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LibCity

LibCity: An Open Library for Urban Spatial-temporal Data Mining

LibCity is a unified, comprehensive, and extensible library for urban spatial-temporal prediction.

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new 11/04/2023: Our creative design ZongHeng based on LibCity won the first prize in the 9th China Graduate Contest on Smart-city Technology and Creative Design! Weixin

new08/24/2023: We published a paper titled Unified Data Management and Comprehensive Performance Evaluation for Urban Spatial-Temporal Prediction [Experiment, Analysis & Benchmark], including (1) a Unified Storage Format for urban spatial-temporal data, (2) a Technical Development Roadmap for urban spatial-temporal prediction models, (3) Extensive Experiments and Performance Evaluation using 18 models and 20 datasets. [Paper].

new06/20/2023: We released the Beijing trajectory dataset collected in November 2015, including 1018312 trajectories. We obtained the corresponding road network data from OpenStreetMap and preprocessed the trajectory data to get the Beijing trajectory dataset matched to the road network, and we believed that this dataset could promote the development of urban trajectory mining tasks. Please refer to this link to obtain it and ensure that this data is used for research purposes only.

new06/04/2023: LibCity won the second prize in the 3rd China Science Open Source Software Creativity Competition! Weixin

new04/27/2023: We published a full paper titled LibCity: A Unified Library Towards Efficient and Comprehensive Urban Spatial-Temporal Prediction, which provides more details of LibCity. [Paper].

new 11/19/2022: Our self-attention-based traffic flow prediction model PDFormer developed on LibCity was accepted by AAAI2023, please check this link for more details.

new 08/05/2022: We develop a web-based experiment platform for the LibCity, which allows users to complete the experiments in a visual interface. The link to the code repository is here. Some introduction (in Chinese): Weixin, Zhihu.

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  1. Bigscity-LibCity Bigscity-LibCity Public

    LibCity: An Open Library for Urban Spatial-temporal Data Mining

    Python 958 169

  2. Bigscity-LibCity-WebTool Bigscity-LibCity-WebTool Public

    LibCity Experiment Management and Visualization Web Tool

    Python 66 7

  3. Bigscity-LibCity-Datasets Bigscity-LibCity-Datasets Public

    Traffic data processing tools in LibCity

    Python 196 21

  4. Bigscity-LibCity-PaperList Bigscity-LibCity-PaperList Public

    Paper list in traffic prediction field

    222 24

Repositories

Showing 9 of 9 repositories
  • Bigscity-LibCity Public

    LibCity: An Open Library for Urban Spatial-temporal Data Mining

    LibCity/Bigscity-LibCity’s past year of commit activity
    Python 958 Apache-2.0 169 22 4 Updated Dec 18, 2024
  • libcity.github.io Public

    Home page of LibCity

    LibCity/libcity.github.io’s past year of commit activity
    Vue 9 Apache-2.0 0 0 0 Updated Dec 5, 2024
  • Bigscity-LibCity-Docs Public

    Docs of LibCity

    LibCity/Bigscity-LibCity-Docs’s past year of commit activity
    Python 14 Apache-2.0 3 0 0 Updated Dec 5, 2024
  • Bigscity-LibCity-PaperList Public

    Paper list in traffic prediction field

    LibCity/Bigscity-LibCity-PaperList’s past year of commit activity
    222 24 0 0 Updated Jul 6, 2024
  • M-LibCity Public

    M-LibCity: An Open Source Library for Urban Spatio-temporal Prediction Models Based on MindSpore

    LibCity/M-LibCity’s past year of commit activity
    Python 4 Apache-2.0 2 0 0 Updated Apr 12, 2024
  • Bigscity-LibCity-WebTool Public

    LibCity Experiment Management and Visualization Web Tool

    LibCity/Bigscity-LibCity-WebTool’s past year of commit activity
    Python 66 Apache-2.0 7 2 0 Updated Mar 22, 2024
  • Bigscity-LibCity-Docs-zh_CN Public

    Chinese Docs of LibCity

    LibCity/Bigscity-LibCity-Docs-zh_CN’s past year of commit activity
    Python 25 Apache-2.0 5 1 2 Updated Dec 14, 2023
  • .github Public
    LibCity/.github’s past year of commit activity
    3 0 0 0 Updated Dec 1, 2023
  • Bigscity-LibCity-Datasets Public

    Traffic data processing tools in LibCity

    LibCity/Bigscity-LibCity-Datasets’s past year of commit activity
    Python 196 Apache-2.0 21 5 0 Updated Jun 22, 2023

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