Drought resilience dataset
Description
The drought resilience dataset includes the following: Raw data for 20 indicators across 288 Chinese cities during the historical period (2007–2021), Raw data for the future period of 8 indicators related to climate change scenarios, and Raw data for the future period of 12 indicators unrelated to climate change scenarios. The code used in this paper includes: Mechanism Analysis code and machine learning training and prediction code.
Files
Steps to reproduce
Download and extract Raw data.zip and Code.zip. Raw data.zip contains the indicator data used for drought resilience assessment, mechanism analysis, and future scenario prediction. Code.zip contains the scripts used for mechanism analysis, machine learning model training, prediction, and interpretation. The analyses can be reproduced by maintaining the original folder structure and running the scripts according to the workflow described in the manuscript.
Institutions
- Beijing Normal UniversityBeijing, Beijing
Categories
Funders
- National Key Research and Development Project of ChinaGrant ID: 2021YFC3101700