Data and Code Supporting "An Enhanced Framework of STL-ConvLSTM for Spatiotemporal Habitat Reconstruction of Albacore Tuna in the Western and Central Pacific Ocean"

This record contains the datasets, source code, supplementary figures, and supplementary tables supporting the revised manuscript entitled “An Enhanced Framework of STL-ConvLSTM for Spatiotemporal Habitat Reconstruction of Albacore Tuna in the Western and Central Pacific Ocean.” The materials include two analysis-ready fishery–environment datasets covering the period 1993–2020, Python source code for the STL-ConvLSTM reconstruction framework, threshold-sensitivity analyses, controlled ablation and baseline experiments, and the GAM-SHAP interpretation workflow. Supplementary figures and tables report model configuration, sensitivity, classifier reliability, calibration, and ecological-consistency analyses. The fishery observations originate from the public-domain aggregated catch-and-effort data provided by the Western and Central Pacific Fisheries Commission (WCPFC). Environmental variables were derived from the data sources described in the associated manuscript and README file. Detailed file descriptions, input mappings, software dependencies, and execution instructions are provided in README.txt. This record is intended to support transparent evaluation and reproducibility of the associated study.