folder)) | |
| print(f"{folder}: {len(dataset.dynWorld)} vehicles") | |
| ``` | |
| ## Learn More | |
| - [Full Documentation](https://openautomatumdronedata.readthedocs.io) | |
| - [Research Paper (IV2021)](../doc/IV21_Automatumd_Full_Drone_Dataset.pdf) | |
| - [Automatum Data Website](https://automatum-data.com) | |