Temporal Event Sequences
Collection
A collection of real-world temporal event sequences from multiple domains.
•
6 items
•
Updated
•
1
dim_process
int64 20
20
| seq_idx
int64 0
3.23k
| seq_len
int64 30
120
| time_since_start
sequencelengths 30
120
| time_since_last_event
sequencelengths 30
120
| type_event
sequencelengths 30
120
| type_text
sequencelengths 30
120
|
---|---|---|---|---|---|---|
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This dataset contains reported crime incidents in Chicago from January 1, 2022, to December 31, 2023. It includes 4,033 sequences with 202,333 events across 20 crime types. The data is sourced from the Chicago Data Portal under the Terms of Use. The detailed data preprocessing steps used to create this dataset can be found in the TPP-LLM paper and TPP-LLM-Embedding paper.
If you find this dataset useful, we kindly invite you to cite the following papers:
@article{liu2024tppllmm,
title={TPP-LLM: Modeling Temporal Point Processes by Efficiently Fine-Tuning Large Language Models},
author={Liu, Zefang and Quan, Yinzhu},
journal={arXiv preprint arXiv:2410.02062},
year={2024}
}
@article{liu2024efficient,
title={Efficient Retrieval of Temporal Event Sequences from Textual Descriptions},
author={Liu, Zefang and Quan, Yinzhu},
journal={arXiv preprint arXiv:2410.14043},
year={2024}
}