├── .gitignore ├── LICENSE ├── README.md ├── data └── basin_list.txt ├── environment_cpu.yml ├── environment_gpu.yml ├── main.py ├── notebooks ├── all_metrics.p ├── embedding.ipynb ├── performance.ipynb ├── ranking.ipynb ├── run_1906_1004_seed111_catchment_embedding.p ├── run_1906_1004_seed111_feature_ranking.p ├── run_1906_1004_seed111_model_robustness.p ├── run_1906_1005_seed222_catchment_embedding.p ├── run_1906_1005_seed333_catchment_embedding.p ├── run_1906_1006_seed444_catchment_embedding.p ├── run_1906_1006_seed555_catchment_embedding.p ├── run_1906_1006_seed666_catchment_embedding.p ├── run_1906_1007_seed777_catchment_embedding.p └── run_1906_1007_seed888_catchment_embedding.p └── papercode ├── __init__.py ├── clusterutils.py ├── datasets.py ├── datautils.py ├── ealstm.py ├── evalutils.py ├── lstm.py ├── metrics.py ├── morris.py ├── nseloss.py ├── plotutils.py └── utils.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/README.md -------------------------------------------------------------------------------- /data/basin_list.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/data/basin_list.txt -------------------------------------------------------------------------------- /environment_cpu.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/environment_cpu.yml -------------------------------------------------------------------------------- /environment_gpu.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/environment_gpu.yml -------------------------------------------------------------------------------- /main.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/main.py -------------------------------------------------------------------------------- /notebooks/all_metrics.p: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/notebooks/all_metrics.p -------------------------------------------------------------------------------- /notebooks/embedding.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/notebooks/embedding.ipynb -------------------------------------------------------------------------------- /notebooks/performance.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/notebooks/performance.ipynb -------------------------------------------------------------------------------- /notebooks/ranking.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/notebooks/ranking.ipynb -------------------------------------------------------------------------------- /notebooks/run_1906_1004_seed111_catchment_embedding.p: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/notebooks/run_1906_1004_seed111_catchment_embedding.p -------------------------------------------------------------------------------- /notebooks/run_1906_1004_seed111_feature_ranking.p: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/notebooks/run_1906_1004_seed111_feature_ranking.p -------------------------------------------------------------------------------- /notebooks/run_1906_1004_seed111_model_robustness.p: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/notebooks/run_1906_1004_seed111_model_robustness.p -------------------------------------------------------------------------------- /notebooks/run_1906_1005_seed222_catchment_embedding.p: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/notebooks/run_1906_1005_seed222_catchment_embedding.p -------------------------------------------------------------------------------- /notebooks/run_1906_1005_seed333_catchment_embedding.p: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/notebooks/run_1906_1005_seed333_catchment_embedding.p -------------------------------------------------------------------------------- /notebooks/run_1906_1006_seed444_catchment_embedding.p: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/notebooks/run_1906_1006_seed444_catchment_embedding.p -------------------------------------------------------------------------------- /notebooks/run_1906_1006_seed555_catchment_embedding.p: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/notebooks/run_1906_1006_seed555_catchment_embedding.p -------------------------------------------------------------------------------- /notebooks/run_1906_1006_seed666_catchment_embedding.p: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/notebooks/run_1906_1006_seed666_catchment_embedding.p -------------------------------------------------------------------------------- /notebooks/run_1906_1007_seed777_catchment_embedding.p: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/notebooks/run_1906_1007_seed777_catchment_embedding.p -------------------------------------------------------------------------------- /notebooks/run_1906_1007_seed888_catchment_embedding.p: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/notebooks/run_1906_1007_seed888_catchment_embedding.p -------------------------------------------------------------------------------- /papercode/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /papercode/clusterutils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/papercode/clusterutils.py -------------------------------------------------------------------------------- /papercode/datasets.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/papercode/datasets.py -------------------------------------------------------------------------------- /papercode/datautils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/papercode/datautils.py -------------------------------------------------------------------------------- /papercode/ealstm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/papercode/ealstm.py -------------------------------------------------------------------------------- /papercode/evalutils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/papercode/evalutils.py -------------------------------------------------------------------------------- /papercode/lstm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/papercode/lstm.py -------------------------------------------------------------------------------- /papercode/metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/papercode/metrics.py -------------------------------------------------------------------------------- /papercode/morris.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/papercode/morris.py -------------------------------------------------------------------------------- /papercode/nseloss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/papercode/nseloss.py -------------------------------------------------------------------------------- /papercode/plotutils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/papercode/plotutils.py -------------------------------------------------------------------------------- /papercode/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kratzert/ealstm_regional_modeling/HEAD/papercode/utils.py --------------------------------------------------------------------------------