LibCity / Bigscity-LibCity

LibCity: An Open Library for Urban Spatial-temporal Data Mining
https://libcity.ai/
Apache License 2.0
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Something seems dismatch in PEMS07 dataset #319

Closed HankLiu10 closed 1 year ago

HankLiu10 commented 1 year ago

Hi, thanks for your work on LibCity. When checking the dataset, I found the PEMS07 actually has data for only 98 days. However, many works including LibCity claims that it contains data for 123 days (5/1/2017 - 8/31/2017), which confuses me. Can you give specific instructions on that? Thanks again.

aptx1231 commented 1 year ago

感谢提醒,我调研了一下。

Pems07数据集最早由论文STSGCN[1]的作者提供,代码链接在这。 该论文中提到时间范围是123 days (5/1/2017 - 8/31/2017),而代码仓库中提供的数据npz文件其实只有98天,我猜测大家引用此数据集的时候直接遵循STSGCN论文中提供的表格数据,而没有真实的考虑过数据到底有多少天(我们就是这样,所以造成了天数的误报)。不过大家用的数据应该都是同样的98天的数据。具体原因只能像原作者提问了,谢谢!

[1]Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting