| arxiv: 2606.10314 | |
| pretty_name: SF-TPAN | |
| size_categories: | |
| - 10M<n<100M | |
| # Introduction | |
| SF-TPAN (San Francisco Trajectory Perturbation Anomaly Dataset) is a custom dataset generated from the SF-life dataset. It contains spatial-temporal trajectories perturbed by inserted anomalies and noise. | |
| # Licenses and Attribution | |
| ## SF-TPAN data | |
| The SF-TPAN dataset, is © 2026 The SF-TPAN and SF-LIFE authors and is made available under the Open Data Commons Attribution License (ODC-By) | |
| When using the dataset, please cite the following paper or its follow-up journal version: | |
| Liu, Yueyang, Joon-Seok Kim, and Andreas Züfle. "Mobility Anomaly Generation using LLM-Driven Behavior with Kinematic Constraints." arXiv:2606.10314 (2026). | |
| For the more data structure questions, please refer to [sf-life/sf-life](https://huggingface.co/datasets/sf-life/sf-life) dataset readme.md. | |
| The dataset containing inserted anomalies and added noise will be released upon publication of the manuscript. | |
| The noise-only dataset is available as sfo_sampled_5s_100_agents_combined_noise.parquet | |
| Additional details will be provided following the publication of the manuscript. |